diff --git "a/results/ReLoCLNet/top01/20240704_170921_top01.log" "b/results/ReLoCLNet/top01/20240704_170921_top01.log"
new file mode 100644--- /dev/null
+++ "b/results/ReLoCLNet/top01/20240704_170921_top01.log"
@@ -0,0 +1,17169 @@
+INFO:Arguments:
+{
+    "train_path": "data/TVR_Ranking/train_top01.json",
+    "corpus_path": "data/TVR_Ranking/video_corpus.json",
+    "val_path": "data/TVR_Ranking/val.json",
+    "test_path": "data/TVR_Ranking/test.json",
+    "video_feat_path": "data/features/tvr_i3d_rgb600_avg_cl-1.5.h5",
+    "desc_bert_path": "data/features/query_bert.h5",
+    "sub_bert_path": "data/features/tvr_sub_pretrained_w_sub_query_max_cl-1.5.h5",
+    "results_path": "results/tvr_ranking/top01",
+    "checkpoint": null,
+    "exp_id": "top01",
+    "seed": 2024,
+    "device": 0,
+    "num_workers": 4,
+    "bsz": 512,
+    "bsz_eval": 16,
+    "n_epoch": 4000,
+    "eval_num_per_epoch": 0.05,
+    "log_step": 100,
+    "lr": 0.0001,
+    "lr_warmup_proportion": 0.01,
+    "wd": 0.01,
+    "margin": 0.1,
+    "lw_neg_q": 1,
+    "lw_neg_ctx": 1,
+    "lw_st_ed": 0.01,
+    "lw_fcl": 0.03,
+    "lw_vcl": 0.03,
+    "ranking_loss_type": "hinge",
+    "hard_negative_start_epoch": 20,
+    "hard_pool_size": 20,
+    "use_hard_negative": false,
+    "ctx_mode": "video_sub",
+    "max_desc_l": 30,
+    "max_ctx_l": 128,
+    "clip_length": 1.5,
+    "no_norm_vfeat": false,
+    "no_norm_tfeat": false,
+    "visual_input_size": 1024,
+    "sub_input_size": 768,
+    "query_input_size": 768,
+    "max_position_embeddings": 300,
+    "hidden_size": 384,
+    "n_heads": 8,
+    "input_drop": 0.1,
+    "drop": 0.1,
+    "conv_kernel_size": 5,
+    "conv_stride": 1,
+    "initializer_range": 0.02,
+    "min_pred_l": 2,
+    "max_pred_l": 16,
+    "q2c_alpha": 30,
+    "max_before_nms": 200,
+    "max_vcmr_video": 100,
+    "nms_thd": -1,
+    "iou_threshold": [
+        0.3,
+        0.5,
+        0.7
+    ],
+    "ndcg_topk": [
+        10,
+        20,
+        40
+    ]
+}
+INFO:device: cuda
+INFO:CUDA enabled.
+INFO:TRAIN EPOCH: 0|4000
+INFO:EPOCH 0/4000 | STEP: 0|136 | Loss: 0.970351
+INFO:EPOCH 0/4000 | STEP: 100|136 | Loss: 0.764639
+INFO:TRAIN EPOCH: 1|4000
+INFO:EPOCH 1/4000 | STEP: 0|136 | Loss: 0.723053
+INFO:EPOCH 1/4000 | STEP: 100|136 | Loss: 0.633596
+INFO:TRAIN EPOCH: 2|4000
+INFO:EPOCH 2/4000 | STEP: 0|136 | Loss: 0.617778
+INFO:EPOCH 2/4000 | STEP: 100|136 | Loss: 0.571408
+INFO:TRAIN EPOCH: 3|4000
+INFO:EPOCH 3/4000 | STEP: 0|136 | Loss: 0.553330
+INFO:EPOCH 3/4000 | STEP: 100|136 | Loss: 0.534332
+INFO:TRAIN EPOCH: 4|4000
+INFO:EPOCH 4/4000 | STEP: 0|136 | Loss: 0.525465
+INFO:EPOCH 4/4000 | STEP: 100|136 | Loss: 0.510900
+INFO:TRAIN EPOCH: 5|4000
+INFO:EPOCH 5/4000 | STEP: 0|136 | Loss: 0.503085
+INFO:EPOCH 5/4000 | STEP: 100|136 | Loss: 0.492175
+INFO:TRAIN EPOCH: 6|4000
+INFO:EPOCH 6/4000 | STEP: 0|136 | Loss: 0.476696
+INFO:EPOCH 6/4000 | STEP: 100|136 | Loss: 0.450197
+INFO:TRAIN EPOCH: 7|4000
+INFO:EPOCH 7/4000 | STEP: 0|136 | Loss: 0.452025
+INFO:EPOCH 7/4000 | STEP: 100|136 | Loss: 0.433369
+INFO:TRAIN EPOCH: 8|4000
+INFO:EPOCH 8/4000 | STEP: 0|136 | Loss: 0.421783
+INFO:EPOCH 8/4000 | STEP: 100|136 | Loss: 0.419158
+INFO:TRAIN EPOCH: 9|4000
+INFO:EPOCH 9/4000 | STEP: 0|136 | Loss: 0.413835
+INFO:EPOCH 9/4000 | STEP: 100|136 | Loss: 0.409204
+INFO:TRAIN EPOCH: 10|4000
+INFO:EPOCH 10/4000 | STEP: 0|136 | Loss: 0.399641
+INFO:EPOCH 10/4000 | STEP: 100|136 | Loss: 0.387689
+INFO:TRAIN EPOCH: 11|4000
+INFO:EPOCH 11/4000 | STEP: 0|136 | Loss: 0.378514
+INFO:EPOCH 11/4000 | STEP: 100|136 | Loss: 0.384945
+INFO:TRAIN EPOCH: 12|4000
+INFO:EPOCH 12/4000 | STEP: 0|136 | Loss: 0.379402
+INFO:EPOCH 12/4000 | STEP: 100|136 | Loss: 0.370330
+INFO:TRAIN EPOCH: 13|4000
+INFO:EPOCH 13/4000 | STEP: 0|136 | Loss: 0.366540
+INFO:EPOCH 13/4000 | STEP: 100|136 | Loss: 0.367277
+INFO:TRAIN EPOCH: 14|4000
+INFO:EPOCH 14/4000 | STEP: 0|136 | Loss: 0.362949
+INFO:EPOCH 14/4000 | STEP: 100|136 | Loss: 0.353894
+INFO:TRAIN EPOCH: 15|4000
+INFO:EPOCH 15/4000 | STEP: 0|136 | Loss: 0.361674
+INFO:EPOCH 15/4000 | STEP: 100|136 | Loss: 0.356164
+INFO:TRAIN EPOCH: 16|4000
+INFO:EPOCH 16/4000 | STEP: 0|136 | Loss: 0.354319
+INFO:EPOCH 16/4000 | STEP: 100|136 | Loss: 0.345727
+INFO:TRAIN EPOCH: 17|4000
+INFO:EPOCH 17/4000 | STEP: 0|136 | Loss: 0.349788
+INFO:EPOCH 17/4000 | STEP: 100|136 | Loss: 0.342118
+INFO:TRAIN EPOCH: 18|4000
+INFO:EPOCH 18/4000 | STEP: 0|136 | Loss: 0.345865
+INFO:EPOCH 18/4000 | STEP: 100|136 | Loss: 0.323738
+INFO:TRAIN EPOCH: 19|4000
+INFO:EPOCH 19/4000 | STEP: 0|136 | Loss: 0.334528
+INFO:EPOCH 19/4000 | STEP: 100|136 | Loss: 0.322440
+INFO:VAL NDCG@10, IoU=0.3: 0.002965
+INFO:VAL NDCG@10, IoU=0.5: 0.002138
+INFO:VAL NDCG@10, IoU=0.7: 0.001269
+INFO:VAL NDCG@20, IoU=0.3: 0.002695
+INFO:VAL NDCG@20, IoU=0.5: 0.001839
+INFO:VAL NDCG@20, IoU=0.7: 0.001306
+INFO:VAL NDCG@40, IoU=0.3: 0.003322
+INFO:VAL NDCG@40, IoU=0.5: 0.002238
+INFO:VAL NDCG@40, IoU=0.7: 0.001465
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.002892
+INFO:TEST NDCG@10, IoU=0.5: 0.002065
+INFO:TEST NDCG@10, IoU=0.7: 0.001207
+INFO:TEST NDCG@20, IoU=0.3: 0.003115
+INFO:TEST NDCG@20, IoU=0.5: 0.002072
+INFO:TEST NDCG@20, IoU=0.7: 0.001135
+INFO:TEST NDCG@40, IoU=0.3: 0.003550
+INFO:TEST NDCG@40, IoU=0.5: 0.002490
+INFO:TEST NDCG@40, IoU=0.7: 0.001239
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.002965
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.002138
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.001269
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.002695
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.001839
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.001306
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.003322
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.002238
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.001465
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.002892
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.002065
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.001207
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.003115
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.002072
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.001135
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.003550
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.002490
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.001239
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 20|4000
+INFO:EPOCH 20/4000 | STEP: 0|136 | Loss: 0.584936
+INFO:EPOCH 20/4000 | STEP: 100|136 | Loss: 0.475823
+INFO:TRAIN EPOCH: 21|4000
+INFO:EPOCH 21/4000 | STEP: 0|136 | Loss: 0.474116
+INFO:EPOCH 21/4000 | STEP: 100|136 | Loss: 0.468752
+INFO:TRAIN EPOCH: 22|4000
+INFO:EPOCH 22/4000 | STEP: 0|136 | Loss: 0.465599
+INFO:EPOCH 22/4000 | STEP: 100|136 | Loss: 0.465640
+INFO:TRAIN EPOCH: 23|4000
+INFO:EPOCH 23/4000 | STEP: 0|136 | Loss: 0.464399
+INFO:EPOCH 23/4000 | STEP: 100|136 | Loss: 0.461980
+INFO:TRAIN EPOCH: 24|4000
+INFO:EPOCH 24/4000 | STEP: 0|136 | Loss: 0.459330
+INFO:EPOCH 24/4000 | STEP: 100|136 | Loss: 0.461976
+INFO:TRAIN EPOCH: 25|4000
+INFO:EPOCH 25/4000 | STEP: 0|136 | Loss: 0.460005
+INFO:EPOCH 25/4000 | STEP: 100|136 | Loss: 0.459948
+INFO:TRAIN EPOCH: 26|4000
+INFO:EPOCH 26/4000 | STEP: 0|136 | Loss: 0.459283
+INFO:EPOCH 26/4000 | STEP: 100|136 | Loss: 0.456329
+INFO:TRAIN EPOCH: 27|4000
+INFO:EPOCH 27/4000 | STEP: 0|136 | Loss: 0.455358
+INFO:EPOCH 27/4000 | STEP: 100|136 | Loss: 0.450741
+INFO:TRAIN EPOCH: 28|4000
+INFO:EPOCH 28/4000 | STEP: 0|136 | Loss: 0.450807
+INFO:EPOCH 28/4000 | STEP: 100|136 | Loss: 0.451494
+INFO:TRAIN EPOCH: 29|4000
+INFO:EPOCH 29/4000 | STEP: 0|136 | Loss: 0.450275
+INFO:EPOCH 29/4000 | STEP: 100|136 | Loss: 0.448078
+INFO:TRAIN EPOCH: 30|4000
+INFO:EPOCH 30/4000 | STEP: 0|136 | Loss: 0.447917
+INFO:EPOCH 30/4000 | STEP: 100|136 | Loss: 0.442674
+INFO:TRAIN EPOCH: 31|4000
+INFO:EPOCH 31/4000 | STEP: 0|136 | Loss: 0.441910
+INFO:EPOCH 31/4000 | STEP: 100|136 | Loss: 0.446376
+INFO:TRAIN EPOCH: 32|4000
+INFO:EPOCH 32/4000 | STEP: 0|136 | Loss: 0.440869
+INFO:EPOCH 32/4000 | STEP: 100|136 | Loss: 0.442011
+INFO:TRAIN EPOCH: 33|4000
+INFO:EPOCH 33/4000 | STEP: 0|136 | Loss: 0.441709
+INFO:EPOCH 33/4000 | STEP: 100|136 | Loss: 0.445045
+INFO:TRAIN EPOCH: 34|4000
+INFO:EPOCH 34/4000 | STEP: 0|136 | Loss: 0.441457
+INFO:EPOCH 34/4000 | STEP: 100|136 | Loss: 0.438878
+INFO:TRAIN EPOCH: 35|4000
+INFO:EPOCH 35/4000 | STEP: 0|136 | Loss: 0.436511
+INFO:EPOCH 35/4000 | STEP: 100|136 | Loss: 0.435477
+INFO:TRAIN EPOCH: 36|4000
+INFO:EPOCH 36/4000 | STEP: 0|136 | Loss: 0.432146
+INFO:EPOCH 36/4000 | STEP: 100|136 | Loss: 0.436183
+INFO:TRAIN EPOCH: 37|4000
+INFO:EPOCH 37/4000 | STEP: 0|136 | Loss: 0.431669
+INFO:EPOCH 37/4000 | STEP: 100|136 | Loss: 0.430729
+INFO:TRAIN EPOCH: 38|4000
+INFO:EPOCH 38/4000 | STEP: 0|136 | Loss: 0.436071
+INFO:EPOCH 38/4000 | STEP: 100|136 | Loss: 0.428354
+INFO:TRAIN EPOCH: 39|4000
+INFO:EPOCH 39/4000 | STEP: 0|136 | Loss: 0.425810
+INFO:EPOCH 39/4000 | STEP: 100|136 | Loss: 0.426395
+INFO:VAL NDCG@10, IoU=0.3: 0.010349
+INFO:VAL NDCG@10, IoU=0.5: 0.005487
+INFO:VAL NDCG@10, IoU=0.7: 0.002987
+INFO:VAL NDCG@20, IoU=0.3: 0.011993
+INFO:VAL NDCG@20, IoU=0.5: 0.007099
+INFO:VAL NDCG@20, IoU=0.7: 0.003792
+INFO:VAL NDCG@40, IoU=0.3: 0.015031
+INFO:VAL NDCG@40, IoU=0.5: 0.009290
+INFO:VAL NDCG@40, IoU=0.7: 0.004550
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.012918
+INFO:TEST NDCG@10, IoU=0.5: 0.008244
+INFO:TEST NDCG@10, IoU=0.7: 0.003997
+INFO:TEST NDCG@20, IoU=0.3: 0.014076
+INFO:TEST NDCG@20, IoU=0.5: 0.008994
+INFO:TEST NDCG@20, IoU=0.7: 0.004344
+INFO:TEST NDCG@40, IoU=0.3: 0.016667
+INFO:TEST NDCG@40, IoU=0.5: 0.010921
+INFO:TEST NDCG@40, IoU=0.7: 0.005474
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.010349
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.005487
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.002987
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.011993
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.007099
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.003792
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.015031
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.009290
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.004550
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.012918
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.008244
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.003997
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.014076
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.008994
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.004344
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.016667
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.010921
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.005474
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 40|4000
+INFO:EPOCH 40/4000 | STEP: 0|136 | Loss: 0.429028
+INFO:EPOCH 40/4000 | STEP: 100|136 | Loss: 0.423431
+INFO:TRAIN EPOCH: 41|4000
+INFO:EPOCH 41/4000 | STEP: 0|136 | Loss: 0.417551
+INFO:EPOCH 41/4000 | STEP: 100|136 | Loss: 0.423447
+INFO:TRAIN EPOCH: 42|4000
+INFO:EPOCH 42/4000 | STEP: 0|136 | Loss: 0.412910
+INFO:EPOCH 42/4000 | STEP: 100|136 | Loss: 0.417519
+INFO:TRAIN EPOCH: 43|4000
+INFO:EPOCH 43/4000 | STEP: 0|136 | Loss: 0.408527
+INFO:EPOCH 43/4000 | STEP: 100|136 | Loss: 0.415833
+INFO:TRAIN EPOCH: 44|4000
+INFO:EPOCH 44/4000 | STEP: 0|136 | Loss: 0.401934
+INFO:EPOCH 44/4000 | STEP: 100|136 | Loss: 0.411724
+INFO:TRAIN EPOCH: 45|4000
+INFO:EPOCH 45/4000 | STEP: 0|136 | Loss: 0.406436
+INFO:EPOCH 45/4000 | STEP: 100|136 | Loss: 0.402258
+INFO:TRAIN EPOCH: 46|4000
+INFO:EPOCH 46/4000 | STEP: 0|136 | Loss: 0.399282
+INFO:EPOCH 46/4000 | STEP: 100|136 | Loss: 0.406287
+INFO:TRAIN EPOCH: 47|4000
+INFO:EPOCH 47/4000 | STEP: 0|136 | Loss: 0.397229
+INFO:EPOCH 47/4000 | STEP: 100|136 | Loss: 0.396167
+INFO:TRAIN EPOCH: 48|4000
+INFO:EPOCH 48/4000 | STEP: 0|136 | Loss: 0.384631
+INFO:EPOCH 48/4000 | STEP: 100|136 | Loss: 0.389107
+INFO:TRAIN EPOCH: 49|4000
+INFO:EPOCH 49/4000 | STEP: 0|136 | Loss: 0.379567
+INFO:EPOCH 49/4000 | STEP: 100|136 | Loss: 0.392068
+INFO:TRAIN EPOCH: 50|4000
+INFO:EPOCH 50/4000 | STEP: 0|136 | Loss: 0.381716
+INFO:EPOCH 50/4000 | STEP: 100|136 | Loss: 0.377353
+INFO:TRAIN EPOCH: 51|4000
+INFO:EPOCH 51/4000 | STEP: 0|136 | Loss: 0.374906
+INFO:EPOCH 51/4000 | STEP: 100|136 | Loss: 0.382561
+INFO:TRAIN EPOCH: 52|4000
+INFO:EPOCH 52/4000 | STEP: 0|136 | Loss: 0.362271
+INFO:EPOCH 52/4000 | STEP: 100|136 | Loss: 0.370660
+INFO:TRAIN EPOCH: 53|4000
+INFO:EPOCH 53/4000 | STEP: 0|136 | Loss: 0.359067
+INFO:EPOCH 53/4000 | STEP: 100|136 | Loss: 0.364698
+INFO:TRAIN EPOCH: 54|4000
+INFO:EPOCH 54/4000 | STEP: 0|136 | Loss: 0.349091
+INFO:EPOCH 54/4000 | STEP: 100|136 | Loss: 0.353880
+INFO:TRAIN EPOCH: 55|4000
+INFO:EPOCH 55/4000 | STEP: 0|136 | Loss: 0.351637
+INFO:EPOCH 55/4000 | STEP: 100|136 | Loss: 0.349036
+INFO:TRAIN EPOCH: 56|4000
+INFO:EPOCH 56/4000 | STEP: 0|136 | Loss: 0.336639
+INFO:EPOCH 56/4000 | STEP: 100|136 | Loss: 0.343742
+INFO:TRAIN EPOCH: 57|4000
+INFO:EPOCH 57/4000 | STEP: 0|136 | Loss: 0.334508
+INFO:EPOCH 57/4000 | STEP: 100|136 | Loss: 0.342512
+INFO:TRAIN EPOCH: 58|4000
+INFO:EPOCH 58/4000 | STEP: 0|136 | Loss: 0.322531
