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diff --git a/e43/akt/logs/algebra2005_csN16-s0.log b/e43/akt/logs/algebra2005_csN16-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4a9fb27633ecdf269abd362874f6edd24d2cb5e
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN16-s0.log
@@ -0,0 +1,388 @@
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 1, validauc: 0.4933, validacc: 0.736, validf1: 0.8479, best epoch: 1, best auc: 0.4933, train loss: 0.6749954989309381, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 2, validauc: 0.5383, validacc: 0.736, validf1: 0.8479, best epoch: 2, best auc: 0.5383, train loss: 0.6291720923402732, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 3, validauc: 0.5873, validacc: 0.736, validf1: 0.8479, best epoch: 3, best auc: 0.5873, train loss: 0.6132862315189817, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 4, validauc: 0.6415, validacc: 0.736, validf1: 0.8479, best epoch: 4, best auc: 0.6415, train loss: 0.6062771059930063, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 5, validauc: 0.6725, validacc: 0.7365, validf1: 0.8482, best epoch: 5, best auc: 0.6725, train loss: 0.5933465551241179, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 6, validauc: 0.6872, validacc: 0.7375, validf1: 0.8478, best epoch: 6, best auc: 0.6872, train loss: 0.5799234577819496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 7, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.5654873647064098, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 8, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.543924124453868, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 9, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.5237700471521549, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 10, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.5052533777572816, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 11, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.48932084605395987, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 12, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.47904027663074455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 13, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.4705359656746796, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 14, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.4648353736961682, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 15, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.461087916732528, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 16, validauc: 0.6944, validacc: 0.7395, validf1: 0.8472, best epoch: 7, best auc: 0.6944, train loss: 0.4545254066605625, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 17, validauc: 0.6971, validacc: 0.7117, validf1: 0.8085, best epoch: 17, best auc: 0.6971, train loss: 0.44360479257683105, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 18, validauc: 0.7027, validacc: 0.7224, validf1: 0.8187, best epoch: 18, best auc: 0.7027, train loss: 0.43563710347974, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 19, validauc: 0.7073, validacc: 0.7301, validf1: 0.826, best epoch: 19, best auc: 0.7073, train loss: 0.42941345227600813, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 20, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.42464142953949835, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 21, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.41956074667260146, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 22, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.4131090165005902, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 23, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.40815754876927834, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 24, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.40398315423683867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 25, validauc: 0.7102, validacc: 0.7316, validf1: 0.8278, best epoch: 20, best auc: 0.7102, train loss: 0.39966934704999535, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 26, validauc: 0.7132, validacc: 0.7413, validf1: 0.8318, best epoch: 26, best auc: 0.7132, train loss: 0.39482790227945563, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 27, validauc: 0.7164, validacc: 0.7439, validf1: 0.8347, best epoch: 27, best auc: 0.7164, train loss: 0.39053585422966275, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 28, validauc: 0.7193, validacc: 0.7444, validf1: 0.8356, best epoch: 28, best auc: 0.7193, train loss: 0.3875069477012719, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 29, validauc: 0.7209, validacc: 0.7477, validf1: 0.8381, best epoch: 29, best auc: 0.7209, train loss: 0.3822190150332574, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 30, validauc: 0.7219, validacc: 0.7462, validf1: 0.8361, best epoch: 30, best auc: 0.7219, train loss: 0.37765352618441894, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 31, validauc: 0.7235, validacc: 0.7469, validf1: 0.8352, best epoch: 31, best auc: 0.7235, train loss: 0.371036135066886, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 32, validauc: 0.725, validacc: 0.7487, validf1: 0.8378, best epoch: 32, best auc: 0.725, train loss: 0.36908051846525936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 33, validauc: 0.7282, validacc: 0.7515, validf1: 0.8395, best epoch: 33, best auc: 0.7282, train loss: 0.36671966083168, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 34, validauc: 0.7298, validacc: 0.7561, validf1: 0.8437, best epoch: 34, best auc: 0.7298, train loss: 0.3611206126973647, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 35, validauc: 0.7298, validacc: 0.7561, validf1: 0.8437, best epoch: 34, best auc: 0.7298, train loss: 0.35941799093990656, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 36, validauc: 0.7319, validacc: 0.7538, validf1: 0.8415, best epoch: 36, best auc: 0.7319, train loss: 0.357218740341371, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 37, validauc: 0.7319, validacc: 0.7538, validf1: 0.8415, best epoch: 36, best auc: 0.7319, train loss: 0.3557811311458628, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 38, validauc: 0.7343, validacc: 0.7551, validf1: 0.8431, best epoch: 38, best auc: 0.7343, train loss: 0.3529212285312081, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 39, validauc: 0.7343, validacc: 0.7551, validf1: 0.8431, best epoch: 38, best auc: 0.7343, train loss: 0.34955691219430574, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 40, validauc: 0.7343, validacc: 0.7551, validf1: 0.8431, best epoch: 38, best auc: 0.7343, train loss: 0.34718916054547366, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 41, validauc: 0.7343, validacc: 0.7551, validf1: 0.8431, best epoch: 38, best auc: 0.7343, train loss: 0.3427816257267581, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 42, validauc: 0.7353, validacc: 0.7556, validf1: 0.8437, best epoch: 42, best auc: 0.7353, train loss: 0.3426623075686638, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 43, validauc: 0.7363, validacc: 0.7574, validf1: 0.8455, best epoch: 43, best auc: 0.7363, train loss: 0.338976874209164, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 44, validauc: 0.7376, validacc: 0.7556, validf1: 0.8439, best epoch: 44, best auc: 0.7376, train loss: 0.3352895828492871, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 45, validauc: 0.7376, validacc: 0.7556, validf1: 0.8439, best epoch: 44, best auc: 0.7376, train loss: 0.33495909564459764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 46, validauc: 0.7388, validacc: 0.7564, validf1: 0.8437, best epoch: 46, best auc: 0.7388, train loss: 0.33405337028652554, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 47, validauc: 0.7388, validacc: 0.7564, validf1: 0.8437, best epoch: 46, best auc: 0.7388, train loss: 0.33180317792418534, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 48, validauc: 0.7388, validacc: 0.7564, validf1: 0.8437, best epoch: 46, best auc: 0.7388, train loss: 0.3291851416262944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 49, validauc: 0.7399, validacc: 0.7617, validf1: 0.8483, best epoch: 49, best auc: 0.7399, train loss: 0.32775541041225154, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 50, validauc: 0.7412, validacc: 0.7633, validf1: 0.8489, best epoch: 50, best auc: 0.7412, train loss: 0.3246557505082574, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 51, validauc: 0.7425, validacc: 0.7628, validf1: 0.8485, best epoch: 51, best auc: 0.7425, train loss: 0.32450783614337203, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 52, validauc: 0.7425, validacc: 0.7628, validf1: 0.8485, best epoch: 51, best auc: 0.7425, train loss: 0.3232348278902134, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 53, validauc: 0.7425, validacc: 0.7628, validf1: 0.8485, best epoch: 51, best auc: 0.7425, train loss: 0.321632732683763, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 54, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.319551991292462, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 55, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.3192197620216678, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 56, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.3172962499623252, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 57, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.316769979283825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 58, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.3149149640710042, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 59, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.31374799133714704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 60, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.31180834909941146, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 61, validauc: 0.7438, validacc: 0.764, validf1: 0.8499, best epoch: 54, best auc: 0.7438, train loss: 0.3129486311287535, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 62, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.3102214221101507, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 63, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.3050794972730013, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 64, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.3066009793360567, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 65, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.30694185374509303, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 66, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.3051309691555799, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 67, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.30365280002019335, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 68, validauc: 0.7451, validacc: 0.7656, validf1: 0.851, best epoch: 62, best auc: 0.7451, train loss: 0.3009297891471781, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 69, validauc: 0.7472, validacc: 0.7676, validf1: 0.8529, best epoch: 69, best auc: 0.7472, train loss: 0.30272681291221193, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 70, validauc: 0.7472, validacc: 0.7676, validf1: 0.8529, best epoch: 69, best auc: 0.7472, train loss: 0.2999674978783836, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 71, validauc: 0.7485, validacc: 0.7699, validf1: 0.8556, best epoch: 71, best auc: 0.7485, train loss: 0.29914783560956193, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 72, validauc: 0.7485, validacc: 0.7699, validf1: 0.8556, best epoch: 71, best auc: 0.7485, train loss: 0.2999278281402, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 73, validauc: 0.7485, validacc: 0.7699, validf1: 0.8556, best epoch: 71, best auc: 0.7485, train loss: 0.2973556519199818, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 74, validauc: 0.7485, validacc: 0.7699, validf1: 0.8556, best epoch: 71, best auc: 0.7485, train loss: 0.294989978796546, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 75, validauc: 0.7485, validacc: 0.7699, validf1: 0.8556, best epoch: 71, best auc: 0.7485, train loss: 0.29537514543910304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 76, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.294546871985211, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 77, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.2939196082772698, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 78, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.28970500506359576, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 79, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.28969435282457323, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 80, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.29272771080909704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 81, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.28866200959777966, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 82, validauc: 0.7496, validacc: 0.7724, validf1: 0.8564, best epoch: 76, best auc: 0.7496, train loss: 0.28772777668428917, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 83, validauc: 0.7507, validacc: 0.7758, validf1: 0.8593, best epoch: 83, best auc: 0.7507, train loss: 0.28956475348592886, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 84, validauc: 0.7507, validacc: 0.7758, validf1: 0.8593, best epoch: 83, best auc: 0.7507, train loss: 0.2867790250446486, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 85, validauc: 0.7507, validacc: 0.7758, validf1: 0.8593, best epoch: 83, best auc: 0.7507, train loss: 0.28643495577083067, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 86, validauc: 0.7507, validacc: 0.7758, validf1: 0.8593, best epoch: 83, best auc: 0.7507, train loss: 0.2860763907103063, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 87, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.28606934450079224, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 88, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.2813718990461395, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 89, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.28032857050098314, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 90, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.27994278438650566, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 91, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.28054835436493586, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 92, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.2834336867731124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 93, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.278079422611089, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 94, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.27988762383633464, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 95, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.2784431018473767, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 96, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.277800889370439, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6341,), ps.shape: (6341,)
+dedup-honest: kept 3920/6341 positions (2421 consec dup dropped, 38.18%)
+Epoch: 97, validauc: 0.7517, validacc: 0.774, validf1: 0.8571, best epoch: 87, best auc: 0.7517, train loss: 0.2785512720078738, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN16-s1.log b/e43/akt/logs/algebra2005_csN16-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..5a0f8d866426bb2d5103ef0096864f2c6e0b4e6f
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN16-s1.log
@@ -0,0 +1,140 @@
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 1, validauc: 0.5946, validacc: 0.8693, validf1: 0.9301, best epoch: 1, best auc: 0.5946, train loss: 0.6846352763024872, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 2, validauc: 0.6444, validacc: 0.8693, validf1: 0.9301, best epoch: 2, best auc: 0.6444, train loss: 0.6143230882802664, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 3, validauc: 0.657, validacc: 0.8693, validf1: 0.9301, best epoch: 3, best auc: 0.657, train loss: 0.5783410590434627, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 4, validauc: 0.6786, validacc: 0.8693, validf1: 0.9301, best epoch: 4, best auc: 0.6786, train loss: 0.5638468145990101, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 5, validauc: 0.7004, validacc: 0.8693, validf1: 0.9301, best epoch: 5, best auc: 0.7004, train loss: 0.5573468519946235, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 6, validauc: 0.7168, validacc: 0.8693, validf1: 0.9301, best epoch: 6, best auc: 0.7168, train loss: 0.5472492312555868, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 7, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.5329176160614879, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 8, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.519346421075908, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 9, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.5003845033841757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 10, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.47941032881578893, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 11, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.4650629233641949, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 12, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.4535284738775166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 13, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.4459781842728946, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 14, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.43996300439120883, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 15, validauc: 0.7213, validacc: 0.8693, validf1: 0.9301, best epoch: 7, best auc: 0.7213, train loss: 0.43547546291740963, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 16, validauc: 0.7264, validacc: 0.8193, validf1: 0.8978, best epoch: 16, best auc: 0.7264, train loss: 0.42690231458216166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 17, validauc: 0.7347, validacc: 0.8336, validf1: 0.9066, best epoch: 17, best auc: 0.7347, train loss: 0.41680933941966813, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 18, validauc: 0.7403, validacc: 0.8393, validf1: 0.91, best epoch: 18, best auc: 0.7403, train loss: 0.40982645265854867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 19, validauc: 0.7446, validacc: 0.8424, validf1: 0.9119, best epoch: 19, best auc: 0.7446, train loss: 0.4005366143365771, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 20, validauc: 0.7493, validacc: 0.8424, validf1: 0.9118, best epoch: 20, best auc: 0.7493, train loss: 0.394313873072922, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 21, validauc: 0.754, validacc: 0.8493, validf1: 0.9158, best epoch: 21, best auc: 0.754, train loss: 0.39015591618339696, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 22, validauc: 0.7588, validacc: 0.853, validf1: 0.9176, best epoch: 22, best auc: 0.7588, train loss: 0.3843888816723977, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 23, validauc: 0.7623, validacc: 0.8587, validf1: 0.9201, best epoch: 23, best auc: 0.7623, train loss: 0.37822105443152226, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 24, validauc: 0.7644, validacc: 0.8612, validf1: 0.9214, best epoch: 24, best auc: 0.7644, train loss: 0.37232922428706455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 25, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.36578531769197065, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 26, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.36198340138088125, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 27, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.35547673646933947, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 28, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.35147212561972907, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 29, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.3474425469958482, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 30, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.3430959079572169, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 31, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.3403929445277095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 32, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.3377019842213818, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 33, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.33248456353107014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 34, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.3296212387626393, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2505,), ps.shape: (2505,)
+dedup-honest: kept 1599/2505 positions (906 consec dup dropped, 36.17%)
+Epoch: 35, validauc: 0.766, validacc: 0.8605, validf1: 0.9209, best epoch: 25, best auc: 0.766, train loss: 0.32663185310887277, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN16-s2.log b/e43/akt/logs/algebra2005_csN16-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..7b46625263122c28051c6083d1c227d6759cfd86
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN16-s2.log
@@ -0,0 +1,68 @@
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 1, validauc: 0.5773, validacc: 0.8043, validf1: 0.8915, best epoch: 1, best auc: 0.5773, train loss: 0.6806389198221208, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 2, validauc: 0.5805, validacc: 0.8043, validf1: 0.8915, best epoch: 2, best auc: 0.5805, train loss: 0.6059300423662668, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 3, validauc: 0.598, validacc: 0.8043, validf1: 0.8915, best epoch: 3, best auc: 0.598, train loss: 0.5692730225723159, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 4, validauc: 0.6182, validacc: 0.8043, validf1: 0.8915, best epoch: 4, best auc: 0.6182, train loss: 0.5528943208330901, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 5, validauc: 0.6405, validacc: 0.8043, validf1: 0.8915, best epoch: 5, best auc: 0.6405, train loss: 0.5460451406005964, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 6, validauc: 0.6588, validacc: 0.8043, validf1: 0.8915, best epoch: 6, best auc: 0.6588, train loss: 0.538615197765399, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 7, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.5256364441569232, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 8, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.5114065011184432, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 9, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.4988435164962164, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 10, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.4800157984705852, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 11, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.46074903966377134, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 12, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.445623179242678, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 13, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.43563761692735486, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 14, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.4267130096900563, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 15, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.4204918711207227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 16, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.41573410011554435, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (6127,), ps.shape: (6127,)
+dedup-honest: kept 3781/6127 positions (2346 consec dup dropped, 38.29%)
+Epoch: 17, validauc: 0.6674, validacc: 0.8043, validf1: 0.8915, best epoch: 7, best auc: 0.6674, train loss: 0.4110061891141031, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN16-s3.log b/e43/akt/logs/algebra2005_csN16-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..a41c747437dcef0c3fe77b54e925eacc29cd307d
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN16-s3.log
@@ -0,0 +1,336 @@
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 1, validauc: 0.5405, validacc: 0.7859, validf1: 0.8801, best epoch: 1, best auc: 0.5405, train loss: 0.6878529912062602, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 2, validauc: 0.5486, validacc: 0.7859, validf1: 0.8801, best epoch: 2, best auc: 0.5486, train loss: 0.619882759451138, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 3, validauc: 0.5506, validacc: 0.7859, validf1: 0.8801, best epoch: 3, best auc: 0.5506, train loss: 0.5842930162459846, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 4, validauc: 0.5578, validacc: 0.7859, validf1: 0.8801, best epoch: 4, best auc: 0.5578, train loss: 0.5674744699737757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 5, validauc: 0.5806, validacc: 0.7859, validf1: 0.8801, best epoch: 5, best auc: 0.5806, train loss: 0.5618885041162237, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 6, validauc: 0.6088, validacc: 0.7859, validf1: 0.8801, best epoch: 6, best auc: 0.6088, train loss: 0.5588735914971362, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 7, validauc: 0.6313, validacc: 0.7859, validf1: 0.8801, best epoch: 7, best auc: 0.6313, train loss: 0.5539044450232266, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 8, validauc: 0.6445, validacc: 0.7859, validf1: 0.8801, best epoch: 8, best auc: 0.6445, train loss: 0.5437697813031805, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 9, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.5323925360014405, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 10, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.521441785115739, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 11, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.5021958052657718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 12, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.48392864883859243, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 13, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.4705214355600749, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 14, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.4612086553396446, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 15, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.453993589257479, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 16, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.4510618187932287, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 17, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.44569049305068187, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 18, validauc: 0.6508, validacc: 0.7859, validf1: 0.8801, best epoch: 9, best auc: 0.6508, train loss: 0.4402857529716982, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 19, validauc: 0.6546, validacc: 0.7306, validf1: 0.8336, best epoch: 19, best auc: 0.6546, train loss: 0.4337193620470447, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 20, validauc: 0.6595, validacc: 0.732, validf1: 0.8346, best epoch: 20, best auc: 0.6595, train loss: 0.42715816969585085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 21, validauc: 0.663, validacc: 0.7408, validf1: 0.8403, best epoch: 21, best auc: 0.663, train loss: 0.42118075299029234, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 22, validauc: 0.6666, validacc: 0.7636, validf1: 0.8565, best epoch: 22, best auc: 0.6666, train loss: 0.41636421218556996, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 23, validauc: 0.6694, validacc: 0.7704, validf1: 0.8612, best epoch: 23, best auc: 0.6694, train loss: 0.4130679606125413, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 24, validauc: 0.6718, validacc: 0.7714, validf1: 0.8614, best epoch: 24, best auc: 0.6718, train loss: 0.40804386022848455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 25, validauc: 0.6747, validacc: 0.7704, validf1: 0.8599, best epoch: 25, best auc: 0.6747, train loss: 0.40589365774051467, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 26, validauc: 0.6762, validacc: 0.7728, validf1: 0.8613, best epoch: 26, best auc: 0.6762, train loss: 0.3983736017821727, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 27, validauc: 0.6762, validacc: 0.7728, validf1: 0.8613, best epoch: 26, best auc: 0.6762, train loss: 0.39483207379297147, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 28, validauc: 0.6762, validacc: 0.7728, validf1: 0.8613, best epoch: 26, best auc: 0.6762, train loss: 0.39080847473320385, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 29, validauc: 0.6791, validacc: 0.7777, validf1: 0.8648, best epoch: 29, best auc: 0.6791, train loss: 0.387044324048523, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 30, validauc: 0.6808, validacc: 0.7752, validf1: 0.8634, best epoch: 30, best auc: 0.6808, train loss: 0.3820918143653029, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 31, validauc: 0.6823, validacc: 0.7748, validf1: 0.8633, best epoch: 31, best auc: 0.6823, train loss: 0.3786336606562861, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 32, validauc: 0.6842, validacc: 0.7723, validf1: 0.8614, best epoch: 32, best auc: 0.6842, train loss: 0.37543206981318666, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 33, validauc: 0.6862, validacc: 0.768, validf1: 0.8583, best epoch: 33, best auc: 0.6862, train loss: 0.3718269717950057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 34, validauc: 0.6881, validacc: 0.7699, validf1: 0.8601, best epoch: 34, best auc: 0.6881, train loss: 0.3698033844239443, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 35, validauc: 0.6905, validacc: 0.7728, validf1: 0.8618, best epoch: 35, best auc: 0.6905, train loss: 0.3667132901090272, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 36, validauc: 0.6934, validacc: 0.7718, validf1: 0.8607, best epoch: 36, best auc: 0.6934, train loss: 0.36182435954747616, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 37, validauc: 0.6946, validacc: 0.7723, validf1: 0.8611, best epoch: 37, best auc: 0.6946, train loss: 0.3595546231471697, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 38, validauc: 0.6959, validacc: 0.7743, validf1: 0.8626, best epoch: 38, best auc: 0.6959, train loss: 0.3558362229720211, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 39, validauc: 0.698, validacc: 0.7718, validf1: 0.8607, best epoch: 39, best auc: 0.698, train loss: 0.35366119098020493, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 40, validauc: 0.698, validacc: 0.7718, validf1: 0.8607, best epoch: 39, best auc: 0.698, train loss: 0.3506760019467995, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 41, validauc: 0.6993, validacc: 0.7854, validf1: 0.8698, best epoch: 41, best auc: 0.6993, train loss: 0.34664071103448035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 42, validauc: 0.6993, validacc: 0.7854, validf1: 0.8698, best epoch: 41, best auc: 0.6993, train loss: 0.34376022338152556, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 43, validauc: 0.6993, validacc: 0.7854, validf1: 0.8698, best epoch: 41, best auc: 0.6993, train loss: 0.34142081291789406, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 44, validauc: 0.7005, validacc: 0.7854, validf1: 0.8698, best epoch: 44, best auc: 0.7005, train loss: 0.3398758774196584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 45, validauc: 0.7005, validacc: 0.7854, validf1: 0.8698, best epoch: 44, best auc: 0.7005, train loss: 0.3357894374961018, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 46, validauc: 0.7005, validacc: 0.7854, validf1: 0.8698, best epoch: 44, best auc: 0.7005, train loss: 0.33296122562410224, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 47, validauc: 0.7019, validacc: 0.7874, validf1: 0.8712, best epoch: 47, best auc: 0.7019, train loss: 0.3309604276319335, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 48, validauc: 0.7031, validacc: 0.7888, validf1: 0.8722, best epoch: 48, best auc: 0.7031, train loss: 0.33119252095802076, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 49, validauc: 0.7044, validacc: 0.7903, validf1: 0.8735, best epoch: 49, best auc: 0.7044, train loss: 0.3280104561212289, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 50, validauc: 0.7056, validacc: 0.7903, validf1: 0.8734, best epoch: 50, best auc: 0.7056, train loss: 0.3244760129896218, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 51, validauc: 0.7073, validacc: 0.7922, validf1: 0.8746, best epoch: 51, best auc: 0.7073, train loss: 0.32463333790848514, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 52, validauc: 0.7084, validacc: 0.7922, validf1: 0.875, best epoch: 52, best auc: 0.7084, train loss: 0.3202513765188496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 53, validauc: 0.7097, validacc: 0.7932, validf1: 0.8752, best epoch: 53, best auc: 0.7097, train loss: 0.32105377900032106, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 54, validauc: 0.7108, validacc: 0.7913, validf1: 0.8743, best epoch: 54, best auc: 0.7108, train loss: 0.31802191869973967, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 55, validauc: 0.7122, validacc: 0.7908, validf1: 0.8737, best epoch: 55, best auc: 0.7122, train loss: 0.3174096273035547, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 56, validauc: 0.7134, validacc: 0.7932, validf1: 0.8755, best epoch: 56, best auc: 0.7134, train loss: 0.313980317649725, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 57, validauc: 0.7134, validacc: 0.7932, validf1: 0.8755, best epoch: 56, best auc: 0.7134, train loss: 0.3131757476648808, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 58, validauc: 0.7167, validacc: 0.7961, validf1: 0.8776, best epoch: 58, best auc: 0.7167, train loss: 0.3125261037704916, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 59, validauc: 0.7186, validacc: 0.7942, validf1: 0.8763, best epoch: 59, best auc: 0.7186, train loss: 0.30853997516491805, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 60, validauc: 0.7205, validacc: 0.7927, validf1: 0.8753, best epoch: 60, best auc: 0.7205, train loss: 0.3072964150798556, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 61, validauc: 0.7235, validacc: 0.7976, validf1: 0.8792, best epoch: 61, best auc: 0.7235, train loss: 0.307261864597259, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 62, validauc: 0.7256, validacc: 0.7981, validf1: 0.8786, best epoch: 62, best auc: 0.7256, train loss: 0.30557995457410553, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 63, validauc: 0.7256, validacc: 0.7981, validf1: 0.8786, best epoch: 62, best auc: 0.7256, train loss: 0.3037522059437249, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 64, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.3031389802211013, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 65, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.3001818021730914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 66, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.29932204937939383, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 67, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.2971752124305586, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 68, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.29740383401771153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 69, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.29441656941894323, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 70, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.29508519291987717, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 71, validauc: 0.7267, validacc: 0.7937, validf1: 0.8766, best epoch: 64, best auc: 0.7267, train loss: 0.2937574587191526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 72, validauc: 0.7282, validacc: 0.7956, validf1: 0.8773, best epoch: 72, best auc: 0.7282, train loss: 0.291936126439613, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 73, validauc: 0.7282, validacc: 0.7956, validf1: 0.8773, best epoch: 72, best auc: 0.7282, train loss: 0.28981848408762845, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 74, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.2904577520757331, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 75, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28684287333214264, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 76, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28993386524252596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 77, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28734785732434825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 78, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28538219359720557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 79, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.2870778259107244, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 80, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.285107560088544, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 81, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.2857669850928569, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 82, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.2843022833398, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 83, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28303382326761145, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3318,), ps.shape: (3318,)
+dedup-honest: kept 2060/3318 positions (1258 consec dup dropped, 37.91%)
+Epoch: 84, validauc: 0.7293, validacc: 0.7942, validf1: 0.8772, best epoch: 74, best auc: 0.7293, train loss: 0.28099169345435127, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN16-s4.log b/e43/akt/logs/algebra2005_csN16-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..9fd36f9fce134f2495987d063cef94976ce17312
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN16-s4.log
@@ -0,0 +1,52 @@
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 1, validauc: 0.6137, validacc: 0.8363, validf1: 0.9109, best epoch: 1, best auc: 0.6137, train loss: 0.6628854008376645, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 2, validauc: 0.6184, validacc: 0.8363, validf1: 0.9109, best epoch: 2, best auc: 0.6184, train loss: 0.6121761697568475, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 3, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.5919864633753227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 4, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.5800625133159, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 5, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.5657487474174878, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 6, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.5480504232659813, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 7, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.530011004414808, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 8, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.5098821856524184, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 9, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.4929243312409127, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 10, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.47688211131148683, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 11, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.46235014567584526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 12, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.45286027320567324, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (505,), ps.shape: (505,)
+dedup-honest: kept 281/505 positions (224 consec dup dropped, 44.36%)
+Epoch: 13, validauc: 0.63, validacc: 0.8363, validf1: 0.9109, best epoch: 3, best auc: 0.63, train loss: 0.44477058638677036, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN32-s0.log b/e43/akt/logs/algebra2005_csN32-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..572947a2e322019be6d66575f978379ef99191e8
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN32-s0.log
@@ -0,0 +1,324 @@