+INFO:EPOCH 58/4000 | STEP: 100|136 | Loss: 0.343552
+INFO:TRAIN EPOCH: 59|4000
+INFO:EPOCH 59/4000 | STEP: 0|136 | Loss: 0.326342
+INFO:EPOCH 59/4000 | STEP: 100|136 | Loss: 0.326742
+INFO:VAL NDCG@10, IoU=0.3: 0.037252
+INFO:VAL NDCG@10, IoU=0.5: 0.027226
+INFO:VAL NDCG@10, IoU=0.7: 0.017537
+INFO:VAL NDCG@20, IoU=0.3: 0.037975
+INFO:VAL NDCG@20, IoU=0.5: 0.027934
+INFO:VAL NDCG@20, IoU=0.7: 0.018280
+INFO:VAL NDCG@40, IoU=0.3: 0.042538
+INFO:VAL NDCG@40, IoU=0.5: 0.032042
+INFO:VAL NDCG@40, IoU=0.7: 0.020691
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.037219
+INFO:TEST NDCG@10, IoU=0.5: 0.028225
+INFO:TEST NDCG@10, IoU=0.7: 0.015238
+INFO:TEST NDCG@20, IoU=0.3: 0.038175
+INFO:TEST NDCG@20, IoU=0.5: 0.028940
+INFO:TEST NDCG@20, IoU=0.7: 0.016710
+INFO:TEST NDCG@40, IoU=0.3: 0.042799
+INFO:TEST NDCG@40, IoU=0.5: 0.032457
+INFO:TEST NDCG@40, IoU=0.7: 0.019007
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.037252
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.027226
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.017537
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.037975
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.027934
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.018280
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.042538
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.032042
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.020691
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.037219
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.028225
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.015238
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.038175
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.028940
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.016710
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.042799
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.032457
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.019007
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 60|4000
+INFO:EPOCH 60/4000 | STEP: 0|136 | Loss: 0.313848
+INFO:EPOCH 60/4000 | STEP: 100|136 | Loss: 0.313444
+INFO:TRAIN EPOCH: 61|4000
+INFO:EPOCH 61/4000 | STEP: 0|136 | Loss: 0.307980
+INFO:EPOCH 61/4000 | STEP: 100|136 | Loss: 0.321458
+INFO:TRAIN EPOCH: 62|4000
+INFO:EPOCH 62/4000 | STEP: 0|136 | Loss: 0.312617
+INFO:EPOCH 62/4000 | STEP: 100|136 | Loss: 0.316252
+INFO:TRAIN EPOCH: 63|4000
+INFO:EPOCH 63/4000 | STEP: 0|136 | Loss: 0.307791
+INFO:EPOCH 63/4000 | STEP: 100|136 | Loss: 0.309982
+INFO:TRAIN EPOCH: 64|4000
+INFO:EPOCH 64/4000 | STEP: 0|136 | Loss: 0.304764
+INFO:EPOCH 64/4000 | STEP: 100|136 | Loss: 0.305753
+INFO:TRAIN EPOCH: 65|4000
+INFO:EPOCH 65/4000 | STEP: 0|136 | Loss: 0.285434
+INFO:EPOCH 65/4000 | STEP: 100|136 | Loss: 0.299727
+INFO:TRAIN EPOCH: 66|4000
+INFO:EPOCH 66/4000 | STEP: 0|136 | Loss: 0.287859
+INFO:EPOCH 66/4000 | STEP: 100|136 | Loss: 0.288404
+INFO:TRAIN EPOCH: 67|4000
+INFO:EPOCH 67/4000 | STEP: 0|136 | Loss: 0.266151
+INFO:EPOCH 67/4000 | STEP: 100|136 | Loss: 0.290901
+INFO:TRAIN EPOCH: 68|4000
+INFO:EPOCH 68/4000 | STEP: 0|136 | Loss: 0.279085
+INFO:EPOCH 68/4000 | STEP: 100|136 | Loss: 0.284764
+INFO:TRAIN EPOCH: 69|4000
+INFO:EPOCH 69/4000 | STEP: 0|136 | Loss: 0.269955
+INFO:EPOCH 69/4000 | STEP: 100|136 | Loss: 0.286512
+INFO:TRAIN EPOCH: 70|4000
+INFO:EPOCH 70/4000 | STEP: 0|136 | Loss: 0.268827
+INFO:EPOCH 70/4000 | STEP: 100|136 | Loss: 0.274353
+INFO:TRAIN EPOCH: 71|4000
+INFO:EPOCH 71/4000 | STEP: 0|136 | Loss: 0.250706
+INFO:EPOCH 71/4000 | STEP: 100|136 | Loss: 0.272776
+INFO:TRAIN EPOCH: 72|4000
+INFO:EPOCH 72/4000 | STEP: 0|136 | Loss: 0.257653
+INFO:EPOCH 72/4000 | STEP: 100|136 | Loss: 0.265456
+INFO:TRAIN EPOCH: 73|4000
+INFO:EPOCH 73/4000 | STEP: 0|136 | Loss: 0.244600
+INFO:EPOCH 73/4000 | STEP: 100|136 | Loss: 0.249130
+INFO:TRAIN EPOCH: 74|4000
+INFO:EPOCH 74/4000 | STEP: 0|136 | Loss: 0.246540
+INFO:EPOCH 74/4000 | STEP: 100|136 | Loss: 0.255182
+INFO:TRAIN EPOCH: 75|4000
+INFO:EPOCH 75/4000 | STEP: 0|136 | Loss: 0.246150
+INFO:EPOCH 75/4000 | STEP: 100|136 | Loss: 0.248004
+INFO:TRAIN EPOCH: 76|4000
+INFO:EPOCH 76/4000 | STEP: 0|136 | Loss: 0.232893
+INFO:EPOCH 76/4000 | STEP: 100|136 | Loss: 0.252685
+INFO:TRAIN EPOCH: 77|4000
+INFO:EPOCH 77/4000 | STEP: 0|136 | Loss: 0.231956
+INFO:EPOCH 77/4000 | STEP: 100|136 | Loss: 0.245286
+INFO:TRAIN EPOCH: 78|4000
+INFO:EPOCH 78/4000 | STEP: 0|136 | Loss: 0.229929
+INFO:EPOCH 78/4000 | STEP: 100|136 | Loss: 0.239560
+INFO:TRAIN EPOCH: 79|4000
+INFO:EPOCH 79/4000 | STEP: 0|136 | Loss: 0.227783
+INFO:EPOCH 79/4000 | STEP: 100|136 | Loss: 0.237214
+INFO:VAL NDCG@10, IoU=0.3: 0.053830
+INFO:VAL NDCG@10, IoU=0.5: 0.042580
+INFO:VAL NDCG@10, IoU=0.7: 0.024129
+INFO:VAL NDCG@20, IoU=0.3: 0.054104
+INFO:VAL NDCG@20, IoU=0.5: 0.042317
+INFO:VAL NDCG@20, IoU=0.7: 0.023980
+INFO:VAL NDCG@40, IoU=0.3: 0.060594
+INFO:VAL NDCG@40, IoU=0.5: 0.047113
+INFO:VAL NDCG@40, IoU=0.7: 0.028702
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.049336
+INFO:TEST NDCG@10, IoU=0.5: 0.036548
+INFO:TEST NDCG@10, IoU=0.7: 0.021115
+INFO:TEST NDCG@20, IoU=0.3: 0.049893
+INFO:TEST NDCG@20, IoU=0.5: 0.037425
+INFO:TEST NDCG@20, IoU=0.7: 0.022324
+INFO:TEST NDCG@40, IoU=0.3: 0.055644
+INFO:TEST NDCG@40, IoU=0.5: 0.041952
+INFO:TEST NDCG@40, IoU=0.7: 0.025284
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.053830
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.042580
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.024129
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.054104
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.042317
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.023980
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.060594
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.047113
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.028702
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.049336
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.036548
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.021115
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.049893
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.037425
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.022324
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.055644
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.041952
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.025284
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 80|4000
+INFO:EPOCH 80/4000 | STEP: 0|136 | Loss: 0.222634
+INFO:EPOCH 80/4000 | STEP: 100|136 | Loss: 0.231743
+INFO:TRAIN EPOCH: 81|4000
+INFO:EPOCH 81/4000 | STEP: 0|136 | Loss: 0.223375
+INFO:EPOCH 81/4000 | STEP: 100|136 | Loss: 0.235230
+INFO:TRAIN EPOCH: 82|4000
+INFO:EPOCH 82/4000 | STEP: 0|136 | Loss: 0.228915
+INFO:EPOCH 82/4000 | STEP: 100|136 | Loss: 0.221499
+INFO:TRAIN EPOCH: 83|4000
+INFO:EPOCH 83/4000 | STEP: 0|136 | Loss: 0.211293
+INFO:EPOCH 83/4000 | STEP: 100|136 | Loss: 0.219338
+INFO:TRAIN EPOCH: 84|4000
+INFO:EPOCH 84/4000 | STEP: 0|136 | Loss: 0.212738
+INFO:EPOCH 84/4000 | STEP: 100|136 | Loss: 0.212719
+INFO:TRAIN EPOCH: 85|4000
+INFO:EPOCH 85/4000 | STEP: 0|136 | Loss: 0.196989
+INFO:EPOCH 85/4000 | STEP: 100|136 | Loss: 0.218198
+INFO:TRAIN EPOCH: 86|4000
+INFO:EPOCH 86/4000 | STEP: 0|136 | Loss: 0.196757
+INFO:EPOCH 86/4000 | STEP: 100|136 | Loss: 0.201036
+INFO:TRAIN EPOCH: 87|4000
+INFO:EPOCH 87/4000 | STEP: 0|136 | Loss: 0.191248
+INFO:EPOCH 87/4000 | STEP: 100|136 | Loss: 0.201834
+INFO:TRAIN EPOCH: 88|4000
+INFO:EPOCH 88/4000 | STEP: 0|136 | Loss: 0.192168
+INFO:EPOCH 88/4000 | STEP: 100|136 | Loss: 0.207750
+INFO:TRAIN EPOCH: 89|4000
+INFO:EPOCH 89/4000 | STEP: 0|136 | Loss: 0.192636
+INFO:EPOCH 89/4000 | STEP: 100|136 | Loss: 0.200662
+INFO:TRAIN EPOCH: 90|4000
+INFO:EPOCH 90/4000 | STEP: 0|136 | Loss: 0.183349
+INFO:EPOCH 90/4000 | STEP: 100|136 | Loss: 0.196533
+INFO:TRAIN EPOCH: 91|4000
+INFO:EPOCH 91/4000 | STEP: 0|136 | Loss: 0.186674
+INFO:EPOCH 91/4000 | STEP: 100|136 | Loss: 0.188130
+INFO:TRAIN EPOCH: 92|4000
+INFO:EPOCH 92/4000 | STEP: 0|136 | Loss: 0.183014
+INFO:EPOCH 92/4000 | STEP: 100|136 | Loss: 0.193382
+INFO:TRAIN EPOCH: 93|4000
+INFO:EPOCH 93/4000 | STEP: 0|136 | Loss: 0.180247
+INFO:EPOCH 93/4000 | STEP: 100|136 | Loss: 0.193653
+INFO:TRAIN EPOCH: 94|4000
+INFO:EPOCH 94/4000 | STEP: 0|136 | Loss: 0.178039
+INFO:EPOCH 94/4000 | STEP: 100|136 | Loss: 0.179575
+INFO:TRAIN EPOCH: 95|4000
+INFO:EPOCH 95/4000 | STEP: 0|136 | Loss: 0.176735
+INFO:EPOCH 95/4000 | STEP: 100|136 | Loss: 0.183710
+INFO:TRAIN EPOCH: 96|4000
+INFO:EPOCH 96/4000 | STEP: 0|136 | Loss: 0.163715
+INFO:EPOCH 96/4000 | STEP: 100|136 | Loss: 0.177744
+INFO:TRAIN EPOCH: 97|4000
+INFO:EPOCH 97/4000 | STEP: 0|136 | Loss: 0.169029
+INFO:EPOCH 97/4000 | STEP: 100|136 | Loss: 0.179660
+INFO:TRAIN EPOCH: 98|4000
+INFO:EPOCH 98/4000 | STEP: 0|136 | Loss: 0.166614
+INFO:EPOCH 98/4000 | STEP: 100|136 | Loss: 0.175203
+INFO:TRAIN EPOCH: 99|4000
+INFO:EPOCH 99/4000 | STEP: 0|136 | Loss: 0.169985
+INFO:EPOCH 99/4000 | STEP: 100|136 | Loss: 0.166485
+INFO:VAL NDCG@10, IoU=0.3: 0.064112
+INFO:VAL NDCG@10, IoU=0.5: 0.051063
+INFO:VAL NDCG@10, IoU=0.7: 0.028727
+INFO:VAL NDCG@20, IoU=0.3: 0.062472
+INFO:VAL NDCG@20, IoU=0.5: 0.050112
+INFO:VAL NDCG@20, IoU=0.7: 0.028104
+INFO:VAL NDCG@40, IoU=0.3: 0.067988
+INFO:VAL NDCG@40, IoU=0.5: 0.053350
+INFO:VAL NDCG@40, IoU=0.7: 0.031630
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.058060
+INFO:TEST NDCG@10, IoU=0.5: 0.043201
+INFO:TEST NDCG@10, IoU=0.7: 0.024036
+INFO:TEST NDCG@20, IoU=0.3: 0.058344
+INFO:TEST NDCG@20, IoU=0.5: 0.043717
+INFO:TEST NDCG@20, IoU=0.7: 0.024962
+INFO:TEST NDCG@40, IoU=0.3: 0.064327
+INFO:TEST NDCG@40, IoU=0.5: 0.049303
+INFO:TEST NDCG@40, IoU=0.7: 0.028570
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.064112
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.051063
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.028727
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.062472
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.050112
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.028104
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.067988
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.053350
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.031630
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.058060
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.043201
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.024036
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.058344
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.043717
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.024962
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.064327
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.049303
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.028570
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 100|4000
+INFO:EPOCH 100/4000 | STEP: 0|136 | Loss: 0.166899
+INFO:EPOCH 100/4000 | STEP: 100|136 | Loss: 0.174964
+INFO:TRAIN EPOCH: 101|4000
+INFO:EPOCH 101/4000 | STEP: 0|136 | Loss: 0.159809
+INFO:EPOCH 101/4000 | STEP: 100|136 | Loss: 0.172818
+INFO:TRAIN EPOCH: 102|4000
+INFO:EPOCH 102/4000 | STEP: 0|136 | Loss: 0.149815
+INFO:EPOCH 102/4000 | STEP: 100|136 | Loss: 0.165038
+INFO:TRAIN EPOCH: 103|4000
+INFO:EPOCH 103/4000 | STEP: 0|136 | Loss: 0.147391
+INFO:EPOCH 103/4000 | STEP: 100|136 | Loss: 0.162746
+INFO:TRAIN EPOCH: 104|4000
+INFO:EPOCH 104/4000 | STEP: 0|136 | Loss: 0.151303
+INFO:EPOCH 104/4000 | STEP: 100|136 | Loss: 0.167287
+INFO:TRAIN EPOCH: 105|4000
+INFO:EPOCH 105/4000 | STEP: 0|136 | Loss: 0.144620
+INFO:EPOCH 105/4000 | STEP: 100|136 | Loss: 0.150397
+INFO:TRAIN EPOCH: 106|4000
+INFO:EPOCH 106/4000 | STEP: 0|136 | Loss: 0.144266
+INFO:EPOCH 106/4000 | STEP: 100|136 | Loss: 0.150430
+INFO:TRAIN EPOCH: 107|4000
+INFO:EPOCH 107/4000 | STEP: 0|136 | Loss: 0.147683
+INFO:EPOCH 107/4000 | STEP: 100|136 | Loss: 0.155410
+INFO:TRAIN EPOCH: 108|4000
+INFO:EPOCH 108/4000 | STEP: 0|136 | Loss: 0.142474
+INFO:EPOCH 108/4000 | STEP: 100|136 | Loss: 0.145695
+INFO:TRAIN EPOCH: 109|4000
+INFO:EPOCH 109/4000 | STEP: 0|136 | Loss: 0.141413
+INFO:EPOCH 109/4000 | STEP: 100|136 | Loss: 0.154922
+INFO:TRAIN EPOCH: 110|4000
+INFO:EPOCH 110/4000 | STEP: 0|136 | Loss: 0.141157
+INFO:EPOCH 110/4000 | STEP: 100|136 | Loss: 0.144610
+INFO:TRAIN EPOCH: 111|4000
+INFO:EPOCH 111/4000 | STEP: 0|136 | Loss: 0.134267
+INFO:EPOCH 111/4000 | STEP: 100|136 | Loss: 0.146890
+INFO:TRAIN EPOCH: 112|4000
+INFO:EPOCH 112/4000 | STEP: 0|136 | Loss: 0.138007
+INFO:EPOCH 112/4000 | STEP: 100|136 | Loss: 0.139533
+INFO:TRAIN EPOCH: 113|4000
+INFO:EPOCH 113/4000 | STEP: 0|136 | Loss: 0.133163
+INFO:EPOCH 113/4000 | STEP: 100|136 | Loss: 0.144777
+INFO:TRAIN EPOCH: 114|4000
+INFO:EPOCH 114/4000 | STEP: 0|136 | Loss: 0.128380
+INFO:EPOCH 114/4000 | STEP: 100|136 | Loss: 0.131273
+INFO:TRAIN EPOCH: 115|4000
+INFO:EPOCH 115/4000 | STEP: 0|136 | Loss: 0.136614
+INFO:EPOCH 115/4000 | STEP: 100|136 | Loss: 0.141410
+INFO:TRAIN EPOCH: 116|4000
+INFO:EPOCH 116/4000 | STEP: 0|136 | Loss: 0.133233
+INFO:EPOCH 116/4000 | STEP: 100|136 | Loss: 0.133659
+INFO:TRAIN EPOCH: 117|4000
+INFO:EPOCH 117/4000 | STEP: 0|136 | Loss: 0.130419
+INFO:EPOCH 117/4000 | STEP: 100|136 | Loss: 0.140814
+INFO:TRAIN EPOCH: 118|4000
+INFO:EPOCH 118/4000 | STEP: 0|136 | Loss: 0.122973
+INFO:EPOCH 118/4000 | STEP: 100|136 | Loss: 0.132635
+INFO:TRAIN EPOCH: 119|4000
+INFO:EPOCH 119/4000 | STEP: 0|136 | Loss: 0.129813
+INFO:EPOCH 119/4000 | STEP: 100|136 | Loss: 0.134655
+INFO:VAL NDCG@10, IoU=0.3: 0.067074
+INFO:VAL NDCG@10, IoU=0.5: 0.052018
+INFO:VAL NDCG@10, IoU=0.7: 0.030929
+INFO:VAL NDCG@20, IoU=0.3: 0.065182
+INFO:VAL NDCG@20, IoU=0.5: 0.051417
+INFO:VAL NDCG@20, IoU=0.7: 0.030980
+INFO:VAL NDCG@40, IoU=0.3: 0.070712
+INFO:VAL NDCG@40, IoU=0.5: 0.056373
+INFO:VAL NDCG@40, IoU=0.7: 0.034549
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.065754
+INFO:TEST NDCG@10, IoU=0.5: 0.050380
+INFO:TEST NDCG@10, IoU=0.7: 0.028669
+INFO:TEST NDCG@20, IoU=0.3: 0.065131
+INFO:TEST NDCG@20, IoU=0.5: 0.050166
+INFO:TEST NDCG@20, IoU=0.7: 0.029738
+INFO:TEST NDCG@40, IoU=0.3: 0.070442
+INFO:TEST NDCG@40, IoU=0.5: 0.054454
+INFO:TEST NDCG@40, IoU=0.7: 0.032882
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.067074
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.052018
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.030929
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.065182
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.051417
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.030980
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.070712
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.056373
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.034549
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.065754
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.050380
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.028669
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.065131
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.050166
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.029738
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.070442
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.054454
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.032882
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 120|4000
+INFO:EPOCH 120/4000 | STEP: 0|136 | Loss: 0.137785
+INFO:EPOCH 120/4000 | STEP: 100|136 | Loss: 0.128782
+INFO:TRAIN EPOCH: 121|4000
+INFO:EPOCH 121/4000 | STEP: 0|136 | Loss: 0.125928
+INFO:EPOCH 121/4000 | STEP: 100|136 | Loss: 0.131094
+INFO:TRAIN EPOCH: 122|4000
+INFO:EPOCH 122/4000 | STEP: 0|136 | Loss: 0.127689
+INFO:EPOCH 122/4000 | STEP: 100|136 | Loss: 0.133227
+INFO:TRAIN EPOCH: 123|4000
+INFO:EPOCH 123/4000 | STEP: 0|136 | Loss: 0.116452
+INFO:EPOCH 123/4000 | STEP: 100|136 | Loss: 0.135470
+INFO:TRAIN EPOCH: 124|4000
+INFO:EPOCH 124/4000 | STEP: 0|136 | Loss: 0.127328
+INFO:EPOCH 124/4000 | STEP: 100|136 | Loss: 0.120871
+INFO:TRAIN EPOCH: 125|4000
+INFO:EPOCH 125/4000 | STEP: 0|136 | Loss: 0.118701
+INFO:EPOCH 125/4000 | STEP: 100|136 | Loss: 0.127086
+INFO:TRAIN EPOCH: 126|4000
+INFO:EPOCH 126/4000 | STEP: 0|136 | Loss: 0.118100
+INFO:EPOCH 126/4000 | STEP: 100|136 | Loss: 0.122879
+INFO:TRAIN EPOCH: 127|4000
+INFO:EPOCH 127/4000 | STEP: 0|136 | Loss: 0.113492
+INFO:EPOCH 127/4000 | STEP: 100|136 | Loss: 0.117430
+INFO:TRAIN EPOCH: 128|4000
+INFO:EPOCH 128/4000 | STEP: 0|136 | Loss: 0.115732
+INFO:EPOCH 128/4000 | STEP: 100|136 | Loss: 0.118854
+INFO:TRAIN EPOCH: 129|4000
+INFO:EPOCH 129/4000 | STEP: 0|136 | Loss: 0.111980
+INFO:EPOCH 129/4000 | STEP: 100|136 | Loss: 0.117068
+INFO:TRAIN EPOCH: 130|4000
+INFO:EPOCH 130/4000 | STEP: 0|136 | Loss: 0.115703
+INFO:EPOCH 130/4000 | STEP: 100|136 | Loss: 0.114867
+INFO:TRAIN EPOCH: 131|4000
+INFO:EPOCH 131/4000 | STEP: 0|136 | Loss: 0.114874
+INFO:EPOCH 131/4000 | STEP: 100|136 | Loss: 0.118988
+INFO:TRAIN EPOCH: 132|4000
+INFO:EPOCH 132/4000 | STEP: 0|136 | Loss: 0.111705
+INFO:EPOCH 132/4000 | STEP: 100|136 | Loss: 0.111889
+INFO:TRAIN EPOCH: 133|4000
+INFO:EPOCH 133/4000 | STEP: 0|136 | Loss: 0.109072
+INFO:EPOCH 133/4000 | STEP: 100|136 | Loss: 0.115831
+INFO:TRAIN EPOCH: 134|4000
+INFO:EPOCH 134/4000 | STEP: 0|136 | Loss: 0.105200
+INFO:EPOCH 134/4000 | STEP: 100|136 | Loss: 0.113314
+INFO:TRAIN EPOCH: 135|4000
+INFO:EPOCH 135/4000 | STEP: 0|136 | Loss: 0.112778
+INFO:EPOCH 135/4000 | STEP: 100|136 | Loss: 0.115204
+INFO:TRAIN EPOCH: 136|4000
+INFO:EPOCH 136/4000 | STEP: 0|136 | Loss: 0.100432
+INFO:EPOCH 136/4000 | STEP: 100|136 | Loss: 0.109045
+INFO:TRAIN EPOCH: 137|4000
+INFO:EPOCH 137/4000 | STEP: 0|136 | Loss: 0.101776
+INFO:EPOCH 137/4000 | STEP: 100|136 | Loss: 0.109109
+INFO:TRAIN EPOCH: 138|4000
+INFO:EPOCH 138/4000 | STEP: 0|136 | Loss: 0.104325
+INFO:EPOCH 138/4000 | STEP: 100|136 | Loss: 0.109210
+INFO:TRAIN EPOCH: 139|4000
+INFO:EPOCH 139/4000 | STEP: 0|136 | Loss: 0.105221
+INFO:EPOCH 139/4000 | STEP: 100|136 | Loss: 0.107682
+INFO:VAL NDCG@10, IoU=0.3: 0.070086
+INFO:VAL NDCG@10, IoU=0.5: 0.053779
+INFO:VAL NDCG@10, IoU=0.7: 0.030864
+INFO:VAL NDCG@20, IoU=0.3: 0.068358
+INFO:VAL NDCG@20, IoU=0.5: 0.052737
+INFO:VAL NDCG@20, IoU=0.7: 0.031267
+INFO:VAL NDCG@40, IoU=0.3: 0.074907
+INFO:VAL NDCG@40, IoU=0.5: 0.058676
+INFO:VAL NDCG@40, IoU=0.7: 0.036043
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.073513
+INFO:TEST NDCG@10, IoU=0.5: 0.056674
+INFO:TEST NDCG@10, IoU=0.7: 0.032863
+INFO:TEST NDCG@20, IoU=0.3: 0.072677
+INFO:TEST NDCG@20, IoU=0.5: 0.055851
+INFO:TEST NDCG@20, IoU=0.7: 0.033192
+INFO:TEST NDCG@40, IoU=0.3: 0.078177
+INFO:TEST NDCG@40, IoU=0.5: 0.060417
+INFO:TEST NDCG@40, IoU=0.7: 0.036750
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.070086
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.053779
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.030864
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.068358
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.052737
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.031267
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.074907
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.058676
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.036043
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.073513
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.056674
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.032863
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.072677
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.055851
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.033192
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.078177
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.060417
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.036750
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 140|4000
+INFO:EPOCH 140/4000 | STEP: 0|136 | Loss: 0.125016
+INFO:EPOCH 140/4000 | STEP: 100|136 | Loss: 0.104133
+INFO:TRAIN EPOCH: 141|4000
+INFO:EPOCH 141/4000 | STEP: 0|136 | Loss: 0.106894
+INFO:EPOCH 141/4000 | STEP: 100|136 | Loss: 0.102078
+INFO:TRAIN EPOCH: 142|4000
+INFO:EPOCH 142/4000 | STEP: 0|136 | Loss: 0.100463
+INFO:EPOCH 142/4000 | STEP: 100|136 | Loss: 0.104713
+INFO:TRAIN EPOCH: 143|4000
+INFO:EPOCH 143/4000 | STEP: 0|136 | Loss: 0.105955
+INFO:EPOCH 143/4000 | STEP: 100|136 | Loss: 0.105680
+INFO:TRAIN EPOCH: 144|4000
+INFO:EPOCH 144/4000 | STEP: 0|136 | Loss: 0.105467
+INFO:EPOCH 144/4000 | STEP: 100|136 | Loss: 0.104730
+INFO:TRAIN EPOCH: 145|4000
+INFO:EPOCH 145/4000 | STEP: 0|136 | Loss: 0.100777
+INFO:EPOCH 145/4000 | STEP: 100|136 | Loss: 0.109106
+INFO:TRAIN EPOCH: 146|4000
+INFO:EPOCH 146/4000 | STEP: 0|136 | Loss: 0.098929
+INFO:EPOCH 146/4000 | STEP: 100|136 | Loss: 0.103298
+INFO:TRAIN EPOCH: 147|4000
+INFO:EPOCH 147/4000 | STEP: 0|136 | Loss: 0.101155
+INFO:EPOCH 147/4000 | STEP: 100|136 | Loss: 0.101404
+INFO:TRAIN EPOCH: 148|4000
+INFO:EPOCH 148/4000 | STEP: 0|136 | Loss: 0.095888
+INFO:EPOCH 148/4000 | STEP: 100|136 | Loss: 0.107321
+INFO:TRAIN EPOCH: 149|4000
+INFO:EPOCH 149/4000 | STEP: 0|136 | Loss: 0.094108
+INFO:EPOCH 149/4000 | STEP: 100|136 | Loss: 0.101719
+INFO:TRAIN EPOCH: 150|4000
+INFO:EPOCH 150/4000 | STEP: 0|136 | Loss: 0.095349
+INFO:EPOCH 150/4000 | STEP: 100|136 | Loss: 0.103300
+INFO:TRAIN EPOCH: 151|4000
+INFO:EPOCH 151/4000 | STEP: 0|136 | Loss: 0.097947
+INFO:EPOCH 151/4000 | STEP: 100|136 | Loss: 0.102663
+INFO:TRAIN EPOCH: 152|4000
+INFO:EPOCH 152/4000 | STEP: 0|136 | Loss: 0.094264
+INFO:EPOCH 152/4000 | STEP: 100|136 | Loss: 0.098885
+INFO:TRAIN EPOCH: 153|4000
+INFO:EPOCH 153/4000 | STEP: 0|136 | Loss: 0.095522
+INFO:EPOCH 153/4000 | STEP: 100|136 | Loss: 0.099063
+INFO:TRAIN EPOCH: 154|4000
+INFO:EPOCH 154/4000 | STEP: 0|136 | Loss: 0.098297
+INFO:EPOCH 154/4000 | STEP: 100|136 | Loss: 0.099118
+INFO:TRAIN EPOCH: 155|4000
+INFO:EPOCH 155/4000 | STEP: 0|136 | Loss: 0.087686
+INFO:EPOCH 155/4000 | STEP: 100|136 | Loss: 0.094988
+INFO:TRAIN EPOCH: 156|4000
+INFO:EPOCH 156/4000 | STEP: 0|136 | Loss: 0.093048
+INFO:EPOCH 156/4000 | STEP: 100|136 | Loss: 0.098366
+INFO:TRAIN EPOCH: 157|4000
+INFO:EPOCH 157/4000 | STEP: 0|136 | Loss: 0.092935
+INFO:EPOCH 157/4000 | STEP: 100|136 | Loss: 0.099027
+INFO:TRAIN EPOCH: 158|4000
+INFO:EPOCH 158/4000 | STEP: 0|136 | Loss: 0.091305
+INFO:EPOCH 158/4000 | STEP: 100|136 | Loss: 0.094773
+INFO:TRAIN EPOCH: 159|4000
+INFO:EPOCH 159/4000 | STEP: 0|136 | Loss: 0.087978
+INFO:EPOCH 159/4000 | STEP: 100|136 | Loss: 0.091319
+INFO:VAL NDCG@10, IoU=0.3: 0.074458
+INFO:VAL NDCG@10, IoU=0.5: 0.056990
+INFO:VAL NDCG@10, IoU=0.7: 0.034639
+INFO:VAL NDCG@20, IoU=0.3: 0.073103
+INFO:VAL NDCG@20, IoU=0.5: 0.056884
+INFO:VAL NDCG@20, IoU=0.7: 0.035126
+INFO:VAL NDCG@40, IoU=0.3: 0.077948
+INFO:VAL NDCG@40, IoU=0.5: 0.061218
+INFO:VAL NDCG@40, IoU=0.7: 0.038876
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.077926
+INFO:TEST NDCG@10, IoU=0.5: 0.060494
+INFO:TEST NDCG@10, IoU=0.7: 0.035013
+INFO:TEST NDCG@20, IoU=0.3: 0.076790
+INFO:TEST NDCG@20, IoU=0.5: 0.059561
+INFO:TEST NDCG@20, IoU=0.7: 0.035151
+INFO:TEST NDCG@40, IoU=0.3: 0.083065
+INFO:TEST NDCG@40, IoU=0.5: 0.064876
+INFO:TEST NDCG@40, IoU=0.7: 0.038451
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.074458
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.056990
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.034639
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.073103
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.056884
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.035126
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.077948
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.061218
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.038876
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.077926
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.060494
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.035013
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.076790
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.059561
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.035151
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.083065
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.064876
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.038451
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 160|4000
+INFO:EPOCH 160/4000 | STEP: 0|136 | Loss: 0.113940
+INFO:EPOCH 160/4000 | STEP: 100|136 | Loss: 0.092558
+INFO:TRAIN EPOCH: 161|4000
+INFO:EPOCH 161/4000 | STEP: 0|136 | Loss: 0.093311
+INFO:EPOCH 161/4000 | STEP: 100|136 | Loss: 0.092003
+INFO:TRAIN EPOCH: 162|4000
+INFO:EPOCH 162/4000 | STEP: 0|136 | Loss: 0.089004
+INFO:EPOCH 162/4000 | STEP: 100|136 | Loss: 0.095163
+INFO:TRAIN EPOCH: 163|4000
+INFO:EPOCH 163/4000 | STEP: 0|136 | Loss: 0.088107
+INFO:EPOCH 163/4000 | STEP: 100|136 | Loss: 0.087082
+INFO:TRAIN EPOCH: 164|4000
+INFO:EPOCH 164/4000 | STEP: 0|136 | Loss: 0.081646
+INFO:EPOCH 164/4000 | STEP: 100|136 | Loss: 0.096709
+INFO:TRAIN EPOCH: 165|4000
+INFO:EPOCH 165/4000 | STEP: 0|136 | Loss: 0.084678
+INFO:EPOCH 165/4000 | STEP: 100|136 | Loss: 0.091890
+INFO:TRAIN EPOCH: 166|4000
+INFO:EPOCH 166/4000 | STEP: 0|136 | Loss: 0.085896
+INFO:EPOCH 166/4000 | STEP: 100|136 | Loss: 0.085270
+INFO:TRAIN EPOCH: 167|4000
+INFO:EPOCH 167/4000 | STEP: 0|136 | Loss: 0.089317
+INFO:EPOCH 167/4000 | STEP: 100|136 | Loss: 0.089623
+INFO:TRAIN EPOCH: 168|4000
+INFO:EPOCH 168/4000 | STEP: 0|136 | Loss: 0.087202
+INFO:EPOCH 168/4000 | STEP: 100|136 | Loss: 0.088700
+INFO:TRAIN EPOCH: 169|4000
+INFO:EPOCH 169/4000 | STEP: 0|136 | Loss: 0.084302
+INFO:EPOCH 169/4000 | STEP: 100|136 | Loss: 0.085355
+INFO:TRAIN EPOCH: 170|4000
+INFO:EPOCH 170/4000 | STEP: 0|136 | Loss: 0.087743
+INFO:EPOCH 170/4000 | STEP: 100|136 | Loss: 0.086856
+INFO:TRAIN EPOCH: 171|4000
+INFO:EPOCH 171/4000 | STEP: 0|136 | Loss: 0.088786
+INFO:EPOCH 171/4000 | STEP: 100|136 | Loss: 0.084428
+INFO:TRAIN EPOCH: 172|4000
+INFO:EPOCH 172/4000 | STEP: 0|136 | Loss: 0.083410
+INFO:EPOCH 172/4000 | STEP: 100|136 | Loss: 0.083735
+INFO:TRAIN EPOCH: 173|4000
+INFO:EPOCH 173/4000 | STEP: 0|136 | Loss: 0.083265
+INFO:EPOCH 173/4000 | STEP: 100|136 | Loss: 0.086560
+INFO:TRAIN EPOCH: 174|4000
+INFO:EPOCH 174/4000 | STEP: 0|136 | Loss: 0.081921
+INFO:EPOCH 174/4000 | STEP: 100|136 | Loss: 0.081514
+INFO:TRAIN EPOCH: 175|4000
+INFO:EPOCH 175/4000 | STEP: 0|136 | Loss: 0.088826
+INFO:EPOCH 175/4000 | STEP: 100|136 | Loss: 0.082794
+INFO:TRAIN EPOCH: 176|4000
+INFO:EPOCH 176/4000 | STEP: 0|136 | Loss: 0.085326
+INFO:EPOCH 176/4000 | STEP: 100|136 | Loss: 0.087534
+INFO:TRAIN EPOCH: 177|4000
+INFO:EPOCH 177/4000 | STEP: 0|136 | Loss: 0.081734