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 1, validauc: 0.5935, validacc: 0.7259, validf1: 0.8412, best epoch: 1, best auc: 0.5935, train loss: 0.6550018792378525, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 2, validauc: 0.7013, validacc: 0.7259, validf1: 0.8412, best epoch: 2, best auc: 0.7013, train loss: 0.6148047163212587, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 3, validauc: 0.7429, validacc: 0.73, validf1: 0.8428, best epoch: 3, best auc: 0.7429, train loss: 0.5954470846178153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 4, validauc: 0.7449, validacc: 0.7439, validf1: 0.8482, best epoch: 4, best auc: 0.7449, train loss: 0.5712204152754623, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 5, validauc: 0.7449, validacc: 0.7439, validf1: 0.8482, best epoch: 4, best auc: 0.7449, train loss: 0.5351083486606855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 6, validauc: 0.7449, validacc: 0.7439, validf1: 0.8482, best epoch: 4, best auc: 0.7449, train loss: 0.5021816353752262, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 7, validauc: 0.7449, validacc: 0.7439, validf1: 0.8482, best epoch: 4, best auc: 0.7449, train loss: 0.48572203084549265, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 8, validauc: 0.7449, validacc: 0.7439, validf1: 0.8482, best epoch: 4, best auc: 0.7449, train loss: 0.4744585359152936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 9, validauc: 0.7463, validacc: 0.7403, validf1: 0.8273, best epoch: 9, best auc: 0.7463, train loss: 0.459822010974109, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 10, validauc: 0.7569, validacc: 0.7527, validf1: 0.8382, best epoch: 10, best auc: 0.7569, train loss: 0.4451146775309072, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 11, validauc: 0.7612, validacc: 0.7561, validf1: 0.8397, best epoch: 11, best auc: 0.7612, train loss: 0.4358647531425364, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 12, validauc: 0.7612, validacc: 0.7561, validf1: 0.8397, best epoch: 11, best auc: 0.7612, train loss: 0.4240071211207129, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 13, validauc: 0.7612, validacc: 0.7561, validf1: 0.8397, best epoch: 11, best auc: 0.7612, train loss: 0.4129772054931272, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 14, validauc: 0.7624, validacc: 0.764, validf1: 0.8469, best epoch: 14, best auc: 0.7624, train loss: 0.40515380353759706, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 15, validauc: 0.7638, validacc: 0.7689, validf1: 0.85, best epoch: 15, best auc: 0.7638, train loss: 0.39743536306793226, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 16, validauc: 0.7655, validacc: 0.7736, validf1: 0.8533, best epoch: 16, best auc: 0.7655, train loss: 0.3874886935705041, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 17, validauc: 0.7665, validacc: 0.7739, validf1: 0.854, best epoch: 17, best auc: 0.7665, train loss: 0.38048816932156126, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 18, validauc: 0.7665, validacc: 0.7739, validf1: 0.854, best epoch: 17, best auc: 0.7665, train loss: 0.3757293284997597, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 19, validauc: 0.7687, validacc: 0.7741, validf1: 0.8555, best epoch: 19, best auc: 0.7687, train loss: 0.3696102604960184, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 20, validauc: 0.7687, validacc: 0.7741, validf1: 0.8555, best epoch: 19, best auc: 0.7687, train loss: 0.36633989958734314, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 21, validauc: 0.7698, validacc: 0.7732, validf1: 0.8553, best epoch: 21, best auc: 0.7698, train loss: 0.3604989366324066, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 22, validauc: 0.773, validacc: 0.776, validf1: 0.857, best epoch: 22, best auc: 0.773, train loss: 0.3581150129650541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 23, validauc: 0.7748, validacc: 0.7769, validf1: 0.8577, best epoch: 23, best auc: 0.7748, train loss: 0.3542640768687237, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 24, validauc: 0.7748, validacc: 0.7769, validf1: 0.8577, best epoch: 23, best auc: 0.7748, train loss: 0.3505612370802232, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 25, validauc: 0.776, validacc: 0.7747, validf1: 0.8563, best epoch: 25, best auc: 0.776, train loss: 0.34755004638930515, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 26, validauc: 0.7788, validacc: 0.7745, validf1: 0.8568, best epoch: 26, best auc: 0.7788, train loss: 0.34539604837302085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 27, validauc: 0.7788, validacc: 0.7745, validf1: 0.8568, best epoch: 26, best auc: 0.7788, train loss: 0.3404297099463568, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 28, validauc: 0.7808, validacc: 0.7728, validf1: 0.8556, best epoch: 28, best auc: 0.7808, train loss: 0.33965943569886375, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 29, validauc: 0.7808, validacc: 0.7728, validf1: 0.8556, best epoch: 28, best auc: 0.7808, train loss: 0.33734933261679934, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 30, validauc: 0.7839, validacc: 0.7762, validf1: 0.8594, best epoch: 30, best auc: 0.7839, train loss: 0.33630836390536567, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 31, validauc: 0.7839, validacc: 0.7762, validf1: 0.8594, best epoch: 30, best auc: 0.7839, train loss: 0.3339546080274199, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 32, validauc: 0.7863, validacc: 0.7749, validf1: 0.8576, best epoch: 32, best auc: 0.7863, train loss: 0.3316663499868636, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 33, validauc: 0.7885, validacc: 0.7762, validf1: 0.8593, best epoch: 33, best auc: 0.7885, train loss: 0.3300037117399764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 34, validauc: 0.7885, validacc: 0.7762, validf1: 0.8593, best epoch: 33, best auc: 0.7885, train loss: 0.32691513476619016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 42, validauc: 0.7961, validacc: 0.7784, validf1: 0.8608, best epoch: 41, best auc: 0.7961, train loss: 0.3181414501184056, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 43, validauc: 0.7975, validacc: 0.7796, validf1: 0.8614, best epoch: 43, best auc: 0.7975, train loss: 0.3179773094280347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 44, validauc: 0.7993, validacc: 0.7801, validf1: 0.863, best epoch: 44, best auc: 0.7993, train loss: 0.316751740595404, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 45, validauc: 0.7993, validacc: 0.7801, validf1: 0.863, best epoch: 44, best auc: 0.7993, train loss: 0.31626500260228707, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 46, validauc: 0.7993, validacc: 0.7801, validf1: 0.863, best epoch: 44, best auc: 0.7993, train loss: 0.31386480069282846, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 47, validauc: 0.801, validacc: 0.7826, validf1: 0.864, best epoch: 47, best auc: 0.801, train loss: 0.3145169371110157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 48, validauc: 0.801, validacc: 0.7826, validf1: 0.864, best epoch: 47, best auc: 0.801, train loss: 0.3138851767267853, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 49, validauc: 0.8026, validacc: 0.7839, validf1: 0.8637, best epoch: 49, best auc: 0.8026, train loss: 0.31256915022600157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 50, validauc: 0.8026, validacc: 0.7839, validf1: 0.8637, best epoch: 49, best auc: 0.8026, train loss: 0.31002381285990255, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 51, validauc: 0.8026, validacc: 0.7839, validf1: 0.8637, best epoch: 49, best auc: 0.8026, train loss: 0.30884141580318114, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 52, validauc: 0.8039, validacc: 0.7871, validf1: 0.8656, best epoch: 52, best auc: 0.8039, train loss: 0.31024779435772776, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 53, validauc: 0.8053, validacc: 0.7867, validf1: 0.866, best epoch: 53, best auc: 0.8053, train loss: 0.3094736660633148, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 54, validauc: 0.8053, validacc: 0.7867, validf1: 0.866, best epoch: 53, best auc: 0.8053, train loss: 0.3088311399264249, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 55, validauc: 0.8053, validacc: 0.7867, validf1: 0.866, best epoch: 53, best auc: 0.8053, train loss: 0.3077347814289014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 56, validauc: 0.8053, validacc: 0.7867, validf1: 0.866, best epoch: 53, best auc: 0.8053, train loss: 0.30706632857225724, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 57, validauc: 0.8071, validacc: 0.7852, validf1: 0.8653, best epoch: 57, best auc: 0.8071, train loss: 0.30500951059564313, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 58, validauc: 0.8071, validacc: 0.7852, validf1: 0.8653, best epoch: 57, best auc: 0.8071, train loss: 0.30380126517308004, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 59, validauc: 0.8071, validacc: 0.7852, validf1: 0.8653, best epoch: 57, best auc: 0.8071, train loss: 0.3051544166947897, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 60, validauc: 0.8084, validacc: 0.7856, validf1: 0.8662, best epoch: 60, best auc: 0.8084, train loss: 0.30304530195785007, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 61, validauc: 0.8084, validacc: 0.7856, validf1: 0.8662, best epoch: 60, best auc: 0.8084, train loss: 0.3023064430941541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 62, validauc: 0.8084, validacc: 0.7856, validf1: 0.8662, best epoch: 60, best auc: 0.8084, train loss: 0.3020003352038075, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 63, validauc: 0.8098, validacc: 0.7875, validf1: 0.8662, best epoch: 63, best auc: 0.8098, train loss: 0.30023719778094415, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 64, validauc: 0.8098, validacc: 0.7875, validf1: 0.8662, best epoch: 63, best auc: 0.8098, train loss: 0.2992223962609596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 65, validauc: 0.8098, validacc: 0.7875, validf1: 0.8662, best epoch: 63, best auc: 0.8098, train loss: 0.2996943836895585, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 66, validauc: 0.8098, validacc: 0.7875, validf1: 0.8662, best epoch: 63, best auc: 0.8098, train loss: 0.29859337795052016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 67, validauc: 0.8098, validacc: 0.7875, validf1: 0.8662, best epoch: 63, best auc: 0.8098, train loss: 0.2970478435721159, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 68, validauc: 0.8116, validacc: 0.788, validf1: 0.8664, best epoch: 68, best auc: 0.8116, train loss: 0.29750630227853303, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 69, validauc: 0.8116, validacc: 0.788, validf1: 0.8664, best epoch: 68, best auc: 0.8116, train loss: 0.29676576827698053, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 70, validauc: 0.8116, validacc: 0.788, validf1: 0.8664, best epoch: 68, best auc: 0.8116, train loss: 0.2955236592914829, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 71, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.29436808780544876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 72, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2961252947606234, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 73, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2922884894373545, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 74, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.29129030102536524, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 75, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2911134119386527, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 76, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.289498963171297, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 77, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2876166435308255, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 78, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2883836408747057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 79, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.28798604829534924, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 80, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2875444294727793, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (8669,), ps.shape: (8669,)
+dedup-honest: kept 5326/8669 positions (3343 consec dup dropped, 38.56%)
+Epoch: 81, validauc: 0.8127, validacc: 0.791, validf1: 0.8671, best epoch: 71, best auc: 0.8127, train loss: 0.2887939885948799, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN32-s1.log b/e43/akt/logs/algebra2005_csN32-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..a770b91d5340317e7ae5c83a4a5010494172b893
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN32-s1.log
@@ -0,0 +1,216 @@
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 1, validauc: 0.6032, validacc: 0.7274, validf1: 0.8422, best epoch: 1, best auc: 0.6032, train loss: 0.6549689654062381, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 2, validauc: 0.6032, validacc: 0.7274, validf1: 0.8422, best epoch: 1, best auc: 0.6032, train loss: 0.5826768808798611, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 3, validauc: 0.6368, validacc: 0.7274, validf1: 0.8422, best epoch: 3, best auc: 0.6368, train loss: 0.5616244914436597, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 4, validauc: 0.6459, validacc: 0.7289, validf1: 0.8427, best epoch: 4, best auc: 0.6459, train loss: 0.53645832569541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 5, validauc: 0.6459, validacc: 0.7289, validf1: 0.8427, best epoch: 4, best auc: 0.6459, train loss: 0.5041297949538477, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 6, validauc: 0.6459, validacc: 0.7289, validf1: 0.8427, best epoch: 4, best auc: 0.6459, train loss: 0.47134682844100445, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 7, validauc: 0.6459, validacc: 0.7289, validf1: 0.8427, best epoch: 4, best auc: 0.6459, train loss: 0.45399048572707124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 8, validauc: 0.6459, validacc: 0.7289, validf1: 0.8427, best epoch: 4, best auc: 0.6459, train loss: 0.4464182775726535, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 9, validauc: 0.6531, validacc: 0.6789, validf1: 0.7872, best epoch: 9, best auc: 0.6531, train loss: 0.4306619701719046, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 10, validauc: 0.6639, validacc: 0.6937, validf1: 0.7994, best epoch: 10, best auc: 0.6639, train loss: 0.41478822271114535, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 11, validauc: 0.6683, validacc: 0.6988, validf1: 0.8043, best epoch: 11, best auc: 0.6683, train loss: 0.4066343514738188, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 12, validauc: 0.6683, validacc: 0.6988, validf1: 0.8043, best epoch: 11, best auc: 0.6683, train loss: 0.394878709311864, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 13, validauc: 0.6683, validacc: 0.6988, validf1: 0.8043, best epoch: 11, best auc: 0.6683, train loss: 0.383581761684038, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 14, validauc: 0.6695, validacc: 0.7049, validf1: 0.8066, best epoch: 14, best auc: 0.6695, train loss: 0.3756958188092079, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 15, validauc: 0.6727, validacc: 0.7192, validf1: 0.8179, best epoch: 15, best auc: 0.6727, train loss: 0.36640568669615914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 16, validauc: 0.6727, validacc: 0.7192, validf1: 0.8179, best epoch: 15, best auc: 0.6727, train loss: 0.3585949516209298, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 17, validauc: 0.6727, validacc: 0.7192, validf1: 0.8179, best epoch: 15, best auc: 0.6727, train loss: 0.350637565146446, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 18, validauc: 0.6739, validacc: 0.7298, validf1: 0.8262, best epoch: 18, best auc: 0.6739, train loss: 0.34542570078836543, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 19, validauc: 0.6783, validacc: 0.7371, validf1: 0.8329, best epoch: 19, best auc: 0.6783, train loss: 0.33956558595198044, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 20, validauc: 0.6827, validacc: 0.7389, validf1: 0.8331, best epoch: 20, best auc: 0.6827, train loss: 0.33204334701970994, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 21, validauc: 0.6844, validacc: 0.743, validf1: 0.8377, best epoch: 21, best auc: 0.6844, train loss: 0.3320502081329443, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 22, validauc: 0.6873, validacc: 0.7442, validf1: 0.8385, best epoch: 22, best auc: 0.6873, train loss: 0.32573776894726714, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 23, validauc: 0.6893, validacc: 0.7441, validf1: 0.8378, best epoch: 23, best auc: 0.6893, train loss: 0.3217512693247362, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 24, validauc: 0.6934, validacc: 0.7462, validf1: 0.8399, best epoch: 24, best auc: 0.6934, train loss: 0.3184162759262775, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 25, validauc: 0.6968, validacc: 0.7469, validf1: 0.8404, best epoch: 25, best auc: 0.6968, train loss: 0.3140912930849893, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 26, validauc: 0.6991, validacc: 0.7479, validf1: 0.8407, best epoch: 26, best auc: 0.6991, train loss: 0.31140723511315793, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 27, validauc: 0.7034, validacc: 0.7503, validf1: 0.8434, best epoch: 27, best auc: 0.7034, train loss: 0.30957848219578604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 28, validauc: 0.7034, validacc: 0.7503, validf1: 0.8434, best epoch: 27, best auc: 0.7034, train loss: 0.307419491761671, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 29, validauc: 0.7051, validacc: 0.7494, validf1: 0.8424, best epoch: 29, best auc: 0.7051, train loss: 0.30745550436014113, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 30, validauc: 0.7064, validacc: 0.7499, validf1: 0.843, best epoch: 30, best auc: 0.7064, train loss: 0.3040932261385614, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 31, validauc: 0.7082, validacc: 0.7474, validf1: 0.8406, best epoch: 31, best auc: 0.7082, train loss: 0.30360397905762637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 32, validauc: 0.7093, validacc: 0.7507, validf1: 0.8435, best epoch: 32, best auc: 0.7093, train loss: 0.30219831910821465, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 33, validauc: 0.7111, validacc: 0.7496, validf1: 0.8423, best epoch: 33, best auc: 0.7111, train loss: 0.2977293870938464, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 34, validauc: 0.7123, validacc: 0.7514, validf1: 0.8443, best epoch: 34, best auc: 0.7123, train loss: 0.2985107352385358, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 35, validauc: 0.7134, validacc: 0.7501, validf1: 0.8429, best epoch: 35, best auc: 0.7134, train loss: 0.29690515550651886, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 36, validauc: 0.7144, validacc: 0.7515, validf1: 0.8444, best epoch: 36, best auc: 0.7144, train loss: 0.2938334581116474, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 37, validauc: 0.7144, validacc: 0.7515, validf1: 0.8444, best epoch: 36, best auc: 0.7144, train loss: 0.2912892257358445, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 38, validauc: 0.716, validacc: 0.7504, validf1: 0.8432, best epoch: 38, best auc: 0.716, train loss: 0.2919572297846674, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 39, validauc: 0.7179, validacc: 0.7493, validf1: 0.8427, best epoch: 39, best auc: 0.7179, train loss: 0.28957249909282223, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 40, validauc: 0.719, validacc: 0.7502, validf1: 0.8435, best epoch: 40, best auc: 0.719, train loss: 0.2883645137254937, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 41, validauc: 0.7214, validacc: 0.7507, validf1: 0.844, best epoch: 41, best auc: 0.7214, train loss: 0.28728960326930153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 42, validauc: 0.7214, validacc: 0.7507, validf1: 0.844, best epoch: 41, best auc: 0.7214, train loss: 0.2864907358074597, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 43, validauc: 0.7214, validacc: 0.7507, validf1: 0.844, best epoch: 41, best auc: 0.7214, train loss: 0.28344630369361834, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 44, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.28652362641260776, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 45, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.2825335948827712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 46, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.2803470474263295, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 47, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.27970096733075733, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 48, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.27946603940169157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 49, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.27680623107147506, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 50, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.27491166172919895, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 51, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.2732275401506591, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 52, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.2726358291408278, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 53, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.2716389364643943, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (13622,), ps.shape: (13622,)
+dedup-honest: kept 8559/13622 positions (5063 consec dup dropped, 37.17%)
+Epoch: 54, validauc: 0.7229, validacc: 0.7469, validf1: 0.8408, best epoch: 44, best auc: 0.7229, train loss: 0.27202494760888896, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN32-s2.log b/e43/akt/logs/algebra2005_csN32-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..894f0cbb8f5e22e6602bd0c72de1362c3545f18a
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN32-s2.log
@@ -0,0 +1,312 @@
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 1, validauc: 0.6196, validacc: 0.7616, validf1: 0.8647, best epoch: 1, best auc: 0.6196, train loss: 0.6500250893428142, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 2, validauc: 0.6586, validacc: 0.7616, validf1: 0.8647, best epoch: 2, best auc: 0.6586, train loss: 0.5732313090743616, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 3, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.5554865681598133, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 4, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.5317736981644787, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 5, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.5056668585088658, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 6, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.4712217853500455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 7, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.44934066512632365, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 8, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.437293608266454, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 9, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.42538286443827367, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 10, validauc: 0.689, validacc: 0.7616, validf1: 0.8647, best epoch: 3, best auc: 0.689, train loss: 0.41464966531158043, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 11, validauc: 0.6939, validacc: 0.7353, validf1: 0.8349, best epoch: 11, best auc: 0.6939, train loss: 0.4028612250752712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 12, validauc: 0.6984, validacc: 0.7442, validf1: 0.8414, best epoch: 12, best auc: 0.6984, train loss: 0.39505489304477, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 13, validauc: 0.6984, validacc: 0.7442, validf1: 0.8414, best epoch: 12, best auc: 0.6984, train loss: 0.3868000300723031, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 14, validauc: 0.6984, validacc: 0.7442, validf1: 0.8414, best epoch: 12, best auc: 0.6984, train loss: 0.379646117910228, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 15, validauc: 0.7001, validacc: 0.7543, validf1: 0.8491, best epoch: 15, best auc: 0.7001, train loss: 0.3703806519590787, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 16, validauc: 0.7037, validacc: 0.761, validf1: 0.8541, best epoch: 16, best auc: 0.7037, train loss: 0.3634999657188185, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 17, validauc: 0.7066, validacc: 0.7669, validf1: 0.8573, best epoch: 17, best auc: 0.7066, train loss: 0.35652023393367316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 18, validauc: 0.7066, validacc: 0.7669, validf1: 0.8573, best epoch: 17, best auc: 0.7066, train loss: 0.3504270685248223, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 19, validauc: 0.7088, validacc: 0.7729, validf1: 0.8606, best epoch: 19, best auc: 0.7088, train loss: 0.34298947240629074, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 20, validauc: 0.7115, validacc: 0.7732, validf1: 0.8613, best epoch: 20, best auc: 0.7115, train loss: 0.33906101683503637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 21, validauc: 0.7156, validacc: 0.7742, validf1: 0.8617, best epoch: 21, best auc: 0.7156, train loss: 0.33322266549884483, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 22, validauc: 0.7196, validacc: 0.7757, validf1: 0.8628, best epoch: 22, best auc: 0.7196, train loss: 0.32864483469605477, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 23, validauc: 0.7222, validacc: 0.7762, validf1: 0.8636, best epoch: 23, best auc: 0.7222, train loss: 0.3245752063076601, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 24, validauc: 0.7259, validacc: 0.7775, validf1: 0.8635, best epoch: 24, best auc: 0.7259, train loss: 0.3191036390754082, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 25, validauc: 0.7283, validacc: 0.7773, validf1: 0.864, best epoch: 25, best auc: 0.7283, train loss: 0.31638957725491357, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 26, validauc: 0.7299, validacc: 0.7771, validf1: 0.8638, best epoch: 26, best auc: 0.7299, train loss: 0.31127513890246006, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 27, validauc: 0.7323, validacc: 0.7782, validf1: 0.8646, best epoch: 27, best auc: 0.7323, train loss: 0.30871595631187443, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 28, validauc: 0.734, validacc: 0.7793, validf1: 0.8653, best epoch: 28, best auc: 0.734, train loss: 0.30656648602722764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 29, validauc: 0.7353, validacc: 0.7801, validf1: 0.866, best epoch: 29, best auc: 0.7353, train loss: 0.30325866270379753, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 30, validauc: 0.7371, validacc: 0.7811, validf1: 0.8665, best epoch: 30, best auc: 0.7371, train loss: 0.3011375023811277, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 31, validauc: 0.7384, validacc: 0.7809, validf1: 0.8662, best epoch: 31, best auc: 0.7384, train loss: 0.2981109398717907, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 32, validauc: 0.7394, validacc: 0.781, validf1: 0.867, best epoch: 32, best auc: 0.7394, train loss: 0.2964480740243889, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 33, validauc: 0.7394, validacc: 0.781, validf1: 0.867, best epoch: 32, best auc: 0.7394, train loss: 0.29484154078567687, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 34, validauc: 0.7413, validacc: 0.7824, validf1: 0.868, best epoch: 34, best auc: 0.7413, train loss: 0.29308227877460585, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 35, validauc: 0.7413, validacc: 0.7824, validf1: 0.868, best epoch: 34, best auc: 0.7413, train loss: 0.2907046243455397, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 36, validauc: 0.7413, validacc: 0.7824, validf1: 0.868, best epoch: 34, best auc: 0.7413, train loss: 0.28912212725533737, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 37, validauc: 0.7431, validacc: 0.7827, validf1: 0.8682, best epoch: 37, best auc: 0.7431, train loss: 0.2886280834336892, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 38, validauc: 0.7431, validacc: 0.7827, validf1: 0.8682, best epoch: 37, best auc: 0.7431, train loss: 0.28648044411893764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 39, validauc: 0.7431, validacc: 0.7827, validf1: 0.8682, best epoch: 37, best auc: 0.7431, train loss: 0.28636055134975574, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 40, validauc: 0.7431, validacc: 0.7827, validf1: 0.8682, best epoch: 37, best auc: 0.7431, train loss: 0.28429398754502805, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 41, validauc: 0.7451, validacc: 0.7834, validf1: 0.868, best epoch: 41, best auc: 0.7451, train loss: 0.28231030189367184, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 42, validauc: 0.7451, validacc: 0.7834, validf1: 0.868, best epoch: 41, best auc: 0.7451, train loss: 0.28190363737264934, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 43, validauc: 0.7451, validacc: 0.7834, validf1: 0.868, best epoch: 41, best auc: 0.7451, train loss: 0.2804034720292663, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 44, validauc: 0.7451, validacc: 0.7834, validf1: 0.868, best epoch: 41, best auc: 0.7451, train loss: 0.2803984609284491, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 45, validauc: 0.7474, validacc: 0.7837, validf1: 0.8691, best epoch: 45, best auc: 0.7474, train loss: 0.27965101523850017, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 46, validauc: 0.7474, validacc: 0.7837, validf1: 0.8691, best epoch: 45, best auc: 0.7474, train loss: 0.27801769017778577, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 47, validauc: 0.7474, validacc: 0.7837, validf1: 0.8691, best epoch: 45, best auc: 0.7474, train loss: 0.2764228901788719, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 48, validauc: 0.7474, validacc: 0.7837, validf1: 0.8691, best epoch: 45, best auc: 0.7474, train loss: 0.2762909932844918, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 49, validauc: 0.7493, validacc: 0.7837, validf1: 0.869, best epoch: 49, best auc: 0.7493, train loss: 0.276026289075051, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 50, validauc: 0.7493, validacc: 0.7837, validf1: 0.869, best epoch: 49, best auc: 0.7493, train loss: 0.27442084246479104, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 51, validauc: 0.7493, validacc: 0.7837, validf1: 0.869, best epoch: 49, best auc: 0.7493, train loss: 0.2735953513612448, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 52, validauc: 0.7493, validacc: 0.7837, validf1: 0.869, best epoch: 49, best auc: 0.7493, train loss: 0.27399329122450733, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 53, validauc: 0.7514, validacc: 0.7848, validf1: 0.8701, best epoch: 53, best auc: 0.7514, train loss: 0.2739432444840375, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 54, validauc: 0.7514, validacc: 0.7848, validf1: 0.8701, best epoch: 53, best auc: 0.7514, train loss: 0.27260225291629137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 55, validauc: 0.7514, validacc: 0.7848, validf1: 0.8701, best epoch: 53, best auc: 0.7514, train loss: 0.27212215812141227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 56, validauc: 0.7528, validacc: 0.7848, validf1: 0.8699, best epoch: 56, best auc: 0.7528, train loss: 0.27010163508610946, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 57, validauc: 0.7539, validacc: 0.784, validf1: 0.8682, best epoch: 57, best auc: 0.7539, train loss: 0.26928108927732014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 58, validauc: 0.7539, validacc: 0.784, validf1: 0.8682, best epoch: 57, best auc: 0.7539, train loss: 0.26934598600530496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 59, validauc: 0.7539, validacc: 0.784, validf1: 0.8682, best epoch: 57, best auc: 0.7539, train loss: 0.2677994584204436, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 60, validauc: 0.7539, validacc: 0.784, validf1: 0.8682, best epoch: 57, best auc: 0.7539, train loss: 0.26766754427230344, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 61, validauc: 0.7539, validacc: 0.784, validf1: 0.8682, best epoch: 57, best auc: 0.7539, train loss: 0.2666457064314575, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 62, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.2673641698816588, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 63, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.2654723239401992, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 64, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.26478771568671144, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 65, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.2633608495961739, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 66, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.26251625202834505, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 67, validauc: 0.7558, validacc: 0.7864, validf1: 0.8696, best epoch: 62, best auc: 0.7558, train loss: 0.2626424279154953, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 68, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.26252150804306207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 69, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.2597941281491186, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 70, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.25790722177837394, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 71, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.2574658177690021, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 72, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.2569213741799416, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 73, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.25405462100330545, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 74, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.2542405621440009, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 75, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.251856993905314, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 76, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.2508048469283889, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 77, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.24849533988514944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22225,), ps.shape: (22225,)
+dedup-honest: kept 14506/22225 positions (7719 consec dup dropped, 34.73%)
+Epoch: 78, validauc: 0.7571, validacc: 0.7892, validf1: 0.8717, best epoch: 68, best auc: 0.7571, train loss: 0.24683366974324975, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN32-s3.log b/e43/akt/logs/algebra2005_csN32-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..56b65a215b6be07f1f723fa3700fcde6ccd813f6
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN32-s3.log
@@ -0,0 +1,52 @@
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 1, validauc: 0.6334, validacc: 0.7828, validf1: 0.8782, best epoch: 1, best auc: 0.6334, train loss: 0.6540278703883786, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 2, validauc: 0.6843, validacc: 0.7828, validf1: 0.8782, best epoch: 2, best auc: 0.6843, train loss: 0.5857131424982751, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 3, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.5753957208061621, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 4, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.5627320744372747, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 5, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.5397018966267385, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 6, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.5045526147651996, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 7, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.4808444868164735, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 8, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.4682938824631338, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 9, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.45781268551073306, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 10, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.4458310131320478, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 11, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.434919753240065, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 12, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.4283868909208997, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4397,), ps.shape: (4397,)
+dedup-honest: kept 2841/4397 positions (1556 consec dup dropped, 35.39%)
+Epoch: 13, validauc: 0.7286, validacc: 0.7828, validf1: 0.8782, best epoch: 3, best auc: 0.7286, train loss: 0.41751178848661696, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN32-s4.log b/e43/akt/logs/algebra2005_csN32-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..acee128414717155f086ba1deae01f6fc8265d61
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN32-s4.log
@@ -0,0 +1,256 @@
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 1, validauc: 0.6335, validacc: 0.8166, validf1: 0.899, best epoch: 1, best auc: 0.6335, train loss: 0.6433930837725661, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 2, validauc: 0.6906, validacc: 0.8166, validf1: 0.899, best epoch: 2, best auc: 0.6906, train loss: 0.5988598722932424, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 3, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.5750015433142595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 4, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.5416424589961002, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 5, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.5083746182563207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 6, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.4820082551873059, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 7, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.46726151152223283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 8, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.4538371231514541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 9, validauc: 0.7061, validacc: 0.8183, validf1: 0.8999, best epoch: 3, best auc: 0.7061, train loss: 0.4392263041855326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 10, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.42841723043279417, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 11, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.4196151795358085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 12, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.40811982853613554, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 13, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.40030137512458147, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 14, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.3927534120956191, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 15, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.38389022701113773, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 16, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.3774763612026529, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 17, validauc: 0.7081, validacc: 0.7958, validf1: 0.8808, best epoch: 10, best auc: 0.7081, train loss: 0.3713643840624782, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 18, validauc: 0.7106, validacc: 0.8132, validf1: 0.8914, best epoch: 18, best auc: 0.7106, train loss: 0.3648272542963007, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 19, validauc: 0.7137, validacc: 0.8149, validf1: 0.8924, best epoch: 19, best auc: 0.7137, train loss: 0.35948271870333204, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 20, validauc: 0.7152, validacc: 0.8171, validf1: 0.894, best epoch: 20, best auc: 0.7152, train loss: 0.35550218066040723, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 21, validauc: 0.7185, validacc: 0.8178, validf1: 0.8942, best epoch: 21, best auc: 0.7185, train loss: 0.35064408118044815, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 22, validauc: 0.7225, validacc: 0.82, validf1: 0.8956, best epoch: 22, best auc: 0.7225, train loss: 0.34679018901834174, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 23, validauc: 0.7244, validacc: 0.8219, validf1: 0.8968, best epoch: 23, best auc: 0.7244, train loss: 0.34274677968876605, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 24, validauc: 0.7288, validacc: 0.822, validf1: 0.8965, best epoch: 24, best auc: 0.7288, train loss: 0.3391735955756059, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 25, validauc: 0.7288, validacc: 0.822, validf1: 0.8965, best epoch: 24, best auc: 0.7288, train loss: 0.3379673062166384, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 26, validauc: 0.7319, validacc: 0.8225, validf1: 0.8973, best epoch: 26, best auc: 0.7319, train loss: 0.3346408938601151, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 27, validauc: 0.7346, validacc: 0.8241, validf1: 0.898, best epoch: 27, best auc: 0.7346, train loss: 0.33106926824464866, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 28, validauc: 0.7367, validacc: 0.8238, validf1: 0.8979, best epoch: 28, best auc: 0.7367, train loss: 0.3300541730904639, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 29, validauc: 0.7385, validacc: 0.8245, validf1: 0.8984, best epoch: 29, best auc: 0.7385, train loss: 0.3269791204704341, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 30, validauc: 0.7404, validacc: 0.824, validf1: 0.898, best epoch: 30, best auc: 0.7404, train loss: 0.32520666891361305, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 31, validauc: 0.7424, validacc: 0.8237, validf1: 0.8981, best epoch: 31, best auc: 0.7424, train loss: 0.3229455340496024, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 32, validauc: 0.7424, validacc: 0.8237, validf1: 0.8981, best epoch: 31, best auc: 0.7424, train loss: 0.32011709543197736, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 33, validauc: 0.744, validacc: 0.825, validf1: 0.899, best epoch: 33, best auc: 0.744, train loss: 0.3177946698868623, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 34, validauc: 0.744, validacc: 0.825, validf1: 0.899, best epoch: 33, best auc: 0.744, train loss: 0.3164770638270947, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 35, validauc: 0.7461, validacc: 0.8249, validf1: 0.8989, best epoch: 35, best auc: 0.7461, train loss: 0.31508714833846946, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 36, validauc: 0.7478, validacc: 0.825, validf1: 0.8991, best epoch: 36, best auc: 0.7478, train loss: 0.3126850294723013, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 37, validauc: 0.7478, validacc: 0.825, validf1: 0.8991, best epoch: 36, best auc: 0.7478, train loss: 0.3131689746264136, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 38, validauc: 0.7478, validacc: 0.825, validf1: 0.8991, best epoch: 36, best auc: 0.7478, train loss: 0.31136308142573316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 39, validauc: 0.7498, validacc: 0.8244, validf1: 0.8983, best epoch: 39, best auc: 0.7498, train loss: 0.3095575345734061, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 40, validauc: 0.7498, validacc: 0.8244, validf1: 0.8983, best epoch: 39, best auc: 0.7498, train loss: 0.3091483095735563, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 41, validauc: 0.7498, validacc: 0.8244, validf1: 0.8983, best epoch: 39, best auc: 0.7498, train loss: 0.3079465390511166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 42, validauc: 0.7516, validacc: 0.8221, validf1: 0.8967, best epoch: 42, best auc: 0.7516, train loss: 0.30701058147360455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 43, validauc: 0.7531, validacc: 0.8252, validf1: 0.8994, best epoch: 43, best auc: 0.7531, train loss: 0.3056574367067363, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 44, validauc: 0.7531, validacc: 0.8252, validf1: 0.8994, best epoch: 43, best auc: 0.7531, train loss: 0.3053245661235626, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 45, validauc: 0.7531, validacc: 0.8252, validf1: 0.8994, best epoch: 43, best auc: 0.7531, train loss: 0.30349513717730514, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 46, validauc: 0.7531, validacc: 0.8252, validf1: 0.8994, best epoch: 43, best auc: 0.7531, train loss: 0.3019606994107712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 47, validauc: 0.7541, validacc: 0.8232, validf1: 0.8979, best epoch: 47, best auc: 0.7541, train loss: 0.3022726882751563, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 48, validauc: 0.7541, validacc: 0.8232, validf1: 0.8979, best epoch: 47, best auc: 0.7541, train loss: 0.2999426196531737, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 49, validauc: 0.7541, validacc: 0.8232, validf1: 0.8979, best epoch: 47, best auc: 0.7541, train loss: 0.3020646141851618, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 50, validauc: 0.7573, validacc: 0.8246, validf1: 0.8988, best epoch: 50, best auc: 0.7573, train loss: 0.29972309288928406, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 51, validauc: 0.7573, validacc: 0.8246, validf1: 0.8988, best epoch: 50, best auc: 0.7573, train loss: 0.2976235834198592, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 52, validauc: 0.7573, validacc: 0.8246, validf1: 0.8988, best epoch: 50, best auc: 0.7573, train loss: 0.2987957892476839, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 53, validauc: 0.7573, validacc: 0.8246, validf1: 0.8988, best epoch: 50, best auc: 0.7573, train loss: 0.29896916037917237, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 54, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2966994413008699, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 55, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2961364511323246, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 56, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.29499826649980004, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 57, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2946093862941795, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 58, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.29394749959556044, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 59, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2940449372743539, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 60, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.29343728322610674, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 61, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.29250495672107524, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 62, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2915571040259558, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 63, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2890847287115792, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11406,), ps.shape: (11406,)