+INFO:EPOCH 177/4000 | STEP: 100|136 | Loss: 0.080210
+INFO:TRAIN EPOCH: 178|4000
+INFO:EPOCH 178/4000 | STEP: 0|136 | Loss: 0.081998
+INFO:EPOCH 178/4000 | STEP: 100|136 | Loss: 0.084201
+INFO:TRAIN EPOCH: 179|4000
+INFO:EPOCH 179/4000 | STEP: 0|136 | Loss: 0.083167
+INFO:EPOCH 179/4000 | STEP: 100|136 | Loss: 0.085097
+INFO:VAL NDCG@10, IoU=0.3: 0.080799
+INFO:VAL NDCG@10, IoU=0.5: 0.061558
+INFO:VAL NDCG@10, IoU=0.7: 0.038680
+INFO:VAL NDCG@20, IoU=0.3: 0.079176
+INFO:VAL NDCG@20, IoU=0.5: 0.060637
+INFO:VAL NDCG@20, IoU=0.7: 0.038725
+INFO:VAL NDCG@40, IoU=0.3: 0.084729
+INFO:VAL NDCG@40, IoU=0.5: 0.065031
+INFO:VAL NDCG@40, IoU=0.7: 0.041408
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.085349
+INFO:TEST NDCG@10, IoU=0.5: 0.066753
+INFO:TEST NDCG@10, IoU=0.7: 0.038330
+INFO:TEST NDCG@20, IoU=0.3: 0.082972
+INFO:TEST NDCG@20, IoU=0.5: 0.064999
+INFO:TEST NDCG@20, IoU=0.7: 0.038472
+INFO:TEST NDCG@40, IoU=0.3: 0.088919
+INFO:TEST NDCG@40, IoU=0.5: 0.069941
+INFO:TEST NDCG@40, IoU=0.7: 0.041924
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.080799
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.061558
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.038680
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.079176
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.060637
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.038725
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.084729
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.065031
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.041408
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.085349
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.066753
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.038330
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.082972
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.064999
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.038472
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.088919
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.069941
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.041924
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 180|4000
+INFO:EPOCH 180/4000 | STEP: 0|136 | Loss: 0.108504
+INFO:EPOCH 180/4000 | STEP: 100|136 | Loss: 0.082435
+INFO:TRAIN EPOCH: 181|4000
+INFO:EPOCH 181/4000 | STEP: 0|136 | Loss: 0.078930
+INFO:EPOCH 181/4000 | STEP: 100|136 | Loss: 0.087202
+INFO:TRAIN EPOCH: 182|4000
+INFO:EPOCH 182/4000 | STEP: 0|136 | Loss: 0.081502
+INFO:EPOCH 182/4000 | STEP: 100|136 | Loss: 0.084801
+INFO:TRAIN EPOCH: 183|4000
+INFO:EPOCH 183/4000 | STEP: 0|136 | Loss: 0.078865
+INFO:EPOCH 183/4000 | STEP: 100|136 | Loss: 0.080459
+INFO:TRAIN EPOCH: 184|4000
+INFO:EPOCH 184/4000 | STEP: 0|136 | Loss: 0.081384
+INFO:EPOCH 184/4000 | STEP: 100|136 | Loss: 0.080449
+INFO:TRAIN EPOCH: 185|4000
+INFO:EPOCH 185/4000 | STEP: 0|136 | Loss: 0.078092
+INFO:EPOCH 185/4000 | STEP: 100|136 | Loss: 0.078700
+INFO:TRAIN EPOCH: 186|4000
+INFO:EPOCH 186/4000 | STEP: 0|136 | Loss: 0.074744
+INFO:EPOCH 186/4000 | STEP: 100|136 | Loss: 0.083078
+INFO:TRAIN EPOCH: 187|4000
+INFO:EPOCH 187/4000 | STEP: 0|136 | Loss: 0.077917
+INFO:EPOCH 187/4000 | STEP: 100|136 | Loss: 0.080881
+INFO:TRAIN EPOCH: 188|4000
+INFO:EPOCH 188/4000 | STEP: 0|136 | Loss: 0.078974
+INFO:EPOCH 188/4000 | STEP: 100|136 | Loss: 0.076214
+INFO:TRAIN EPOCH: 189|4000
+INFO:EPOCH 189/4000 | STEP: 0|136 | Loss: 0.076834
+INFO:EPOCH 189/4000 | STEP: 100|136 | Loss: 0.077284
+INFO:TRAIN EPOCH: 190|4000
+INFO:EPOCH 190/4000 | STEP: 0|136 | Loss: 0.078181
+INFO:EPOCH 190/4000 | STEP: 100|136 | Loss: 0.081911
+INFO:TRAIN EPOCH: 191|4000
+INFO:EPOCH 191/4000 | STEP: 0|136 | Loss: 0.077149
+INFO:EPOCH 191/4000 | STEP: 100|136 | Loss: 0.078787
+INFO:TRAIN EPOCH: 192|4000
+INFO:EPOCH 192/4000 | STEP: 0|136 | Loss: 0.073989
+INFO:EPOCH 192/4000 | STEP: 100|136 | Loss: 0.075338
+INFO:TRAIN EPOCH: 193|4000
+INFO:EPOCH 193/4000 | STEP: 0|136 | Loss: 0.073432
+INFO:EPOCH 193/4000 | STEP: 100|136 | Loss: 0.078406
+INFO:TRAIN EPOCH: 194|4000
+INFO:EPOCH 194/4000 | STEP: 0|136 | Loss: 0.077566
+INFO:EPOCH 194/4000 | STEP: 100|136 | Loss: 0.081300
+INFO:TRAIN EPOCH: 195|4000
+INFO:EPOCH 195/4000 | STEP: 0|136 | Loss: 0.073971
+INFO:EPOCH 195/4000 | STEP: 100|136 | Loss: 0.073785
+INFO:TRAIN EPOCH: 196|4000
+INFO:EPOCH 196/4000 | STEP: 0|136 | Loss: 0.073361
+INFO:EPOCH 196/4000 | STEP: 100|136 | Loss: 0.076643
+INFO:TRAIN EPOCH: 197|4000
+INFO:EPOCH 197/4000 | STEP: 0|136 | Loss: 0.075328
+INFO:EPOCH 197/4000 | STEP: 100|136 | Loss: 0.076855
+INFO:TRAIN EPOCH: 198|4000
+INFO:EPOCH 198/4000 | STEP: 0|136 | Loss: 0.072475
+INFO:EPOCH 198/4000 | STEP: 100|136 | Loss: 0.075029
+INFO:TRAIN EPOCH: 199|4000
+INFO:EPOCH 199/4000 | STEP: 0|136 | Loss: 0.072778
+INFO:EPOCH 199/4000 | STEP: 100|136 | Loss: 0.076251
+INFO:VAL NDCG@10, IoU=0.3: 0.087881
+INFO:VAL NDCG@10, IoU=0.5: 0.066970
+INFO:VAL NDCG@10, IoU=0.7: 0.042758
+INFO:VAL NDCG@20, IoU=0.3: 0.084752
+INFO:VAL NDCG@20, IoU=0.5: 0.064622
+INFO:VAL NDCG@20, IoU=0.7: 0.042060
+INFO:VAL NDCG@40, IoU=0.3: 0.089978
+INFO:VAL NDCG@40, IoU=0.5: 0.070243
+INFO:VAL NDCG@40, IoU=0.7: 0.045319
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.092638
+INFO:TEST NDCG@10, IoU=0.5: 0.072339
+INFO:TEST NDCG@10, IoU=0.7: 0.041264
+INFO:TEST NDCG@20, IoU=0.3: 0.089779
+INFO:TEST NDCG@20, IoU=0.5: 0.070101
+INFO:TEST NDCG@20, IoU=0.7: 0.041011
+INFO:TEST NDCG@40, IoU=0.3: 0.095199
+INFO:TEST NDCG@40, IoU=0.5: 0.074523
+INFO:TEST NDCG@40, IoU=0.7: 0.045129
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.087881
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.066970
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.042758
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.084752
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.064622
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.042060
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.089978
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.070243
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.045319
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.092638
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.072339
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.041264
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.089779
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.070101
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.041011
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.095199
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.074523
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.045129
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 200|4000
+INFO:EPOCH 200/4000 | STEP: 0|136 | Loss: 0.097147
+INFO:EPOCH 200/4000 | STEP: 100|136 | Loss: 0.075115
+INFO:TRAIN EPOCH: 201|4000
+INFO:EPOCH 201/4000 | STEP: 0|136 | Loss: 0.071909
+INFO:EPOCH 201/4000 | STEP: 100|136 | Loss: 0.074667
+INFO:TRAIN EPOCH: 202|4000
+INFO:EPOCH 202/4000 | STEP: 0|136 | Loss: 0.070116
+INFO:EPOCH 202/4000 | STEP: 100|136 | Loss: 0.077666
+INFO:TRAIN EPOCH: 203|4000
+INFO:EPOCH 203/4000 | STEP: 0|136 | Loss: 0.071708
+INFO:EPOCH 203/4000 | STEP: 100|136 | Loss: 0.072879
+INFO:TRAIN EPOCH: 204|4000
+INFO:EPOCH 204/4000 | STEP: 0|136 | Loss: 0.070557
+INFO:EPOCH 204/4000 | STEP: 100|136 | Loss: 0.074135
+INFO:TRAIN EPOCH: 205|4000
+INFO:EPOCH 205/4000 | STEP: 0|136 | Loss: 0.070486
+INFO:EPOCH 205/4000 | STEP: 100|136 | Loss: 0.069924
+INFO:TRAIN EPOCH: 206|4000
+INFO:EPOCH 206/4000 | STEP: 0|136 | Loss: 0.067629
+INFO:EPOCH 206/4000 | STEP: 100|136 | Loss: 0.072122
+INFO:TRAIN EPOCH: 207|4000
+INFO:EPOCH 207/4000 | STEP: 0|136 | Loss: 0.072398
+INFO:EPOCH 207/4000 | STEP: 100|136 | Loss: 0.076279
+INFO:TRAIN EPOCH: 208|4000
+INFO:EPOCH 208/4000 | STEP: 0|136 | Loss: 0.070117
+INFO:EPOCH 208/4000 | STEP: 100|136 | Loss: 0.073053
+INFO:TRAIN EPOCH: 209|4000
+INFO:EPOCH 209/4000 | STEP: 0|136 | Loss: 0.067923
+INFO:EPOCH 209/4000 | STEP: 100|136 | Loss: 0.070744
+INFO:TRAIN EPOCH: 210|4000
+INFO:EPOCH 210/4000 | STEP: 0|136 | Loss: 0.066049
+INFO:EPOCH 210/4000 | STEP: 100|136 | Loss: 0.070734
+INFO:TRAIN EPOCH: 211|4000
+INFO:EPOCH 211/4000 | STEP: 0|136 | Loss: 0.065422
+INFO:EPOCH 211/4000 | STEP: 100|136 | Loss: 0.069985
+INFO:TRAIN EPOCH: 212|4000
+INFO:EPOCH 212/4000 | STEP: 0|136 | Loss: 0.069390
+INFO:EPOCH 212/4000 | STEP: 100|136 | Loss: 0.072293
+INFO:TRAIN EPOCH: 213|4000
+INFO:EPOCH 213/4000 | STEP: 0|136 | Loss: 0.067694
+INFO:EPOCH 213/4000 | STEP: 100|136 | Loss: 0.068584
+INFO:TRAIN EPOCH: 214|4000
+INFO:EPOCH 214/4000 | STEP: 0|136 | Loss: 0.068829
+INFO:EPOCH 214/4000 | STEP: 100|136 | Loss: 0.072685
+INFO:TRAIN EPOCH: 215|4000
+INFO:EPOCH 215/4000 | STEP: 0|136 | Loss: 0.065512
+INFO:EPOCH 215/4000 | STEP: 100|136 | Loss: 0.069334
+INFO:TRAIN EPOCH: 216|4000
+INFO:EPOCH 216/4000 | STEP: 0|136 | Loss: 0.068252
+INFO:EPOCH 216/4000 | STEP: 100|136 | Loss: 0.068418
+INFO:TRAIN EPOCH: 217|4000
+INFO:EPOCH 217/4000 | STEP: 0|136 | Loss: 0.067157
+INFO:EPOCH 217/4000 | STEP: 100|136 | Loss: 0.070807
+INFO:TRAIN EPOCH: 218|4000
+INFO:EPOCH 218/4000 | STEP: 0|136 | Loss: 0.062702
+INFO:EPOCH 218/4000 | STEP: 100|136 | Loss: 0.065332
+INFO:TRAIN EPOCH: 219|4000
+INFO:EPOCH 219/4000 | STEP: 0|136 | Loss: 0.064826
+INFO:EPOCH 219/4000 | STEP: 100|136 | Loss: 0.068799
+INFO:VAL NDCG@10, IoU=0.3: 0.089969
+INFO:VAL NDCG@10, IoU=0.5: 0.071625
+INFO:VAL NDCG@10, IoU=0.7: 0.047503
+INFO:VAL NDCG@20, IoU=0.3: 0.087915
+INFO:VAL NDCG@20, IoU=0.5: 0.069943
+INFO:VAL NDCG@20, IoU=0.7: 0.045822
+INFO:VAL NDCG@40, IoU=0.3: 0.093929
+INFO:VAL NDCG@40, IoU=0.5: 0.075227
+INFO:VAL NDCG@40, IoU=0.7: 0.049298
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.096901
+INFO:TEST NDCG@10, IoU=0.5: 0.076476
+INFO:TEST NDCG@10, IoU=0.7: 0.044665
+INFO:TEST NDCG@20, IoU=0.3: 0.093237
+INFO:TEST NDCG@20, IoU=0.5: 0.073552
+INFO:TEST NDCG@20, IoU=0.7: 0.043615
+INFO:TEST NDCG@40, IoU=0.3: 0.099217
+INFO:TEST NDCG@40, IoU=0.5: 0.078232
+INFO:TEST NDCG@40, IoU=0.7: 0.047209
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.089969
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.071625
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.047503
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.087915
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.069943
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.045822
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.093929
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.075227
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.049298
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.096901
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.076476
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.044665
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.093237
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.073552
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.043615
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.099217
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.078232
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.047209
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 220|4000
+INFO:EPOCH 220/4000 | STEP: 0|136 | Loss: 0.084524
+INFO:EPOCH 220/4000 | STEP: 100|136 | Loss: 0.067640
+INFO:TRAIN EPOCH: 221|4000
+INFO:EPOCH 221/4000 | STEP: 0|136 | Loss: 0.066344
+INFO:EPOCH 221/4000 | STEP: 100|136 | Loss: 0.067157
+INFO:TRAIN EPOCH: 222|4000
+INFO:EPOCH 222/4000 | STEP: 0|136 | Loss: 0.063468
+INFO:EPOCH 222/4000 | STEP: 100|136 | Loss: 0.067447
+INFO:TRAIN EPOCH: 223|4000
+INFO:EPOCH 223/4000 | STEP: 0|136 | Loss: 0.062494
+INFO:EPOCH 223/4000 | STEP: 100|136 | Loss: 0.066764
+INFO:TRAIN EPOCH: 224|4000
+INFO:EPOCH 224/4000 | STEP: 0|136 | Loss: 0.061028
+INFO:EPOCH 224/4000 | STEP: 100|136 | Loss: 0.069204
+INFO:TRAIN EPOCH: 225|4000
+INFO:EPOCH 225/4000 | STEP: 0|136 | Loss: 0.063959
+INFO:EPOCH 225/4000 | STEP: 100|136 | Loss: 0.067306
+INFO:TRAIN EPOCH: 226|4000
+INFO:EPOCH 226/4000 | STEP: 0|136 | Loss: 0.059506
+INFO:EPOCH 226/4000 | STEP: 100|136 | Loss: 0.068287
+INFO:TRAIN EPOCH: 227|4000
+INFO:EPOCH 227/4000 | STEP: 0|136 | Loss: 0.064056
+INFO:EPOCH 227/4000 | STEP: 100|136 | Loss: 0.065803
+INFO:TRAIN EPOCH: 228|4000
+INFO:EPOCH 228/4000 | STEP: 0|136 | Loss: 0.062530
+INFO:EPOCH 228/4000 | STEP: 100|136 | Loss: 0.071194
+INFO:TRAIN EPOCH: 229|4000
+INFO:EPOCH 229/4000 | STEP: 0|136 | Loss: 0.062672
+INFO:EPOCH 229/4000 | STEP: 100|136 | Loss: 0.064715
+INFO:TRAIN EPOCH: 230|4000
+INFO:EPOCH 230/4000 | STEP: 0|136 | Loss: 0.061156
+INFO:EPOCH 230/4000 | STEP: 100|136 | Loss: 0.063461
+INFO:TRAIN EPOCH: 231|4000
+INFO:EPOCH 231/4000 | STEP: 0|136 | Loss: 0.060312
+INFO:EPOCH 231/4000 | STEP: 100|136 | Loss: 0.067783
+INFO:TRAIN EPOCH: 232|4000
+INFO:EPOCH 232/4000 | STEP: 0|136 | Loss: 0.062002
+INFO:EPOCH 232/4000 | STEP: 100|136 | Loss: 0.061192
+INFO:TRAIN EPOCH: 233|4000
+INFO:EPOCH 233/4000 | STEP: 0|136 | Loss: 0.060508
+INFO:EPOCH 233/4000 | STEP: 100|136 | Loss: 0.064070
+INFO:TRAIN EPOCH: 234|4000
+INFO:EPOCH 234/4000 | STEP: 0|136 | Loss: 0.064625
+INFO:EPOCH 234/4000 | STEP: 100|136 | Loss: 0.063700
+INFO:TRAIN EPOCH: 235|4000
+INFO:EPOCH 235/4000 | STEP: 0|136 | Loss: 0.060553
+INFO:EPOCH 235/4000 | STEP: 100|136 | Loss: 0.064195
+INFO:TRAIN EPOCH: 236|4000
+INFO:EPOCH 236/4000 | STEP: 0|136 | Loss: 0.061308
+INFO:EPOCH 236/4000 | STEP: 100|136 | Loss: 0.060916
+INFO:TRAIN EPOCH: 237|4000
+INFO:EPOCH 237/4000 | STEP: 0|136 | Loss: 0.061659
+INFO:EPOCH 237/4000 | STEP: 100|136 | Loss: 0.059298
+INFO:TRAIN EPOCH: 238|4000
+INFO:EPOCH 238/4000 | STEP: 0|136 | Loss: 0.060607
+INFO:EPOCH 238/4000 | STEP: 100|136 | Loss: 0.060228
+INFO:TRAIN EPOCH: 239|4000
+INFO:EPOCH 239/4000 | STEP: 0|136 | Loss: 0.058474
+INFO:EPOCH 239/4000 | STEP: 100|136 | Loss: 0.059251
+INFO:VAL NDCG@10, IoU=0.3: 0.095130
+INFO:VAL NDCG@10, IoU=0.5: 0.076295
+INFO:VAL NDCG@10, IoU=0.7: 0.047820
+INFO:VAL NDCG@20, IoU=0.3: 0.092482
+INFO:VAL NDCG@20, IoU=0.5: 0.073673
+INFO:VAL NDCG@20, IoU=0.7: 0.047691
+INFO:VAL NDCG@40, IoU=0.3: 0.098541
+INFO:VAL NDCG@40, IoU=0.5: 0.078329
+INFO:VAL NDCG@40, IoU=0.7: 0.049968
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.100768
+INFO:TEST NDCG@10, IoU=0.5: 0.079915
+INFO:TEST NDCG@10, IoU=0.7: 0.047326
+INFO:TEST NDCG@20, IoU=0.3: 0.097945
+INFO:TEST NDCG@20, IoU=0.5: 0.077768
+INFO:TEST NDCG@20, IoU=0.7: 0.046471
+INFO:TEST NDCG@40, IoU=0.3: 0.103903
+INFO:TEST NDCG@40, IoU=0.5: 0.082734
+INFO:TEST NDCG@40, IoU=0.7: 0.050554
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.095130
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.076295
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.047820
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.092482
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.073673
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.047691
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.098541
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.078329
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.049968
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.100768
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.079915
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.047326
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.097945
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.077768
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.046471
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.103903
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.082734
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.050554
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 240|4000
+INFO:EPOCH 240/4000 | STEP: 0|136 | Loss: 0.078854
+INFO:EPOCH 240/4000 | STEP: 100|136 | Loss: 0.061652
+INFO:TRAIN EPOCH: 241|4000
+INFO:EPOCH 241/4000 | STEP: 0|136 | Loss: 0.058481
+INFO:EPOCH 241/4000 | STEP: 100|136 | Loss: 0.060188
+INFO:TRAIN EPOCH: 242|4000
+INFO:EPOCH 242/4000 | STEP: 0|136 | Loss: 0.058699
+INFO:EPOCH 242/4000 | STEP: 100|136 | Loss: 0.061625
+INFO:TRAIN EPOCH: 243|4000
+INFO:EPOCH 243/4000 | STEP: 0|136 | Loss: 0.059050
+INFO:EPOCH 243/4000 | STEP: 100|136 | Loss: 0.060542
+INFO:TRAIN EPOCH: 244|4000
+INFO:EPOCH 244/4000 | STEP: 0|136 | Loss: 0.056862
+INFO:EPOCH 244/4000 | STEP: 100|136 | Loss: 0.060805
+INFO:TRAIN EPOCH: 245|4000
+INFO:EPOCH 245/4000 | STEP: 0|136 | Loss: 0.059068
+INFO:EPOCH 245/4000 | STEP: 100|136 | Loss: 0.062224
+INFO:TRAIN EPOCH: 246|4000
+INFO:EPOCH 246/4000 | STEP: 0|136 | Loss: 0.057501
+INFO:EPOCH 246/4000 | STEP: 100|136 | Loss: 0.063102
+INFO:TRAIN EPOCH: 247|4000
+INFO:EPOCH 247/4000 | STEP: 0|136 | Loss: 0.058434
+INFO:EPOCH 247/4000 | STEP: 100|136 | Loss: 0.058615
+INFO:TRAIN EPOCH: 248|4000
+INFO:EPOCH 248/4000 | STEP: 0|136 | Loss: 0.055384
+INFO:EPOCH 248/4000 | STEP: 100|136 | Loss: 0.058964
+INFO:TRAIN EPOCH: 249|4000
+INFO:EPOCH 249/4000 | STEP: 0|136 | Loss: 0.055480
+INFO:EPOCH 249/4000 | STEP: 100|136 | Loss: 0.056358
+INFO:TRAIN EPOCH: 250|4000
+INFO:EPOCH 250/4000 | STEP: 0|136 | Loss: 0.057482
+INFO:EPOCH 250/4000 | STEP: 100|136 | Loss: 0.058270
+INFO:TRAIN EPOCH: 251|4000
+INFO:EPOCH 251/4000 | STEP: 0|136 | Loss: 0.057987
+INFO:EPOCH 251/4000 | STEP: 100|136 | Loss: 0.063739
+INFO:TRAIN EPOCH: 252|4000
+INFO:EPOCH 252/4000 | STEP: 0|136 | Loss: 0.058476
+INFO:EPOCH 252/4000 | STEP: 100|136 | Loss: 0.059856
+INFO:TRAIN EPOCH: 253|4000
+INFO:EPOCH 253/4000 | STEP: 0|136 | Loss: 0.057989
+INFO:EPOCH 253/4000 | STEP: 100|136 | Loss: 0.055754
+INFO:TRAIN EPOCH: 254|4000
+INFO:EPOCH 254/4000 | STEP: 0|136 | Loss: 0.055644
+INFO:EPOCH 254/4000 | STEP: 100|136 | Loss: 0.058240
+INFO:TRAIN EPOCH: 255|4000
+INFO:EPOCH 255/4000 | STEP: 0|136 | Loss: 0.054766
+INFO:EPOCH 255/4000 | STEP: 100|136 | Loss: 0.054815
+INFO:TRAIN EPOCH: 256|4000
+INFO:EPOCH 256/4000 | STEP: 0|136 | Loss: 0.054198
+INFO:EPOCH 256/4000 | STEP: 100|136 | Loss: 0.057187
+INFO:TRAIN EPOCH: 257|4000
+INFO:EPOCH 257/4000 | STEP: 0|136 | Loss: 0.055948
+INFO:EPOCH 257/4000 | STEP: 100|136 | Loss: 0.055420
+INFO:TRAIN EPOCH: 258|4000
+INFO:EPOCH 258/4000 | STEP: 0|136 | Loss: 0.055603
+INFO:EPOCH 258/4000 | STEP: 100|136 | Loss: 0.057155
+INFO:TRAIN EPOCH: 259|4000
+INFO:EPOCH 259/4000 | STEP: 0|136 | Loss: 0.055788
+INFO:EPOCH 259/4000 | STEP: 100|136 | Loss: 0.055033
+INFO:VAL NDCG@10, IoU=0.3: 0.096836
+INFO:VAL NDCG@10, IoU=0.5: 0.073985
+INFO:VAL NDCG@10, IoU=0.7: 0.049220
+INFO:VAL NDCG@20, IoU=0.3: 0.095900
+INFO:VAL NDCG@20, IoU=0.5: 0.073320
+INFO:VAL NDCG@20, IoU=0.7: 0.047157
+INFO:VAL NDCG@40, IoU=0.3: 0.102541
+INFO:VAL NDCG@40, IoU=0.5: 0.079789
+INFO:VAL NDCG@40, IoU=0.7: 0.049992
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.102610
+INFO:TEST NDCG@10, IoU=0.5: 0.081712
+INFO:TEST NDCG@10, IoU=0.7: 0.050620
+INFO:TEST NDCG@20, IoU=0.3: 0.100386
+INFO:TEST NDCG@20, IoU=0.5: 0.080011
+INFO:TEST NDCG@20, IoU=0.7: 0.050001
+INFO:TEST NDCG@40, IoU=0.3: 0.106462
+INFO:TEST NDCG@40, IoU=0.5: 0.084706
+INFO:TEST NDCG@40, IoU=0.7: 0.052999
+INFO:
+INFO:TRAIN EPOCH: 260|4000
+INFO:EPOCH 260/4000 | STEP: 0|136 | Loss: 0.067226
+INFO:EPOCH 260/4000 | STEP: 100|136 | Loss: 0.056002
+INFO:TRAIN EPOCH: 261|4000
+INFO:EPOCH 261/4000 | STEP: 0|136 | Loss: 0.052186
+INFO:EPOCH 261/4000 | STEP: 100|136 | Loss: 0.056186
+INFO:TRAIN EPOCH: 262|4000
+INFO:EPOCH 262/4000 | STEP: 0|136 | Loss: 0.057036
+INFO:EPOCH 262/4000 | STEP: 100|136 | Loss: 0.058265
+INFO:TRAIN EPOCH: 263|4000
+INFO:EPOCH 263/4000 | STEP: 0|136 | Loss: 0.056226
+INFO:EPOCH 263/4000 | STEP: 100|136 | Loss: 0.054766
+INFO:TRAIN EPOCH: 264|4000
+INFO:EPOCH 264/4000 | STEP: 0|136 | Loss: 0.049995
+INFO:EPOCH 264/4000 | STEP: 100|136 | Loss: 0.054440
+INFO:TRAIN EPOCH: 265|4000
+INFO:EPOCH 265/4000 | STEP: 0|136 | Loss: 0.052786
+INFO:EPOCH 265/4000 | STEP: 100|136 | Loss: 0.054847
+INFO:TRAIN EPOCH: 266|4000
+INFO:EPOCH 266/4000 | STEP: 0|136 | Loss: 0.052685
+INFO:EPOCH 266/4000 | STEP: 100|136 | Loss: 0.056560
+INFO:TRAIN EPOCH: 267|4000
+INFO:EPOCH 267/4000 | STEP: 0|136 | Loss: 0.053406
+INFO:EPOCH 267/4000 | STEP: 100|136 | Loss: 0.054034
+INFO:TRAIN EPOCH: 268|4000
+INFO:EPOCH 268/4000 | STEP: 0|136 | Loss: 0.053576
+INFO:EPOCH 268/4000 | STEP: 100|136 | Loss: 0.056076
+INFO:TRAIN EPOCH: 269|4000
+INFO:EPOCH 269/4000 | STEP: 0|136 | Loss: 0.052037
+INFO:EPOCH 269/4000 | STEP: 100|136 | Loss: 0.058344
+INFO:TRAIN EPOCH: 270|4000
+INFO:EPOCH 270/4000 | STEP: 0|136 | Loss: 0.050675
+INFO:EPOCH 270/4000 | STEP: 100|136 | Loss: 0.055896
+INFO:TRAIN EPOCH: 271|4000
+INFO:EPOCH 271/4000 | STEP: 0|136 | Loss: 0.052886
+INFO:EPOCH 271/4000 | STEP: 100|136 | Loss: 0.053233
+INFO:TRAIN EPOCH: 272|4000
+INFO:EPOCH 272/4000 | STEP: 0|136 | Loss: 0.052586
+INFO:EPOCH 272/4000 | STEP: 100|136 | Loss: 0.055470
+INFO:TRAIN EPOCH: 273|4000
+INFO:EPOCH 273/4000 | STEP: 0|136 | Loss: 0.051299
+INFO:EPOCH 273/4000 | STEP: 100|136 | Loss: 0.054053
+INFO:TRAIN EPOCH: 274|4000
+INFO:EPOCH 274/4000 | STEP: 0|136 | Loss: 0.052247
+INFO:EPOCH 274/4000 | STEP: 100|136 | Loss: 0.054557
+INFO:TRAIN EPOCH: 275|4000
+INFO:EPOCH 275/4000 | STEP: 0|136 | Loss: 0.053738
+INFO:EPOCH 275/4000 | STEP: 100|136 | Loss: 0.055852
+INFO:TRAIN EPOCH: 276|4000
+INFO:EPOCH 276/4000 | STEP: 0|136 | Loss: 0.051987
+INFO:EPOCH 276/4000 | STEP: 100|136 | Loss: 0.050181
+INFO:TRAIN EPOCH: 277|4000
+INFO:EPOCH 277/4000 | STEP: 0|136 | Loss: 0.051021
+INFO:EPOCH 277/4000 | STEP: 100|136 | Loss: 0.052911
+INFO:TRAIN EPOCH: 278|4000
+INFO:EPOCH 278/4000 | STEP: 0|136 | Loss: 0.049753
+INFO:EPOCH 278/4000 | STEP: 100|136 | Loss: 0.053781
+INFO:TRAIN EPOCH: 279|4000
+INFO:EPOCH 279/4000 | STEP: 0|136 | Loss: 0.050722
+INFO:EPOCH 279/4000 | STEP: 100|136 | Loss: 0.053537
+INFO:VAL NDCG@10, IoU=0.3: 0.102518
+INFO:VAL NDCG@10, IoU=0.5: 0.078457
+INFO:VAL NDCG@10, IoU=0.7: 0.049364
+INFO:VAL NDCG@20, IoU=0.3: 0.098786
+INFO:VAL NDCG@20, IoU=0.5: 0.075823
+INFO:VAL NDCG@20, IoU=0.7: 0.047639
+INFO:VAL NDCG@40, IoU=0.3: 0.105419
+INFO:VAL NDCG@40, IoU=0.5: 0.080642
+INFO:VAL NDCG@40, IoU=0.7: 0.051759
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.106713
+INFO:TEST NDCG@10, IoU=0.5: 0.085821
+INFO:TEST NDCG@10, IoU=0.7: 0.053759
+INFO:TEST NDCG@20, IoU=0.3: 0.103879
+INFO:TEST NDCG@20, IoU=0.5: 0.083121
+INFO:TEST NDCG@20, IoU=0.7: 0.051936
+INFO:TEST NDCG@40, IoU=0.3: 0.109601
+INFO:TEST NDCG@40, IoU=0.5: 0.087728
+INFO:TEST NDCG@40, IoU=0.7: 0.055108
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.102518
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.078457
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.049364
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.098786
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.075823
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.047639
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.105419
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.080642
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.051759
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.106713
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.085821
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.053759
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.103879
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.083121
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.051936
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.109601
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.087728
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.055108
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 280|4000
+INFO:EPOCH 280/4000 | STEP: 0|136 | Loss: 0.064171
+INFO:EPOCH 280/4000 | STEP: 100|136 | Loss: 0.055383
+INFO:TRAIN EPOCH: 281|4000
+INFO:EPOCH 281/4000 | STEP: 0|136 | Loss: 0.048774
+INFO:EPOCH 281/4000 | STEP: 100|136 | Loss: 0.050609
+INFO:TRAIN EPOCH: 282|4000
+INFO:EPOCH 282/4000 | STEP: 0|136 | Loss: 0.046616
+INFO:EPOCH 282/4000 | STEP: 100|136 | Loss: 0.049777
+INFO:TRAIN EPOCH: 283|4000
+INFO:EPOCH 283/4000 | STEP: 0|136 | Loss: 0.048545
+INFO:EPOCH 283/4000 | STEP: 100|136 | Loss: 0.053402
+INFO:TRAIN EPOCH: 284|4000
+INFO:EPOCH 284/4000 | STEP: 0|136 | Loss: 0.048778
+INFO:EPOCH 284/4000 | STEP: 100|136 | Loss: 0.052944
+INFO:TRAIN EPOCH: 285|4000
+INFO:EPOCH 285/4000 | STEP: 0|136 | Loss: 0.048911
+INFO:EPOCH 285/4000 | STEP: 100|136 | Loss: 0.052193
+INFO:TRAIN EPOCH: 286|4000
+INFO:EPOCH 286/4000 | STEP: 0|136 | Loss: 0.050146
+INFO:EPOCH 286/4000 | STEP: 100|136 | Loss: 0.050421
+INFO:TRAIN EPOCH: 287|4000
+INFO:EPOCH 287/4000 | STEP: 0|136 | Loss: 0.050375
+INFO:EPOCH 287/4000 | STEP: 100|136 | Loss: 0.048869
+INFO:TRAIN EPOCH: 288|4000
+INFO:EPOCH 288/4000 | STEP: 0|136 | Loss: 0.049228
+INFO:EPOCH 288/4000 | STEP: 100|136 | Loss: 0.050536
+INFO:TRAIN EPOCH: 289|4000
+INFO:EPOCH 289/4000 | STEP: 0|136 | Loss: 0.047438
+INFO:EPOCH 289/4000 | STEP: 100|136 | Loss: 0.051286
+INFO:TRAIN EPOCH: 290|4000
+INFO:EPOCH 290/4000 | STEP: 0|136 | Loss: 0.049579
+INFO:EPOCH 290/4000 | STEP: 100|136 | Loss: 0.048414
+INFO:TRAIN EPOCH: 291|4000
+INFO:EPOCH 291/4000 | STEP: 0|136 | Loss: 0.052177
+INFO:EPOCH 291/4000 | STEP: 100|136 | Loss: 0.048957
+INFO:TRAIN EPOCH: 292|4000
+INFO:EPOCH 292/4000 | STEP: 0|136 | Loss: 0.049381
+INFO:EPOCH 292/4000 | STEP: 100|136 | Loss: 0.050010
+INFO:TRAIN EPOCH: 293|4000
+INFO:EPOCH 293/4000 | STEP: 0|136 | Loss: 0.045709
+INFO:EPOCH 293/4000 | STEP: 100|136 | Loss: 0.052497
+INFO:TRAIN EPOCH: 294|4000
+INFO:EPOCH 294/4000 | STEP: 0|136 | Loss: 0.047722
+INFO:EPOCH 294/4000 | STEP: 100|136 | Loss: 0.048889
+INFO:TRAIN EPOCH: 295|4000
+INFO:EPOCH 295/4000 | STEP: 0|136 | Loss: 0.046056
+INFO:EPOCH 295/4000 | STEP: 100|136 | Loss: 0.048772
+INFO:TRAIN EPOCH: 296|4000
+INFO:EPOCH 296/4000 | STEP: 0|136 | Loss: 0.049357
+INFO:EPOCH 296/4000 | STEP: 100|136 | Loss: 0.051642
+INFO:TRAIN EPOCH: 297|4000
+INFO:EPOCH 297/4000 | STEP: 0|136 | Loss: 0.048535
+INFO:EPOCH 297/4000 | STEP: 100|136 | Loss: 0.047570
+INFO:TRAIN EPOCH: 298|4000
+INFO:EPOCH 298/4000 | STEP: 0|136 | Loss: 0.045915
+INFO:EPOCH 298/4000 | STEP: 100|136 | Loss: 0.046425
+INFO:TRAIN EPOCH: 299|4000
+INFO:EPOCH 299/4000 | STEP: 0|136 | Loss: 0.048568
+INFO:EPOCH 299/4000 | STEP: 100|136 | Loss: 0.048818
+INFO:VAL NDCG@10, IoU=0.3: 0.101970
+INFO:VAL NDCG@10, IoU=0.5: 0.080811
+INFO:VAL NDCG@10, IoU=0.7: 0.049975
+INFO:VAL NDCG@20, IoU=0.3: 0.099500
+INFO:VAL NDCG@20, IoU=0.5: 0.078858
+INFO:VAL NDCG@20, IoU=0.7: 0.049416
+INFO:VAL NDCG@40, IoU=0.3: 0.107432
+INFO:VAL NDCG@40, IoU=0.5: 0.085099
+INFO:VAL NDCG@40, IoU=0.7: 0.052914
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.109047
+INFO:TEST NDCG@10, IoU=0.5: 0.087727
+INFO:TEST NDCG@10, IoU=0.7: 0.053616
+INFO:TEST NDCG@20, IoU=0.3: 0.105663