+dedup-honest: kept 7601/11406 positions (3805 consec dup dropped, 33.36%)
+Epoch: 64, validauc: 0.7595, validacc: 0.8204, validf1: 0.8955, best epoch: 54, best auc: 0.7595, train loss: 0.2886586040500253, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN64-s0.log b/e43/akt/logs/algebra2005_csN64-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..10a3bb6b4f502dc61ff279af7e830cbd89cad030
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN64-s0.log
@@ -0,0 +1,260 @@
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 1, validauc: 0.6644, validacc: 0.7945, validf1: 0.8855, best epoch: 1, best auc: 0.6644, train loss: 0.6475526372695528, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 2, validauc: 0.7005, validacc: 0.7965, validf1: 0.884, best epoch: 2, best auc: 0.7005, train loss: 0.5891887487121439, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 3, validauc: 0.7005, validacc: 0.7965, validf1: 0.884, best epoch: 2, best auc: 0.7005, train loss: 0.5219561953461263, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 4, validauc: 0.7005, validacc: 0.7965, validf1: 0.884, best epoch: 2, best auc: 0.7005, train loss: 0.4803693467418552, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 5, validauc: 0.71, validacc: 0.772, validf1: 0.8621, best epoch: 5, best auc: 0.71, train loss: 0.45308373416076914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 6, validauc: 0.71, validacc: 0.772, validf1: 0.8621, best epoch: 5, best auc: 0.71, train loss: 0.4324637952669861, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 7, validauc: 0.71, validacc: 0.772, validf1: 0.8621, best epoch: 5, best auc: 0.71, train loss: 0.41613136177942234, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 8, validauc: 0.7115, validacc: 0.7771, validf1: 0.8631, best epoch: 8, best auc: 0.7115, train loss: 0.4023532936249119, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 9, validauc: 0.7115, validacc: 0.7771, validf1: 0.8631, best epoch: 8, best auc: 0.7115, train loss: 0.3905071271290191, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 10, validauc: 0.7132, validacc: 0.7923, validf1: 0.8749, best epoch: 10, best auc: 0.7132, train loss: 0.38148342627350895, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 11, validauc: 0.7146, validacc: 0.7976, validf1: 0.8793, best epoch: 11, best auc: 0.7146, train loss: 0.37243322852814587, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 12, validauc: 0.7198, validacc: 0.7984, validf1: 0.8794, best epoch: 12, best auc: 0.7198, train loss: 0.36287712287361584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 13, validauc: 0.7255, validacc: 0.7952, validf1: 0.8768, best epoch: 13, best auc: 0.7255, train loss: 0.356754380872229, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 14, validauc: 0.7297, validacc: 0.7944, validf1: 0.8758, best epoch: 14, best auc: 0.7297, train loss: 0.3516817360398387, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 15, validauc: 0.7325, validacc: 0.794, validf1: 0.8755, best epoch: 15, best auc: 0.7325, train loss: 0.3490383186049085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 16, validauc: 0.7348, validacc: 0.7992, validf1: 0.8793, best epoch: 16, best auc: 0.7348, train loss: 0.3462409610657768, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 17, validauc: 0.7364, validacc: 0.8008, validf1: 0.8809, best epoch: 17, best auc: 0.7364, train loss: 0.3431452801364304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 18, validauc: 0.7364, validacc: 0.8008, validf1: 0.8809, best epoch: 17, best auc: 0.7364, train loss: 0.33864591703438846, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 19, validauc: 0.7375, validacc: 0.8031, validf1: 0.883, best epoch: 19, best auc: 0.7375, train loss: 0.3348250171706941, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 20, validauc: 0.7391, validacc: 0.8024, validf1: 0.8823, best epoch: 20, best auc: 0.7391, train loss: 0.3313923931037862, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 21, validauc: 0.7427, validacc: 0.8028, validf1: 0.8827, best epoch: 21, best auc: 0.7427, train loss: 0.32845269189402876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 22, validauc: 0.7454, validacc: 0.802, validf1: 0.8818, best epoch: 22, best auc: 0.7454, train loss: 0.3256983035262856, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 23, validauc: 0.7474, validacc: 0.8033, validf1: 0.8829, best epoch: 23, best auc: 0.7474, train loss: 0.32473276308619414, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 24, validauc: 0.7485, validacc: 0.8031, validf1: 0.8824, best epoch: 24, best auc: 0.7485, train loss: 0.32260444827537593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 25, validauc: 0.7485, validacc: 0.8031, validf1: 0.8824, best epoch: 24, best auc: 0.7485, train loss: 0.32043223607065674, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 26, validauc: 0.7502, validacc: 0.8045, validf1: 0.883, best epoch: 26, best auc: 0.7502, train loss: 0.31923701802583637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 27, validauc: 0.7502, validacc: 0.8045, validf1: 0.883, best epoch: 26, best auc: 0.7502, train loss: 0.31838228347729225, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 28, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.31774326945251025, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 29, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.3171346498299952, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 30, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.31600358188421757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 31, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.31367510008115435, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 32, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.3120837652035995, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 33, validauc: 0.7513, validacc: 0.8037, validf1: 0.8824, best epoch: 28, best auc: 0.7513, train loss: 0.3100450409483101, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 34, validauc: 0.7525, validacc: 0.8104, validf1: 0.8877, best epoch: 34, best auc: 0.7525, train loss: 0.30837530070874436, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 35, validauc: 0.7525, validacc: 0.8104, validf1: 0.8877, best epoch: 34, best auc: 0.7525, train loss: 0.3074519649132579, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 36, validauc: 0.755, validacc: 0.8088, validf1: 0.8864, best epoch: 36, best auc: 0.755, train loss: 0.30642304290624606, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 37, validauc: 0.7567, validacc: 0.8101, validf1: 0.8874, best epoch: 37, best auc: 0.7567, train loss: 0.30553258361619384, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 38, validauc: 0.7567, validacc: 0.8101, validf1: 0.8874, best epoch: 37, best auc: 0.7567, train loss: 0.3054402591573029, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 39, validauc: 0.758, validacc: 0.8108, validf1: 0.888, best epoch: 39, best auc: 0.758, train loss: 0.30425570503467825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 40, validauc: 0.758, validacc: 0.8108, validf1: 0.888, best epoch: 39, best auc: 0.758, train loss: 0.3026913242262066, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 41, validauc: 0.758, validacc: 0.8108, validf1: 0.888, best epoch: 39, best auc: 0.758, train loss: 0.30144159486658123, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 42, validauc: 0.7596, validacc: 0.8089, validf1: 0.8866, best epoch: 42, best auc: 0.7596, train loss: 0.3002738376604702, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 43, validauc: 0.7596, validacc: 0.8089, validf1: 0.8866, best epoch: 42, best auc: 0.7596, train loss: 0.2988072253003782, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 44, validauc: 0.7596, validacc: 0.8089, validf1: 0.8866, best epoch: 42, best auc: 0.7596, train loss: 0.298173496385588, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 45, validauc: 0.7596, validacc: 0.8089, validf1: 0.8866, best epoch: 42, best auc: 0.7596, train loss: 0.29685073606791623, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 46, validauc: 0.7596, validacc: 0.8089, validf1: 0.8866, best epoch: 42, best auc: 0.7596, train loss: 0.29562176925414546, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 47, validauc: 0.7613, validacc: 0.81, validf1: 0.8872, best epoch: 47, best auc: 0.7613, train loss: 0.29473251197026235, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 48, validauc: 0.7613, validacc: 0.81, validf1: 0.8872, best epoch: 47, best auc: 0.7613, train loss: 0.292078002856213, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 49, validauc: 0.7626, validacc: 0.8099, validf1: 0.8866, best epoch: 49, best auc: 0.7626, train loss: 0.29042404190959825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 50, validauc: 0.7626, validacc: 0.8099, validf1: 0.8866, best epoch: 49, best auc: 0.7626, train loss: 0.2907895191121137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 51, validauc: 0.7626, validacc: 0.8099, validf1: 0.8866, best epoch: 49, best auc: 0.7626, train loss: 0.28943651958314665, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 52, validauc: 0.764, validacc: 0.8095, validf1: 0.8863, best epoch: 52, best auc: 0.764, train loss: 0.2856815591116969, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 53, validauc: 0.764, validacc: 0.8095, validf1: 0.8863, best epoch: 52, best auc: 0.764, train loss: 0.28458511728814606, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 54, validauc: 0.764, validacc: 0.8095, validf1: 0.8863, best epoch: 52, best auc: 0.764, train loss: 0.2823619763930062, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 55, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.27988064560229653, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 56, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.2758846629428665, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 57, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.272495705508841, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 58, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.2697874156016325, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 59, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.26764447647435496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 60, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.27619684194734473, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 61, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.27134791946511716, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 62, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.26095653072039193, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 63, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.25457771572049304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 64, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.2503925151014349, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (11802,), ps.shape: (11802,)
+dedup-honest: kept 7505/11802 positions (4297 consec dup dropped, 36.41%)
+Epoch: 65, validauc: 0.7661, validacc: 0.8033, validf1: 0.8803, best epoch: 55, best auc: 0.7661, train loss: 0.24531025900920872, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN64-s1.log b/e43/akt/logs/algebra2005_csN64-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..23dfaf0b65e1cc6b295e03172a0b713586658fd0
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN64-s1.log
@@ -0,0 +1,264 @@
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 1, validauc: 0.6846, validacc: 0.7425, validf1: 0.8522, best epoch: 1, best auc: 0.6846, train loss: 0.6207411743654052, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 2, validauc: 0.6948, validacc: 0.7556, validf1: 0.856, best epoch: 2, best auc: 0.6948, train loss: 0.5497463681819161, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 3, validauc: 0.6948, validacc: 0.7556, validf1: 0.856, best epoch: 2, best auc: 0.6948, train loss: 0.4837559544367006, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 4, validauc: 0.6948, validacc: 0.7556, validf1: 0.856, best epoch: 2, best auc: 0.6948, train loss: 0.4532881106743365, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 5, validauc: 0.7159, validacc: 0.7321, validf1: 0.8272, best epoch: 5, best auc: 0.7159, train loss: 0.42553460672497295, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 8, validauc: 0.7308, validacc: 0.7512, validf1: 0.8389, best epoch: 7, best auc: 0.7308, train loss: 0.36934557675837854, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 14, validauc: 0.7555, validacc: 0.7731, validf1: 0.8569, best epoch: 14, best auc: 0.7555, train loss: 0.32462219920972624, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 15, validauc: 0.7594, validacc: 0.7745, validf1: 0.858, best epoch: 15, best auc: 0.7594, train loss: 0.31973134666734704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 16, validauc: 0.7621, validacc: 0.776, validf1: 0.8597, best epoch: 16, best auc: 0.7621, train loss: 0.3163225321636112, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 17, validauc: 0.7652, validacc: 0.779, validf1: 0.8625, best epoch: 17, best auc: 0.7652, train loss: 0.31328837053675396, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 18, validauc: 0.7652, validacc: 0.779, validf1: 0.8625, best epoch: 17, best auc: 0.7652, train loss: 0.31027349868976095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 19, validauc: 0.7685, validacc: 0.7818, validf1: 0.8645, best epoch: 19, best auc: 0.7685, train loss: 0.30789009913760607, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 20, validauc: 0.7696, validacc: 0.7809, validf1: 0.8635, best epoch: 20, best auc: 0.7696, train loss: 0.3067120528224936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 21, validauc: 0.7706, validacc: 0.7828, validf1: 0.8652, best epoch: 21, best auc: 0.7706, train loss: 0.3044896778717796, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 22, validauc: 0.7726, validacc: 0.7838, validf1: 0.8661, best epoch: 22, best auc: 0.7726, train loss: 0.3026683321625844, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 23, validauc: 0.7726, validacc: 0.7838, validf1: 0.8661, best epoch: 22, best auc: 0.7726, train loss: 0.3020429288475438, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 24, validauc: 0.7738, validacc: 0.7853, validf1: 0.8675, best epoch: 24, best auc: 0.7738, train loss: 0.3005330437929342, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 25, validauc: 0.7738, validacc: 0.7853, validf1: 0.8675, best epoch: 24, best auc: 0.7738, train loss: 0.2991760804326228, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 26, validauc: 0.7738, validacc: 0.7853, validf1: 0.8675, best epoch: 24, best auc: 0.7738, train loss: 0.2971385584680194, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 27, validauc: 0.7738, validacc: 0.7853, validf1: 0.8675, best epoch: 24, best auc: 0.7738, train loss: 0.29565636776325954, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 28, validauc: 0.7738, validacc: 0.7853, validf1: 0.8675, best epoch: 24, best auc: 0.7738, train loss: 0.2941352735423359, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 29, validauc: 0.7762, validacc: 0.7857, validf1: 0.8665, best epoch: 29, best auc: 0.7762, train loss: 0.29282972589112655, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 30, validauc: 0.7762, validacc: 0.7857, validf1: 0.8665, best epoch: 29, best auc: 0.7762, train loss: 0.2919677044571407, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 31, validauc: 0.7762, validacc: 0.7857, validf1: 0.8665, best epoch: 29, best auc: 0.7762, train loss: 0.29110377907796414, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 32, validauc: 0.7776, validacc: 0.7866, validf1: 0.8666, best epoch: 32, best auc: 0.7776, train loss: 0.2902747551831195, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 33, validauc: 0.7776, validacc: 0.7866, validf1: 0.8666, best epoch: 32, best auc: 0.7776, train loss: 0.2895786773935518, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 34, validauc: 0.7787, validacc: 0.7882, validf1: 0.8679, best epoch: 34, best auc: 0.7787, train loss: 0.28966514732918447, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 35, validauc: 0.7787, validacc: 0.7882, validf1: 0.8679, best epoch: 34, best auc: 0.7787, train loss: 0.2879263145874703, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 36, validauc: 0.7787, validacc: 0.7882, validf1: 0.8679, best epoch: 34, best auc: 0.7787, train loss: 0.2872732743877603, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 37, validauc: 0.7787, validacc: 0.7882, validf1: 0.8679, best epoch: 34, best auc: 0.7787, train loss: 0.2864503670281132, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 38, validauc: 0.7787, validacc: 0.7882, validf1: 0.8679, best epoch: 34, best auc: 0.7787, train loss: 0.28522578210724003, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 39, validauc: 0.7801, validacc: 0.7883, validf1: 0.8681, best epoch: 39, best auc: 0.7801, train loss: 0.28444035212431656, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 40, validauc: 0.7812, validacc: 0.7891, validf1: 0.8684, best epoch: 40, best auc: 0.7812, train loss: 0.2836475985511073, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 41, validauc: 0.7812, validacc: 0.7891, validf1: 0.8684, best epoch: 40, best auc: 0.7812, train loss: 0.28315323707800866, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 42, validauc: 0.7812, validacc: 0.7891, validf1: 0.8684, best epoch: 40, best auc: 0.7812, train loss: 0.28273026237340015, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 43, validauc: 0.7826, validacc: 0.7894, validf1: 0.8687, best epoch: 43, best auc: 0.7826, train loss: 0.28196718037961943, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 44, validauc: 0.7826, validacc: 0.7894, validf1: 0.8687, best epoch: 43, best auc: 0.7826, train loss: 0.2806408656012198, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 45, validauc: 0.7826, validacc: 0.7894, validf1: 0.8687, best epoch: 43, best auc: 0.7826, train loss: 0.2801976034048049, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 46, validauc: 0.7826, validacc: 0.7894, validf1: 0.8687, best epoch: 43, best auc: 0.7826, train loss: 0.27940633754483735, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 47, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.2785656574570029, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 48, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.2764820118303418, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 49, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.27568791436615925, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 50, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.2741963618672879, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 51, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.27250717116969503, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 52, validauc: 0.7837, validacc: 0.7902, validf1: 0.8692, best epoch: 47, best auc: 0.7837, train loss: 0.2703025776401299, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 53, validauc: 0.785, validacc: 0.7883, validf1: 0.866, best epoch: 53, best auc: 0.785, train loss: 0.26892764581267964, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 54, validauc: 0.785, validacc: 0.7883, validf1: 0.866, best epoch: 53, best auc: 0.785, train loss: 0.26705525920812595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 55, validauc: 0.785, validacc: 0.7883, validf1: 0.866, best epoch: 53, best auc: 0.785, train loss: 0.265656528832691, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 56, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.2630623189558473, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 57, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.25832228481592456, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 58, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.25482934327063766, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 59, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.2546240199833715, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 60, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.24865784682441522, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 61, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.24229027865054953, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 62, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.23772759553265188, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 63, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.2399431919282722, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 64, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.2352809952816816, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 65, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.22920809720433816, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (39663,), ps.shape: (39663,)
+dedup-honest: kept 24750/39663 positions (14913 consec dup dropped, 37.60%)
+Epoch: 66, validauc: 0.7872, validacc: 0.7845, validf1: 0.8611, best epoch: 56, best auc: 0.7872, train loss: 0.22533767858721948, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN64-s2.log b/e43/akt/logs/algebra2005_csN64-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..9436c33b752702883c3c2da87435319ba7535f16
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN64-s2.log
@@ -0,0 +1,276 @@
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 1, validauc: 0.6621, validacc: 0.7475, validf1: 0.8555, best epoch: 1, best auc: 0.6621, train loss: 0.616456168549371, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 2, validauc: 0.6826, validacc: 0.7511, validf1: 0.8562, best epoch: 2, best auc: 0.6826, train loss: 0.550202692317759, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 3, validauc: 0.6826, validacc: 0.7511, validf1: 0.8562, best epoch: 2, best auc: 0.6826, train loss: 0.4915417316492806, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 4, validauc: 0.6826, validacc: 0.7511, validf1: 0.8562, best epoch: 2, best auc: 0.6826, train loss: 0.45245267368704356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 5, validauc: 0.6881, validacc: 0.7131, validf1: 0.8157, best epoch: 5, best auc: 0.6881, train loss: 0.43075789448083207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 6, validauc: 0.7056, validacc: 0.7351, validf1: 0.8328, best epoch: 6, best auc: 0.7056, train loss: 0.4111656463108855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 7, validauc: 0.7056, validacc: 0.7351, validf1: 0.8328, best epoch: 6, best auc: 0.7056, train loss: 0.3956878935417556, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 8, validauc: 0.7124, validacc: 0.759, validf1: 0.8492, best epoch: 8, best auc: 0.7124, train loss: 0.38033167184472905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 9, validauc: 0.7124, validacc: 0.759, validf1: 0.8492, best epoch: 8, best auc: 0.7124, train loss: 0.3667705204181114, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 10, validauc: 0.7173, validacc: 0.7646, validf1: 0.8538, best epoch: 10, best auc: 0.7173, train loss: 0.3573869689491452, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 11, validauc: 0.722, validacc: 0.766, validf1: 0.854, best epoch: 11, best auc: 0.722, train loss: 0.34926036569702057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 12, validauc: 0.7261, validacc: 0.7665, validf1: 0.8531, best epoch: 12, best auc: 0.7261, train loss: 0.3410720295498727, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 13, validauc: 0.73, validacc: 0.7667, validf1: 0.8534, best epoch: 13, best auc: 0.73, train loss: 0.3357119252236891, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 14, validauc: 0.732, validacc: 0.768, validf1: 0.8551, best epoch: 14, best auc: 0.732, train loss: 0.3289247224389944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 15, validauc: 0.7357, validacc: 0.7708, validf1: 0.8578, best epoch: 15, best auc: 0.7357, train loss: 0.32344541535659554, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 16, validauc: 0.7382, validacc: 0.7697, validf1: 0.8578, best epoch: 16, best auc: 0.7382, train loss: 0.3181289978331614, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 17, validauc: 0.7406, validacc: 0.7705, validf1: 0.8589, best epoch: 17, best auc: 0.7406, train loss: 0.31488725291191716, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 18, validauc: 0.7422, validacc: 0.7708, validf1: 0.8598, best epoch: 18, best auc: 0.7422, train loss: 0.3125036300701471, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 19, validauc: 0.7436, validacc: 0.7714, validf1: 0.8602, best epoch: 19, best auc: 0.7436, train loss: 0.3103304731546675, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 20, validauc: 0.7436, validacc: 0.7714, validf1: 0.8602, best epoch: 19, best auc: 0.7436, train loss: 0.3084552175645037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 21, validauc: 0.7449, validacc: 0.7705, validf1: 0.8586, best epoch: 21, best auc: 0.7449, train loss: 0.3062736515692101, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 22, validauc: 0.7449, validacc: 0.7705, validf1: 0.8586, best epoch: 21, best auc: 0.7449, train loss: 0.3038049860742671, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 23, validauc: 0.7462, validacc: 0.7708, validf1: 0.8577, best epoch: 23, best auc: 0.7462, train loss: 0.30146999637459265, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 24, validauc: 0.7473, validacc: 0.7712, validf1: 0.8576, best epoch: 24, best auc: 0.7473, train loss: 0.3005345726691553, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 25, validauc: 0.7473, validacc: 0.7712, validf1: 0.8576, best epoch: 24, best auc: 0.7473, train loss: 0.29805456807229347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 26, validauc: 0.7473, validacc: 0.7712, validf1: 0.8576, best epoch: 24, best auc: 0.7473, train loss: 0.2967268242001383, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 27, validauc: 0.7473, validacc: 0.7712, validf1: 0.8576, best epoch: 24, best auc: 0.7473, train loss: 0.2949175053904063, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 28, validauc: 0.7497, validacc: 0.7749, validf1: 0.861, best epoch: 28, best auc: 0.7497, train loss: 0.2949677634542066, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 29, validauc: 0.7516, validacc: 0.7751, validf1: 0.8619, best epoch: 29, best auc: 0.7516, train loss: 0.29392987540065885, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 30, validauc: 0.7516, validacc: 0.7751, validf1: 0.8619, best epoch: 29, best auc: 0.7516, train loss: 0.29253178939892494, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 31, validauc: 0.7546, validacc: 0.7772, validf1: 0.8632, best epoch: 31, best auc: 0.7546, train loss: 0.29122109025105136, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 32, validauc: 0.7546, validacc: 0.7772, validf1: 0.8632, best epoch: 31, best auc: 0.7546, train loss: 0.29059707185215733, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 33, validauc: 0.7557, validacc: 0.7782, validf1: 0.8638, best epoch: 33, best auc: 0.7557, train loss: 0.2898360628065378, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 34, validauc: 0.7557, validacc: 0.7782, validf1: 0.8638, best epoch: 33, best auc: 0.7557, train loss: 0.2891360844522677, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 35, validauc: 0.7557, validacc: 0.7782, validf1: 0.8638, best epoch: 33, best auc: 0.7557, train loss: 0.28649116563295074, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 36, validauc: 0.7557, validacc: 0.7782, validf1: 0.8638, best epoch: 33, best auc: 0.7557, train loss: 0.2866265577958239, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 37, validauc: 0.7575, validacc: 0.7789, validf1: 0.8636, best epoch: 37, best auc: 0.7575, train loss: 0.2846629107515194, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 38, validauc: 0.7591, validacc: 0.7794, validf1: 0.8639, best epoch: 38, best auc: 0.7591, train loss: 0.28420541020511547, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 39, validauc: 0.7603, validacc: 0.7804, validf1: 0.8642, best epoch: 39, best auc: 0.7603, train loss: 0.28361446529769274, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 40, validauc: 0.7603, validacc: 0.7804, validf1: 0.8642, best epoch: 39, best auc: 0.7603, train loss: 0.2827563876996797, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 41, validauc: 0.7603, validacc: 0.7804, validf1: 0.8642, best epoch: 39, best auc: 0.7603, train loss: 0.282251279641272, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 42, validauc: 0.7613, validacc: 0.7787, validf1: 0.8628, best epoch: 42, best auc: 0.7613, train loss: 0.2814023099652137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 43, validauc: 0.7613, validacc: 0.7787, validf1: 0.8628, best epoch: 42, best auc: 0.7613, train loss: 0.27947668228314226, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 44, validauc: 0.7636, validacc: 0.7798, validf1: 0.8633, best epoch: 44, best auc: 0.7636, train loss: 0.27952854427564405, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 45, validauc: 0.7636, validacc: 0.7798, validf1: 0.8633, best epoch: 44, best auc: 0.7636, train loss: 0.2791924937428154, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 46, validauc: 0.7636, validacc: 0.7798, validf1: 0.8633, best epoch: 44, best auc: 0.7636, train loss: 0.27755299853023596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 47, validauc: 0.7636, validacc: 0.7798, validf1: 0.8633, best epoch: 44, best auc: 0.7636, train loss: 0.27653798300845367, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 48, validauc: 0.7652, validacc: 0.7805, validf1: 0.8637, best epoch: 48, best auc: 0.7652, train loss: 0.2759351100825057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 49, validauc: 0.7652, validacc: 0.7805, validf1: 0.8637, best epoch: 48, best auc: 0.7652, train loss: 0.2760467574833072, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 50, validauc: 0.7652, validacc: 0.7805, validf1: 0.8637, best epoch: 48, best auc: 0.7652, train loss: 0.2748859897070322, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 51, validauc: 0.7673, validacc: 0.7797, validf1: 0.8628, best epoch: 51, best auc: 0.7673, train loss: 0.2743520969436034, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 52, validauc: 0.7673, validacc: 0.7797, validf1: 0.8628, best epoch: 51, best auc: 0.7673, train loss: 0.27328023497816445, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 53, validauc: 0.7698, validacc: 0.7814, validf1: 0.8633, best epoch: 53, best auc: 0.7698, train loss: 0.271106438989712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 54, validauc: 0.7698, validacc: 0.7814, validf1: 0.8633, best epoch: 53, best auc: 0.7698, train loss: 0.27007623971907374, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 55, validauc: 0.772, validacc: 0.7833, validf1: 0.8655, best epoch: 55, best auc: 0.772, train loss: 0.2686532041228395, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 56, validauc: 0.772, validacc: 0.7833, validf1: 0.8655, best epoch: 55, best auc: 0.772, train loss: 0.26639397750640775, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 57, validauc: 0.7751, validacc: 0.7845, validf1: 0.8663, best epoch: 57, best auc: 0.7751, train loss: 0.26346382302075555, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 58, validauc: 0.7751, validacc: 0.7845, validf1: 0.8663, best epoch: 57, best auc: 0.7751, train loss: 0.2606379839212891, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 59, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.25679879245930626, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 60, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.25497975329811295, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 61, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.2514568491552173, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 62, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.24858032066887376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 63, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.2467161564007021, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 64, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.24460342688106473, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 65, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.24148992402916494, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 66, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.24162903926404425, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 67, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.23680002868968159, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 68, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.2354894615223706, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (22406,), ps.shape: (22406,)
+dedup-honest: kept 14128/22406 positions (8278 consec dup dropped, 36.95%)
+Epoch: 69, validauc: 0.7777, validacc: 0.7866, validf1: 0.8666, best epoch: 59, best auc: 0.7777, train loss: 0.233659301337919, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN64-s3.log b/e43/akt/logs/algebra2005_csN64-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..61a44330764b72436dff74c2f996df748bd8d242
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN64-s3.log
@@ -0,0 +1,272 @@
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 1, validauc: 0.6399, validacc: 0.7303, validf1: 0.8441, best epoch: 1, best auc: 0.6399, train loss: 0.6254532525601552, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 2, validauc: 0.711, validacc: 0.7303, validf1: 0.8441, best epoch: 2, best auc: 0.711, train loss: 0.5727850684005575, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 3, validauc: 0.711, validacc: 0.7303, validf1: 0.8441, best epoch: 2, best auc: 0.711, train loss: 0.5316967823247354, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 4, validauc: 0.711, validacc: 0.7303, validf1: 0.8441, best epoch: 2, best auc: 0.711, train loss: 0.4785689004528223, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 5, validauc: 0.711, validacc: 0.7303, validf1: 0.8441, best epoch: 2, best auc: 0.711, train loss: 0.4553724830316897, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 6, validauc: 0.711, validacc: 0.7303, validf1: 0.8441, best epoch: 2, best auc: 0.711, train loss: 0.4338839127890029, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 7, validauc: 0.7206, validacc: 0.7363, validf1: 0.8284, best epoch: 7, best auc: 0.7206, train loss: 0.4156547612713914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 8, validauc: 0.7246, validacc: 0.7447, validf1: 0.8341, best epoch: 8, best auc: 0.7246, train loss: 0.3986976823427878, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 9, validauc: 0.7304, validacc: 0.7527, validf1: 0.8418, best epoch: 9, best auc: 0.7304, train loss: 0.3846027977688034, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 10, validauc: 0.733, validacc: 0.755, validf1: 0.8445, best epoch: 10, best auc: 0.733, train loss: 0.3729499365950173, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 11, validauc: 0.7375, validacc: 0.7625, validf1: 0.8503, best epoch: 11, best auc: 0.7375, train loss: 0.3628381795036613, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 12, validauc: 0.7415, validacc: 0.7637, validf1: 0.8504, best epoch: 12, best auc: 0.7415, train loss: 0.3548175521680413, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 13, validauc: 0.7454, validacc: 0.7649, validf1: 0.851, best epoch: 13, best auc: 0.7454, train loss: 0.34683502892376744, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 14, validauc: 0.7469, validacc: 0.7665, validf1: 0.8527, best epoch: 14, best auc: 0.7469, train loss: 0.34010611238739175, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 15, validauc: 0.7483, validacc: 0.7671, validf1: 0.8537, best epoch: 15, best auc: 0.7483, train loss: 0.33377852712024936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 16, validauc: 0.751, validacc: 0.7691, validf1: 0.8553, best epoch: 16, best auc: 0.751, train loss: 0.33053892916868494, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 17, validauc: 0.7536, validacc: 0.7698, validf1: 0.8553, best epoch: 17, best auc: 0.7536, train loss: 0.3271124335214056, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 18, validauc: 0.7551, validacc: 0.7706, validf1: 0.8557, best epoch: 18, best auc: 0.7551, train loss: 0.32372294945185826, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 19, validauc: 0.7551, validacc: 0.7706, validf1: 0.8557, best epoch: 18, best auc: 0.7551, train loss: 0.3203615990472604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 20, validauc: 0.7565, validacc: 0.7706, validf1: 0.8556, best epoch: 20, best auc: 0.7565, train loss: 0.3165946278620678, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 21, validauc: 0.7585, validacc: 0.7714, validf1: 0.8565, best epoch: 21, best auc: 0.7585, train loss: 0.31477933062443436, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 22, validauc: 0.7618, validacc: 0.7723, validf1: 0.8572, best epoch: 22, best auc: 0.7618, train loss: 0.3123125940023329, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 23, validauc: 0.764, validacc: 0.7733, validf1: 0.8583, best epoch: 23, best auc: 0.764, train loss: 0.3101310666648765, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 24, validauc: 0.7653, validacc: 0.7741, validf1: 0.8592, best epoch: 24, best auc: 0.7653, train loss: 0.3074254710828449, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 25, validauc: 0.7668, validacc: 0.7756, validf1: 0.8604, best epoch: 25, best auc: 0.7668, train loss: 0.30631255107826355, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 26, validauc: 0.7668, validacc: 0.7756, validf1: 0.8604, best epoch: 25, best auc: 0.7668, train loss: 0.30429229490948406, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 27, validauc: 0.7685, validacc: 0.7754, validf1: 0.8616, best epoch: 27, best auc: 0.7685, train loss: 0.30296820973094957, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 28, validauc: 0.7699, validacc: 0.7759, validf1: 0.8622, best epoch: 28, best auc: 0.7699, train loss: 0.30239586625859677, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 29, validauc: 0.772, validacc: 0.7756, validf1: 0.8618, best epoch: 29, best auc: 0.772, train loss: 0.30222387951252166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 30, validauc: 0.773, validacc: 0.7765, validf1: 0.8609, best epoch: 30, best auc: 0.773, train loss: 0.30075122961544754, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 31, validauc: 0.773, validacc: 0.7765, validf1: 0.8609, best epoch: 30, best auc: 0.773, train loss: 0.29904478589974637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 32, validauc: 0.7747, validacc: 0.7764, validf1: 0.8602, best epoch: 32, best auc: 0.7747, train loss: 0.29697532696971146, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 33, validauc: 0.7747, validacc: 0.7764, validf1: 0.8602, best epoch: 32, best auc: 0.7747, train loss: 0.2962043209075155, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 34, validauc: 0.7747, validacc: 0.7764, validf1: 0.8602, best epoch: 32, best auc: 0.7747, train loss: 0.29439492557509156, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 35, validauc: 0.7747, validacc: 0.7764, validf1: 0.8602, best epoch: 32, best auc: 0.7747, train loss: 0.2945515860354117, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 36, validauc: 0.7771, validacc: 0.7764, validf1: 0.8598, best epoch: 36, best auc: 0.7771, train loss: 0.29519578935938096, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 37, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.2936389373790819, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 38, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.2928883050564343, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 39, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.2917168153248843, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 40, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.2919263260937706, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 41, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.29192838942390764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 42, validauc: 0.7804, validacc: 0.7777, validf1: 0.8612, best epoch: 37, best auc: 0.7804, train loss: 0.2912969950456968, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 43, validauc: 0.7818, validacc: 0.7778, validf1: 0.86, best epoch: 43, best auc: 0.7818, train loss: 0.28841975489494087, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 44, validauc: 0.7829, validacc: 0.7791, validf1: 0.8626, best epoch: 44, best auc: 0.7829, train loss: 0.28771626395723493, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 45, validauc: 0.7829, validacc: 0.7791, validf1: 0.8626, best epoch: 44, best auc: 0.7829, train loss: 0.28694897783488604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 46, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.28579269175974326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 47, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.28684991551365513, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 48, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.2840732695817433, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 49, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.28286210323788746, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 50, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.282304083726601, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 51, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.28161121025201175, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 52, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.28255533650396153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 53, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.2816390570984243, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 54, validauc: 0.784, validacc: 0.7802, validf1: 0.8637, best epoch: 46, best auc: 0.784, train loss: 0.2805463572729582, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 55, validauc: 0.7859, validacc: 0.7804, validf1: 0.8623, best epoch: 55, best auc: 0.7859, train loss: 0.27992201422962415, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 56, validauc: 0.7888, validacc: 0.781, validf1: 0.863, best epoch: 56, best auc: 0.7888, train loss: 0.27897074504190866, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 57, validauc: 0.7901, validacc: 0.7819, validf1: 0.8633, best epoch: 57, best auc: 0.7901, train loss: 0.2788222229612464, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 58, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.27697374729395907, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 59, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2752247258816739, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 60, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.27428839037082514, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 61, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2726850377831473, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 62, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2681620190719892, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 63, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2651136022135399, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 64, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.264520037812873, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 65, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.26309899623883626, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 66, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2613258485955111, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 67, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2577043023549771, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (30904,), ps.shape: (30904,)