+INFO:TEST NDCG@20, IoU=0.5: 0.085305
+INFO:TEST NDCG@20, IoU=0.7: 0.052617
+INFO:TEST NDCG@40, IoU=0.3: 0.111140
+INFO:TEST NDCG@40, IoU=0.5: 0.089642
+INFO:TEST NDCG@40, IoU=0.7: 0.056025
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.101970
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.080811
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.049975
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.099500
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.078858
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.049416
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.107432
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.085099
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.052914
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.109047
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.087727
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.053616
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.105663
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.085305
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.052617
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.111140
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.089642
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.056025
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 300|4000
+INFO:EPOCH 300/4000 | STEP: 0|136 | Loss: 0.057126
+INFO:EPOCH 300/4000 | STEP: 100|136 | Loss: 0.050209
+INFO:TRAIN EPOCH: 301|4000
+INFO:EPOCH 301/4000 | STEP: 0|136 | Loss: 0.047969
+INFO:EPOCH 301/4000 | STEP: 100|136 | Loss: 0.050218
+INFO:TRAIN EPOCH: 302|4000
+INFO:EPOCH 302/4000 | STEP: 0|136 | Loss: 0.047198
+INFO:EPOCH 302/4000 | STEP: 100|136 | Loss: 0.044623
+INFO:TRAIN EPOCH: 303|4000
+INFO:EPOCH 303/4000 | STEP: 0|136 | Loss: 0.046054
+INFO:EPOCH 303/4000 | STEP: 100|136 | Loss: 0.047421
+INFO:TRAIN EPOCH: 304|4000
+INFO:EPOCH 304/4000 | STEP: 0|136 | Loss: 0.044484
+INFO:EPOCH 304/4000 | STEP: 100|136 | Loss: 0.044605
+INFO:TRAIN EPOCH: 305|4000
+INFO:EPOCH 305/4000 | STEP: 0|136 | Loss: 0.044697
+INFO:EPOCH 305/4000 | STEP: 100|136 | Loss: 0.047460
+INFO:TRAIN EPOCH: 306|4000
+INFO:EPOCH 306/4000 | STEP: 0|136 | Loss: 0.045639
+INFO:EPOCH 306/4000 | STEP: 100|136 | Loss: 0.046835
+INFO:TRAIN EPOCH: 307|4000
+INFO:EPOCH 307/4000 | STEP: 0|136 | Loss: 0.042446
+INFO:EPOCH 307/4000 | STEP: 100|136 | Loss: 0.048804
+INFO:TRAIN EPOCH: 308|4000
+INFO:EPOCH 308/4000 | STEP: 0|136 | Loss: 0.046935
+INFO:EPOCH 308/4000 | STEP: 100|136 | Loss: 0.045993
+INFO:TRAIN EPOCH: 309|4000
+INFO:EPOCH 309/4000 | STEP: 0|136 | Loss: 0.044546
+INFO:EPOCH 309/4000 | STEP: 100|136 | Loss: 0.045551
+INFO:TRAIN EPOCH: 310|4000
+INFO:EPOCH 310/4000 | STEP: 0|136 | Loss: 0.043084
+INFO:EPOCH 310/4000 | STEP: 100|136 | Loss: 0.049102
+INFO:TRAIN EPOCH: 311|4000
+INFO:EPOCH 311/4000 | STEP: 0|136 | Loss: 0.045202
+INFO:EPOCH 311/4000 | STEP: 100|136 | Loss: 0.044635
+INFO:TRAIN EPOCH: 312|4000
+INFO:EPOCH 312/4000 | STEP: 0|136 | Loss: 0.043831
+INFO:EPOCH 312/4000 | STEP: 100|136 | Loss: 0.044684
+INFO:TRAIN EPOCH: 313|4000
+INFO:EPOCH 313/4000 | STEP: 0|136 | Loss: 0.041122
+INFO:EPOCH 313/4000 | STEP: 100|136 | Loss: 0.047101
+INFO:TRAIN EPOCH: 314|4000
+INFO:EPOCH 314/4000 | STEP: 0|136 | Loss: 0.042508
+INFO:EPOCH 314/4000 | STEP: 100|136 | Loss: 0.045746
+INFO:TRAIN EPOCH: 315|4000
+INFO:EPOCH 315/4000 | STEP: 0|136 | Loss: 0.044656
+INFO:EPOCH 315/4000 | STEP: 100|136 | Loss: 0.040733
+INFO:TRAIN EPOCH: 316|4000
+INFO:EPOCH 316/4000 | STEP: 0|136 | Loss: 0.044509
+INFO:EPOCH 316/4000 | STEP: 100|136 | Loss: 0.046160
+INFO:TRAIN EPOCH: 317|4000
+INFO:EPOCH 317/4000 | STEP: 0|136 | Loss: 0.040545
+INFO:EPOCH 317/4000 | STEP: 100|136 | Loss: 0.049314
+INFO:TRAIN EPOCH: 318|4000
+INFO:EPOCH 318/4000 | STEP: 0|136 | Loss: 0.043962
+INFO:EPOCH 318/4000 | STEP: 100|136 | Loss: 0.041988
+INFO:TRAIN EPOCH: 319|4000
+INFO:EPOCH 319/4000 | STEP: 0|136 | Loss: 0.044555
+INFO:EPOCH 319/4000 | STEP: 100|136 | Loss: 0.043213
+INFO:VAL NDCG@10, IoU=0.3: 0.102265
+INFO:VAL NDCG@10, IoU=0.5: 0.083125
+INFO:VAL NDCG@10, IoU=0.7: 0.053831
+INFO:VAL NDCG@20, IoU=0.3: 0.100495
+INFO:VAL NDCG@20, IoU=0.5: 0.079837
+INFO:VAL NDCG@20, IoU=0.7: 0.051635
+INFO:VAL NDCG@40, IoU=0.3: 0.107804
+INFO:VAL NDCG@40, IoU=0.5: 0.085816
+INFO:VAL NDCG@40, IoU=0.7: 0.054955
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.112408
+INFO:TEST NDCG@10, IoU=0.5: 0.090436
+INFO:TEST NDCG@10, IoU=0.7: 0.057757
+INFO:TEST NDCG@20, IoU=0.3: 0.109308
+INFO:TEST NDCG@20, IoU=0.5: 0.087267
+INFO:TEST NDCG@20, IoU=0.7: 0.055526
+INFO:TEST NDCG@40, IoU=0.3: 0.114985
+INFO:TEST NDCG@40, IoU=0.5: 0.091569
+INFO:TEST NDCG@40, IoU=0.7: 0.058492
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.102265
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.083125
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.053831
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.100495
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.079837
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.051635
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.107804
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.085816
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.054955
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.112408
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.090436
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.057757
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.109308
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.087267
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.055526
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.114985
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.091569
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.058492
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 320|4000
+INFO:EPOCH 320/4000 | STEP: 0|136 | Loss: 0.052177
+INFO:EPOCH 320/4000 | STEP: 100|136 | Loss: 0.045993
+INFO:TRAIN EPOCH: 321|4000
+INFO:EPOCH 321/4000 | STEP: 0|136 | Loss: 0.042062
+INFO:EPOCH 321/4000 | STEP: 100|136 | Loss: 0.046754
+INFO:TRAIN EPOCH: 322|4000
+INFO:EPOCH 322/4000 | STEP: 0|136 | Loss: 0.044216
+INFO:EPOCH 322/4000 | STEP: 100|136 | Loss: 0.042625
+INFO:TRAIN EPOCH: 323|4000
+INFO:EPOCH 323/4000 | STEP: 0|136 | Loss: 0.039334
+INFO:EPOCH 323/4000 | STEP: 100|136 | Loss: 0.045782
+INFO:TRAIN EPOCH: 324|4000
+INFO:EPOCH 324/4000 | STEP: 0|136 | Loss: 0.041540
+INFO:EPOCH 324/4000 | STEP: 100|136 | Loss: 0.044432
+INFO:TRAIN EPOCH: 325|4000
+INFO:EPOCH 325/4000 | STEP: 0|136 | Loss: 0.043404
+INFO:EPOCH 325/4000 | STEP: 100|136 | Loss: 0.043452
+INFO:TRAIN EPOCH: 326|4000
+INFO:EPOCH 326/4000 | STEP: 0|136 | Loss: 0.040435
+INFO:EPOCH 326/4000 | STEP: 100|136 | Loss: 0.043110
+INFO:TRAIN EPOCH: 327|4000
+INFO:EPOCH 327/4000 | STEP: 0|136 | Loss: 0.037695
+INFO:EPOCH 327/4000 | STEP: 100|136 | Loss: 0.045098
+INFO:TRAIN EPOCH: 328|4000
+INFO:EPOCH 328/4000 | STEP: 0|136 | Loss: 0.039161
+INFO:EPOCH 328/4000 | STEP: 100|136 | Loss: 0.044815
+INFO:TRAIN EPOCH: 329|4000
+INFO:EPOCH 329/4000 | STEP: 0|136 | Loss: 0.042383
+INFO:EPOCH 329/4000 | STEP: 100|136 | Loss: 0.043064
+INFO:TRAIN EPOCH: 330|4000
+INFO:EPOCH 330/4000 | STEP: 0|136 | Loss: 0.039979
+INFO:EPOCH 330/4000 | STEP: 100|136 | Loss: 0.042209
+INFO:TRAIN EPOCH: 331|4000
+INFO:EPOCH 331/4000 | STEP: 0|136 | Loss: 0.043915
+INFO:EPOCH 331/4000 | STEP: 100|136 | Loss: 0.042916
+INFO:TRAIN EPOCH: 332|4000
+INFO:EPOCH 332/4000 | STEP: 0|136 | Loss: 0.043205
+INFO:EPOCH 332/4000 | STEP: 100|136 | Loss: 0.043268
+INFO:TRAIN EPOCH: 333|4000
+INFO:EPOCH 333/4000 | STEP: 0|136 | Loss: 0.043221
+INFO:EPOCH 333/4000 | STEP: 100|136 | Loss: 0.041140
+INFO:TRAIN EPOCH: 334|4000
+INFO:EPOCH 334/4000 | STEP: 0|136 | Loss: 0.041309
+INFO:EPOCH 334/4000 | STEP: 100|136 | Loss: 0.042667
+INFO:TRAIN EPOCH: 335|4000
+INFO:EPOCH 335/4000 | STEP: 0|136 | Loss: 0.040243
+INFO:EPOCH 335/4000 | STEP: 100|136 | Loss: 0.039801
+INFO:TRAIN EPOCH: 336|4000
+INFO:EPOCH 336/4000 | STEP: 0|136 | Loss: 0.039814
+INFO:EPOCH 336/4000 | STEP: 100|136 | Loss: 0.039729
+INFO:TRAIN EPOCH: 337|4000
+INFO:EPOCH 337/4000 | STEP: 0|136 | Loss: 0.038842
+INFO:EPOCH 337/4000 | STEP: 100|136 | Loss: 0.041875
+INFO:TRAIN EPOCH: 338|4000
+INFO:EPOCH 338/4000 | STEP: 0|136 | Loss: 0.039104
+INFO:EPOCH 338/4000 | STEP: 100|136 | Loss: 0.040690
+INFO:TRAIN EPOCH: 339|4000
+INFO:EPOCH 339/4000 | STEP: 0|136 | Loss: 0.043250
+INFO:EPOCH 339/4000 | STEP: 100|136 | Loss: 0.042641
+INFO:VAL NDCG@10, IoU=0.3: 0.106259
+INFO:VAL NDCG@10, IoU=0.5: 0.083450
+INFO:VAL NDCG@10, IoU=0.7: 0.053183
+INFO:VAL NDCG@20, IoU=0.3: 0.103580
+INFO:VAL NDCG@20, IoU=0.5: 0.081802
+INFO:VAL NDCG@20, IoU=0.7: 0.053259
+INFO:VAL NDCG@40, IoU=0.3: 0.110134
+INFO:VAL NDCG@40, IoU=0.5: 0.087024
+INFO:VAL NDCG@40, IoU=0.7: 0.056446
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.114890
+INFO:TEST NDCG@10, IoU=0.5: 0.093105
+INFO:TEST NDCG@10, IoU=0.7: 0.059342
+INFO:TEST NDCG@20, IoU=0.3: 0.111017
+INFO:TEST NDCG@20, IoU=0.5: 0.089598
+INFO:TEST NDCG@20, IoU=0.7: 0.056725
+INFO:TEST NDCG@40, IoU=0.3: 0.117638
+INFO:TEST NDCG@40, IoU=0.5: 0.094282
+INFO:TEST NDCG@40, IoU=0.7: 0.060048
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.106259
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.083450
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.053183
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.103580
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.081802
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.053259
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.110134
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.087024
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.056446
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.114890
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.093105
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.059342
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.111017
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.089598
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.056725
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.117638
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.094282
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.060048
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 340|4000
+INFO:EPOCH 340/4000 | STEP: 0|136 | Loss: 0.044544
+INFO:EPOCH 340/4000 | STEP: 100|136 | Loss: 0.042254
+INFO:TRAIN EPOCH: 341|4000
+INFO:EPOCH 341/4000 | STEP: 0|136 | Loss: 0.039654
+INFO:EPOCH 341/4000 | STEP: 100|136 | Loss: 0.039796
+INFO:TRAIN EPOCH: 342|4000
+INFO:EPOCH 342/4000 | STEP: 0|136 | Loss: 0.037371
+INFO:EPOCH 342/4000 | STEP: 100|136 | Loss: 0.039775
+INFO:TRAIN EPOCH: 343|4000
+INFO:EPOCH 343/4000 | STEP: 0|136 | Loss: 0.038008
+INFO:EPOCH 343/4000 | STEP: 100|136 | Loss: 0.040867
+INFO:TRAIN EPOCH: 344|4000
+INFO:EPOCH 344/4000 | STEP: 0|136 | Loss: 0.035372
+INFO:EPOCH 344/4000 | STEP: 100|136 | Loss: 0.037515
+INFO:TRAIN EPOCH: 345|4000
+INFO:EPOCH 345/4000 | STEP: 0|136 | Loss: 0.040371
+INFO:EPOCH 345/4000 | STEP: 100|136 | Loss: 0.042217
+INFO:TRAIN EPOCH: 346|4000
+INFO:EPOCH 346/4000 | STEP: 0|136 | Loss: 0.037035
+INFO:EPOCH 346/4000 | STEP: 100|136 | Loss: 0.041166
+INFO:TRAIN EPOCH: 347|4000
+INFO:EPOCH 347/4000 | STEP: 0|136 | Loss: 0.041332
+INFO:EPOCH 347/4000 | STEP: 100|136 | Loss: 0.042569
+INFO:TRAIN EPOCH: 348|4000
+INFO:EPOCH 348/4000 | STEP: 0|136 | Loss: 0.037778
+INFO:EPOCH 348/4000 | STEP: 100|136 | Loss: 0.040460
+INFO:TRAIN EPOCH: 349|4000
+INFO:EPOCH 349/4000 | STEP: 0|136 | Loss: 0.036469
+INFO:EPOCH 349/4000 | STEP: 100|136 | Loss: 0.040576
+INFO:TRAIN EPOCH: 350|4000
+INFO:EPOCH 350/4000 | STEP: 0|136 | Loss: 0.034526
+INFO:EPOCH 350/4000 | STEP: 100|136 | Loss: 0.037435
+INFO:TRAIN EPOCH: 351|4000
+INFO:EPOCH 351/4000 | STEP: 0|136 | Loss: 0.037463
+INFO:EPOCH 351/4000 | STEP: 100|136 | Loss: 0.036870
+INFO:TRAIN EPOCH: 352|4000
+INFO:EPOCH 352/4000 | STEP: 0|136 | Loss: 0.037404
+INFO:EPOCH 352/4000 | STEP: 100|136 | Loss: 0.041455
+INFO:TRAIN EPOCH: 353|4000
+INFO:EPOCH 353/4000 | STEP: 0|136 | Loss: 0.035321
+INFO:EPOCH 353/4000 | STEP: 100|136 | Loss: 0.039785
+INFO:TRAIN EPOCH: 354|4000
+INFO:EPOCH 354/4000 | STEP: 0|136 | Loss: 0.036500
+INFO:EPOCH 354/4000 | STEP: 100|136 | Loss: 0.038082
+INFO:TRAIN EPOCH: 355|4000
+INFO:EPOCH 355/4000 | STEP: 0|136 | Loss: 0.038100
+INFO:EPOCH 355/4000 | STEP: 100|136 | Loss: 0.040539
+INFO:TRAIN EPOCH: 356|4000
+INFO:EPOCH 356/4000 | STEP: 0|136 | Loss: 0.036590
+INFO:EPOCH 356/4000 | STEP: 100|136 | Loss: 0.039084
+INFO:TRAIN EPOCH: 357|4000
+INFO:EPOCH 357/4000 | STEP: 0|136 | Loss: 0.037563
+INFO:EPOCH 357/4000 | STEP: 100|136 | Loss: 0.040024
+INFO:TRAIN EPOCH: 358|4000
+INFO:EPOCH 358/4000 | STEP: 0|136 | Loss: 0.034436
+INFO:EPOCH 358/4000 | STEP: 100|136 | Loss: 0.039193
+INFO:TRAIN EPOCH: 359|4000
+INFO:EPOCH 359/4000 | STEP: 0|136 | Loss: 0.036430
+INFO:EPOCH 359/4000 | STEP: 100|136 | Loss: 0.038079
+INFO:VAL NDCG@10, IoU=0.3: 0.102030
+INFO:VAL NDCG@10, IoU=0.5: 0.083661
+INFO:VAL NDCG@10, IoU=0.7: 0.055125
+INFO:VAL NDCG@20, IoU=0.3: 0.100553
+INFO:VAL NDCG@20, IoU=0.5: 0.082171
+INFO:VAL NDCG@20, IoU=0.7: 0.053964
+INFO:VAL NDCG@40, IoU=0.3: 0.107378
+INFO:VAL NDCG@40, IoU=0.5: 0.086939
+INFO:VAL NDCG@40, IoU=0.7: 0.056349