+dedup-honest: kept 19241/30904 positions (11663 consec dup dropped, 37.74%)
+Epoch: 68, validauc: 0.7917, validacc: 0.7819, validf1: 0.8644, best epoch: 58, best auc: 0.7917, train loss: 0.2521022233820634, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN64-s4.log b/e43/akt/logs/algebra2005_csN64-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..21d7b06e23155cad37d1183833e6c9c4b5b115a0
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN64-s4.log
@@ -0,0 +1,288 @@
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 21, validauc: 0.7643, validacc: 0.8225, validf1: 0.8957, best epoch: 21, best auc: 0.7643, train loss: 0.31437950003581894, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 22, validauc: 0.7667, validacc: 0.8229, validf1: 0.896, best epoch: 22, best auc: 0.7667, train loss: 0.3107053577788037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 23, validauc: 0.7681, validacc: 0.8232, validf1: 0.8965, best epoch: 23, best auc: 0.7681, train loss: 0.30870725904767293, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 24, validauc: 0.7681, validacc: 0.8232, validf1: 0.8965, best epoch: 23, best auc: 0.7681, train loss: 0.3069505852483617, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 25, validauc: 0.7681, validacc: 0.8232, validf1: 0.8965, best epoch: 23, best auc: 0.7681, train loss: 0.30527999494720703, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 26, validauc: 0.7694, validacc: 0.8247, validf1: 0.8975, best epoch: 26, best auc: 0.7694, train loss: 0.30528805441305984, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 27, validauc: 0.7694, validacc: 0.8247, validf1: 0.8975, best epoch: 26, best auc: 0.7694, train loss: 0.3027569701577101, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 28, validauc: 0.7694, validacc: 0.8247, validf1: 0.8975, best epoch: 26, best auc: 0.7694, train loss: 0.30047864887989506, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 29, validauc: 0.7708, validacc: 0.8236, validf1: 0.8964, best epoch: 29, best auc: 0.7708, train loss: 0.29908496489314834, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 30, validauc: 0.7725, validacc: 0.8253, validf1: 0.8979, best epoch: 30, best auc: 0.7725, train loss: 0.30005008568959507, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 31, validauc: 0.7744, validacc: 0.8258, validf1: 0.8983, best epoch: 31, best auc: 0.7744, train loss: 0.2985295013921573, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 32, validauc: 0.7765, validacc: 0.8273, validf1: 0.8993, best epoch: 32, best auc: 0.7765, train loss: 0.29827652242199404, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 33, validauc: 0.7765, validacc: 0.8273, validf1: 0.8993, best epoch: 32, best auc: 0.7765, train loss: 0.29551804442106855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 34, validauc: 0.7765, validacc: 0.8273, validf1: 0.8993, best epoch: 32, best auc: 0.7765, train loss: 0.2946969193143009, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 35, validauc: 0.7765, validacc: 0.8273, validf1: 0.8993, best epoch: 32, best auc: 0.7765, train loss: 0.2928795865514461, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 36, validauc: 0.7776, validacc: 0.8264, validf1: 0.8982, best epoch: 36, best auc: 0.7776, train loss: 0.2924694210628881, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 37, validauc: 0.7776, validacc: 0.8264, validf1: 0.8982, best epoch: 36, best auc: 0.7776, train loss: 0.2916251131193388, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 38, validauc: 0.7796, validacc: 0.8277, validf1: 0.8995, best epoch: 38, best auc: 0.7796, train loss: 0.2916519276714347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 39, validauc: 0.7796, validacc: 0.8277, validf1: 0.8995, best epoch: 38, best auc: 0.7796, train loss: 0.29109607311041596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 40, validauc: 0.7796, validacc: 0.8277, validf1: 0.8995, best epoch: 38, best auc: 0.7796, train loss: 0.2903124308606029, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 41, validauc: 0.7824, validacc: 0.8282, validf1: 0.8997, best epoch: 41, best auc: 0.7824, train loss: 0.2904329077938479, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 42, validauc: 0.7824, validacc: 0.8282, validf1: 0.8997, best epoch: 41, best auc: 0.7824, train loss: 0.28836654976432397, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 43, validauc: 0.7824, validacc: 0.8282, validf1: 0.8997, best epoch: 41, best auc: 0.7824, train loss: 0.28695665401718523, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 44, validauc: 0.7824, validacc: 0.8282, validf1: 0.8997, best epoch: 41, best auc: 0.7824, train loss: 0.2855692325251037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 45, validauc: 0.7842, validacc: 0.8284, validf1: 0.8991, best epoch: 45, best auc: 0.7842, train loss: 0.2846569776833418, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 46, validauc: 0.7854, validacc: 0.8286, validf1: 0.8995, best epoch: 46, best auc: 0.7854, train loss: 0.2834015836264612, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 47, validauc: 0.7854, validacc: 0.8286, validf1: 0.8995, best epoch: 46, best auc: 0.7854, train loss: 0.28266413804089163, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 48, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.2814145914183798, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 49, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.2813221486739984, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 50, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.28150981704975625, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 51, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.2801450596026971, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 52, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.27754365202874076, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 53, validauc: 0.7865, validacc: 0.8284, validf1: 0.8997, best epoch: 48, best auc: 0.7865, train loss: 0.2769821602972491, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 54, validauc: 0.7895, validacc: 0.8297, validf1: 0.9003, best epoch: 54, best auc: 0.7895, train loss: 0.275423300174867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 55, validauc: 0.7912, validacc: 0.8291, validf1: 0.9004, best epoch: 55, best auc: 0.7912, train loss: 0.27531490756924615, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 56, validauc: 0.7912, validacc: 0.8291, validf1: 0.9004, best epoch: 55, best auc: 0.7912, train loss: 0.2733220036055909, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 57, validauc: 0.7953, validacc: 0.8293, validf1: 0.9008, best epoch: 57, best auc: 0.7953, train loss: 0.2722910455139137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 58, validauc: 0.7953, validacc: 0.8293, validf1: 0.9008, best epoch: 57, best auc: 0.7953, train loss: 0.26883889070221645, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 59, validauc: 0.7953, validacc: 0.8293, validf1: 0.9008, best epoch: 57, best auc: 0.7953, train loss: 0.2651062420182456, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 60, validauc: 0.7953, validacc: 0.8293, validf1: 0.9008, best epoch: 57, best auc: 0.7953, train loss: 0.2620876955646167, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 61, validauc: 0.7953, validacc: 0.8293, validf1: 0.9008, best epoch: 57, best auc: 0.7953, train loss: 0.25788089717006774, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 62, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.25533143887776455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 63, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.25008531507907505, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 64, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.2494540872532935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 65, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.2431034276759541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 66, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.23878255476484286, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 67, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.23621005624926605, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 68, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.23253301479150712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 69, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.2285036228137455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 70, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.2252587049271233, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 71, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.22203868231643575, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (20341,), ps.shape: (20341,)
+dedup-honest: kept 13091/20341 positions (7250 consec dup dropped, 35.64%)
+Epoch: 72, validauc: 0.7973, validacc: 0.8288, validf1: 0.8988, best epoch: 62, best auc: 0.7973, train loss: 0.2197792078171949, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN8-s0.log b/e43/akt/logs/algebra2005_csN8-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..e2f272852d146f05a9c148bcb14842b5b09df7e3
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN8-s0.log
@@ -0,0 +1,120 @@
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 1, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.6917841898688348, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 2, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.6451024775530161, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 3, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.6135095931478728, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 4, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.590058533207137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 5, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.5747023336235723, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 6, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.5681064295849291, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 7, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.5614790157352825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 8, validauc: 0.5684, validacc: 0.671, validf1: 0.8029, best epoch: 1, best auc: 0.5684, train loss: 0.5599842422494422, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 9, validauc: 0.5764, validacc: 0.67, validf1: 0.8024, best epoch: 9, best auc: 0.5764, train loss: 0.5559580356847815, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 10, validauc: 0.5948, validacc: 0.67, validf1: 0.8024, best epoch: 10, best auc: 0.5948, train loss: 0.5532969732216629, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 11, validauc: 0.6159, validacc: 0.67, validf1: 0.8024, best epoch: 11, best auc: 0.6159, train loss: 0.5468367712745786, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 12, validauc: 0.6349, validacc: 0.67, validf1: 0.8024, best epoch: 12, best auc: 0.6349, train loss: 0.5393366359051283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 13, validauc: 0.6516, validacc: 0.671, validf1: 0.8029, best epoch: 13, best auc: 0.6516, train loss: 0.5319724359357654, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 14, validauc: 0.6654, validacc: 0.671, validf1: 0.8029, best epoch: 14, best auc: 0.6654, train loss: 0.5276840521993492, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 15, validauc: 0.6774, validacc: 0.671, validf1: 0.8029, best epoch: 15, best auc: 0.6774, train loss: 0.5214037254404769, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 16, validauc: 0.6858, validacc: 0.671, validf1: 0.8029, best epoch: 16, best auc: 0.6858, train loss: 0.5155660638795071, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 17, validauc: 0.6908, validacc: 0.6728, validf1: 0.8038, best epoch: 17, best auc: 0.6908, train loss: 0.5056176020536538, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 18, validauc: 0.6928, validacc: 0.6774, validf1: 0.806, best epoch: 18, best auc: 0.6928, train loss: 0.49599102362387376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 19, validauc: 0.6941, validacc: 0.6756, validf1: 0.8042, best epoch: 19, best auc: 0.6941, train loss: 0.48682674685388694, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 20, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.4772946924735397, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 21, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.47003702247046425, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 22, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.46053502984344935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 23, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.4523786763951999, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 24, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.4423661152229913, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 25, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.4371707479959242, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 26, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.43011306613170275, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 27, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.4280819891508983, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 28, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.424216346743823, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 29, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.42037523918366054, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1731,), ps.shape: (1731,)
+dedup-honest: kept 1085/1731 positions (646 consec dup dropped, 37.32%)
+Epoch: 30, validauc: 0.6951, validacc: 0.6857, validf1: 0.8066, best epoch: 20, best auc: 0.6951, train loss: 0.41623457745908654, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN8-s1.log b/e43/akt/logs/algebra2005_csN8-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..77b0f8996f03c07708cb09e08434a9030761a07a
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN8-s1.log
@@ -0,0 +1,128 @@
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 1, validauc: 0.6452, validacc: 0.7181, validf1: 0.8359, best epoch: 1, best auc: 0.6452, train loss: 0.6830029778180013, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 2, validauc: 0.6548, validacc: 0.7181, validf1: 0.8359, best epoch: 2, best auc: 0.6548, train loss: 0.6065187660987355, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 3, validauc: 0.6548, validacc: 0.7181, validf1: 0.8359, best epoch: 2, best auc: 0.6548, train loss: 0.5654781046092057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 4, validauc: 0.6548, validacc: 0.7181, validf1: 0.8359, best epoch: 2, best auc: 0.6548, train loss: 0.5480512653398705, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 5, validauc: 0.6548, validacc: 0.7181, validf1: 0.8359, best epoch: 2, best auc: 0.6548, train loss: 0.5413167025147417, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 6, validauc: 0.6548, validacc: 0.7181, validf1: 0.8359, best epoch: 2, best auc: 0.6548, train loss: 0.5354943323130428, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 7, validauc: 0.661, validacc: 0.7181, validf1: 0.8359, best epoch: 7, best auc: 0.661, train loss: 0.5223969693833146, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 8, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.5090373068250021, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 9, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.49472205137011316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 10, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.4732350358609496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 11, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.4558629888429516, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 12, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.4418195949639905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 13, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.43268000886608277, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 14, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.4272685909352798, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 15, validauc: 0.6643, validacc: 0.7181, validf1: 0.8359, best epoch: 8, best auc: 0.6643, train loss: 0.42125429101160644, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 16, validauc: 0.6691, validacc: 0.6642, validf1: 0.7705, best epoch: 16, best auc: 0.6691, train loss: 0.41465055692826214, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 17, validauc: 0.6746, validacc: 0.6667, validf1: 0.7733, best epoch: 17, best auc: 0.6746, train loss: 0.40688167089001037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 18, validauc: 0.6803, validacc: 0.6789, validf1: 0.7806, best epoch: 18, best auc: 0.6803, train loss: 0.39898369942968137, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 19, validauc: 0.6872, validacc: 0.6765, validf1: 0.7778, best epoch: 19, best auc: 0.6872, train loss: 0.39184839060517407, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 20, validauc: 0.6904, validacc: 0.6691, validf1: 0.7723, best epoch: 20, best auc: 0.6904, train loss: 0.3838355665102322, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 21, validauc: 0.6929, validacc: 0.6814, validf1: 0.7826, best epoch: 21, best auc: 0.6929, train loss: 0.3779911626722533, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 22, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.37381556408318944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 23, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3697350504783539, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 24, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3639450180731008, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 25, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3581159727994653, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 26, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.35349402440604893, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 27, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.34790439550740304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 28, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3434308935383604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 29, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.33660863071827896, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 30, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3346109968094875, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 31, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3312913319589059, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (593,), ps.shape: (593,)
+dedup-honest: kept 408/593 positions (185 consec dup dropped, 31.20%)
+Epoch: 32, validauc: 0.694, validacc: 0.6863, validf1: 0.7874, best epoch: 22, best auc: 0.694, train loss: 0.3261379440929375, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN8-s2.log b/e43/akt/logs/algebra2005_csN8-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..03126197cf703729055833ed57b40dcd83f12e9c
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN8-s2.log
@@ -0,0 +1,108 @@
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 1, validauc: 0.5825, validacc: 0.8055, validf1: 0.8922, best epoch: 1, best auc: 0.5825, train loss: 0.7101880097918282, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 2, validauc: 0.5966, validacc: 0.8048, validf1: 0.8919, best epoch: 2, best auc: 0.5966, train loss: 0.6388195835221856, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 3, validauc: 0.5966, validacc: 0.8048, validf1: 0.8919, best epoch: 2, best auc: 0.5966, train loss: 0.5872133287194415, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 4, validauc: 0.6009, validacc: 0.8048, validf1: 0.8919, best epoch: 4, best auc: 0.6009, train loss: 0.5467643956024724, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 5, validauc: 0.6115, validacc: 0.8048, validf1: 0.8919, best epoch: 5, best auc: 0.6115, train loss: 0.5172914909909603, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 6, validauc: 0.6206, validacc: 0.8048, validf1: 0.8919, best epoch: 6, best auc: 0.6206, train loss: 0.49254041080145466, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 7, validauc: 0.6265, validacc: 0.8048, validf1: 0.8919, best epoch: 7, best auc: 0.6265, train loss: 0.47245630566459657, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 8, validauc: 0.6335, validacc: 0.8048, validf1: 0.8919, best epoch: 8, best auc: 0.6335, train loss: 0.46018659448469434, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 9, validauc: 0.6411, validacc: 0.8048, validf1: 0.8919, best epoch: 9, best auc: 0.6411, train loss: 0.4492809023300501, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 10, validauc: 0.6501, validacc: 0.8048, validf1: 0.8919, best epoch: 10, best auc: 0.6501, train loss: 0.4423412942372126, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 11, validauc: 0.6575, validacc: 0.8048, validf1: 0.8919, best epoch: 11, best auc: 0.6575, train loss: 0.43849536494247326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 12, validauc: 0.666, validacc: 0.8048, validf1: 0.8919, best epoch: 12, best auc: 0.666, train loss: 0.43224833468312274, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 13, validauc: 0.6746, validacc: 0.8048, validf1: 0.8919, best epoch: 13, best auc: 0.6746, train loss: 0.43173664817191804, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 14, validauc: 0.6819, validacc: 0.8048, validf1: 0.8919, best epoch: 14, best auc: 0.6819, train loss: 0.4277107915502288, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 15, validauc: 0.6868, validacc: 0.8048, validf1: 0.8919, best epoch: 15, best auc: 0.6868, train loss: 0.4253894138372539, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 16, validauc: 0.6915, validacc: 0.8048, validf1: 0.8919, best epoch: 16, best auc: 0.6915, train loss: 0.4219688592584862, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 17, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.4146721818595431, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 18, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.40974578747955825, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 19, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.398951822174659, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 20, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.39367755901501855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 21, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.387222622721261, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 22, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.3830981819504754, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 23, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.3772631847948486, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 24, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.3690053578409952, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 25, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.36026316433294076, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 26, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.35544195548728585, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (2457,), ps.shape: (2457,)
+dedup-honest: kept 1614/2457 positions (843 consec dup dropped, 34.31%)
+Epoch: 27, validauc: 0.6927, validacc: 0.8048, validf1: 0.8919, best epoch: 17, best auc: 0.6927, train loss: 0.34724231678671735, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN8-s3.log b/e43/akt/logs/algebra2005_csN8-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..24a4f8041c13dc6c5bf1cad5ec50bd7ac4a0a09b
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN8-s3.log
@@ -0,0 +1,104 @@
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 1, validauc: 0.5419, validacc: 0.7562, validf1: 0.8611, best epoch: 1, best auc: 0.5419, train loss: 0.7127895578853898, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 2, validauc: 0.5655, validacc: 0.7572, validf1: 0.8618, best epoch: 2, best auc: 0.5655, train loss: 0.6636178307004219, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 3, validauc: 0.58, validacc: 0.7572, validf1: 0.8618, best epoch: 3, best auc: 0.58, train loss: 0.6285412092461714, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 4, validauc: 0.5939, validacc: 0.7572, validf1: 0.8618, best epoch: 4, best auc: 0.5939, train loss: 0.6030459775444876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 5, validauc: 0.5993, validacc: 0.7572, validf1: 0.8618, best epoch: 5, best auc: 0.5993, train loss: 0.5847029269406095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 6, validauc: 0.6026, validacc: 0.7572, validf1: 0.8618, best epoch: 6, best auc: 0.6026, train loss: 0.5704906917661379, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 7, validauc: 0.6059, validacc: 0.7572, validf1: 0.8618, best epoch: 7, best auc: 0.6059, train loss: 0.5606264040997926, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 8, validauc: 0.6129, validacc: 0.7572, validf1: 0.8618, best epoch: 8, best auc: 0.6129, train loss: 0.5550099023959993, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 9, validauc: 0.6223, validacc: 0.7572, validf1: 0.8618, best epoch: 9, best auc: 0.6223, train loss: 0.5488797124304744, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 10, validauc: 0.6321, validacc: 0.7572, validf1: 0.8618, best epoch: 10, best auc: 0.6321, train loss: 0.5484693469492987, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 11, validauc: 0.6427, validacc: 0.7572, validf1: 0.8618, best epoch: 11, best auc: 0.6427, train loss: 0.5443373222287283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 12, validauc: 0.6526, validacc: 0.7572, validf1: 0.8618, best epoch: 12, best auc: 0.6526, train loss: 0.541078905223061, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 13, validauc: 0.661, validacc: 0.7572, validf1: 0.8618, best epoch: 13, best auc: 0.661, train loss: 0.5381601730385734, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 14, validauc: 0.6671, validacc: 0.7572, validf1: 0.8618, best epoch: 14, best auc: 0.6671, train loss: 0.5319282644232644, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 15, validauc: 0.6704, validacc: 0.7572, validf1: 0.8618, best epoch: 15, best auc: 0.6704, train loss: 0.5236880692321163, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 16, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.5191152841201961, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 17, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.511452332747837, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 18, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.5049762128895227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 19, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.49970122342924655, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 20, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.49193172726268286, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 21, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.48165171755923153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 22, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.4722057655005595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 23, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.4608775157801004, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 24, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.4553513695664213, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 25, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.44939294931247215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (9768,), ps.shape: (9768,)
+dedup-honest: kept 6181/9768 positions (3587 consec dup dropped, 36.72%)
+Epoch: 26, validauc: 0.6717, validacc: 0.7572, validf1: 0.8618, best epoch: 16, best auc: 0.6717, train loss: 0.4440833475281393, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/algebra2005_csN8-s4.log b/e43/akt/logs/algebra2005_csN8-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..5ba532e198b1de40fc0ded12be1edf90251daf06
--- /dev/null
+++ b/e43/akt/logs/algebra2005_csN8-s4.log
@@ -0,0 +1,64 @@
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 1, validauc: 0.6487, validacc: 0.8492, validf1: 0.9182, best epoch: 1, best auc: 0.6487, train loss: 0.6902830764407334, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 2, validauc: 0.7131, validacc: 0.8563, validf1: 0.9226, best epoch: 2, best auc: 0.7131, train loss: 0.6695832177708356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 3, validauc: 0.7456, validacc: 0.8563, validf1: 0.9226, best epoch: 3, best auc: 0.7456, train loss: 0.656445012978708, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 4, validauc: 0.7604, validacc: 0.8563, validf1: 0.9226, best epoch: 4, best auc: 0.7604, train loss: 0.6473957243710927, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 5, validauc: 0.7666, validacc: 0.8563, validf1: 0.9226, best epoch: 5, best auc: 0.7666, train loss: 0.6394782770725976, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 6, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.6298884847106728, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 7, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.619082544937149, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 8, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.6095365032939347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 9, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5987444063116019, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 10, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5885541651217813, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 11, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.576670699635531, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 12, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.565412930782268, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 13, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5563491839238573, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 14, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5442472551756444, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 15, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5338530148461732, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1080,), ps.shape: (1080,)
+dedup-honest: kept 703/1080 positions (377 consec dup dropped, 34.91%)
+Epoch: 16, validauc: 0.768, validacc: 0.862, validf1: 0.9252, best epoch: 6, best auc: 0.768, train loss: 0.5225125946718006, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/algebra2005/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN16-s0.log b/e43/akt/logs/assist09_csN16-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..90652430aab1247cf7009a0769bdb43d27a61b75
--- /dev/null
+++ b/e43/akt/logs/assist09_csN16-s0.log
@@ -0,0 +1,48 @@
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 1, validauc: 0.6373, validacc: 0.4729, validf1: 0.5626, best epoch: 1, best auc: 0.6373, train loss: 0.701337988115139, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 2, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6816285321545509, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 3, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6680015443701584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 4, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6592749245999151, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 5, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6518649246262016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 6, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6435765130871737, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 7, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6326303063856701, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 8, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6244528555605329, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 9, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.615050390453145, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 10, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6069268798909446, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 11, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.6014143693363905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (361,), ps.shape: (361,)
+dedup-honest: kept 351/361 positions (10 consec dup dropped, 2.77%)
+Epoch: 12, validauc: 0.6407, validacc: 0.416, validf1: 0.5648, best epoch: 2, best auc: 0.6407, train loss: 0.5942212042402283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN16-s1.log b/e43/akt/logs/assist09_csN16-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1835a2959dccb18393280c7ce8275f91ecc52ec
--- /dev/null
+++ b/e43/akt/logs/assist09_csN16-s1.log
@@ -0,0 +1,152 @@
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 1, validauc: 0.502, validacc: 0.6528, validf1: 0.7873, best epoch: 1, best auc: 0.502, train loss: 0.7091709673998225, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 2, validauc: 0.541, validacc: 0.6839, validf1: 0.8123, best epoch: 2, best auc: 0.541, train loss: 0.6619433488210653, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 3, validauc: 0.5568, validacc: 0.6839, validf1: 0.8123, best epoch: 3, best auc: 0.5568, train loss: 0.6307029175095278, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 4, validauc: 0.5568, validacc: 0.6839, validf1: 0.8123, best epoch: 3, best auc: 0.5568, train loss: 0.6065697090118757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 5, validauc: 0.5628, validacc: 0.6839, validf1: 0.8123, best epoch: 5, best auc: 0.5628, train loss: 0.5919196678214104, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 6, validauc: 0.5705, validacc: 0.6839, validf1: 0.8123, best epoch: 6, best auc: 0.5705, train loss: 0.5807954235785511, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 7, validauc: 0.5799, validacc: 0.6839, validf1: 0.8123, best epoch: 7, best auc: 0.5799, train loss: 0.5789907985196265, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 8, validauc: 0.5823, validacc: 0.6839, validf1: 0.8123, best epoch: 8, best auc: 0.5823, train loss: 0.5741442424413336, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 9, validauc: 0.5899, validacc: 0.6839, validf1: 0.8123, best epoch: 9, best auc: 0.5899, train loss: 0.5696790031011643, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 10, validauc: 0.5968, validacc: 0.6839, validf1: 0.8123, best epoch: 10, best auc: 0.5968, train loss: 0.565310365552823, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 11, validauc: 0.6076, validacc: 0.6839, validf1: 0.8123, best epoch: 11, best auc: 0.6076, train loss: 0.5594024772717006, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 12, validauc: 0.613, validacc: 0.6839, validf1: 0.8123, best epoch: 12, best auc: 0.613, train loss: 0.5513060542555247, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 13, validauc: 0.6205, validacc: 0.6788, validf1: 0.8075, best epoch: 13, best auc: 0.6205, train loss: 0.5475680040850752, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 14, validauc: 0.6233, validacc: 0.6736, validf1: 0.8025, best epoch: 14, best auc: 0.6233, train loss: 0.5414186987688329, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 15, validauc: 0.6252, validacc: 0.6839, validf1: 0.8063, best epoch: 15, best auc: 0.6252, train loss: 0.5397825899182093, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 16, validauc: 0.6252, validacc: 0.6839, validf1: 0.8063, best epoch: 15, best auc: 0.6252, train loss: 0.5370307350208788, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 17, validauc: 0.6252, validacc: 0.6839, validf1: 0.8063, best epoch: 15, best auc: 0.6252, train loss: 0.534799034057719, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 18, validauc: 0.6252, validacc: 0.6839, validf1: 0.8063, best epoch: 15, best auc: 0.6252, train loss: 0.5328361739499886, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 19, validauc: 0.6264, validacc: 0.7306, validf1: 0.8255, best epoch: 19, best auc: 0.6264, train loss: 0.5301100981928129, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 20, validauc: 0.6264, validacc: 0.7306, validf1: 0.8255, best epoch: 19, best auc: 0.6264, train loss: 0.5313616164008379, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 21, validauc: 0.6264, validacc: 0.7306, validf1: 0.8255, best epoch: 19, best auc: 0.6264, train loss: 0.5309179096644226, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 22, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.5273802628008832, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 23, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.5275430192669095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 24, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.524648260233652, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 25, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.5241330792805367, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 26, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.5221725603743494, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 27, validauc: 0.6288, validacc: 0.7202, validf1: 0.8163, best epoch: 22, best auc: 0.6288, train loss: 0.5203724108044807, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 28, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5199604544853239, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 29, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5174997095424474, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 30, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5175936374706291, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 31, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5169219049506009, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 32, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5133615755496881, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 33, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5121216710841173, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 34, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5126977784414877, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 35, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5107366385990055, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 36, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5079290289067215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 37, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5056735969893015, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (263,), ps.shape: (263,)
+dedup-honest: kept 193/263 positions (70 consec dup dropped, 26.62%)
+Epoch: 38, validauc: 0.6299, validacc: 0.715, validf1: 0.807, best epoch: 28, best auc: 0.6299, train loss: 0.5026146981388335, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN16-s2.log b/e43/akt/logs/assist09_csN16-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..5a3fb1eddb2f3567d7fd5b3131a57a78766a26ac
--- /dev/null
+++ b/e43/akt/logs/assist09_csN16-s2.log
@@ -0,0 +1,112 @@
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 1, validauc: 0.4664, validacc: 0.5565, validf1: 0.715, best epoch: 1, best auc: 0.4664, train loss: 0.693008888262757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 2, validauc: 0.5125, validacc: 0.5565, validf1: 0.715, best epoch: 2, best auc: 0.5125, train loss: 0.6675118908005337, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 3, validauc: 0.551, validacc: 0.5565, validf1: 0.715, best epoch: 3, best auc: 0.551, train loss: 0.6473481048846292, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 4, validauc: 0.5802, validacc: 0.5565, validf1: 0.715, best epoch: 4, best auc: 0.5802, train loss: 0.6359967122867506, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 5, validauc: 0.5939, validacc: 0.5565, validf1: 0.715, best epoch: 5, best auc: 0.5939, train loss: 0.6298640871105884, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 6, validauc: 0.5966, validacc: 0.5565, validf1: 0.715, best epoch: 6, best auc: 0.5966, train loss: 0.6238786896811983, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 7, validauc: 0.5966, validacc: 0.5565, validf1: 0.715, best epoch: 6, best auc: 0.5966, train loss: 0.6243523981789421, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 8, validauc: 0.5982, validacc: 0.5565, validf1: 0.715, best epoch: 8, best auc: 0.5982, train loss: 0.6149783261178914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 9, validauc: 0.6021, validacc: 0.5565, validf1: 0.715, best epoch: 9, best auc: 0.6021, train loss: 0.6041549386365194, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 10, validauc: 0.6076, validacc: 0.5645, validf1: 0.7188, best epoch: 10, best auc: 0.6076, train loss: 0.602294055478607, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 11, validauc: 0.6166, validacc: 0.5645, validf1: 0.7188, best epoch: 11, best auc: 0.6166, train loss: 0.5956091422021631, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 12, validauc: 0.619, validacc: 0.621, validf1: 0.7403, best epoch: 12, best auc: 0.619, train loss: 0.5906100127067215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 13, validauc: 0.6227, validacc: 0.6371, validf1: 0.7305, best epoch: 13, best auc: 0.6227, train loss: 0.5824179978892283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 14, validauc: 0.6253, validacc: 0.621, validf1: 0.7081, best epoch: 14, best auc: 0.6253, train loss: 0.5825209032447821, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 15, validauc: 0.6271, validacc: 0.621, validf1: 0.7081, best epoch: 15, best auc: 0.6271, train loss: 0.57702231882229, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 16, validauc: 0.6295, validacc: 0.621, validf1: 0.7081, best epoch: 16, best auc: 0.6295, train loss: 0.5791691483253679, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 17, validauc: 0.6295, validacc: 0.621, validf1: 0.7081, best epoch: 16, best auc: 0.6295, train loss: 0.56796877898168, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 18, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.569433463806009, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 19, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5688932694318943, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 20, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5649493569886693, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 21, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5631915511709419, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 22, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5637947670754662, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 23, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5579611774439333, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 24, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5588266700289476, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 25, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5533369507475896, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 26, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5543911143129221, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 27, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5456802549015812, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (188,), ps.shape: (188,)