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.115745
+INFO:TEST NDCG@10, IoU=0.5: 0.095211
+INFO:TEST NDCG@10, IoU=0.7: 0.060352
+INFO:TEST NDCG@20, IoU=0.3: 0.112061
+INFO:TEST NDCG@20, IoU=0.5: 0.091571
+INFO:TEST NDCG@20, IoU=0.7: 0.058235
+INFO:TEST NDCG@40, IoU=0.3: 0.118655
+INFO:TEST NDCG@40, IoU=0.5: 0.096131
+INFO:TEST NDCG@40, IoU=0.7: 0.061051
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.102030
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.083661
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.055125
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.100553
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.082171
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.053964
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.107378
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.086939
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.056349
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.115745
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.095211
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.060352
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.112061
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.091571
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.058235
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.118655
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.096131
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.061051
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 360|4000
+INFO:EPOCH 360/4000 | STEP: 0|136 | Loss: 0.045311
+INFO:EPOCH 360/4000 | STEP: 100|136 | Loss: 0.039718
+INFO:TRAIN EPOCH: 361|4000
+INFO:EPOCH 361/4000 | STEP: 0|136 | Loss: 0.037321
+INFO:EPOCH 361/4000 | STEP: 100|136 | Loss: 0.038608
+INFO:TRAIN EPOCH: 362|4000
+INFO:EPOCH 362/4000 | STEP: 0|136 | Loss: 0.036988
+INFO:EPOCH 362/4000 | STEP: 100|136 | Loss: 0.035452
+INFO:TRAIN EPOCH: 363|4000
+INFO:EPOCH 363/4000 | STEP: 0|136 | Loss: 0.036664
+INFO:EPOCH 363/4000 | STEP: 100|136 | Loss: 0.036784
+INFO:TRAIN EPOCH: 364|4000
+INFO:EPOCH 364/4000 | STEP: 0|136 | Loss: 0.036153
+INFO:EPOCH 364/4000 | STEP: 100|136 | Loss: 0.036282
+INFO:TRAIN EPOCH: 365|4000
+INFO:EPOCH 365/4000 | STEP: 0|136 | Loss: 0.036893
+INFO:EPOCH 365/4000 | STEP: 100|136 | Loss: 0.036960
+INFO:TRAIN EPOCH: 366|4000
+INFO:EPOCH 366/4000 | STEP: 0|136 | Loss: 0.034153
+INFO:EPOCH 366/4000 | STEP: 100|136 | Loss: 0.037125
+INFO:TRAIN EPOCH: 367|4000
+INFO:EPOCH 367/4000 | STEP: 0|136 | Loss: 0.034709
+INFO:EPOCH 367/4000 | STEP: 100|136 | Loss: 0.036746
+INFO:TRAIN EPOCH: 368|4000
+INFO:EPOCH 368/4000 | STEP: 0|136 | Loss: 0.035621
+INFO:EPOCH 368/4000 | STEP: 100|136 | Loss: 0.036273
+INFO:TRAIN EPOCH: 369|4000
+INFO:EPOCH 369/4000 | STEP: 0|136 | Loss: 0.035801
+INFO:EPOCH 369/4000 | STEP: 100|136 | Loss: 0.035953
+INFO:TRAIN EPOCH: 370|4000
+INFO:EPOCH 370/4000 | STEP: 0|136 | Loss: 0.034644
+INFO:EPOCH 370/4000 | STEP: 100|136 | Loss: 0.037419
+INFO:TRAIN EPOCH: 371|4000
+INFO:EPOCH 371/4000 | STEP: 0|136 | Loss: 0.034310
+INFO:EPOCH 371/4000 | STEP: 100|136 | Loss: 0.037495
+INFO:TRAIN EPOCH: 372|4000
+INFO:EPOCH 372/4000 | STEP: 0|136 | Loss: 0.033700
+INFO:EPOCH 372/4000 | STEP: 100|136 | Loss: 0.034969
+INFO:TRAIN EPOCH: 373|4000
+INFO:EPOCH 373/4000 | STEP: 0|136 | Loss: 0.033220
+INFO:EPOCH 373/4000 | STEP: 100|136 | Loss: 0.034037
+INFO:TRAIN EPOCH: 374|4000
+INFO:EPOCH 374/4000 | STEP: 0|136 | Loss: 0.032328
+INFO:EPOCH 374/4000 | STEP: 100|136 | Loss: 0.033242
+INFO:TRAIN EPOCH: 375|4000
+INFO:EPOCH 375/4000 | STEP: 0|136 | Loss: 0.035223
+INFO:EPOCH 375/4000 | STEP: 100|136 | Loss: 0.036475
+INFO:TRAIN EPOCH: 376|4000
+INFO:EPOCH 376/4000 | STEP: 0|136 | Loss: 0.032783
+INFO:EPOCH 376/4000 | STEP: 100|136 | Loss: 0.034733
+INFO:TRAIN EPOCH: 377|4000
+INFO:EPOCH 377/4000 | STEP: 0|136 | Loss: 0.033944
+INFO:EPOCH 377/4000 | STEP: 100|136 | Loss: 0.036829
+INFO:TRAIN EPOCH: 378|4000
+INFO:EPOCH 378/4000 | STEP: 0|136 | Loss: 0.033510
+INFO:EPOCH 378/4000 | STEP: 100|136 | Loss: 0.034769
+INFO:TRAIN EPOCH: 379|4000
+INFO:EPOCH 379/4000 | STEP: 0|136 | Loss: 0.032948
+INFO:EPOCH 379/4000 | STEP: 100|136 | Loss: 0.033886
+INFO:VAL NDCG@10, IoU=0.3: 0.107702
+INFO:VAL NDCG@10, IoU=0.5: 0.087255
+INFO:VAL NDCG@10, IoU=0.7: 0.056602
+INFO:VAL NDCG@20, IoU=0.3: 0.104054
+INFO:VAL NDCG@20, IoU=0.5: 0.084445
+INFO:VAL NDCG@20, IoU=0.7: 0.055039
+INFO:VAL NDCG@40, IoU=0.3: 0.110684
+INFO:VAL NDCG@40, IoU=0.5: 0.089546
+INFO:VAL NDCG@40, IoU=0.7: 0.057696
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.120245
+INFO:TEST NDCG@10, IoU=0.5: 0.098506
+INFO:TEST NDCG@10, IoU=0.7: 0.063120
+INFO:TEST NDCG@20, IoU=0.3: 0.116895
+INFO:TEST NDCG@20, IoU=0.5: 0.095592
+INFO:TEST NDCG@20, IoU=0.7: 0.061164
+INFO:TEST NDCG@40, IoU=0.3: 0.122704
+INFO:TEST NDCG@40, IoU=0.5: 0.099704
+INFO:TEST NDCG@40, IoU=0.7: 0.063618
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.107702
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.087255
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.056602
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.104054
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.084445
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.055039
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.110684
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.089546
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.057696
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.120245
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.098506
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.063120
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.116895
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.095592
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.061164
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.122704
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.099704
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.063618
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 380|4000
+INFO:EPOCH 380/4000 | STEP: 0|136 | Loss: 0.042653
+INFO:EPOCH 380/4000 | STEP: 100|136 | Loss: 0.036106
+INFO:TRAIN EPOCH: 381|4000
+INFO:EPOCH 381/4000 | STEP: 0|136 | Loss: 0.035272
+INFO:EPOCH 381/4000 | STEP: 100|136 | Loss: 0.035304
+INFO:TRAIN EPOCH: 382|4000
+INFO:EPOCH 382/4000 | STEP: 0|136 | Loss: 0.035370
+INFO:EPOCH 382/4000 | STEP: 100|136 | Loss: 0.034061
+INFO:TRAIN EPOCH: 383|4000
+INFO:EPOCH 383/4000 | STEP: 0|136 | Loss: 0.032118
+INFO:EPOCH 383/4000 | STEP: 100|136 | Loss: 0.034611
+INFO:TRAIN EPOCH: 384|4000
+INFO:EPOCH 384/4000 | STEP: 0|136 | Loss: 0.031873
+INFO:EPOCH 384/4000 | STEP: 100|136 | Loss: 0.033772
+INFO:TRAIN EPOCH: 385|4000
+INFO:EPOCH 385/4000 | STEP: 0|136 | Loss: 0.032231
+INFO:EPOCH 385/4000 | STEP: 100|136 | Loss: 0.034435
+INFO:TRAIN EPOCH: 386|4000
+INFO:EPOCH 386/4000 | STEP: 0|136 | Loss: 0.033379
+INFO:EPOCH 386/4000 | STEP: 100|136 | Loss: 0.033717
+INFO:TRAIN EPOCH: 387|4000
+INFO:EPOCH 387/4000 | STEP: 0|136 | Loss: 0.033173
+INFO:EPOCH 387/4000 | STEP: 100|136 | Loss: 0.034468
+INFO:TRAIN EPOCH: 388|4000
+INFO:EPOCH 388/4000 | STEP: 0|136 | Loss: 0.032947
+INFO:EPOCH 388/4000 | STEP: 100|136 | Loss: 0.035929
+INFO:TRAIN EPOCH: 389|4000
+INFO:EPOCH 389/4000 | STEP: 0|136 | Loss: 0.034044
+INFO:EPOCH 389/4000 | STEP: 100|136 | Loss: 0.033381
+INFO:TRAIN EPOCH: 390|4000
+INFO:EPOCH 390/4000 | STEP: 0|136 | Loss: 0.032809
+INFO:EPOCH 390/4000 | STEP: 100|136 | Loss: 0.035680
+INFO:TRAIN EPOCH: 391|4000
+INFO:EPOCH 391/4000 | STEP: 0|136 | Loss: 0.032228
+INFO:EPOCH 391/4000 | STEP: 100|136 | Loss: 0.031378
+INFO:TRAIN EPOCH: 392|4000
+INFO:EPOCH 392/4000 | STEP: 0|136 | Loss: 0.032471
+INFO:EPOCH 392/4000 | STEP: 100|136 | Loss: 0.033389
+INFO:TRAIN EPOCH: 393|4000
+INFO:EPOCH 393/4000 | STEP: 0|136 | Loss: 0.031494
+INFO:EPOCH 393/4000 | STEP: 100|136 | Loss: 0.031028
+INFO:TRAIN EPOCH: 394|4000
+INFO:EPOCH 394/4000 | STEP: 0|136 | Loss: 0.034576
+INFO:EPOCH 394/4000 | STEP: 100|136 | Loss: 0.030679
+INFO:TRAIN EPOCH: 395|4000
+INFO:EPOCH 395/4000 | STEP: 0|136 | Loss: 0.032287
+INFO:EPOCH 395/4000 | STEP: 100|136 | Loss: 0.033887
+INFO:TRAIN EPOCH: 396|4000
+INFO:EPOCH 396/4000 | STEP: 0|136 | Loss: 0.030928
+INFO:EPOCH 396/4000 | STEP: 100|136 | Loss: 0.031704
+INFO:TRAIN EPOCH: 397|4000
+INFO:EPOCH 397/4000 | STEP: 0|136 | Loss: 0.031484
+INFO:EPOCH 397/4000 | STEP: 100|136 | Loss: 0.033919
+INFO:TRAIN EPOCH: 398|4000
+INFO:EPOCH 398/4000 | STEP: 0|136 | Loss: 0.032731
+INFO:EPOCH 398/4000 | STEP: 100|136 | Loss: 0.033835
+INFO:TRAIN EPOCH: 399|4000
+INFO:EPOCH 399/4000 | STEP: 0|136 | Loss: 0.030809
+INFO:EPOCH 399/4000 | STEP: 100|136 | Loss: 0.030419
+INFO:VAL NDCG@10, IoU=0.3: 0.113689
+INFO:VAL NDCG@10, IoU=0.5: 0.093223
+INFO:VAL NDCG@10, IoU=0.7: 0.058914
+INFO:VAL NDCG@20, IoU=0.3: 0.108895
+INFO:VAL NDCG@20, IoU=0.5: 0.090422
+INFO:VAL NDCG@20, IoU=0.7: 0.057492
+INFO:VAL NDCG@40, IoU=0.3: 0.114611
+INFO:VAL NDCG@40, IoU=0.5: 0.093741
+INFO:VAL NDCG@40, IoU=0.7: 0.059875
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.119763
+INFO:TEST NDCG@10, IoU=0.5: 0.098323
+INFO:TEST NDCG@10, IoU=0.7: 0.063537
+INFO:TEST NDCG@20, IoU=0.3: 0.115123
+INFO:TEST NDCG@20, IoU=0.5: 0.093929
+INFO:TEST NDCG@20, IoU=0.7: 0.060070
+INFO:TEST NDCG@40, IoU=0.3: 0.121023
+INFO:TEST NDCG@40, IoU=0.5: 0.098270
+INFO:TEST NDCG@40, IoU=0.7: 0.063018
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.113689
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.093223
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.058914
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.108895
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.090422
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.057492
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.114611
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.093741
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.059875
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.119763
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.098323
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.063537
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.115123
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.093929
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.060070
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.121023
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.098270
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.063018
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 400|4000
+INFO:EPOCH 400/4000 | STEP: 0|136 | Loss: 0.043343
+INFO:EPOCH 400/4000 | STEP: 100|136 | Loss: 0.028820
+INFO:TRAIN EPOCH: 401|4000
+INFO:EPOCH 401/4000 | STEP: 0|136 | Loss: 0.028480
+INFO:EPOCH 401/4000 | STEP: 100|136 | Loss: 0.031223
+INFO:TRAIN EPOCH: 402|4000
+INFO:EPOCH 402/4000 | STEP: 0|136 | Loss: 0.028710
+INFO:EPOCH 402/4000 | STEP: 100|136 | Loss: 0.032754
+INFO:TRAIN EPOCH: 403|4000
+INFO:EPOCH 403/4000 | STEP: 0|136 | Loss: 0.031554
+INFO:EPOCH 403/4000 | STEP: 100|136 | Loss: 0.032546
+INFO:TRAIN EPOCH: 404|4000
+INFO:EPOCH 404/4000 | STEP: 0|136 | Loss: 0.028709
+INFO:EPOCH 404/4000 | STEP: 100|136 | Loss: 0.027363
+INFO:TRAIN EPOCH: 405|4000
+INFO:EPOCH 405/4000 | STEP: 0|136 | Loss: 0.033854
+INFO:EPOCH 405/4000 | STEP: 100|136 | Loss: 0.032362
+INFO:TRAIN EPOCH: 406|4000
+INFO:EPOCH 406/4000 | STEP: 0|136 | Loss: 0.028364
+INFO:EPOCH 406/4000 | STEP: 100|136 | Loss: 0.030616
+INFO:TRAIN EPOCH: 407|4000
+INFO:EPOCH 407/4000 | STEP: 0|136 | Loss: 0.030846
+INFO:EPOCH 407/4000 | STEP: 100|136 | Loss: 0.032235
+INFO:TRAIN EPOCH: 408|4000
+INFO:EPOCH 408/4000 | STEP: 0|136 | Loss: 0.027965
+INFO:EPOCH 408/4000 | STEP: 100|136 | Loss: 0.030420
+INFO:TRAIN EPOCH: 409|4000
+INFO:EPOCH 409/4000 | STEP: 0|136 | Loss: 0.027742
+INFO:EPOCH 409/4000 | STEP: 100|136 | Loss: 0.031742
+INFO:TRAIN EPOCH: 410|4000
+INFO:EPOCH 410/4000 | STEP: 0|136 | Loss: 0.029054
+INFO:EPOCH 410/4000 | STEP: 100|136 | Loss: 0.031817
+INFO:TRAIN EPOCH: 411|4000
+INFO:EPOCH 411/4000 | STEP: 0|136 | Loss: 0.029278
+INFO:EPOCH 411/4000 | STEP: 100|136 | Loss: 0.030894
+INFO:TRAIN EPOCH: 412|4000
+INFO:EPOCH 412/4000 | STEP: 0|136 | Loss: 0.030784
+INFO:EPOCH 412/4000 | STEP: 100|136 | Loss: 0.029844
+INFO:TRAIN EPOCH: 413|4000
+INFO:EPOCH 413/4000 | STEP: 0|136 | Loss: 0.029181
+INFO:EPOCH 413/4000 | STEP: 100|136 | Loss: 0.029749
+INFO:TRAIN EPOCH: 414|4000
+INFO:EPOCH 414/4000 | STEP: 0|136 | Loss: 0.030412
+INFO:EPOCH 414/4000 | STEP: 100|136 | Loss: 0.029839
+INFO:TRAIN EPOCH: 415|4000
+INFO:EPOCH 415/4000 | STEP: 0|136 | Loss: 0.030212
+INFO:EPOCH 415/4000 | STEP: 100|136 | Loss: 0.031577
+INFO:TRAIN EPOCH: 416|4000
+INFO:EPOCH 416/4000 | STEP: 0|136 | Loss: 0.027017
+INFO:EPOCH 416/4000 | STEP: 100|136 | Loss: 0.030430
+INFO:TRAIN EPOCH: 417|4000
+INFO:EPOCH 417/4000 | STEP: 0|136 | Loss: 0.028230
+INFO:EPOCH 417/4000 | STEP: 100|136 | Loss: 0.030316
+INFO:TRAIN EPOCH: 418|4000
+INFO:EPOCH 418/4000 | STEP: 0|136 | Loss: 0.029088
+INFO:EPOCH 418/4000 | STEP: 100|136 | Loss: 0.030185
+INFO:TRAIN EPOCH: 419|4000
+INFO:EPOCH 419/4000 | STEP: 0|136 | Loss: 0.027424
+INFO:EPOCH 419/4000 | STEP: 100|136 | Loss: 0.032191
+INFO:VAL NDCG@10, IoU=0.3: 0.114450
+INFO:VAL NDCG@10, IoU=0.5: 0.093732
+INFO:VAL NDCG@10, IoU=0.7: 0.059033
+INFO:VAL NDCG@20, IoU=0.3: 0.111033
+INFO:VAL NDCG@20, IoU=0.5: 0.090068