+dedup-honest: kept 124/188 positions (64 consec dup dropped, 34.04%)
+Epoch: 28, validauc: 0.6324, validacc: 0.629, validf1: 0.7089, best epoch: 18, best auc: 0.6324, train loss: 0.5480516149752747, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN16-s3.log b/e43/akt/logs/assist09_csN16-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..b808ea4ab5c23f126d98a800973281aef75b8f3d
--- /dev/null
+++ b/e43/akt/logs/assist09_csN16-s3.log
@@ -0,0 +1,92 @@
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 1, validauc: 0.4906, validacc: 0.5529, validf1: 0.6737, best epoch: 1, best auc: 0.4906, train loss: 0.7116374504348831, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 2, validauc: 0.4906, validacc: 0.5529, validf1: 0.6737, best epoch: 1, best auc: 0.4906, train loss: 0.689732573120717, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 3, validauc: 0.4906, validacc: 0.5529, validf1: 0.6737, best epoch: 1, best auc: 0.4906, train loss: 0.6791427840652098, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 4, validauc: 0.4932, validacc: 0.6971, validf1: 0.8205, best epoch: 4, best auc: 0.4932, train loss: 0.6712661432741163, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 5, validauc: 0.5615, validacc: 0.6971, validf1: 0.8205, best epoch: 5, best auc: 0.5615, train loss: 0.6669325875223087, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 6, validauc: 0.6114, validacc: 0.6923, validf1: 0.8171, best epoch: 6, best auc: 0.6114, train loss: 0.6628730930932898, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 7, validauc: 0.6406, validacc: 0.6923, validf1: 0.8161, best epoch: 7, best auc: 0.6406, train loss: 0.6565762015318116, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 8, validauc: 0.6624, validacc: 0.6971, validf1: 0.8184, best epoch: 8, best auc: 0.6624, train loss: 0.6494153382090145, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 9, validauc: 0.6744, validacc: 0.6875, validf1: 0.8105, best epoch: 9, best auc: 0.6744, train loss: 0.6446374995818551, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 10, validauc: 0.6804, validacc: 0.6923, validf1: 0.8061, best epoch: 10, best auc: 0.6804, train loss: 0.6387402772850096, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 11, validauc: 0.6881, validacc: 0.726, validf1: 0.8213, best epoch: 11, best auc: 0.6881, train loss: 0.635813098585712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 12, validauc: 0.6935, validacc: 0.7212, validf1: 0.8165, best epoch: 12, best auc: 0.6935, train loss: 0.6291923860718058, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 13, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6266071160637507, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 14, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.621675994189903, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 15, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6203718121204177, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 16, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.616702263648504, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 17, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6110375073673138, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 18, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6128715426945732, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 19, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6076727825469572, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 20, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6066830396862919, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 21, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.6034292264954931, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 22, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.5969764741091727, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (221,), ps.shape: (221,)
+dedup-honest: kept 208/221 positions (13 consec dup dropped, 5.88%)
+Epoch: 23, validauc: 0.6954, validacc: 0.7163, validf1: 0.8127, best epoch: 13, best auc: 0.6954, train loss: 0.5947148532876582, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN16-s4.log b/e43/akt/logs/assist09_csN16-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..27d9d890b65e20c49e080615723429e9bf701651
--- /dev/null
+++ b/e43/akt/logs/assist09_csN16-s4.log
@@ -0,0 +1,72 @@
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 1, validauc: 0.5781, validacc: 0.7895, validf1: 0.8824, best epoch: 1, best auc: 0.5781, train loss: 0.6792728278763053, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 2, validauc: 0.587, validacc: 0.7895, validf1: 0.8824, best epoch: 2, best auc: 0.587, train loss: 0.6464038599387675, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 3, validauc: 0.5919, validacc: 0.7895, validf1: 0.8824, best epoch: 3, best auc: 0.5919, train loss: 0.6226521818599517, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 4, validauc: 0.5977, validacc: 0.7895, validf1: 0.8824, best epoch: 4, best auc: 0.5977, train loss: 0.6030178747484483, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 5, validauc: 0.6028, validacc: 0.7895, validf1: 0.8824, best epoch: 5, best auc: 0.6028, train loss: 0.5897925094885554, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 6, validauc: 0.6086, validacc: 0.7895, validf1: 0.8824, best epoch: 6, best auc: 0.6086, train loss: 0.5747288000881156, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 7, validauc: 0.6115, validacc: 0.7895, validf1: 0.8824, best epoch: 7, best auc: 0.6115, train loss: 0.5663010659325584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 8, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5545025266868273, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 9, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.545271704115966, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 10, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5373985060123416, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 11, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5287138942040999, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 12, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5252978765743048, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 13, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5180580693723057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 14, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5164578343859937, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 15, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5141264435758077, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 16, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5082297787138842, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 17, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.510089179822711, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (745,), ps.shape: (745,)
+dedup-honest: kept 608/745 positions (137 consec dup dropped, 18.39%)
+Epoch: 18, validauc: 0.6127, validacc: 0.7895, validf1: 0.8824, best epoch: 8, best auc: 0.6127, train loss: 0.5075071900293128, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN32-s0.log b/e43/akt/logs/assist09_csN32-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..d71584adc7928c605a838acef79692d5386feca6
--- /dev/null
+++ b/e43/akt/logs/assist09_csN32-s0.log
@@ -0,0 +1,132 @@
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 1, validauc: 0.4611, validacc: 0.6592, validf1: 0.7918, best epoch: 1, best auc: 0.4611, train loss: 0.6998414089379965, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 2, validauc: 0.521, validacc: 0.6648, validf1: 0.7959, best epoch: 2, best auc: 0.521, train loss: 0.6821439756245447, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 3, validauc: 0.5583, validacc: 0.6648, validf1: 0.7959, best epoch: 3, best auc: 0.5583, train loss: 0.6688717311521677, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 4, validauc: 0.5746, validacc: 0.6648, validf1: 0.7959, best epoch: 4, best auc: 0.5746, train loss: 0.6595094626382364, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 5, validauc: 0.5881, validacc: 0.6592, validf1: 0.7918, best epoch: 5, best auc: 0.5881, train loss: 0.6520027510707903, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 6, validauc: 0.6048, validacc: 0.6872, validf1: 0.8042, best epoch: 6, best auc: 0.6048, train loss: 0.6407389227567799, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 7, validauc: 0.6206, validacc: 0.7151, validf1: 0.8172, best epoch: 7, best auc: 0.6206, train loss: 0.6318668100540779, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 8, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.6209943189823749, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 9, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.6111900590853581, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 10, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.6026421000768676, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 11, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.5944498250732905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 12, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.588595865239514, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 13, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.5852377462373929, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 14, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.5788894955208795, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 15, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.5795504167145124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 16, validauc: 0.6239, validacc: 0.6872, validf1: 0.7926, best epoch: 8, best auc: 0.6239, train loss: 0.5741349046267675, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 17, validauc: 0.6296, validacc: 0.6425, validf1: 0.748, best epoch: 17, best auc: 0.6296, train loss: 0.5710072928306222, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 18, validauc: 0.6296, validacc: 0.6425, validf1: 0.748, best epoch: 17, best auc: 0.6296, train loss: 0.5675857387068528, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 19, validauc: 0.6323, validacc: 0.648, validf1: 0.7449, best epoch: 19, best auc: 0.6323, train loss: 0.5663165625907337, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 20, validauc: 0.6323, validacc: 0.648, validf1: 0.7449, best epoch: 19, best auc: 0.6323, train loss: 0.5611986772779165, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 21, validauc: 0.6323, validacc: 0.648, validf1: 0.7449, best epoch: 19, best auc: 0.6323, train loss: 0.560015373013247, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 22, validauc: 0.6323, validacc: 0.648, validf1: 0.7449, best epoch: 19, best auc: 0.6323, train loss: 0.5534093434837049, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 23, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5513931042704195, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 24, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5476689954491974, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 25, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5455761292432083, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 26, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5446191498037982, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 27, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5432449212468595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 28, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5405085340704332, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 29, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5416725046807216, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 30, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5399539629601653, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 31, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.536494840515847, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 32, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5328647819223239, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (197,), ps.shape: (197,)
+dedup-honest: kept 179/197 positions (18 consec dup dropped, 9.14%)
+Epoch: 33, validauc: 0.6346, validacc: 0.6592, validf1: 0.751, best epoch: 23, best auc: 0.6346, train loss: 0.5309227753664887, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN32-s1.log b/e43/akt/logs/assist09_csN32-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..81c45f2bfeb2d89fd7935e1f3d1155c420f08150
--- /dev/null
+++ b/e43/akt/logs/assist09_csN32-s1.log
@@ -0,0 +1,156 @@
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 1, validauc: 0.6483, validacc: 0.5508, validf1: 0.7096, best epoch: 1, best auc: 0.6483, train loss: 0.7085009106973035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 2, validauc: 0.6757, validacc: 0.5498, validf1: 0.7095, best epoch: 2, best auc: 0.6757, train loss: 0.6668967101721006, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 3, validauc: 0.6864, validacc: 0.5498, validf1: 0.7095, best epoch: 3, best auc: 0.6864, train loss: 0.6383387950114155, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 4, validauc: 0.691, validacc: 0.5498, validf1: 0.7095, best epoch: 4, best auc: 0.691, train loss: 0.6190730714275932, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 5, validauc: 0.6962, validacc: 0.5498, validf1: 0.7095, best epoch: 5, best auc: 0.6962, train loss: 0.6087735719027227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 6, validauc: 0.7019, validacc: 0.5498, validf1: 0.7095, best epoch: 6, best auc: 0.7019, train loss: 0.6019049652281037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 7, validauc: 0.7074, validacc: 0.5498, validf1: 0.7095, best epoch: 7, best auc: 0.7074, train loss: 0.5978168337953333, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 8, validauc: 0.7123, validacc: 0.5498, validf1: 0.7095, best epoch: 8, best auc: 0.7123, train loss: 0.5938333479704921, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 9, validauc: 0.7155, validacc: 0.5498, validf1: 0.7095, best epoch: 9, best auc: 0.7155, train loss: 0.5907825578702157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 10, validauc: 0.7174, validacc: 0.5598, validf1: 0.7141, best epoch: 10, best auc: 0.7174, train loss: 0.5825245796153788, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 11, validauc: 0.7174, validacc: 0.5598, validf1: 0.7141, best epoch: 10, best auc: 0.7174, train loss: 0.5785267995356778, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 12, validauc: 0.7192, validacc: 0.6086, validf1: 0.7343, best epoch: 12, best auc: 0.7192, train loss: 0.5702191434039654, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 13, validauc: 0.7192, validacc: 0.6086, validf1: 0.7343, best epoch: 12, best auc: 0.7192, train loss: 0.5696887486378058, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 14, validauc: 0.7192, validacc: 0.6086, validf1: 0.7343, best epoch: 12, best auc: 0.7192, train loss: 0.566417545447014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 15, validauc: 0.7192, validacc: 0.6086, validf1: 0.7343, best epoch: 12, best auc: 0.7192, train loss: 0.5617077855723305, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 16, validauc: 0.7192, validacc: 0.6086, validf1: 0.7343, best epoch: 12, best auc: 0.7192, train loss: 0.5595758085589161, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 17, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.5609689945695161, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 18, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.5544230950634741, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 19, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.5539322342733507, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 20, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.5528771441191238, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 21, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.553357074903169, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 22, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.553432492353879, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 23, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.5474845250933256, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 24, validauc: 0.7211, validacc: 0.6733, validf1: 0.738, best epoch: 17, best auc: 0.7211, train loss: 0.54973596533376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 25, validauc: 0.7224, validacc: 0.6633, validf1: 0.7025, best epoch: 25, best auc: 0.7224, train loss: 0.5457292364291032, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 26, validauc: 0.7236, validacc: 0.6643, validf1: 0.7077, best epoch: 26, best auc: 0.7236, train loss: 0.5419705270365924, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 27, validauc: 0.7236, validacc: 0.6643, validf1: 0.7077, best epoch: 26, best auc: 0.7236, train loss: 0.5451488262201685, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 28, validauc: 0.7236, validacc: 0.6643, validf1: 0.7077, best epoch: 26, best auc: 0.7236, train loss: 0.5410159862691919, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 29, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5395879972680843, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 30, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.535537348037651, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 31, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5351430606201887, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 32, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5351372470875421, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 33, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5343010430902301, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 34, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5305391735903071, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 35, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5275287670437281, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 36, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.528315003235323, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 37, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5252129668484333, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 38, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5233622966593784, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1165,), ps.shape: (1165,)
+dedup-honest: kept 1004/1165 positions (161 consec dup dropped, 13.82%)
+Epoch: 39, validauc: 0.7249, validacc: 0.6713, validf1: 0.7291, best epoch: 29, best auc: 0.7249, train loss: 0.5214096123129635, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN32-s2.log b/e43/akt/logs/assist09_csN32-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..159cc730bff5f738279dce65910b4a5e29b738d6
--- /dev/null
+++ b/e43/akt/logs/assist09_csN32-s2.log
@@ -0,0 +1,48 @@
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 1, validauc: 0.7861, validacc: 0.7025, validf1: 0.7539, best epoch: 1, best auc: 0.7861, train loss: 0.6961032461820909, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 2, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.6731505601210097, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 3, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.6536071447596343, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 4, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.6337901935776356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 5, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.6146560926673897, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 6, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5972842391041384, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 7, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5798387221404329, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 8, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5681473865147589, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 9, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5579737711055177, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 10, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5479724489766747, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 11, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5418168847350828, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (191,), ps.shape: (191,)
+dedup-honest: kept 158/191 positions (33 consec dup dropped, 17.28%)
+Epoch: 12, validauc: 0.7988, validacc: 0.7785, validf1: 0.7977, best epoch: 2, best auc: 0.7988, train loss: 0.5372449688884589, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN32-s3.log b/e43/akt/logs/assist09_csN32-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..c7896166da4e83525778c3b17959495a4535e624
--- /dev/null
+++ b/e43/akt/logs/assist09_csN32-s3.log
@@ -0,0 +1,124 @@
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 1, validauc: 0.4999, validacc: 0.6824, validf1: 0.797, best epoch: 1, best auc: 0.4999, train loss: 0.7249736945666693, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 2, validauc: 0.534, validacc: 0.7569, validf1: 0.8616, best epoch: 2, best auc: 0.534, train loss: 0.6884592100176807, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 3, validauc: 0.5521, validacc: 0.7569, validf1: 0.8616, best epoch: 3, best auc: 0.5521, train loss: 0.663671705564967, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 4, validauc: 0.5659, validacc: 0.7569, validf1: 0.8616, best epoch: 4, best auc: 0.5659, train loss: 0.6453111866714057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 5, validauc: 0.5659, validacc: 0.7569, validf1: 0.8616, best epoch: 4, best auc: 0.5659, train loss: 0.6329745380226389, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 6, validauc: 0.5659, validacc: 0.7569, validf1: 0.8616, best epoch: 4, best auc: 0.5659, train loss: 0.6244011380609352, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 7, validauc: 0.5659, validacc: 0.7569, validf1: 0.8616, best epoch: 4, best auc: 0.5659, train loss: 0.6197954530754549, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 8, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.6153423205321178, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 9, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.6141316733352084, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 10, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.6100258068208521, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 11, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.6059230269185113, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 12, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.5990223416206899, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 13, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.5926250887743096, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 14, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.588458765210214, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 15, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.5815435205914536, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 16, validauc: 0.5745, validacc: 0.7569, validf1: 0.8616, best epoch: 8, best auc: 0.5745, train loss: 0.5784895245046761, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 17, validauc: 0.5778, validacc: 0.7412, validf1: 0.8472, best epoch: 17, best auc: 0.5778, train loss: 0.5746299040369829, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 18, validauc: 0.5832, validacc: 0.7529, validf1: 0.8504, best epoch: 18, best auc: 0.5832, train loss: 0.5680065742845876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 19, validauc: 0.5857, validacc: 0.749, validf1: 0.8476, best epoch: 19, best auc: 0.5857, train loss: 0.5632529118675499, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 20, validauc: 0.5857, validacc: 0.749, validf1: 0.8476, best epoch: 19, best auc: 0.5857, train loss: 0.5616749098472966, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 21, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5582495286700169, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 22, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5570906708862371, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 23, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5557670173511711, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 24, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5542133066766192, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 25, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5507857475157703, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 26, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5507600875943496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 27, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5497374725519429, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 28, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5504890762650557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 29, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5489918368973583, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 30, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5478265800136094, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (333,), ps.shape: (333,)
+dedup-honest: kept 255/333 positions (78 consec dup dropped, 23.42%)
+Epoch: 31, validauc: 0.5869, validacc: 0.7569, validf1: 0.8517, best epoch: 21, best auc: 0.5869, train loss: 0.5441746521442269, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN32-s4.log b/e43/akt/logs/assist09_csN32-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..092f04a9593613a0c34ea0c8bab128000efa2885
--- /dev/null
+++ b/e43/akt/logs/assist09_csN32-s4.log
@@ -0,0 +1,68 @@
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 1, validauc: 0.5501, validacc: 0.6067, validf1: 0.7552, best epoch: 1, best auc: 0.5501, train loss: 0.6761429673361037, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 2, validauc: 0.5754, validacc: 0.6067, validf1: 0.7552, best epoch: 2, best auc: 0.5754, train loss: 0.6417938130696114, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 3, validauc: 0.5986, validacc: 0.6067, validf1: 0.7552, best epoch: 3, best auc: 0.5986, train loss: 0.6165019569337347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 4, validauc: 0.6116, validacc: 0.6067, validf1: 0.7552, best epoch: 4, best auc: 0.6116, train loss: 0.596383492640031, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 5, validauc: 0.6206, validacc: 0.6067, validf1: 0.7552, best epoch: 5, best auc: 0.6206, train loss: 0.5823177625405077, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 6, validauc: 0.6233, validacc: 0.6067, validf1: 0.7552, best epoch: 6, best auc: 0.6233, train loss: 0.5694359900899926, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 7, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5634576125035553, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 8, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5539827212484254, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 9, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5444950425650543, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 10, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5358993184548787, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 11, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5301257657447356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 12, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5227053258723832, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 13, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5191201443108593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 14, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5158693075645668, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 15, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5116813751277427, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 16, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5109351167839347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (309,), ps.shape: (309,)
+dedup-honest: kept 267/309 positions (42 consec dup dropped, 13.59%)
+Epoch: 17, validauc: 0.6265, validacc: 0.6067, validf1: 0.7552, best epoch: 7, best auc: 0.6265, train loss: 0.5057247122642113, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN64-s0.log b/e43/akt/logs/assist09_csN64-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..50083b78e719535c0465f4ac39f231b2cd93aa46
--- /dev/null
+++ b/e43/akt/logs/assist09_csN64-s0.log
@@ -0,0 +1,100 @@
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 1, validauc: 0.5356, validacc: 0.7014, validf1: 0.8204, best epoch: 1, best auc: 0.5356, train loss: 0.7007966335755107, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 2, validauc: 0.5474, validacc: 0.7082, validf1: 0.8292, best epoch: 2, best auc: 0.5474, train loss: 0.680933854550843, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 3, validauc: 0.5563, validacc: 0.7082, validf1: 0.8292, best epoch: 3, best auc: 0.5563, train loss: 0.667195367944129, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 4, validauc: 0.5695, validacc: 0.7082, validf1: 0.8292, best epoch: 4, best auc: 0.5695, train loss: 0.6589062718096993, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 5, validauc: 0.5866, validacc: 0.7082, validf1: 0.8292, best epoch: 5, best auc: 0.5866, train loss: 0.651638735070438, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 6, validauc: 0.6016, validacc: 0.7082, validf1: 0.8288, best epoch: 6, best auc: 0.6016, train loss: 0.6445655156249045, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 7, validauc: 0.6132, validacc: 0.7169, validf1: 0.8317, best epoch: 7, best auc: 0.6132, train loss: 0.6379634942493491, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 8, validauc: 0.6224, validacc: 0.7169, validf1: 0.8291, best epoch: 8, best auc: 0.6224, train loss: 0.6280752122933515, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 9, validauc: 0.6294, validacc: 0.7189, validf1: 0.826, best epoch: 9, best auc: 0.6294, train loss: 0.6187675262391944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 10, validauc: 0.6335, validacc: 0.7091, validf1: 0.8149, best epoch: 10, best auc: 0.6335, train loss: 0.6115282848830779, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 11, validauc: 0.6357, validacc: 0.7004, validf1: 0.806, best epoch: 11, best auc: 0.6357, train loss: 0.6064047040126644, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 12, validauc: 0.6378, validacc: 0.6994, validf1: 0.8043, best epoch: 12, best auc: 0.6378, train loss: 0.5987089807585427, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 13, validauc: 0.6394, validacc: 0.6994, validf1: 0.8038, best epoch: 13, best auc: 0.6394, train loss: 0.5955854303102619, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 14, validauc: 0.6412, validacc: 0.6955, validf1: 0.8005, best epoch: 14, best auc: 0.6412, train loss: 0.5901435647751894, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 15, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.585954202657898, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 16, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.5867193451983794, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 17, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.5821473607889502, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 18, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.581378261322059, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 19, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.5783391498700288, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 20, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.572801254047455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 21, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.5724416902289539, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 22, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.569235135588272, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 23, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.565001973234971, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 24, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.5620397831076539, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1248,), ps.shape: (1248,)
+dedup-honest: kept 1028/1248 positions (220 consec dup dropped, 17.63%)
+Epoch: 25, validauc: 0.6424, validacc: 0.7014, validf1: 0.8038, best epoch: 15, best auc: 0.6424, train loss: 0.558648212638345, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN64-s1.log b/e43/akt/logs/assist09_csN64-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..345f97b08b47d51c79393599f339564415d09057
--- /dev/null
+++ b/e43/akt/logs/assist09_csN64-s1.log
@@ -0,0 +1,76 @@
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 1, validauc: 0.6053, validacc: 0.7211, validf1: 0.838, best epoch: 1, best auc: 0.6053, train loss: 0.6776221519078309, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 2, validauc: 0.6096, validacc: 0.7211, validf1: 0.838, best epoch: 2, best auc: 0.6096, train loss: 0.6100156424997405, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 3, validauc: 0.6158, validacc: 0.7211, validf1: 0.838, best epoch: 3, best auc: 0.6158, train loss: 0.5787351486827641, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 4, validauc: 0.6243, validacc: 0.7211, validf1: 0.838, best epoch: 4, best auc: 0.6243, train loss: 0.5678880349340996, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 5, validauc: 0.6331, validacc: 0.7211, validf1: 0.838, best epoch: 5, best auc: 0.6331, train loss: 0.5621523321083519, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 6, validauc: 0.6391, validacc: 0.7211, validf1: 0.838, best epoch: 6, best auc: 0.6391, train loss: 0.5577080920930244, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 7, validauc: 0.6438, validacc: 0.7211, validf1: 0.838, best epoch: 7, best auc: 0.6438, train loss: 0.5478186204190723, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 8, validauc: 0.6476, validacc: 0.7266, validf1: 0.8405, best epoch: 8, best auc: 0.6476, train loss: 0.5445247822517363, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 9, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5358798073102561, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 10, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5266887074460103, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 11, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.52206008852464, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 12, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5158041158091197, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 13, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5156148105561896, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 14, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5074945177515129, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 15, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5047846478748766, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 16, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.5026405598149, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 17, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.49465132855605853, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 18, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.4907945244551881, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1948,), ps.shape: (1948,)
+dedup-honest: kept 1635/1948 positions (313 consec dup dropped, 16.07%)
+Epoch: 19, validauc: 0.6492, validacc: 0.7242, validf1: 0.8374, best epoch: 9, best auc: 0.6492, train loss: 0.48811041908573805, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN64-s2.log b/e43/akt/logs/assist09_csN64-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1199591941c81ee4e278614073136208ccaa854
--- /dev/null
+++ b/e43/akt/logs/assist09_csN64-s2.log
@@ -0,0 +1,108 @@
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 1, validauc: 0.617, validacc: 0.6953, validf1: 0.8203, best epoch: 1, best auc: 0.617, train loss: 0.6939720272426584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 2, validauc: 0.6708, validacc: 0.6953, validf1: 0.8203, best epoch: 2, best auc: 0.6708, train loss: 0.6753170714857964, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 3, validauc: 0.6822, validacc: 0.6953, validf1: 0.8203, best epoch: 3, best auc: 0.6822, train loss: 0.6615825606273066, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 4, validauc: 0.6906, validacc: 0.6996, validf1: 0.8201, best epoch: 4, best auc: 0.6906, train loss: 0.6512146738428436, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 5, validauc: 0.6969, validacc: 0.7059, validf1: 0.8202, best epoch: 5, best auc: 0.6969, train loss: 0.6401302179627978, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 6, validauc: 0.7014, validacc: 0.741, validf1: 0.8338, best epoch: 6, best auc: 0.7014, train loss: 0.62824383623535, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 7, validauc: 0.703, validacc: 0.7378, validf1: 0.8274, best epoch: 7, best auc: 0.703, train loss: 0.617487710830788, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 8, validauc: 0.7041, validacc: 0.7367, validf1: 0.8244, best epoch: 8, best auc: 0.7041, train loss: 0.6086271718048593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 9, validauc: 0.7041, validacc: 0.7367, validf1: 0.8244, best epoch: 8, best auc: 0.7041, train loss: 0.6019478978208741, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 10, validauc: 0.7041, validacc: 0.7367, validf1: 0.8244, best epoch: 8, best auc: 0.7041, train loss: 0.5949512598582455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 11, validauc: 0.7041, validacc: 0.7367, validf1: 0.8244, best epoch: 8, best auc: 0.7041, train loss: 0.5890396795233257, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 12, validauc: 0.7041, validacc: 0.7367, validf1: 0.8244, best epoch: 8, best auc: 0.7041, train loss: 0.5869084141437718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 13, validauc: 0.7054, validacc: 0.7335, validf1: 0.8182, best epoch: 13, best auc: 0.7054, train loss: 0.5841908319626214, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 14, validauc: 0.7064, validacc: 0.7325, validf1: 0.8171, best epoch: 14, best auc: 0.7064, train loss: 0.5824884848671276, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 15, validauc: 0.7085, validacc: 0.7335, validf1: 0.8177, best epoch: 15, best auc: 0.7085, train loss: 0.5771195386675977, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 16, validauc: 0.7102, validacc: 0.7325, validf1: 0.8166, best epoch: 16, best auc: 0.7102, train loss: 0.5755882027026729, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 17, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.572902471276819, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 18, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5676273473629331, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 19, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5637406166560153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 20, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5585156563743856, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 21, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5585527018494085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 22, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5580784574189112, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 23, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5552830444188718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 24, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5518776874732398, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 25, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.553051700701099, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 26, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5485924156278786, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1156,), ps.shape: (1156,)
+dedup-honest: kept 942/1156 positions (214 consec dup dropped, 18.51%)
+Epoch: 27, validauc: 0.7114, validacc: 0.7325, validf1: 0.8163, best epoch: 17, best auc: 0.7114, train loss: 0.5488371256860857, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN64-s3.log b/e43/akt/logs/assist09_csN64-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..f75518ab1cbef4988cc741a0ab7fab0e04263261
--- /dev/null
+++ b/e43/akt/logs/assist09_csN64-s3.log
@@ -0,0 +1,88 @@
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 1, validauc: 0.5547, validacc: 0.6872, validf1: 0.804, best epoch: 1, best auc: 0.5547, train loss: 0.7246783653595816, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 2, validauc: 0.5761, validacc: 0.7253, validf1: 0.8408, best epoch: 2, best auc: 0.5761, train loss: 0.6872767121556702, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 3, validauc: 0.5812, validacc: 0.7253, validf1: 0.8408, best epoch: 3, best auc: 0.5812, train loss: 0.6624615586108964, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 4, validauc: 0.5885, validacc: 0.7253, validf1: 0.8408, best epoch: 4, best auc: 0.5885, train loss: 0.6441563154300725, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 5, validauc: 0.5974, validacc: 0.7253, validf1: 0.8408, best epoch: 5, best auc: 0.5974, train loss: 0.6313456200264459, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 6, validauc: 0.6051, validacc: 0.7253, validf1: 0.8408, best epoch: 6, best auc: 0.6051, train loss: 0.6224087659121738, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 7, validauc: 0.6162, validacc: 0.7253, validf1: 0.8408, best epoch: 7, best auc: 0.6162, train loss: 0.6176592246019219, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 8, validauc: 0.6281, validacc: 0.7253, validf1: 0.8408, best epoch: 8, best auc: 0.6281, train loss: 0.6157696105387317, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 9, validauc: 0.6414, validacc: 0.7253, validf1: 0.8408, best epoch: 9, best auc: 0.6414, train loss: 0.6126244293792861, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 10, validauc: 0.6527, validacc: 0.7253, validf1: 0.8408, best epoch: 10, best auc: 0.6527, train loss: 0.6112793772463753, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 11, validauc: 0.6589, validacc: 0.7253, validf1: 0.8408, best epoch: 11, best auc: 0.6589, train loss: 0.6046179994205689, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 12, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5983002726601483, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 13, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5923064657121507, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 14, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.585088988798215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 15, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5816146237762243, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 16, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5773763724924754, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 17, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.571420734556074, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 18, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5649021911393131, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 19, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.561088633412684, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 20, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5604271705880004, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 21, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5584944242684724, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1399,), ps.shape: (1399,)
+dedup-honest: kept 1183/1399 positions (216 consec dup dropped, 15.44%)
+Epoch: 22, validauc: 0.6608, validacc: 0.7253, validf1: 0.8408, best epoch: 12, best auc: 0.6608, train loss: 0.5566685289148707, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN64-s4.log b/e43/akt/logs/assist09_csN64-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..a53e80792e67752aa9e778f62345cd3b2c4abaf1
--- /dev/null
+++ b/e43/akt/logs/assist09_csN64-s4.log
@@ -0,0 +1,80 @@
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 1, validauc: 0.6233, validacc: 0.736, validf1: 0.8479, best epoch: 1, best auc: 0.6233, train loss: 0.6793252125518756, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 2, validauc: 0.6582, validacc: 0.736, validf1: 0.8479, best epoch: 2, best auc: 0.6582, train loss: 0.6501736032158885, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 3, validauc: 0.6679, validacc: 0.736, validf1: 0.8479, best epoch: 3, best auc: 0.6679, train loss: 0.6294430616714968, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 4, validauc: 0.6749, validacc: 0.736, validf1: 0.8479, best epoch: 4, best auc: 0.6749, train loss: 0.613543752421865, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 5, validauc: 0.6833, validacc: 0.736, validf1: 0.8479, best epoch: 5, best auc: 0.6833, train loss: 0.6007718471442767, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 6, validauc: 0.6914, validacc: 0.736, validf1: 0.8479, best epoch: 6, best auc: 0.6914, train loss: 0.5937741263436477, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 7, validauc: 0.6976, validacc: 0.736, validf1: 0.8479, best epoch: 7, best auc: 0.6976, train loss: 0.5863273722051425, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 8, validauc: 0.7027, validacc: 0.736, validf1: 0.8477, best epoch: 8, best auc: 0.7027, train loss: 0.5796867343764633, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 9, validauc: 0.7062, validacc: 0.7342, validf1: 0.8461, best epoch: 9, best auc: 0.7062, train loss: 0.5701281827105872, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 10, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.56171582244057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 11, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5521047194012186, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 12, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5494238261221356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 13, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5429644687487735, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 14, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5404808736399007, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 15, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.536562191039287, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 16, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5340946226052466, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 17, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5307083481012489, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 18, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5290885944044112, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 19, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.52820285252513, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1308,), ps.shape: (1308,)
+dedup-honest: kept 1121/1308 positions (187 consec dup dropped, 14.30%)
+Epoch: 20, validauc: 0.7072, validacc: 0.7324, validf1: 0.8424, best epoch: 10, best auc: 0.7072, train loss: 0.5245874417194124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN8-s0.log b/e43/akt/logs/assist09_csN8-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..f1cae5b484cfd895ba17cb81580fedf8fee720c4
--- /dev/null
+++ b/e43/akt/logs/assist09_csN8-s0.log
@@ -0,0 +1,92 @@
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 1, validauc: 0.5032, validacc: 0.618, validf1: 0.7639, best epoch: 1, best auc: 0.5032, train loss: 0.7077239563949499, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 2, validauc: 0.5128, validacc: 0.618, validf1: 0.7639, best epoch: 2, best auc: 0.5128, train loss: 0.6805746603448011, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 3, validauc: 0.5219, validacc: 0.618, validf1: 0.7639, best epoch: 3, best auc: 0.5219, train loss: 0.6569700699406513, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 4, validauc: 0.5219, validacc: 0.618, validf1: 0.7639, best epoch: 3, best auc: 0.5219, train loss: 0.6419161656908059, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 5, validauc: 0.5219, validacc: 0.618, validf1: 0.7639, best epoch: 3, best auc: 0.5219, train loss: 0.6302069364582271, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 6, validauc: 0.5358, validacc: 0.618, validf1: 0.7639, best epoch: 6, best auc: 0.5358, train loss: 0.6236107226765384, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 7, validauc: 0.5422, validacc: 0.618, validf1: 0.7639, best epoch: 7, best auc: 0.5422, train loss: 0.6175888090692168, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 8, validauc: 0.5578, validacc: 0.618, validf1: 0.7639, best epoch: 8, best auc: 0.5578, train loss: 0.6142538422118848, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 9, validauc: 0.5615, validacc: 0.618, validf1: 0.7639, best epoch: 9, best auc: 0.5615, train loss: 0.6121228271773299, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 10, validauc: 0.584, validacc: 0.618, validf1: 0.7639, best epoch: 10, best auc: 0.584, train loss: 0.6127031192523806, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 11, validauc: 0.6144, validacc: 0.618, validf1: 0.7639, best epoch: 11, best auc: 0.6144, train loss: 0.6077521128106911, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 12, validauc: 0.6283, validacc: 0.618, validf1: 0.7639, best epoch: 12, best auc: 0.6283, train loss: 0.604024069545087, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 13, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5961736020555611, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 14, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5904762115353864, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 15, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5882728882129343, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 16, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5862077923280409, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 17, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5821953643461917, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 18, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5775836551609026, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 19, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5736879187568326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 20, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5696615258376609, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 21, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5665435315362083, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 22, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5623179110519092, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 23, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5635001979056035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN8-s1.log b/e43/akt/logs/assist09_csN8-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..5053132954018814d3b4feeb881b5b239ff6cabb
--- /dev/null
+++ b/e43/akt/logs/assist09_csN8-s1.log
@@ -0,0 +1,116 @@
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 1, validauc: 0.4818, validacc: 0.7246, validf1: 0.8403, best epoch: 1, best auc: 0.4818, train loss: 0.7067908315747174, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 2, validauc: 0.534, validacc: 0.7246, validf1: 0.8403, best epoch: 2, best auc: 0.534, train loss: 0.6622953869836249, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 3, validauc: 0.5587, validacc: 0.7246, validf1: 0.8403, best epoch: 3, best auc: 0.5587, train loss: 0.6343890345240935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 4, validauc: 0.5774, validacc: 0.7246, validf1: 0.8403, best epoch: 4, best auc: 0.5774, train loss: 0.6119935582538816, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 5, validauc: 0.6027, validacc: 0.7246, validf1: 0.8403, best epoch: 5, best auc: 0.6027, train loss: 0.5995809578226787, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 6, validauc: 0.6237, validacc: 0.7246, validf1: 0.8403, best epoch: 6, best auc: 0.6237, train loss: 0.5859746131443315, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 7, validauc: 0.6426, validacc: 0.7246, validf1: 0.8403, best epoch: 7, best auc: 0.6426, train loss: 0.5791782357592229, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 8, validauc: 0.6587, validacc: 0.7246, validf1: 0.8403, best epoch: 8, best auc: 0.6587, train loss: 0.5651455580195974, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 9, validauc: 0.6634, validacc: 0.7246, validf1: 0.8403, best epoch: 9, best auc: 0.6634, train loss: 0.5606519566837198, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 10, validauc: 0.6657, validacc: 0.7343, validf1: 0.8406, best epoch: 10, best auc: 0.6657, train loss: 0.5508082264645513, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 11, validauc: 0.6673, validacc: 0.744, validf1: 0.8437, best epoch: 11, best auc: 0.6673, train loss: 0.5422729788815981, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 12, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5364254792670627, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 13, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5329656018669393, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 14, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5278861502081776, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 15, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5252734973205325, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 16, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.526481785479127, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 17, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5227152094074919, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 18, validauc: 0.6695, validacc: 0.7536, validf1: 0.8468, best epoch: 12, best auc: 0.6695, train loss: 0.5174186478500323, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 19, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5163838179065605, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 20, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.515546207971594, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 21, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5151847625421896, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 22, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5098150929467299, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 23, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5088384193410418, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 24, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5074933929659204, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 25, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.5047143743314426, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 26, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.498071578143091, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 27, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.4995266106266297, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 28, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.49465505901512585, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (208,), ps.shape: (208,)
+dedup-honest: kept 207/208 positions (1 consec dup dropped, 0.48%)
+Epoch: 29, validauc: 0.672, validacc: 0.7391, validf1: 0.8323, best epoch: 19, best auc: 0.672, train loss: 0.4922035193961428, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN8-s2.log b/e43/akt/logs/assist09_csN8-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..d8902045f2c22917617bbccdd5ed299d5690b66c
--- /dev/null
+++ b/e43/akt/logs/assist09_csN8-s2.log
@@ -0,0 +1,64 @@
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 1, validauc: 0.5232, validacc: 0.6263, validf1: 0.7702, best epoch: 1, best auc: 0.5232, train loss: 0.6911387162537872, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 2, validauc: 0.5442, validacc: 0.6263, validf1: 0.7702, best epoch: 2, best auc: 0.5442, train loss: 0.6628726456131421, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 3, validauc: 0.5518, validacc: 0.6263, validf1: 0.7702, best epoch: 3, best auc: 0.5518, train loss: 0.6425560518591432, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 4, validauc: 0.5538, validacc: 0.6263, validf1: 0.7702, best epoch: 4, best auc: 0.5538, train loss: 0.6309151645663043, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 5, validauc: 0.5575, validacc: 0.6263, validf1: 0.7702, best epoch: 5, best auc: 0.5575, train loss: 0.6186203720302376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 6, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.6100161853340396, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 7, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.6006325228354713, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 8, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5907367849375424, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 9, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5820254208612582, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 10, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5736978559869519, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 11, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5686700422298367, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 12, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5551447089224016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 13, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5536601520043714, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 14, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5469822000715246, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 15, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5428000390737346, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (202,), ps.shape: (202,)
+dedup-honest: kept 198/202 positions (4 consec dup dropped, 1.98%)
+Epoch: 16, validauc: 0.5614, validacc: 0.6263, validf1: 0.7702, best epoch: 6, best auc: 0.5614, train loss: 0.5415038207957826, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN8-s3.log b/e43/akt/logs/assist09_csN8-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a2fd603172f621f41f5d7eabbbd597d2ffe4081
--- /dev/null
+++ b/e43/akt/logs/assist09_csN8-s3.log
@@ -0,0 +1,104 @@
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 1, validauc: 0.516, validacc: 0.2857, validf1: 0.0, best epoch: 1, best auc: 0.516, train loss: 0.7058386819746485, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 2, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6879085551810056, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 3, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6790639291731324, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 4, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6704945644952618, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 5, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6626264530900557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 6, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6587498197647231, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 7, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6504192726456717, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 8, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6489335067631596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 9, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.637776814552473, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 10, validauc: 0.688, validacc: 0.7714, validf1: 0.84, best epoch: 2, best auc: 0.688, train loss: 0.6277759602638227, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 11, validauc: 0.712, validacc: 0.7143, validf1: 0.8077, best epoch: 11, best auc: 0.712, train loss: 0.621288548518038, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 12, validauc: 0.72, validacc: 0.7143, validf1: 0.8077, best epoch: 12, best auc: 0.72, train loss: 0.6158885937204871, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 13, validauc: 0.72, validacc: 0.7143, validf1: 0.8077, best epoch: 12, best auc: 0.72, train loss: 0.6064972334557546, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 14, validauc: 0.72, validacc: 0.7143, validf1: 0.8077, best epoch: 12, best auc: 0.72, train loss: 0.6029297979022035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 15, validauc: 0.72, validacc: 0.7143, validf1: 0.8077, best epoch: 12, best auc: 0.72, train loss: 0.5994923523369017, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 16, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5952275985260712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 17, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5896935566965958, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 18, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5809784717129095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 19, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5830923847939018, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 20, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5789705477586448, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 21, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5692257512600676, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 22, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.56676123783916, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 23, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5692772331417728, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 24, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5615943612860435, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 25, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5620771275027704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (53,), ps.shape: (53,)
+dedup-honest: kept 35/53 positions (18 consec dup dropped, 33.96%)
+Epoch: 26, validauc: 0.724, validacc: 0.7143, validf1: 0.8077, best epoch: 16, best auc: 0.724, train loss: 0.5469391586221596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/assist09_csN8-s4.log b/e43/akt/logs/assist09_csN8-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..86e1e2059795f8f3ab140cace043f7f38a555dc6
--- /dev/null
+++ b/e43/akt/logs/assist09_csN8-s4.log
@@ -0,0 +1,44 @@
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 1, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6950487229677691, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 2, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6784716488522187, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 3, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6643957508489217, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 4, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6489607934510636, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 5, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6404439807575409, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 6, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6285667276976163, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 7, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6178532500354522, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 8, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.6080952760640872, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 9, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.5972849729086276, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 10, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.5900635311098972, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (64,), ps.shape: (64,)
+dedup-honest: kept 43/64 positions (21 consec dup dropped, 32.81%)
+Epoch: 11, validauc: 0.5909, validacc: 0.7442, validf1: 0.8533, best epoch: 1, best auc: 0.5909, train loss: 0.5793490603429436, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN16-s0.log b/e43/akt/logs/nips34_csN16-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..a7ffc0a5f57a6a6788457ea206eb96c7ca741320
--- /dev/null
+++ b/e43/akt/logs/nips34_csN16-s0.log
@@ -0,0 +1,312 @@
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 1, validauc: 0.6065, validacc: 0.6815, validf1: 0.7988, best epoch: 1, best auc: 0.6065, train loss: 0.6916179101607534, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 2, validauc: 0.6162, validacc: 0.6914, validf1: 0.8006, best epoch: 2, best auc: 0.6162, train loss: 0.6807633391393484, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 3, validauc: 0.622, validacc: 0.6864, validf1: 0.7921, best epoch: 3, best auc: 0.622, train loss: 0.6716032954574316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 4, validauc: 0.625, validacc: 0.679, validf1: 0.7841, best epoch: 4, best auc: 0.625, train loss: 0.6597575450778999, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 5, validauc: 0.6313, validacc: 0.679, validf1: 0.7819, best epoch: 5, best auc: 0.6313, train loss: 0.6478783966795977, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 6, validauc: 0.6374, validacc: 0.6815, validf1: 0.7817, best epoch: 6, best auc: 0.6374, train loss: 0.6373177967364285, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 7, validauc: 0.6428, validacc: 0.684, validf1: 0.7816, best epoch: 7, best auc: 0.6428, train loss: 0.6289675580559583, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 8, validauc: 0.6455, validacc: 0.6889, validf1: 0.7842, best epoch: 8, best auc: 0.6455, train loss: 0.6209156140140739, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 9, validauc: 0.6495, validacc: 0.6938, validf1: 0.7869, best epoch: 9, best auc: 0.6495, train loss: 0.6143473325115517, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 10, validauc: 0.6532, validacc: 0.7012, validf1: 0.7925, best epoch: 10, best auc: 0.6532, train loss: 0.609439522498654, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 11, validauc: 0.6555, validacc: 0.6988, validf1: 0.7897, best epoch: 11, best auc: 0.6555, train loss: 0.6066882925960879, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 12, validauc: 0.6586, validacc: 0.6938, validf1: 0.7847, best epoch: 12, best auc: 0.6586, train loss: 0.6056126956837719, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 13, validauc: 0.6622, validacc: 0.684, validf1: 0.7746, best epoch: 13, best auc: 0.6622, train loss: 0.6040365074793728, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 14, validauc: 0.6659, validacc: 0.6815, validf1: 0.7717, best epoch: 14, best auc: 0.6659, train loss: 0.6017684039136573, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 15, validauc: 0.6691, validacc: 0.684, validf1: 0.7714, best epoch: 15, best auc: 0.6691, train loss: 0.5997106320931682, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 16, validauc: 0.6706, validacc: 0.6914, validf1: 0.7772, best epoch: 16, best auc: 0.6706, train loss: 0.5969502256144568, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 17, validauc: 0.6722, validacc: 0.6988, validf1: 0.7852, best epoch: 17, best auc: 0.6722, train loss: 0.5952446506139571, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 18, validauc: 0.6722, validacc: 0.6988, validf1: 0.7852, best epoch: 17, best auc: 0.6722, train loss: 0.5925057828320894, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 19, validauc: 0.6739, validacc: 0.7012, validf1: 0.7873, best epoch: 19, best auc: 0.6739, train loss: 0.5896624621612943, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 20, validauc: 0.6739, validacc: 0.7012, validf1: 0.7873, best epoch: 19, best auc: 0.6739, train loss: 0.5888067243096857, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 21, validauc: 0.6754, validacc: 0.7037, validf1: 0.7895, best epoch: 21, best auc: 0.6754, train loss: 0.589123174046175, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 22, validauc: 0.6754, validacc: 0.7037, validf1: 0.7895, best epoch: 21, best auc: 0.6754, train loss: 0.588675898103677, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 23, validauc: 0.6754, validacc: 0.7037, validf1: 0.7895, best epoch: 21, best auc: 0.6754, train loss: 0.5877138504438989, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 24, validauc: 0.6777, validacc: 0.7037, validf1: 0.788, best epoch: 24, best auc: 0.6777, train loss: 0.5854290466329923, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 25, validauc: 0.6793, validacc: 0.7012, validf1: 0.7835, best epoch: 25, best auc: 0.6793, train loss: 0.5846702130450847, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 26, validauc: 0.6814, validacc: 0.6963, validf1: 0.7784, best epoch: 26, best auc: 0.6814, train loss: 0.5847487360708679, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 27, validauc: 0.6829, validacc: 0.6889, validf1: 0.7709, best epoch: 27, best auc: 0.6829, train loss: 0.5822449032079867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 28, validauc: 0.6829, validacc: 0.6889, validf1: 0.7709, best epoch: 27, best auc: 0.6829, train loss: 0.5816963179408763, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 29, validauc: 0.6829, validacc: 0.6889, validf1: 0.7709, best epoch: 27, best auc: 0.6829, train loss: 0.5830765165417526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 30, validauc: 0.6849, validacc: 0.7037, validf1: 0.788, best epoch: 30, best auc: 0.6849, train loss: 0.5789098778126248, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 31, validauc: 0.6849, validacc: 0.7037, validf1: 0.788, best epoch: 30, best auc: 0.6849, train loss: 0.5781212245580368, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 32, validauc: 0.6849, validacc: 0.7037, validf1: 0.788, best epoch: 30, best auc: 0.6849, train loss: 0.5787395342306071, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 33, validauc: 0.6849, validacc: 0.7037, validf1: 0.788, best epoch: 30, best auc: 0.6849, train loss: 0.5788831609918575, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 34, validauc: 0.6849, validacc: 0.7037, validf1: 0.788, best epoch: 30, best auc: 0.6849, train loss: 0.5786087856075319, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 35, validauc: 0.686, validacc: 0.7037, validf1: 0.7917, best epoch: 35, best auc: 0.686, train loss: 0.5772157658472278, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 36, validauc: 0.686, validacc: 0.7037, validf1: 0.7917, best epoch: 35, best auc: 0.686, train loss: 0.576322066589341, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 37, validauc: 0.686, validacc: 0.7037, validf1: 0.7917, best epoch: 35, best auc: 0.686, train loss: 0.5741883285670109, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 38, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5746349175987494, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 39, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5745777178701282, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 40, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5739127315767879, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 41, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5709946018904645, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 42, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5696620964173855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 43, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5691539604848417, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 44, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5721857788285506, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 45, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.568478241999925, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 46, validauc: 0.6872, validacc: 0.716, validf1: 0.8041, best epoch: 38, best auc: 0.6872, train loss: 0.5691422164451005, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 47, validauc: 0.6888, validacc: 0.7037, validf1: 0.798, best epoch: 47, best auc: 0.6888, train loss: 0.5670072496864741, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 48, validauc: 0.6888, validacc: 0.7037, validf1: 0.798, best epoch: 47, best auc: 0.6888, train loss: 0.5670109048748215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 49, validauc: 0.69, validacc: 0.7086, validf1: 0.7986, best epoch: 49, best auc: 0.69, train loss: 0.5653781770515542, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 50, validauc: 0.69, validacc: 0.7086, validf1: 0.7986, best epoch: 49, best auc: 0.69, train loss: 0.5666891174149541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 51, validauc: 0.6911, validacc: 0.7111, validf1: 0.802, best epoch: 51, best auc: 0.6911, train loss: 0.5666617069193604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 52, validauc: 0.6923, validacc: 0.7012, validf1: 0.791, best epoch: 52, best auc: 0.6923, train loss: 0.5653794590241795, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 53, validauc: 0.6923, validacc: 0.7012, validf1: 0.791, best epoch: 52, best auc: 0.6923, train loss: 0.5632859156350541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 54, validauc: 0.6937, validacc: 0.7136, validf1: 0.806, best epoch: 54, best auc: 0.6937, train loss: 0.563768502751476, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 55, validauc: 0.6937, validacc: 0.7136, validf1: 0.806, best epoch: 54, best auc: 0.6937, train loss: 0.5630727010445642, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 56, validauc: 0.6954, validacc: 0.7037, validf1: 0.7917, best epoch: 56, best auc: 0.6954, train loss: 0.5621855109032576, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 57, validauc: 0.6954, validacc: 0.7037, validf1: 0.7917, best epoch: 56, best auc: 0.6954, train loss: 0.562912210972865, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 58, validauc: 0.6954, validacc: 0.7037, validf1: 0.7917, best epoch: 56, best auc: 0.6954, train loss: 0.5615693419476291, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 59, validauc: 0.6954, validacc: 0.7037, validf1: 0.7917, best epoch: 56, best auc: 0.6954, train loss: 0.5607780674484483, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 60, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5617516183503021, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 61, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5625813043427756, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 62, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5578060672858807, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 63, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5608497412386128, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 64, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5565004332429877, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 65, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5559481740436812, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 66, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5548468514072163, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 67, validauc: 0.6967, validacc: 0.7062, validf1: 0.7923, best epoch: 60, best auc: 0.6967, train loss: 0.5539822668872868, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 68, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5541591452381931, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 69, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.553893357257187, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 70, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5523863517654283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 71, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5536042379650036, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 72, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5505078749734377, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 73, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5507224954206738, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 74, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5502877950007372, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 75, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5483787612927092, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 76, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5499204448504276, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 77, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5481089693883167, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (408,), ps.shape: (408,)
+dedup-honest: kept 405/408 positions (3 consec dup dropped, 0.74%)
+Epoch: 78, validauc: 0.6979, validacc: 0.7086, validf1: 0.7979, best epoch: 68, best auc: 0.6979, train loss: 0.5481699341025402, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN16-s1.log b/e43/akt/logs/nips34_csN16-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..e70ed43af90995bfeab312b5e25aa7758153b802
--- /dev/null
+++ b/e43/akt/logs/nips34_csN16-s1.log
@@ -0,0 +1,156 @@
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 1, validauc: 0.5307, validacc: 0.6474, validf1: 0.7817, best epoch: 1, best auc: 0.5307, train loss: 0.6922798258827875, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 2, validauc: 0.5694, validacc: 0.6452, validf1: 0.7753, best epoch: 2, best auc: 0.5694, train loss: 0.6868682394869682, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 3, validauc: 0.5861, validacc: 0.6377, validf1: 0.7589, best epoch: 3, best auc: 0.5861, train loss: 0.6820118666800128, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 4, validauc: 0.596, validacc: 0.6302, validf1: 0.7408, best epoch: 4, best auc: 0.596, train loss: 0.6780432885253855, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 5, validauc: 0.6039, validacc: 0.6238, validf1: 0.7256, best epoch: 5, best auc: 0.6039, train loss: 0.6722558319269634, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 6, validauc: 0.6103, validacc: 0.6238, validf1: 0.7185, best epoch: 6, best auc: 0.6103, train loss: 0.6686447590637637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 7, validauc: 0.6146, validacc: 0.6302, validf1: 0.7238, best epoch: 7, best auc: 0.6146, train loss: 0.6639050448340588, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 8, validauc: 0.6172, validacc: 0.6324, validf1: 0.7267, best epoch: 8, best auc: 0.6172, train loss: 0.6600082965680096, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 9, validauc: 0.6187, validacc: 0.6442, validf1: 0.7373, best epoch: 9, best auc: 0.6187, train loss: 0.6572879454137128, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 10, validauc: 0.6204, validacc: 0.642, validf1: 0.7358, best epoch: 10, best auc: 0.6204, train loss: 0.6535100707319415, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 11, validauc: 0.6214, validacc: 0.6452, validf1: 0.7367, best epoch: 11, best auc: 0.6214, train loss: 0.6496980473508646, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 12, validauc: 0.6214, validacc: 0.6452, validf1: 0.7367, best epoch: 11, best auc: 0.6214, train loss: 0.6472680763580398, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 13, validauc: 0.6214, validacc: 0.6452, validf1: 0.7367, best epoch: 11, best auc: 0.6214, train loss: 0.6468174872348199, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 14, validauc: 0.6224, validacc: 0.6388, validf1: 0.7284, best epoch: 14, best auc: 0.6224, train loss: 0.6436427007822785, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 15, validauc: 0.6224, validacc: 0.6388, validf1: 0.7284, best epoch: 14, best auc: 0.6224, train loss: 0.6454090062627564, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 16, validauc: 0.6224, validacc: 0.6388, validf1: 0.7284, best epoch: 14, best auc: 0.6224, train loss: 0.6442929396041718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 17, validauc: 0.6224, validacc: 0.6388, validf1: 0.7284, best epoch: 14, best auc: 0.6224, train loss: 0.6427389545011417, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 18, validauc: 0.6224, validacc: 0.6388, validf1: 0.7284, best epoch: 14, best auc: 0.6224, train loss: 0.6418791529180664, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 19, validauc: 0.6235, validacc: 0.627, validf1: 0.7129, best epoch: 19, best auc: 0.6235, train loss: 0.6407165374370372, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 20, validauc: 0.6235, validacc: 0.627, validf1: 0.7129, best epoch: 19, best auc: 0.6235, train loss: 0.6394238577359268, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 21, validauc: 0.6235, validacc: 0.627, validf1: 0.7129, best epoch: 19, best auc: 0.6235, train loss: 0.6391332225673474, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 22, validauc: 0.6235, validacc: 0.627, validf1: 0.7129, best epoch: 19, best auc: 0.6235, train loss: 0.6383580450307428, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 23, validauc: 0.6245, validacc: 0.6259, validf1: 0.7123, best epoch: 23, best auc: 0.6245, train loss: 0.638361562794797, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 24, validauc: 0.6255, validacc: 0.6249, validf1: 0.7093, best epoch: 24, best auc: 0.6255, train loss: 0.6365080071277459, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 25, validauc: 0.6255, validacc: 0.6249, validf1: 0.7093, best epoch: 24, best auc: 0.6255, train loss: 0.6363068961104726, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 26, validauc: 0.6266, validacc: 0.6217, validf1: 0.7056, best epoch: 26, best auc: 0.6266, train loss: 0.6327633908619895, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 27, validauc: 0.6266, validacc: 0.6217, validf1: 0.7056, best epoch: 26, best auc: 0.6266, train loss: 0.6320682457951207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 28, validauc: 0.6266, validacc: 0.6217, validf1: 0.7056, best epoch: 26, best auc: 0.6266, train loss: 0.6317418985748496, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 29, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6328142369632859, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 30, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6315670308256786, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 31, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6292688422419974, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 32, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6286282836926761, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 33, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6266576782433935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 34, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6255703880117675, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 35, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6273034918700269, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 36, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6232605987472118, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 37, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6238788938830655, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 38, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6232296208300379, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (945,), ps.shape: (945,)
+dedup-honest: kept 933/945 positions (12 consec dup dropped, 1.27%)
+Epoch: 39, validauc: 0.6279, validacc: 0.6249, validf1: 0.7093, best epoch: 29, best auc: 0.6279, train loss: 0.6203242104225613, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN16-s2.log b/e43/akt/logs/nips34_csN16-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..354ff49f93116669c3ba9327ab4ebdfc8ae8836f
--- /dev/null
+++ b/e43/akt/logs/nips34_csN16-s2.log
@@ -0,0 +1,48 @@
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 1, validauc: 0.5966, validacc: 0.6797, validf1: 0.3903, best epoch: 1, best auc: 0.5966, train loss: 0.6921793401455304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 2, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6834864350386138, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 3, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.674535850617283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 4, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6662413869930559, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 5, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6581994114413056, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 6, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6513013481061019, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 7, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6419621590563713, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 8, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6375822797178351, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 9, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6331973626413521, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 10, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6308682291025095, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 11, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6293860604475526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (960,), ps.shape: (960,)
+dedup-honest: kept 946/960 positions (14 consec dup dropped, 1.46%)
+Epoch: 12, validauc: 0.6013, validacc: 0.6871, validf1: 0.4032, best epoch: 2, best auc: 0.6013, train loss: 0.6269288702607606, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN16-s3.log b/e43/akt/logs/nips34_csN16-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..a5a444e13621828bce7a8d511d841c79db720873
--- /dev/null
+++ b/e43/akt/logs/nips34_csN16-s3.log
@@ -0,0 +1,160 @@
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 1, validauc: 0.6255, validacc: 0.6417, validf1: 0.7817, best epoch: 1, best auc: 0.6255, train loss: 0.6898833125956482, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 2, validauc: 0.6575, validacc: 0.6417, validf1: 0.7817, best epoch: 2, best auc: 0.6575, train loss: 0.6810565082749224, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 3, validauc: 0.6751, validacc: 0.6492, validf1: 0.7845, best epoch: 3, best auc: 0.6751, train loss: 0.675650052991974, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 4, validauc: 0.6885, validacc: 0.6657, validf1: 0.7914, best epoch: 4, best auc: 0.6885, train loss: 0.6717999464780133, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 5, validauc: 0.6981, validacc: 0.6822, validf1: 0.7969, best epoch: 5, best auc: 0.6981, train loss: 0.664580681752183, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 6, validauc: 0.7047, validacc: 0.7016, validf1: 0.8004, best epoch: 6, best auc: 0.7047, train loss: 0.6601423066471082, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 7, validauc: 0.7097, validacc: 0.7121, validf1: 0.8, best epoch: 7, best auc: 0.7097, train loss: 0.6553426138554881, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 8, validauc: 0.7129, validacc: 0.7151, validf1: 0.7979, best epoch: 8, best auc: 0.7129, train loss: 0.6503059081732553, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 9, validauc: 0.7158, validacc: 0.7211, validf1: 0.8013, best epoch: 9, best auc: 0.7158, train loss: 0.6454389224624166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 10, validauc: 0.7176, validacc: 0.7211, validf1: 0.8009, best epoch: 10, best auc: 0.7176, train loss: 0.6407187171851584, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 11, validauc: 0.7188, validacc: 0.7226, validf1: 0.8013, best epoch: 11, best auc: 0.7188, train loss: 0.6355960001040482, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 12, validauc: 0.7188, validacc: 0.7226, validf1: 0.8013, best epoch: 11, best auc: 0.7188, train loss: 0.6333969141761088, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 13, validauc: 0.7215, validacc: 0.7256, validf1: 0.7987, best epoch: 13, best auc: 0.7215, train loss: 0.6319816002311682, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 14, validauc: 0.7241, validacc: 0.7241, validf1: 0.7951, best epoch: 14, best auc: 0.7241, train loss: 0.6304385772661631, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 15, validauc: 0.7252, validacc: 0.7166, validf1: 0.786, best epoch: 15, best auc: 0.7252, train loss: 0.6294177979227468, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 16, validauc: 0.7264, validacc: 0.7091, validf1: 0.7795, best epoch: 16, best auc: 0.7264, train loss: 0.6291402539513863, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 17, validauc: 0.7264, validacc: 0.7091, validf1: 0.7795, best epoch: 16, best auc: 0.7264, train loss: 0.6295573518099316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 18, validauc: 0.7264, validacc: 0.7091, validf1: 0.7795, best epoch: 16, best auc: 0.7264, train loss: 0.62607977849593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 19, validauc: 0.7264, validacc: 0.7091, validf1: 0.7795, best epoch: 16, best auc: 0.7264, train loss: 0.6246321632848344, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 20, validauc: 0.7275, validacc: 0.7091, validf1: 0.7805, best epoch: 20, best auc: 0.7275, train loss: 0.6245694143455454, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 21, validauc: 0.7275, validacc: 0.7091, validf1: 0.7805, best epoch: 20, best auc: 0.7275, train loss: 0.6225653611461552, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 22, validauc: 0.7275, validacc: 0.7091, validf1: 0.7805, best epoch: 20, best auc: 0.7275, train loss: 0.6233257086885177, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 23, validauc: 0.7286, validacc: 0.7136, validf1: 0.7856, best epoch: 23, best auc: 0.7286, train loss: 0.6199198440343497, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 24, validauc: 0.7286, validacc: 0.7136, validf1: 0.7856, best epoch: 23, best auc: 0.7286, train loss: 0.6211463124325478, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 25, validauc: 0.7299, validacc: 0.7196, validf1: 0.7952, best epoch: 25, best auc: 0.7299, train loss: 0.6187609265587768, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 26, validauc: 0.7299, validacc: 0.7196, validf1: 0.7952, best epoch: 25, best auc: 0.7299, train loss: 0.619110913104527, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 27, validauc: 0.7299, validacc: 0.7196, validf1: 0.7952, best epoch: 25, best auc: 0.7299, train loss: 0.6177844982683331, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 28, validauc: 0.7299, validacc: 0.7196, validf1: 0.7952, best epoch: 25, best auc: 0.7299, train loss: 0.6156969584229701, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 29, validauc: 0.7315, validacc: 0.7181, validf1: 0.7902, best epoch: 29, best auc: 0.7315, train loss: 0.6145084981918447, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 30, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6138956110408833, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 31, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6134057838208157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 32, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6148590095706596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 33, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6128042736399814, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 34, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6099083776361242, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 35, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6095694877863768, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 36, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6084292590715858, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 37, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.608624175576698, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 38, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6088442528005052, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 39, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6053027855179396, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (674,), ps.shape: (674,)
+dedup-honest: kept 667/674 positions (7 consec dup dropped, 1.04%)
+Epoch: 40, validauc: 0.7328, validacc: 0.7136, validf1: 0.7871, best epoch: 30, best auc: 0.7328, train loss: 0.6051694256398016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN16-s4.log b/e43/akt/logs/nips34_csN16-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..d2b616317978fd128577ec30e10ddc11d35ba1eb
--- /dev/null
+++ b/e43/akt/logs/nips34_csN16-s4.log
@@ -0,0 +1,176 @@
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 1, validauc: 0.5578, validacc: 0.5315, validf1: 0.4666, best epoch: 1, best auc: 0.5578, train loss: 0.698374240734214, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 2, validauc: 0.5847, validacc: 0.5486, validf1: 0.5635, best epoch: 2, best auc: 0.5847, train loss: 0.6859745115453983, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 3, validauc: 0.5916, validacc: 0.5592, validf1: 0.5747, best epoch: 3, best auc: 0.5916, train loss: 0.6759491524976119, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 4, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6649329436142133, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 5, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6521175022740388, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 6, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6393318864481732, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 7, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6265737479419757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 8, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6170114920356224, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 9, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.6077717589763371, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 10, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.5994805781088666, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 11, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.5956709283593108, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 12, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.5935833316832384, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 13, validauc: 0.5942, validacc: 0.5667, validf1: 0.5753, best epoch: 4, best auc: 0.5942, train loss: 0.5924564813752189, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 14, validauc: 0.5955, validacc: 0.5678, validf1: 0.5296, best epoch: 14, best auc: 0.5955, train loss: 0.593108378426826, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 15, validauc: 0.5955, validacc: 0.5678, validf1: 0.5296, best epoch: 14, best auc: 0.5955, train loss: 0.5920063432894922, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 16, validauc: 0.5971, validacc: 0.5795, validf1: 0.531, best epoch: 16, best auc: 0.5971, train loss: 0.588549070338622, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 17, validauc: 0.5971, validacc: 0.5795, validf1: 0.531, best epoch: 16, best auc: 0.5971, train loss: 0.589237968139382, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 18, validauc: 0.5992, validacc: 0.5752, validf1: 0.5099, best epoch: 18, best auc: 0.5992, train loss: 0.5876756137517215, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 19, validauc: 0.6009, validacc: 0.5752, validf1: 0.5062, best epoch: 19, best auc: 0.6009, train loss: 0.5830493955151105, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 20, validauc: 0.6027, validacc: 0.5742, validf1: 0.5043, best epoch: 20, best auc: 0.6027, train loss: 0.5810391133708616, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 21, validauc: 0.6042, validacc: 0.5806, validf1: 0.5166, best epoch: 21, best auc: 0.6042, train loss: 0.5807318269497157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 22, validauc: 0.6061, validacc: 0.5806, validf1: 0.5236, best epoch: 22, best auc: 0.6061, train loss: 0.5791116489837258, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 23, validauc: 0.6072, validacc: 0.5784, validf1: 0.5269, best epoch: 23, best auc: 0.6072, train loss: 0.5781531133326968, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 24, validauc: 0.6072, validacc: 0.5784, validf1: 0.5269, best epoch: 23, best auc: 0.6072, train loss: 0.5792739684298078, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 25, validauc: 0.6089, validacc: 0.5816, validf1: 0.5124, best epoch: 25, best auc: 0.6089, train loss: 0.5784013792096935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 26, validauc: 0.6089, validacc: 0.5816, validf1: 0.5124, best epoch: 25, best auc: 0.6089, train loss: 0.5768497324967449, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 27, validauc: 0.6089, validacc: 0.5816, validf1: 0.5124, best epoch: 25, best auc: 0.6089, train loss: 0.574554108551027, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 28, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.5731748334373261, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 29, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.574706082696377, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 30, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.572323767914035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 31, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.5712360972406971, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 32, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.5741574670674578, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 33, validauc: 0.6106, validacc: 0.5838, validf1: 0.5063, best epoch: 28, best auc: 0.6106, train loss: 0.5702510563151058, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 34, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5704339757470098, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 35, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5683528867860987, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 36, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5669576511742541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 37, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5684636785276134, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 38, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.567520356828829, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 39, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5662686020945958, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 40, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5645817714465251, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 41, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5639231677507082, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 42, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5647430927077866, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 43, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.5630510750240625, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (947,), ps.shape: (947,)
+dedup-honest: kept 937/947 positions (10 consec dup dropped, 1.06%)
+Epoch: 44, validauc: 0.6118, validacc: 0.5774, validf1: 0.487, best epoch: 34, best auc: 0.6118, train loss: 0.561465554729737, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN16-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN32-s0.log b/e43/akt/logs/nips34_csN32-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..ce806d02fedc9b370fc6bf874cdcad706bde9890
--- /dev/null
+++ b/e43/akt/logs/nips34_csN32-s0.log
@@ -0,0 +1,100 @@
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 1, validauc: 0.6533, validacc: 0.6436, validf1: 0.7237, best epoch: 1, best auc: 0.6533, train loss: 0.6920826186691857, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 2, validauc: 0.6715, validacc: 0.6664, validf1: 0.7413, best epoch: 2, best auc: 0.6715, train loss: 0.6829388876597514, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 3, validauc: 0.6772, validacc: 0.6699, validf1: 0.7454, best epoch: 3, best auc: 0.6772, train loss: 0.6742081091837394, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 4, validauc: 0.6817, validacc: 0.6751, validf1: 0.7508, best epoch: 4, best auc: 0.6817, train loss: 0.6645229007043778, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 5, validauc: 0.6853, validacc: 0.6734, validf1: 0.7502, best epoch: 5, best auc: 0.6853, train loss: 0.6553000999236556, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 6, validauc: 0.6889, validacc: 0.676, validf1: 0.752, best epoch: 6, best auc: 0.6889, train loss: 0.6444158592138522, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 7, validauc: 0.6911, validacc: 0.6734, validf1: 0.7488, best epoch: 7, best auc: 0.6911, train loss: 0.6365478449612347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 8, validauc: 0.6931, validacc: 0.6681, validf1: 0.7444, best epoch: 8, best auc: 0.6931, train loss: 0.6314645119668467, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 9, validauc: 0.6948, validacc: 0.669, validf1: 0.7439, best epoch: 9, best auc: 0.6948, train loss: 0.6278455860830376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 10, validauc: 0.6961, validacc: 0.6708, validf1: 0.7449, best epoch: 10, best auc: 0.6961, train loss: 0.62591989384217, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 11, validauc: 0.6983, validacc: 0.6725, validf1: 0.7463, best epoch: 11, best auc: 0.6983, train loss: 0.625910816345282, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 12, validauc: 0.7006, validacc: 0.6725, validf1: 0.7452, best epoch: 12, best auc: 0.7006, train loss: 0.6240587495376672, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 13, validauc: 0.7026, validacc: 0.6681, validf1: 0.7381, best epoch: 13, best auc: 0.7026, train loss: 0.6216217278379935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 14, validauc: 0.7042, validacc: 0.6602, validf1: 0.7268, best epoch: 14, best auc: 0.7042, train loss: 0.6185632063090808, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 15, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6167268584932599, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 16, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6168813307095742, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 17, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6143725405186835, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 18, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6128971522788705, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 19, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6134779384604185, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 20, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6112077967877928, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 21, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6108194748663637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 22, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6108406192700644, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 23, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6083673970409592, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 24, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.607643830869905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1155,), ps.shape: (1155,)
+dedup-honest: kept 1142/1155 positions (13 consec dup dropped, 1.13%)
+Epoch: 25, validauc: 0.7054, validacc: 0.6567, validf1: 0.7208, best epoch: 15, best auc: 0.7054, train loss: 0.6076778563918782, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN32-s1.log b/e43/akt/logs/nips34_csN32-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..9af5bb4d0cba8598dbbe774bfe6cafe5903efb1c
--- /dev/null
+++ b/e43/akt/logs/nips34_csN32-s1.log
@@ -0,0 +1,64 @@
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 1, validauc: 0.6458, validacc: 0.4514, validf1: 0.6127, best epoch: 1, best auc: 0.6458, train loss: 0.6932867670889944, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 2, validauc: 0.6908, validacc: 0.4678, validf1: 0.615, best epoch: 2, best auc: 0.6908, train loss: 0.6867634503788438, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 3, validauc: 0.7039, validacc: 0.5195, validf1: 0.6221, best epoch: 3, best auc: 0.7039, train loss: 0.6825871174770982, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 4, validauc: 0.7095, validacc: 0.6008, validf1: 0.6341, best epoch: 4, best auc: 0.7095, train loss: 0.6776329482525995, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 5, validauc: 0.7134, validacc: 0.6484, validf1: 0.6283, best epoch: 5, best auc: 0.7134, train loss: 0.6728214788908996, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 6, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6667409446146105, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 7, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6603884484974821, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 8, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6541286702225796, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 9, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6487877217537876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 10, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6440999589554145, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 11, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6419947700036995, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 12, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6391528914490213, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 13, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6405689834263526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 14, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6404532903347444, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 15, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6392862503648469, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1921,), ps.shape: (1921,)
+dedup-honest: kept 1894/1921 positions (27 consec dup dropped, 1.41%)
+Epoch: 16, validauc: 0.7163, validacc: 0.6631, validf1: 0.6152, best epoch: 6, best auc: 0.7163, train loss: 0.6397751115989332, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN32-s2.log b/e43/akt/logs/nips34_csN32-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..76a1faf89aff1446959a3034c2ff865ea869dc5d
--- /dev/null
+++ b/e43/akt/logs/nips34_csN32-s2.log
@@ -0,0 +1,140 @@
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 1, validauc: 0.6581, validacc: 0.623, validf1: 0.4522, best epoch: 1, best auc: 0.6581, train loss: 0.6920715709091623, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 2, validauc: 0.6809, validacc: 0.6497, validf1: 0.5229, best epoch: 2, best auc: 0.6809, train loss: 0.6836007376344123, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 3, validauc: 0.6893, validacc: 0.6727, validf1: 0.5909, best epoch: 3, best auc: 0.6893, train loss: 0.6759479877662833, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 4, validauc: 0.6935, validacc: 0.6733, validf1: 0.613, best epoch: 4, best auc: 0.6935, train loss: 0.6685960778462614, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 5, validauc: 0.6959, validacc: 0.6711, validf1: 0.6248, best epoch: 5, best auc: 0.6959, train loss: 0.6613336057544511, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 6, validauc: 0.6973, validacc: 0.6663, validf1: 0.6281, best epoch: 6, best auc: 0.6973, train loss: 0.6525784283704076, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 7, validauc: 0.6973, validacc: 0.6663, validf1: 0.6281, best epoch: 6, best auc: 0.6973, train loss: 0.6463905291803178, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 8, validauc: 0.6984, validacc: 0.6658, validf1: 0.6339, best epoch: 8, best auc: 0.6984, train loss: 0.6426999833326951, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 9, validauc: 0.6984, validacc: 0.6658, validf1: 0.6339, best epoch: 8, best auc: 0.6984, train loss: 0.6377262049177176, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 10, validauc: 0.6984, validacc: 0.6658, validf1: 0.6339, best epoch: 8, best auc: 0.6984, train loss: 0.6368749350492012, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 11, validauc: 0.6984, validacc: 0.6658, validf1: 0.6339, best epoch: 8, best auc: 0.6984, train loss: 0.6362943697402592, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 12, validauc: 0.6984, validacc: 0.6658, validf1: 0.6339, best epoch: 8, best auc: 0.6984, train loss: 0.6357513505680047, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 13, validauc: 0.7004, validacc: 0.669, validf1: 0.6352, best epoch: 13, best auc: 0.7004, train loss: 0.6351900120932517, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 14, validauc: 0.7019, validacc: 0.6684, validf1: 0.6327, best epoch: 14, best auc: 0.7019, train loss: 0.6333255919362867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 15, validauc: 0.7033, validacc: 0.6652, validf1: 0.6242, best epoch: 15, best auc: 0.7033, train loss: 0.6315958967078102, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 16, validauc: 0.7044, validacc: 0.6674, validf1: 0.623, best epoch: 16, best auc: 0.7044, train loss: 0.6309241348310648, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 17, validauc: 0.7056, validacc: 0.6679, validf1: 0.622, best epoch: 17, best auc: 0.7056, train loss: 0.6281436025417164, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 18, validauc: 0.7069, validacc: 0.6711, validf1: 0.6266, best epoch: 18, best auc: 0.7069, train loss: 0.6283441712098058, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 19, validauc: 0.7081, validacc: 0.6722, validf1: 0.6296, best epoch: 19, best auc: 0.7081, train loss: 0.6271721033461276, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 20, validauc: 0.7095, validacc: 0.6738, validf1: 0.6308, best epoch: 20, best auc: 0.7095, train loss: 0.627728617725686, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 21, validauc: 0.7109, validacc: 0.6743, validf1: 0.6307, best epoch: 21, best auc: 0.7109, train loss: 0.6268029148463135, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 22, validauc: 0.7121, validacc: 0.6733, validf1: 0.6286, best epoch: 22, best auc: 0.7121, train loss: 0.6257992872449718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 23, validauc: 0.7133, validacc: 0.6743, validf1: 0.6302, best epoch: 23, best auc: 0.7133, train loss: 0.6249347977917593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 24, validauc: 0.7133, validacc: 0.6743, validf1: 0.6302, best epoch: 23, best auc: 0.7133, train loss: 0.6259770443760403, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 25, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6240424002322876, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 26, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6238704392979055, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 27, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6230897914025021, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 28, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.622547780385947, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 29, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6216294090402936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 30, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6197427887272485, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 31, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6207694297103629, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 32, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6194347328592053, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 33, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.618848257336978, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 34, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6179944112418226, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1885,), ps.shape: (1885,)
+dedup-honest: kept 1870/1885 positions (15 consec dup dropped, 0.80%)
+Epoch: 35, validauc: 0.7144, validacc: 0.6775, validf1: 0.6352, best epoch: 25, best auc: 0.7144, train loss: 0.6196174476034044, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN32-s3.log b/e43/akt/logs/nips34_csN32-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..c649c7f0f8f3479755cfef654ad23b744d22865c
--- /dev/null
+++ b/e43/akt/logs/nips34_csN32-s3.log
@@ -0,0 +1,76 @@
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 1, validauc: 0.6252, validacc: 0.5027, validf1: 0.6533, best epoch: 1, best auc: 0.6252, train loss: 0.693540555628725, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 2, validauc: 0.6429, validacc: 0.5174, validf1: 0.6502, best epoch: 2, best auc: 0.6429, train loss: 0.685428533471717, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 3, validauc: 0.6494, validacc: 0.5469, validf1: 0.6439, best epoch: 3, best auc: 0.6494, train loss: 0.6779091477061503, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 4, validauc: 0.6551, validacc: 0.598, validf1: 0.6462, best epoch: 4, best auc: 0.6551, train loss: 0.6717270383469868, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 5, validauc: 0.6596, validacc: 0.6119, validf1: 0.6281, best epoch: 5, best auc: 0.6596, train loss: 0.6644971356421622, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 6, validauc: 0.6622, validacc: 0.629, validf1: 0.6225, best epoch: 6, best auc: 0.6622, train loss: 0.6565565447165155, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 7, validauc: 0.6645, validacc: 0.6305, validf1: 0.6169, best epoch: 7, best auc: 0.6645, train loss: 0.6480139002573579, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 8, validauc: 0.6645, validacc: 0.6305, validf1: 0.6169, best epoch: 7, best auc: 0.6645, train loss: 0.6403814688848811, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 9, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6342959570527871, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 10, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6307665745234347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 11, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.627913127592839, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 12, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6272464938479323, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 13, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6257374320838593, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 14, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6266480345411517, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 15, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6258449471772701, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 16, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.62496302373815, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 17, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6244982046482939, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 18, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6215327920296421, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1298,), ps.shape: (1298,)
+dedup-honest: kept 1291/1298 positions (7 consec dup dropped, 0.54%)
+Epoch: 19, validauc: 0.6656, validacc: 0.6305, validf1: 0.6144, best epoch: 9, best auc: 0.6656, train loss: 0.6208513844254909, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN32-s4.log b/e43/akt/logs/nips34_csN32-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba61236bcbacca74b827d9fc738ab264f5af8388
--- /dev/null
+++ b/e43/akt/logs/nips34_csN32-s4.log
@@ -0,0 +1,108 @@
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 1, validauc: 0.6234, validacc: 0.6132, validf1: 0.4619, best epoch: 1, best auc: 0.6234, train loss: 0.6965683178246516, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 2, validauc: 0.6496, validacc: 0.6298, validf1: 0.5515, best epoch: 2, best auc: 0.6496, train loss: 0.6872025713937283, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 3, validauc: 0.6534, validacc: 0.6303, validf1: 0.5633, best epoch: 3, best auc: 0.6534, train loss: 0.679364872677766, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 4, validauc: 0.6553, validacc: 0.6338, validf1: 0.5656, best epoch: 4, best auc: 0.6553, train loss: 0.6707414727454404, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 5, validauc: 0.6553, validacc: 0.6338, validf1: 0.5656, best epoch: 4, best auc: 0.6553, train loss: 0.661502636408682, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 6, validauc: 0.6568, validacc: 0.64, validf1: 0.5675, best epoch: 6, best auc: 0.6568, train loss: 0.652096195611999, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 7, validauc: 0.6568, validacc: 0.64, validf1: 0.5675, best epoch: 6, best auc: 0.6568, train loss: 0.6432126427213863, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 8, validauc: 0.6568, validacc: 0.64, validf1: 0.5675, best epoch: 6, best auc: 0.6568, train loss: 0.6347986535368316, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 9, validauc: 0.6568, validacc: 0.64, validf1: 0.5675, best epoch: 6, best auc: 0.6568, train loss: 0.6300695644346166, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 10, validauc: 0.6581, validacc: 0.6429, validf1: 0.5641, best epoch: 10, best auc: 0.6581, train loss: 0.6264323896207195, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 11, validauc: 0.6581, validacc: 0.6429, validf1: 0.5641, best epoch: 10, best auc: 0.6581, train loss: 0.624786716235779, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 12, validauc: 0.6581, validacc: 0.6429, validf1: 0.5641, best epoch: 10, best auc: 0.6581, train loss: 0.6257533461098206, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 13, validauc: 0.6593, validacc: 0.6458, validf1: 0.5593, best epoch: 13, best auc: 0.6593, train loss: 0.6238748911658921, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 14, validauc: 0.6593, validacc: 0.6458, validf1: 0.5593, best epoch: 13, best auc: 0.6593, train loss: 0.6244985499555471, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 15, validauc: 0.661, validacc: 0.6469, validf1: 0.5524, best epoch: 15, best auc: 0.661, train loss: 0.6235227887925713, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 16, validauc: 0.661, validacc: 0.6469, validf1: 0.5524, best epoch: 15, best auc: 0.661, train loss: 0.6209782152994365, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 17, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6193302039344681, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 18, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6172850295808757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 19, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6152537374598561, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 20, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.614352062843638, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 21, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6154163583409124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 22, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6142279270102381, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 23, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6138997220079704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 24, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6126794598921684, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 25, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6113110932365958, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 26, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.611204291506628, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (1771,), ps.shape: (1771,)
+dedup-honest: kept 1753/1771 positions (18 consec dup dropped, 1.02%)
+Epoch: 27, validauc: 0.6629, validacc: 0.6395, validf1: 0.54, best epoch: 17, best auc: 0.6629, train loss: 0.6085916049841903, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN32-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN64-s0.log b/e43/akt/logs/nips34_csN64-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..af694cdb1a175139d784333221d6a740e8521a95
--- /dev/null
+++ b/e43/akt/logs/nips34_csN64-s0.log
@@ -0,0 +1,212 @@
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 1, validauc: 0.6536, validacc: 0.6125, validf1: 0.7339, best epoch: 1, best auc: 0.6536, train loss: 0.6862387007066629, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 2, validauc: 0.664, validacc: 0.6384, validf1: 0.728, best epoch: 2, best auc: 0.664, train loss: 0.668533585253634, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 3, validauc: 0.6697, validacc: 0.6439, validf1: 0.7072, best epoch: 3, best auc: 0.6697, train loss: 0.6540197398694847, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 4, validauc: 0.6736, validacc: 0.6468, validf1: 0.6968, best epoch: 4, best auc: 0.6736, train loss: 0.6370730581937201, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 5, validauc: 0.6769, validacc: 0.6515, validf1: 0.6989, best epoch: 5, best auc: 0.6769, train loss: 0.6259131460267999, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 6, validauc: 0.6795, validacc: 0.6554, validf1: 0.6986, best epoch: 6, best auc: 0.6795, train loss: 0.6208657567168998, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 7, validauc: 0.6815, validacc: 0.6512, validf1: 0.6871, best epoch: 7, best auc: 0.6815, train loss: 0.6206932277138395, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 8, validauc: 0.683, validacc: 0.6521, validf1: 0.6846, best epoch: 8, best auc: 0.683, train loss: 0.6200214462176094, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 9, validauc: 0.6842, validacc: 0.6528, validf1: 0.6903, best epoch: 9, best auc: 0.6842, train loss: 0.6185802658821554, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 10, validauc: 0.6842, validacc: 0.6528, validf1: 0.6903, best epoch: 9, best auc: 0.6842, train loss: 0.6137334607927072, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 11, validauc: 0.6842, validacc: 0.6528, validf1: 0.6903, best epoch: 9, best auc: 0.6842, train loss: 0.6128640607468865, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 12, validauc: 0.6853, validacc: 0.6568, validf1: 0.7055, best epoch: 12, best auc: 0.6853, train loss: 0.612085926540474, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 13, validauc: 0.6853, validacc: 0.6568, validf1: 0.7055, best epoch: 12, best auc: 0.6853, train loss: 0.6111964794549889, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 14, validauc: 0.6853, validacc: 0.6568, validf1: 0.7055, best epoch: 12, best auc: 0.6853, train loss: 0.6104190134812604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 15, validauc: 0.6864, validacc: 0.653, validf1: 0.6925, best epoch: 15, best auc: 0.6864, train loss: 0.6087688654019655, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 16, validauc: 0.6864, validacc: 0.653, validf1: 0.6925, best epoch: 15, best auc: 0.6864, train loss: 0.6076207112630718, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 17, validauc: 0.6864, validacc: 0.653, validf1: 0.6925, best epoch: 15, best auc: 0.6864, train loss: 0.6085512277578935, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 18, validauc: 0.6876, validacc: 0.6572, validf1: 0.6962, best epoch: 18, best auc: 0.6876, train loss: 0.6069681482697167, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 19, validauc: 0.6876, validacc: 0.6572, validf1: 0.6962, best epoch: 18, best auc: 0.6876, train loss: 0.6058843613140124, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 20, validauc: 0.6888, validacc: 0.6608, validf1: 0.7047, best epoch: 20, best auc: 0.6888, train loss: 0.6044560963724387, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 21, validauc: 0.6888, validacc: 0.6608, validf1: 0.7047, best epoch: 20, best auc: 0.6888, train loss: 0.6049891768015694, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 22, validauc: 0.6903, validacc: 0.661, validf1: 0.6999, best epoch: 22, best auc: 0.6903, train loss: 0.6039671735010081, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 23, validauc: 0.6903, validacc: 0.661, validf1: 0.6999, best epoch: 22, best auc: 0.6903, train loss: 0.6025076248516619, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 24, validauc: 0.6903, validacc: 0.661, validf1: 0.6999, best epoch: 22, best auc: 0.6903, train loss: 0.6023025352645277, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 25, validauc: 0.6918, validacc: 0.6579, validf1: 0.6943, best epoch: 25, best auc: 0.6918, train loss: 0.6016054139185036, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 26, validauc: 0.6918, validacc: 0.6579, validf1: 0.6943, best epoch: 25, best auc: 0.6918, train loss: 0.6012427418180546, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 27, validauc: 0.6918, validacc: 0.6579, validf1: 0.6943, best epoch: 25, best auc: 0.6918, train loss: 0.5998857160063813, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 28, validauc: 0.6918, validacc: 0.6579, validf1: 0.6943, best epoch: 25, best auc: 0.6918, train loss: 0.6007950035750922, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 29, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5986108374706031, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 30, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5990824136156464, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 31, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5980425415866599, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 32, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5974613957694228, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 33, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5968146503749792, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 34, validauc: 0.693, validacc: 0.655, validf1: 0.69, best epoch: 29, best auc: 0.693, train loss: 0.5955681753708186, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 35, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.5962451133603606, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 36, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.595036871519802, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 37, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.595569673087726, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 38, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.5931178102936208, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 39, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.594451401346905, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 40, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.5921862747846032, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 41, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.5936133151698441, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 42, validauc: 0.6945, validacc: 0.6563, validf1: 0.6932, best epoch: 35, best auc: 0.6945, train loss: 0.5903040446173811, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 43, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5910953610475118, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 44, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5903007325043573, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 45, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5902083234268427, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 46, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5896758812099014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 47, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5888270975699958, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 48, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5876608351658901, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 49, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5853847903559297, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 50, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5861036584550434, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 51, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5855087800892793, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 52, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.584339735634791, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4563,), ps.shape: (4563,)
+dedup-honest: kept 4513/4563 positions (50 consec dup dropped, 1.10%)
+Epoch: 53, validauc: 0.6956, validacc: 0.6557, validf1: 0.6898, best epoch: 43, best auc: 0.6956, train loss: 0.5860982500058586, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN64-s1.log b/e43/akt/logs/nips34_csN64-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..b2f9b6ab12133ab4921caa9bda0938193dc21c52
--- /dev/null
+++ b/e43/akt/logs/nips34_csN64-s1.log
@@ -0,0 +1,112 @@
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 1, validauc: 0.7502, validacc: 0.6601, validf1: 0.7532, best epoch: 1, best auc: 0.7502, train loss: 0.6925459444179373, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 2, validauc: 0.7707, validacc: 0.682, validf1: 0.758, best epoch: 2, best auc: 0.7707, train loss: 0.6782021194507711, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 3, validauc: 0.7777, validacc: 0.7, validf1: 0.756, best epoch: 3, best auc: 0.7777, train loss: 0.6640788666611197, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 4, validauc: 0.7812, validacc: 0.7144, validf1: 0.7561, best epoch: 4, best auc: 0.7812, train loss: 0.6468360831850468, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 5, validauc: 0.7812, validacc: 0.7144, validf1: 0.7561, best epoch: 4, best auc: 0.7812, train loss: 0.6333855844908289, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 6, validauc: 0.7812, validacc: 0.7144, validf1: 0.7561, best epoch: 4, best auc: 0.7812, train loss: 0.6245423820218393, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 7, validauc: 0.7844, validacc: 0.7266, validf1: 0.7565, best epoch: 7, best auc: 0.7844, train loss: 0.6237650036422182, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 8, validauc: 0.7884, validacc: 0.7284, validf1: 0.7563, best epoch: 8, best auc: 0.7884, train loss: 0.6239077264712748, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 9, validauc: 0.7923, validacc: 0.7281, validf1: 0.7568, best epoch: 9, best auc: 0.7923, train loss: 0.6219601365273345, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 10, validauc: 0.7955, validacc: 0.7287, validf1: 0.7591, best epoch: 10, best auc: 0.7955, train loss: 0.6175082601420949, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 11, validauc: 0.7973, validacc: 0.7299, validf1: 0.7643, best epoch: 11, best auc: 0.7973, train loss: 0.6155873493662701, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 12, validauc: 0.7988, validacc: 0.7287, validf1: 0.7644, best epoch: 12, best auc: 0.7988, train loss: 0.6151855889489799, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 13, validauc: 0.7988, validacc: 0.7287, validf1: 0.7644, best epoch: 12, best auc: 0.7988, train loss: 0.6149069419633207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 14, validauc: 0.7988, validacc: 0.7287, validf1: 0.7644, best epoch: 12, best auc: 0.7988, train loss: 0.6132680272631434, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 15, validauc: 0.7988, validacc: 0.7287, validf1: 0.7644, best epoch: 12, best auc: 0.7988, train loss: 0.6122708996829254, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 16, validauc: 0.8, validacc: 0.7287, validf1: 0.758, best epoch: 16, best auc: 0.8, train loss: 0.6104638267372824, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 17, validauc: 0.8, validacc: 0.7287, validf1: 0.758, best epoch: 16, best auc: 0.8, train loss: 0.6095240182659978, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 18, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6093261569557387, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 19, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6081222083407058, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 20, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6063487259917311, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 21, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.606456144148388, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 22, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6054429678717574, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 23, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6038985251286679, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 24, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6041567909130874, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 25, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6031745797879627, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 26, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6014872287468063, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 27, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6011914516915668, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (3320,), ps.shape: (3320,)
+dedup-honest: kept 3277/3320 positions (43 consec dup dropped, 1.30%)
+Epoch: 28, validauc: 0.8015, validacc: 0.7299, validf1: 0.7604, best epoch: 18, best auc: 0.8015, train loss: 0.6019303995593288, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN64-s2.log b/e43/akt/logs/nips34_csN64-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..98a6e4607952d693adab7238dc23ce6092263e99
--- /dev/null
+++ b/e43/akt/logs/nips34_csN64-s2.log
@@ -0,0 +1,112 @@
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 1, validauc: 0.7865, validacc: 0.7401, validf1: 0.7779, best epoch: 1, best auc: 0.7865, train loss: 0.6926380172749148, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 2, validauc: 0.8008, validacc: 0.7449, validf1: 0.7951, best epoch: 2, best auc: 0.8008, train loss: 0.6757386922995805, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 3, validauc: 0.8099, validacc: 0.7508, validf1: 0.7971, best epoch: 3, best auc: 0.8099, train loss: 0.6624997717667174, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 4, validauc: 0.8155, validacc: 0.7612, validf1: 0.8008, best epoch: 4, best auc: 0.8155, train loss: 0.6477476405851716, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 5, validauc: 0.8173, validacc: 0.762, validf1: 0.8002, best epoch: 5, best auc: 0.8173, train loss: 0.6364933779507826, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 6, validauc: 0.8173, validacc: 0.762, validf1: 0.8002, best epoch: 5, best auc: 0.8173, train loss: 0.6313542408804595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 7, validauc: 0.8198, validacc: 0.7654, validf1: 0.8038, best epoch: 7, best auc: 0.8198, train loss: 0.6309088183190255, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 8, validauc: 0.8237, validacc: 0.7648, validf1: 0.8022, best epoch: 8, best auc: 0.8237, train loss: 0.6298189301075201, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 9, validauc: 0.8291, validacc: 0.768, validf1: 0.8038, best epoch: 9, best auc: 0.8291, train loss: 0.6294574536107014, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 10, validauc: 0.8332, validacc: 0.767, validf1: 0.8022, best epoch: 10, best auc: 0.8332, train loss: 0.6265622295674823, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 11, validauc: 0.8353, validacc: 0.7676, validf1: 0.8046, best epoch: 11, best auc: 0.8353, train loss: 0.6250287023880308, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 12, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6243346808802156, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 13, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6229096399447596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 14, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6214039748102065, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 15, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6204684858399783, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 16, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6197059883748693, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 17, validauc: 0.8366, validacc: 0.7672, validf1: 0.8043, best epoch: 12, best auc: 0.8366, train loss: 0.6205138048400998, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 18, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6195061131488478, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 19, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6193088429219875, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 20, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6176866718627966, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 21, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6179663463436085, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 22, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6169249222288666, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 23, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.616658626436812, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 24, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6157822580425791, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 25, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6153699651927546, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 26, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6135368316131793, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 27, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6138385572308076, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (5093,), ps.shape: (5093,)
+dedup-honest: kept 5025/5093 positions (68 consec dup dropped, 1.34%)
+Epoch: 28, validauc: 0.8378, validacc: 0.77, validf1: 0.8054, best epoch: 18, best auc: 0.8378, train loss: 0.6131540235419557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN64-s3.log b/e43/akt/logs/nips34_csN64-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..9037e5a5131373930b6b02a97d75895cd74dfda8
--- /dev/null
+++ b/e43/akt/logs/nips34_csN64-s3.log
@@ -0,0 +1,232 @@
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 1, validauc: 0.6951, validacc: 0.6423, validf1: 0.7197, best epoch: 1, best auc: 0.6951, train loss: 0.6941230114092047, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 2, validauc: 0.7079, validacc: 0.6078, validf1: 0.7248, best epoch: 2, best auc: 0.7079, train loss: 0.6757921656305951, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 3, validauc: 0.7167, validacc: 0.6333, validf1: 0.7309, best epoch: 3, best auc: 0.7167, train loss: 0.6672422829473106, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 4, validauc: 0.7257, validacc: 0.6652, validf1: 0.7299, best epoch: 4, best auc: 0.7257, train loss: 0.6576879792369793, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 5, validauc: 0.7306, validacc: 0.6754, validf1: 0.7187, best epoch: 5, best auc: 0.7306, train loss: 0.6455876641198954, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 6, validauc: 0.7318, validacc: 0.6761, validf1: 0.7075, best epoch: 6, best auc: 0.7318, train loss: 0.6344456364282838, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 7, validauc: 0.7318, validacc: 0.6761, validf1: 0.7075, best epoch: 6, best auc: 0.7318, train loss: 0.6268830153585604, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 8, validauc: 0.7334, validacc: 0.6769, validf1: 0.704, best epoch: 8, best auc: 0.7334, train loss: 0.6231105346496827, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 9, validauc: 0.7344, validacc: 0.6786, validf1: 0.7042, best epoch: 9, best auc: 0.7344, train loss: 0.6219682452903998, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 10, validauc: 0.7354, validacc: 0.6769, validf1: 0.6998, best epoch: 10, best auc: 0.7354, train loss: 0.622249586706827, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 11, validauc: 0.7365, validacc: 0.6784, validf1: 0.698, best epoch: 11, best auc: 0.7365, train loss: 0.6196253710049062, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 12, validauc: 0.7377, validacc: 0.6793, validf1: 0.7001, best epoch: 12, best auc: 0.7377, train loss: 0.6190789513356985, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 13, validauc: 0.7388, validacc: 0.678, validf1: 0.7026, best epoch: 13, best auc: 0.7388, train loss: 0.618244750528318, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 14, validauc: 0.7388, validacc: 0.678, validf1: 0.7026, best epoch: 13, best auc: 0.7388, train loss: 0.6154482608847596, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 15, validauc: 0.7404, validacc: 0.6776, validf1: 0.7056, best epoch: 15, best auc: 0.7404, train loss: 0.6147870206435426, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 16, validauc: 0.7404, validacc: 0.6776, validf1: 0.7056, best epoch: 15, best auc: 0.7404, train loss: 0.6149686656935778, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 17, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6142792835562787, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 18, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6134627885016374, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 19, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6129104739351547, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 20, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6118025521440833, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 21, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6107822574952213, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 22, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6108084488746387, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 23, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6104520165454485, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 24, validauc: 0.7414, validacc: 0.6767, validf1: 0.703, best epoch: 17, best auc: 0.7414, train loss: 0.6095940425331885, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 25, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6077304138838837, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 26, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6081744827836691, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 27, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6070845058866042, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 28, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6068187757398181, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 29, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6073669473095483, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 30, validauc: 0.7425, validacc: 0.6797, validf1: 0.7058, best epoch: 25, best auc: 0.7425, train loss: 0.6058223357313518, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 31, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6044653908089118, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 32, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6054790904532914, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 33, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6038758053350552, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 34, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6041720081212874, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 35, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6031099652537839, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 36, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.602038804783257, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 37, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.602785942871277, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 38, validauc: 0.7438, validacc: 0.6804, validf1: 0.7064, best epoch: 31, best auc: 0.7438, train loss: 0.6015023761398038, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 39, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.6016380685358704, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 40, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5993581043874228, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 41, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5995836027837433, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 42, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5981165252662785, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 43, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5993353105213122, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 44, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5979697446428154, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 45, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5978004519421032, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 46, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.595978385910017, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 47, validauc: 0.7451, validacc: 0.6834, validf1: 0.7067, best epoch: 39, best auc: 0.7451, train loss: 0.5968356118045499, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 48, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5963338289176328, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 49, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5952995418565827, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 50, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5940954878520253, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 51, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.594479637497814, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 52, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.593159738294193, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 53, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5940363919159773, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 54, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5925150820503629, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 55, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5900107502793883, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 56, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5899792393664902, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 57, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5893404165442145, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4735,), ps.shape: (4735,)
+dedup-honest: kept 4674/4735 positions (61 consec dup dropped, 1.29%)
+Epoch: 58, validauc: 0.7463, validacc: 0.6859, validf1: 0.7083, best epoch: 48, best auc: 0.7463, train loss: 0.5889453064652923, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN64-s4.log b/e43/akt/logs/nips34_csN64-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..e170b262dd7f3a8bc822a80c52659d3c4ba63c44
--- /dev/null
+++ b/e43/akt/logs/nips34_csN64-s4.log
@@ -0,0 +1,112 @@
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 1, validauc: 0.6784, validacc: 0.6593, validf1: 0.788, best epoch: 1, best auc: 0.6784, train loss: 0.6943483755327724, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 2, validauc: 0.6994, validacc: 0.6735, validf1: 0.7837, best epoch: 2, best auc: 0.6994, train loss: 0.6771726536494429, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 3, validauc: 0.7075, validacc: 0.6768, validf1: 0.7668, best epoch: 3, best auc: 0.7075, train loss: 0.6601448626624931, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 4, validauc: 0.7075, validacc: 0.6768, validf1: 0.7668, best epoch: 3, best auc: 0.7075, train loss: 0.6401327822248654, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 5, validauc: 0.7075, validacc: 0.6768, validf1: 0.7668, best epoch: 3, best auc: 0.7075, train loss: 0.6245462138738083, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 6, validauc: 0.7075, validacc: 0.6768, validf1: 0.7668, best epoch: 3, best auc: 0.7075, train loss: 0.6164360381108998, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 7, validauc: 0.7101, validacc: 0.685, validf1: 0.7613, best epoch: 7, best auc: 0.7101, train loss: 0.6152076671690386, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 8, validauc: 0.7151, validacc: 0.6805, validf1: 0.7547, best epoch: 8, best auc: 0.7151, train loss: 0.6150349860482965, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 9, validauc: 0.7191, validacc: 0.6854, validf1: 0.7606, best epoch: 9, best auc: 0.7191, train loss: 0.6123726783682419, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 10, validauc: 0.7228, validacc: 0.6882, validf1: 0.7647, best epoch: 10, best auc: 0.7228, train loss: 0.6086438262226808, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 11, validauc: 0.7257, validacc: 0.6873, validf1: 0.7636, best epoch: 11, best auc: 0.7257, train loss: 0.6053246950216526, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 12, validauc: 0.7273, validacc: 0.6854, validf1: 0.7645, best epoch: 12, best auc: 0.7273, train loss: 0.6045537447504115, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 13, validauc: 0.7273, validacc: 0.6854, validf1: 0.7645, best epoch: 12, best auc: 0.7273, train loss: 0.6055048448916776, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 14, validauc: 0.7291, validacc: 0.688, validf1: 0.7657, best epoch: 14, best auc: 0.7291, train loss: 0.6034767089074189, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 15, validauc: 0.7291, validacc: 0.688, validf1: 0.7657, best epoch: 14, best auc: 0.7291, train loss: 0.6019925150107455, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 16, validauc: 0.7291, validacc: 0.688, validf1: 0.7657, best epoch: 14, best auc: 0.7291, train loss: 0.6017062366352176, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 17, validauc: 0.7291, validacc: 0.688, validf1: 0.7657, best epoch: 14, best auc: 0.7291, train loss: 0.6008330905486486, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 18, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5991179680483815, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 19, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5971489319865286, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 20, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5964960051682803, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 21, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5972983991989365, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 22, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5974008598310476, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 23, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5941006832512568, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 24, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5948958956591598, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 25, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5951386385248931, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 26, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5934177692126233, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 27, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5929137074210806, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (4338,), ps.shape: (4338,)
+dedup-honest: kept 4282/4338 positions (56 consec dup dropped, 1.29%)
+Epoch: 28, validauc: 0.7304, validacc: 0.6873, validf1: 0.7596, best epoch: 18, best auc: 0.7304, train loss: 0.5926276996249347, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN64-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN8-s0.log b/e43/akt/logs/nips34_csN8-s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..4d64a69b81233caf7a28dbffe804692b92aa0f14
--- /dev/null
+++ b/e43/akt/logs/nips34_csN8-s0.log
@@ -0,0 +1,88 @@
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 1, validauc: 0.4477, validacc: 0.3316, validf1: 0.4819, best epoch: 1, best auc: 0.4477, train loss: 0.6904103777372304, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 2, validauc: 0.4477, validacc: 0.3316, validf1: 0.4819, best epoch: 1, best auc: 0.4477, train loss: 0.6814133589721084, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 3, validauc: 0.4492, validacc: 0.3368, validf1: 0.4763, best epoch: 3, best auc: 0.4492, train loss: 0.6768158657249157, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 4, validauc: 0.4517, validacc: 0.3679, validf1: 0.464, best epoch: 4, best auc: 0.4517, train loss: 0.6730577459907968, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 5, validauc: 0.4552, validacc: 0.4052, validf1: 0.4167, best epoch: 5, best auc: 0.4552, train loss: 0.6681285746388492, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 6, validauc: 0.4582, validacc: 0.4466, validf1: 0.3628, best epoch: 6, best auc: 0.4582, train loss: 0.6633708534017595, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 7, validauc: 0.4582, validacc: 0.4466, validf1: 0.3628, best epoch: 6, best auc: 0.4582, train loss: 0.6585703407373779, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 8, validauc: 0.4582, validacc: 0.4466, validf1: 0.3628, best epoch: 6, best auc: 0.4582, train loss: 0.6542435470608395, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 9, validauc: 0.4606, validacc: 0.5813, validf1: 0.2708, best epoch: 9, best auc: 0.4606, train loss: 0.6500161264562266, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 10, validauc: 0.4619, validacc: 0.5927, validf1: 0.2682, best epoch: 10, best auc: 0.4619, train loss: 0.6456836813858201, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 11, validauc: 0.4619, validacc: 0.5927, validf1: 0.2682, best epoch: 10, best auc: 0.4619, train loss: 0.6424319863015715, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 12, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6417929105226746, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 13, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6425763404948376, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 14, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6367584314422027, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 15, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6382282221457082, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 16, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.633951587020829, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 17, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6350621419455511, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 18, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6302677859454676, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 19, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6347281673667203, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 20, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6290704564894635, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 21, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.632086740440009, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (977,), ps.shape: (977,)
+dedup-honest: kept 965/977 positions (12 consec dup dropped, 1.23%)
+Epoch: 22, validauc: 0.463, validacc: 0.6041, validf1: 0.214, best epoch: 12, best auc: 0.463, train loss: 0.6243903911955551, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN8-s1.log b/e43/akt/logs/nips34_csN8-s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a8fc112a45c46903de48a621e07cbbd7e2228d7
--- /dev/null
+++ b/e43/akt/logs/nips34_csN8-s1.log
@@ -0,0 +1,104 @@
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 1, validauc: 0.5605, validacc: 0.489, validf1: 0.017, best epoch: 1, best auc: 0.5605, train loss: 0.7005785580016757, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 2, validauc: 0.6045, validacc: 0.486, validf1: 0.0, best epoch: 2, best auc: 0.6045, train loss: 0.6868838892972025, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 3, validauc: 0.6111, validacc: 0.486, validf1: 0.0, best epoch: 3, best auc: 0.6111, train loss: 0.6813655007316659, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 4, validauc: 0.6128, validacc: 0.486, validf1: 0.0, best epoch: 4, best auc: 0.6128, train loss: 0.6776150698465362, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 5, validauc: 0.6154, validacc: 0.486, validf1: 0.0, best epoch: 5, best auc: 0.6154, train loss: 0.6759674972509541, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 6, validauc: 0.6154, validacc: 0.486, validf1: 0.0, best epoch: 5, best auc: 0.6154, train loss: 0.674507279922695, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 7, validauc: 0.6154, validacc: 0.486, validf1: 0.0, best epoch: 5, best auc: 0.6154, train loss: 0.6743026841892624, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 8, validauc: 0.6165, validacc: 0.5449, validf1: 0.3209, best epoch: 8, best auc: 0.6165, train loss: 0.6703288820669357, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 9, validauc: 0.6165, validacc: 0.5449, validf1: 0.3209, best epoch: 8, best auc: 0.6165, train loss: 0.6671519395101204, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 10, validauc: 0.6165, validacc: 0.5449, validf1: 0.3209, best epoch: 8, best auc: 0.6165, train loss: 0.6639775085190001, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 11, validauc: 0.6165, validacc: 0.5449, validf1: 0.3209, best epoch: 8, best auc: 0.6165, train loss: 0.6626903541678955, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 12, validauc: 0.6165, validacc: 0.5449, validf1: 0.3209, best epoch: 8, best auc: 0.6165, train loss: 0.662245227109361, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 13, validauc: 0.6187, validacc: 0.6024, validf1: 0.55, best epoch: 13, best auc: 0.6187, train loss: 0.6616423464589016, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 14, validauc: 0.6201, validacc: 0.6009, validf1: 0.5445, best epoch: 14, best auc: 0.6201, train loss: 0.6579158024247511, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 15, validauc: 0.6201, validacc: 0.6009, validf1: 0.5445, best epoch: 14, best auc: 0.6201, train loss: 0.6565728519703683, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 16, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6534418899006789, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 17, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.650768582364382, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 18, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6522376167229951, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 19, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6503243119956899, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 20, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6487614009570742, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 21, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6458031693827523, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 22, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6419896168692744, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 23, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6452484670307814, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 24, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6427839573607531, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 25, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6437978982496048, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (688,), ps.shape: (688,)
+dedup-honest: kept 679/688 positions (9 consec dup dropped, 1.31%)
+Epoch: 26, validauc: 0.6215, validacc: 0.6038, validf1: 0.5386, best epoch: 16, best auc: 0.6215, train loss: 0.6419167301001433, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s1
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN8-s2.log b/e43/akt/logs/nips34_csN8-s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..c36bd0fc83f4869820eb6bf51e83525be869f0d7
--- /dev/null
+++ b/e43/akt/logs/nips34_csN8-s2.log
@@ -0,0 +1,52 @@
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 1, validauc: 0.5751, validacc: 0.5359, validf1: 0.4085, best epoch: 1, best auc: 0.5751, train loss: 0.692623632937279, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 2, validauc: 0.5815, validacc: 0.5215, validf1: 0.3976, best epoch: 2, best auc: 0.5815, train loss: 0.6788914866695683, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 3, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6687885543552161, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 4, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.660738727564356, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 5, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6513846747001959, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 6, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6409382009045322, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 7, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6302563899941165, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 8, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6217474164409827, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 9, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6158376158023858, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 10, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6106360411017422, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 11, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6078527691253057, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 12, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6039420305942236, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (425,), ps.shape: (425,)
+dedup-honest: kept 418/425 positions (7 consec dup dropped, 1.65%)
+Epoch: 13, validauc: 0.5828, validacc: 0.5191, validf1: 0.4241, best epoch: 3, best auc: 0.5828, train loss: 0.6058396954087361, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s2
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN8-s3.log b/e43/akt/logs/nips34_csN8-s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c68ad257c2c46db68361d379b785054fd69b7eb
--- /dev/null
+++ b/e43/akt/logs/nips34_csN8-s3.log
@@ -0,0 +1,68 @@
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 1, validauc: 0.5934, validacc: 0.564, validf1: 0.6228, best epoch: 1, best auc: 0.5934, train loss: 0.6955659326367493, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 2, validauc: 0.6044, validacc: 0.5848, validf1: 0.6341, best epoch: 2, best auc: 0.6044, train loss: 0.6889058049915764, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 3, validauc: 0.6064, validacc: 0.5813, validf1: 0.6344, best epoch: 3, best auc: 0.6064, train loss: 0.685421770029557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 4, validauc: 0.6097, validacc: 0.5779, validf1: 0.6347, best epoch: 4, best auc: 0.6097, train loss: 0.6811163034542712, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 5, validauc: 0.612, validacc: 0.5813, validf1: 0.6493, best epoch: 5, best auc: 0.612, train loss: 0.677433025817048, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 6, validauc: 0.6137, validacc: 0.5917, validf1: 0.6609, best epoch: 6, best auc: 0.6137, train loss: 0.6743358973762899, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 7, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6726930792175867, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 8, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6666268459518162, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 9, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6632732942927313, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 10, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.661914393684281, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 11, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.660222521233158, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 12, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6569540941423804, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 13, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6566787346882804, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 14, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6561481459211688, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 15, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.656748323934936, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 16, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.653134751376153, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (289,), ps.shape: (289,)
+dedup-honest: kept 289/289 positions (0 consec dup dropped, 0.00%)
+Epoch: 17, validauc: 0.6161, validacc: 0.5882, validf1: 0.6551, best epoch: 7, best auc: 0.6161, train loss: 0.6535476502503831, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s3
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/logs/nips34_csN8-s4.log b/e43/akt/logs/nips34_csN8-s4.log
new file mode 100644
index 0000000000000000000000000000000000000000..41c1a4ddeceef151cfecd2733a292a0f017c10a0
--- /dev/null
+++ b/e43/akt/logs/nips34_csN8-s4.log
@@ -0,0 +1,140 @@
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 1, validauc: 0.5199, validacc: 0.5405, validf1: 0.6209, best epoch: 1, best auc: 0.5199, train loss: 0.7005671662367207, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 2, validauc: 0.5571, validacc: 0.6258, validf1: 0.7353, best epoch: 2, best auc: 0.5571, train loss: 0.6843977260005111, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 3, validauc: 0.5687, validacc: 0.6383, validf1: 0.7549, best epoch: 3, best auc: 0.5687, train loss: 0.6739513811608289, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 4, validauc: 0.5749, validacc: 0.6507, validf1: 0.7593, best epoch: 4, best auc: 0.5749, train loss: 0.6606987101325035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 5, validauc: 0.5807, validacc: 0.6528, validf1: 0.7583, best epoch: 5, best auc: 0.5807, train loss: 0.6499467922036463, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 6, validauc: 0.583, validacc: 0.6466, validf1: 0.7529, best epoch: 6, best auc: 0.583, train loss: 0.6367091133082309, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 7, validauc: 0.5849, validacc: 0.6445, validf1: 0.7496, best epoch: 7, best auc: 0.5849, train loss: 0.6262427068110568, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 8, validauc: 0.589, validacc: 0.6445, validf1: 0.7511, best epoch: 8, best auc: 0.589, train loss: 0.613333591249939, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 9, validauc: 0.591, validacc: 0.6424, validf1: 0.75, best epoch: 9, best auc: 0.591, train loss: 0.6012527592184537, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 10, validauc: 0.5926, validacc: 0.6362, validf1: 0.7453, best epoch: 10, best auc: 0.5926, train loss: 0.5920784519138359, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 11, validauc: 0.5937, validacc: 0.6362, validf1: 0.7475, best epoch: 11, best auc: 0.5937, train loss: 0.5806105554549559, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 12, validauc: 0.5947, validacc: 0.632, validf1: 0.7446, best epoch: 12, best auc: 0.5947, train loss: 0.5715800643129461, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 13, validauc: 0.5947, validacc: 0.632, validf1: 0.7446, best epoch: 12, best auc: 0.5947, train loss: 0.5744873942557495, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 14, validauc: 0.5947, validacc: 0.632, validf1: 0.7446, best epoch: 12, best auc: 0.5947, train loss: 0.5686355779010093, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 15, validauc: 0.5961, validacc: 0.6279, validf1: 0.7387, best epoch: 15, best auc: 0.5961, train loss: 0.564169090839152, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 16, validauc: 0.5961, validacc: 0.6279, validf1: 0.7387, best epoch: 15, best auc: 0.5961, train loss: 0.5620068595581122, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 17, validauc: 0.5973, validacc: 0.632, validf1: 0.7424, best epoch: 17, best auc: 0.5973, train loss: 0.5599909490730564, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 18, validauc: 0.5973, validacc: 0.632, validf1: 0.7424, best epoch: 17, best auc: 0.5973, train loss: 0.5617619881615377, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 19, validauc: 0.5973, validacc: 0.632, validf1: 0.7424, best epoch: 17, best auc: 0.5973, train loss: 0.5559647920150551, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
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+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
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+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 22, validauc: 0.5973, validacc: 0.632, validf1: 0.7424, best epoch: 17, best auc: 0.5973, train loss: 0.5538105496238804, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
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+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
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+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 25, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5482555161618637, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
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+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 26, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5445394135458901, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
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+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 27, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5476763975506439, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 28, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5449043836238128, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 29, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5374015036162406, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
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+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 30, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5372512137670326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 31, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5324390493944909, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 32, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5360776235720791, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 33, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5366616791595951, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 34, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5337977665702693, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (485,), ps.shape: (485,)
+dedup-honest: kept 481/485 positions (4 consec dup dropped, 0.82%)
+Epoch: 35, validauc: 0.5995, validacc: 0.6175, validf1: 0.7237, best epoch: 25, best auc: 0.5995, train loss: 0.5289127810327557, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/nips34/csN8-s4
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
diff --git a/e43/akt/nips34/csN16-s0/akt_tables.pt b/e43/akt/nips34/csN16-s0/akt_tables.pt
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/e43/akt/nips34/csN16-s0/train_info.json b/e43/akt/nips34/csN16-s0/train_info.json
new file mode 100644
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diff --git a/e43/akt/nips34/csN16-s1/akt_tables.pt b/e43/akt/nips34/csN16-s1/akt_tables.pt
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new file mode 100644
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\ No newline at end of file
diff --git a/e43/akt/nips34/csN16-s2/akt_tables.pt b/e43/akt/nips34/csN16-s2/akt_tables.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/e43/akt/nips34/csN16-s3/akt_tables.pt b/e43/akt/nips34/csN16-s3/akt_tables.pt
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diff --git a/e43/akt/nips34/csN16-s3/train_info.json b/e43/akt/nips34/csN16-s3/train_info.json
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diff --git a/e43/akt/nips34/csN16-s4/akt_tables.pt b/e43/akt/nips34/csN16-s4/akt_tables.pt
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\ No newline at end of file
diff --git a/e43/akt/nips34/csN32-s0/akt_tables.pt b/e43/akt/nips34/csN32-s0/akt_tables.pt
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+Epoch: 16, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5862077923280409, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 17, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5821953643461917, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 18, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5775836551609026, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 19, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5736879187568326, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 20, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5696615258376609, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 21, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5665435315362083, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 22, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5623179110519092, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1
+ts.shape: (135,), ps.shape: (135,)
+dedup-honest: kept 89/135 positions (46 consec dup dropped, 34.07%)
+Epoch: 23, validauc: 0.6348, validacc: 0.618, validf1: 0.7639, best epoch: 13, best auc: 0.6348, train loss: 0.5635001979056035, emb_type: qid, model: akt, save_dir: /workspace/jev_kt/models/e43/akt/assist09/csN8-s0
+            testauc: -1, testacc: -1, testf1: -1, window_testauc: -1, window_testacc: -1, window_testf1: -1