+INFO:VAL NDCG@20, IoU=0.7: 0.057494
+INFO:VAL NDCG@40, IoU=0.3: 0.117927
+INFO:VAL NDCG@40, IoU=0.5: 0.095714
+INFO:VAL NDCG@40, IoU=0.7: 0.060626
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.124758
+INFO:TEST NDCG@10, IoU=0.5: 0.103658
+INFO:TEST NDCG@10, IoU=0.7: 0.068067
+INFO:TEST NDCG@20, IoU=0.3: 0.119937
+INFO:TEST NDCG@20, IoU=0.5: 0.099081
+INFO:TEST NDCG@20, IoU=0.7: 0.063895
+INFO:TEST NDCG@40, IoU=0.3: 0.125734
+INFO:TEST NDCG@40, IoU=0.5: 0.103132
+INFO:TEST NDCG@40, IoU=0.7: 0.066836
+INFO:
+INFO:TRAIN EPOCH: 420|4000
+INFO:EPOCH 420/4000 | STEP: 0|136 | Loss: 0.043256
+INFO:EPOCH 420/4000 | STEP: 100|136 | Loss: 0.031255
+INFO:TRAIN EPOCH: 421|4000
+INFO:EPOCH 421/4000 | STEP: 0|136 | Loss: 0.030332
+INFO:EPOCH 421/4000 | STEP: 100|136 | Loss: 0.030005
+INFO:TRAIN EPOCH: 422|4000
+INFO:EPOCH 422/4000 | STEP: 0|136 | Loss: 0.026959
+INFO:EPOCH 422/4000 | STEP: 100|136 | Loss: 0.027336
+INFO:TRAIN EPOCH: 423|4000
+INFO:EPOCH 423/4000 | STEP: 0|136 | Loss: 0.026697
+INFO:EPOCH 423/4000 | STEP: 100|136 | Loss: 0.027719
+INFO:TRAIN EPOCH: 424|4000
+INFO:EPOCH 424/4000 | STEP: 0|136 | Loss: 0.026953
+INFO:EPOCH 424/4000 | STEP: 100|136 | Loss: 0.028115
+INFO:TRAIN EPOCH: 425|4000
+INFO:EPOCH 425/4000 | STEP: 0|136 | Loss: 0.027898
+INFO:EPOCH 425/4000 | STEP: 100|136 | Loss: 0.029792
+INFO:TRAIN EPOCH: 426|4000
+INFO:EPOCH 426/4000 | STEP: 0|136 | Loss: 0.030457
+INFO:EPOCH 426/4000 | STEP: 100|136 | Loss: 0.028198
+INFO:TRAIN EPOCH: 427|4000
+INFO:EPOCH 427/4000 | STEP: 0|136 | Loss: 0.028548
+INFO:EPOCH 427/4000 | STEP: 100|136 | Loss: 0.026575
+INFO:TRAIN EPOCH: 428|4000
+INFO:EPOCH 428/4000 | STEP: 0|136 | Loss: 0.027537
+INFO:EPOCH 428/4000 | STEP: 100|136 | Loss: 0.032504
+INFO:TRAIN EPOCH: 429|4000
+INFO:EPOCH 429/4000 | STEP: 0|136 | Loss: 0.025255
+INFO:EPOCH 429/4000 | STEP: 100|136 | Loss: 0.027801
+INFO:TRAIN EPOCH: 430|4000
+INFO:EPOCH 430/4000 | STEP: 0|136 | Loss: 0.026398
+INFO:EPOCH 430/4000 | STEP: 100|136 | Loss: 0.030409
+INFO:TRAIN EPOCH: 431|4000
+INFO:EPOCH 431/4000 | STEP: 0|136 | Loss: 0.027017
+INFO:EPOCH 431/4000 | STEP: 100|136 | Loss: 0.028707
+INFO:TRAIN EPOCH: 432|4000
+INFO:EPOCH 432/4000 | STEP: 0|136 | Loss: 0.026550
+INFO:EPOCH 432/4000 | STEP: 100|136 | Loss: 0.031249
+INFO:TRAIN EPOCH: 433|4000
+INFO:EPOCH 433/4000 | STEP: 0|136 | Loss: 0.030006
+INFO:EPOCH 433/4000 | STEP: 100|136 | Loss: 0.025462
+INFO:TRAIN EPOCH: 434|4000
+INFO:EPOCH 434/4000 | STEP: 0|136 | Loss: 0.025715
+INFO:EPOCH 434/4000 | STEP: 100|136 | Loss: 0.029916
+INFO:TRAIN EPOCH: 435|4000
+INFO:EPOCH 435/4000 | STEP: 0|136 | Loss: 0.026483
+INFO:EPOCH 435/4000 | STEP: 100|136 | Loss: 0.027533
+INFO:TRAIN EPOCH: 436|4000
+INFO:EPOCH 436/4000 | STEP: 0|136 | Loss: 0.026910
+INFO:EPOCH 436/4000 | STEP: 100|136 | Loss: 0.025134
+INFO:TRAIN EPOCH: 437|4000
+INFO:EPOCH 437/4000 | STEP: 0|136 | Loss: 0.027449
+INFO:EPOCH 437/4000 | STEP: 100|136 | Loss: 0.027119
+INFO:TRAIN EPOCH: 438|4000
+INFO:EPOCH 438/4000 | STEP: 0|136 | Loss: 0.030411
+INFO:EPOCH 438/4000 | STEP: 100|136 | Loss: 0.028137
+INFO:TRAIN EPOCH: 439|4000
+INFO:EPOCH 439/4000 | STEP: 0|136 | Loss: 0.029844
+INFO:EPOCH 439/4000 | STEP: 100|136 | Loss: 0.028351
+INFO:VAL NDCG@10, IoU=0.3: 0.116394
+INFO:VAL NDCG@10, IoU=0.5: 0.096110
+INFO:VAL NDCG@10, IoU=0.7: 0.063607
+INFO:VAL NDCG@20, IoU=0.3: 0.112164
+INFO:VAL NDCG@20, IoU=0.5: 0.091928
+INFO:VAL NDCG@20, IoU=0.7: 0.060698
+INFO:VAL NDCG@40, IoU=0.3: 0.119032
+INFO:VAL NDCG@40, IoU=0.5: 0.097476
+INFO:VAL NDCG@40, IoU=0.7: 0.064211
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.123891
+INFO:TEST NDCG@10, IoU=0.5: 0.102585
+INFO:TEST NDCG@10, IoU=0.7: 0.066676
+INFO:TEST NDCG@20, IoU=0.3: 0.118961
+INFO:TEST NDCG@20, IoU=0.5: 0.097967
+INFO:TEST NDCG@20, IoU=0.7: 0.063157
+INFO:TEST NDCG@40, IoU=0.3: 0.124257
+INFO:TEST NDCG@40, IoU=0.5: 0.101807
+INFO:TEST NDCG@40, IoU=0.7: 0.065585
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.116394
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.096110
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.063607
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.112164
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.091928
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.060698
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.119032
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.097476
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.064211
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.123891
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.102585
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.066676
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.118961
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.097967
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.063157
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.124257
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.101807
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.065585
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 440|4000
+INFO:EPOCH 440/4000 | STEP: 0|136 | Loss: 0.040855
+INFO:EPOCH 440/4000 | STEP: 100|136 | Loss: 0.028021
+INFO:TRAIN EPOCH: 441|4000
+INFO:EPOCH 441/4000 | STEP: 0|136 | Loss: 0.025206
+INFO:EPOCH 441/4000 | STEP: 100|136 | Loss: 0.028137
+INFO:TRAIN EPOCH: 442|4000
+INFO:EPOCH 442/4000 | STEP: 0|136 | Loss: 0.023796
+INFO:EPOCH 442/4000 | STEP: 100|136 | Loss: 0.028687
+INFO:TRAIN EPOCH: 443|4000
+INFO:EPOCH 443/4000 | STEP: 0|136 | Loss: 0.026421
+INFO:EPOCH 443/4000 | STEP: 100|136 | Loss: 0.027456
+INFO:TRAIN EPOCH: 444|4000
+INFO:EPOCH 444/4000 | STEP: 0|136 | Loss: 0.025472
+INFO:EPOCH 444/4000 | STEP: 100|136 | Loss: 0.026491
+INFO:TRAIN EPOCH: 445|4000
+INFO:EPOCH 445/4000 | STEP: 0|136 | Loss: 0.027604
+INFO:EPOCH 445/4000 | STEP: 100|136 | Loss: 0.029365
+INFO:TRAIN EPOCH: 446|4000
+INFO:EPOCH 446/4000 | STEP: 0|136 | Loss: 0.026055
+INFO:EPOCH 446/4000 | STEP: 100|136 | Loss: 0.026967
+INFO:TRAIN EPOCH: 447|4000
+INFO:EPOCH 447/4000 | STEP: 0|136 | Loss: 0.026485
+INFO:EPOCH 447/4000 | STEP: 100|136 | Loss: 0.027615
+INFO:TRAIN EPOCH: 448|4000
+INFO:EPOCH 448/4000 | STEP: 0|136 | Loss: 0.025601
+INFO:EPOCH 448/4000 | STEP: 100|136 | Loss: 0.026417
+INFO:TRAIN EPOCH: 449|4000
+INFO:EPOCH 449/4000 | STEP: 0|136 | Loss: 0.025001
+INFO:EPOCH 449/4000 | STEP: 100|136 | Loss: 0.024021
+INFO:TRAIN EPOCH: 450|4000
+INFO:EPOCH 450/4000 | STEP: 0|136 | Loss: 0.025043
+INFO:EPOCH 450/4000 | STEP: 100|136 | Loss: 0.025879
+INFO:TRAIN EPOCH: 451|4000
+INFO:EPOCH 451/4000 | STEP: 0|136 | Loss: 0.027408
+INFO:EPOCH 451/4000 | STEP: 100|136 | Loss: 0.025740
+INFO:TRAIN EPOCH: 452|4000
+INFO:EPOCH 452/4000 | STEP: 0|136 | Loss: 0.026594
+INFO:EPOCH 452/4000 | STEP: 100|136 | Loss: 0.026238
+INFO:TRAIN EPOCH: 453|4000
+INFO:EPOCH 453/4000 | STEP: 0|136 | Loss: 0.029866
+INFO:EPOCH 453/4000 | STEP: 100|136 | Loss: 0.026496
+INFO:TRAIN EPOCH: 454|4000
+INFO:EPOCH 454/4000 | STEP: 0|136 | Loss: 0.023348
+INFO:EPOCH 454/4000 | STEP: 100|136 | Loss: 0.029863
+INFO:TRAIN EPOCH: 455|4000
+INFO:EPOCH 455/4000 | STEP: 0|136 | Loss: 0.026128
+INFO:EPOCH 455/4000 | STEP: 100|136 | Loss: 0.024200
+INFO:TRAIN EPOCH: 456|4000
+INFO:EPOCH 456/4000 | STEP: 0|136 | Loss: 0.027148
+INFO:EPOCH 456/4000 | STEP: 100|136 | Loss: 0.024226
+INFO:TRAIN EPOCH: 457|4000
+INFO:EPOCH 457/4000 | STEP: 0|136 | Loss: 0.024871
+INFO:EPOCH 457/4000 | STEP: 100|136 | Loss: 0.026352
+INFO:TRAIN EPOCH: 458|4000
+INFO:EPOCH 458/4000 | STEP: 0|136 | Loss: 0.026121
+INFO:EPOCH 458/4000 | STEP: 100|136 | Loss: 0.025065
+INFO:TRAIN EPOCH: 459|4000
+INFO:EPOCH 459/4000 | STEP: 0|136 | Loss: 0.025492
+INFO:EPOCH 459/4000 | STEP: 100|136 | Loss: 0.023976
+INFO:VAL NDCG@10, IoU=0.3: 0.119885
+INFO:VAL NDCG@10, IoU=0.5: 0.099717
+INFO:VAL NDCG@10, IoU=0.7: 0.065867
+INFO:VAL NDCG@20, IoU=0.3: 0.114161
+INFO:VAL NDCG@20, IoU=0.5: 0.094301
+INFO:VAL NDCG@20, IoU=0.7: 0.062566
+INFO:VAL NDCG@40, IoU=0.3: 0.120715
+INFO:VAL NDCG@40, IoU=0.5: 0.099508
+INFO:VAL NDCG@40, IoU=0.7: 0.065767
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.125978
+INFO:TEST NDCG@10, IoU=0.5: 0.105374
+INFO:TEST NDCG@10, IoU=0.7: 0.069705
+INFO:TEST NDCG@20, IoU=0.3: 0.121216
+INFO:TEST NDCG@20, IoU=0.5: 0.100259
+INFO:TEST NDCG@20, IoU=0.7: 0.065674
+INFO:TEST NDCG@40, IoU=0.3: 0.127087
+INFO:TEST NDCG@40, IoU=0.5: 0.104339
+INFO:TEST NDCG@40, IoU=0.7: 0.067748
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.119885
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.099717
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.065867
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.114161
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.094301
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.062566
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.120715
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.099508
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.065767
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.125978
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.105374
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.069705
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.121216
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.100259
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.065674
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.127087
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.104339
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.067748
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 460|4000
+INFO:EPOCH 460/4000 | STEP: 0|136 | Loss: 0.041253
+INFO:EPOCH 460/4000 | STEP: 100|136 | Loss: 0.028837
+INFO:TRAIN EPOCH: 461|4000
+INFO:EPOCH 461/4000 | STEP: 0|136 | Loss: 0.023788
+INFO:EPOCH 461/4000 | STEP: 100|136 | Loss: 0.026106
+INFO:TRAIN EPOCH: 462|4000
+INFO:EPOCH 462/4000 | STEP: 0|136 | Loss: 0.024747
+INFO:EPOCH 462/4000 | STEP: 100|136 | Loss: 0.025483
+INFO:TRAIN EPOCH: 463|4000
+INFO:EPOCH 463/4000 | STEP: 0|136 | Loss: 0.022924
+INFO:EPOCH 463/4000 | STEP: 100|136 | Loss: 0.023467
+INFO:TRAIN EPOCH: 464|4000
+INFO:EPOCH 464/4000 | STEP: 0|136 | Loss: 0.022105
+INFO:EPOCH 464/4000 | STEP: 100|136 | Loss: 0.024191
+INFO:TRAIN EPOCH: 465|4000
+INFO:EPOCH 465/4000 | STEP: 0|136 | Loss: 0.023916
+INFO:EPOCH 465/4000 | STEP: 100|136 | Loss: 0.027321
+INFO:TRAIN EPOCH: 466|4000
+INFO:EPOCH 466/4000 | STEP: 0|136 | Loss: 0.024898
+INFO:EPOCH 466/4000 | STEP: 100|136 | Loss: 0.026513
+INFO:TRAIN EPOCH: 467|4000
+INFO:EPOCH 467/4000 | STEP: 0|136 | Loss: 0.023452
+INFO:EPOCH 467/4000 | STEP: 100|136 | Loss: 0.024294
+INFO:TRAIN EPOCH: 468|4000
+INFO:EPOCH 468/4000 | STEP: 0|136 | Loss: 0.024040
+INFO:EPOCH 468/4000 | STEP: 100|136 | Loss: 0.026296
+INFO:TRAIN EPOCH: 469|4000
+INFO:EPOCH 469/4000 | STEP: 0|136 | Loss: 0.025719
+INFO:EPOCH 469/4000 | STEP: 100|136 | Loss: 0.024174
+INFO:TRAIN EPOCH: 470|4000
+INFO:EPOCH 470/4000 | STEP: 0|136 | Loss: 0.021210
+INFO:EPOCH 470/4000 | STEP: 100|136 | Loss: 0.023121
+INFO:TRAIN EPOCH: 471|4000
+INFO:EPOCH 471/4000 | STEP: 0|136 | Loss: 0.022404
+INFO:EPOCH 471/4000 | STEP: 100|136 | Loss: 0.022019
+INFO:TRAIN EPOCH: 472|4000
+INFO:EPOCH 472/4000 | STEP: 0|136 | Loss: 0.023550
+INFO:EPOCH 472/4000 | STEP: 100|136 | Loss: 0.023292
+INFO:TRAIN EPOCH: 473|4000
+INFO:EPOCH 473/4000 | STEP: 0|136 | Loss: 0.023690
+INFO:EPOCH 473/4000 | STEP: 100|136 | Loss: 0.021871
+INFO:TRAIN EPOCH: 474|4000
+INFO:EPOCH 474/4000 | STEP: 0|136 | Loss: 0.020874
+INFO:EPOCH 474/4000 | STEP: 100|136 | Loss: 0.023401
+INFO:TRAIN EPOCH: 475|4000
+INFO:EPOCH 475/4000 | STEP: 0|136 | Loss: 0.023807
+INFO:EPOCH 475/4000 | STEP: 100|136 | Loss: 0.024128
+INFO:TRAIN EPOCH: 476|4000
+INFO:EPOCH 476/4000 | STEP: 0|136 | Loss: 0.022716
+INFO:EPOCH 476/4000 | STEP: 100|136 | Loss: 0.023957
+INFO:TRAIN EPOCH: 477|4000
+INFO:EPOCH 477/4000 | STEP: 0|136 | Loss: 0.020096
+INFO:EPOCH 477/4000 | STEP: 100|136 | Loss: 0.024421
+INFO:TRAIN EPOCH: 478|4000
+INFO:EPOCH 478/4000 | STEP: 0|136 | Loss: 0.021157
+INFO:EPOCH 478/4000 | STEP: 100|136 | Loss: 0.024206
+INFO:TRAIN EPOCH: 479|4000
+INFO:EPOCH 479/4000 | STEP: 0|136 | Loss: 0.022873
+INFO:EPOCH 479/4000 | STEP: 100|136 | Loss: 0.025251
+INFO:VAL NDCG@10, IoU=0.3: 0.117417
+INFO:VAL NDCG@10, IoU=0.5: 0.097486
+INFO:VAL NDCG@10, IoU=0.7: 0.062885
+INFO:VAL NDCG@20, IoU=0.3: 0.112005
+INFO:VAL NDCG@20, IoU=0.5: 0.093467
+INFO:VAL NDCG@20, IoU=0.7: 0.060813
+INFO:VAL NDCG@40, IoU=0.3: 0.118622
+INFO:VAL NDCG@40, IoU=0.5: 0.097420
+INFO:VAL NDCG@40, IoU=0.7: 0.063004
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.126912
+INFO:TEST NDCG@10, IoU=0.5: 0.105280
+INFO:TEST NDCG@10, IoU=0.7: 0.069253
+INFO:TEST NDCG@20, IoU=0.3: 0.122334
+INFO:TEST NDCG@20, IoU=0.5: 0.101089
+INFO:TEST NDCG@20, IoU=0.7: 0.066244
+INFO:TEST NDCG@40, IoU=0.3: 0.127784
+INFO:TEST NDCG@40, IoU=0.5: 0.105129
+INFO:TEST NDCG@40, IoU=0.7: 0.068824
+INFO:
+INFO:TRAIN EPOCH: 480|4000
+INFO:EPOCH 480/4000 | STEP: 0|136 | Loss: 0.042170
+INFO:EPOCH 480/4000 | STEP: 100|136 | Loss: 0.024348
+INFO:TRAIN EPOCH: 481|4000
+INFO:EPOCH 481/4000 | STEP: 0|136 | Loss: 0.021842
+INFO:EPOCH 481/4000 | STEP: 100|136 | Loss: 0.023419
+INFO:TRAIN EPOCH: 482|4000
+INFO:EPOCH 482/4000 | STEP: 0|136 | Loss: 0.020920
+INFO:EPOCH 482/4000 | STEP: 100|136 | Loss: 0.021672
+INFO:TRAIN EPOCH: 483|4000
+INFO:EPOCH 483/4000 | STEP: 0|136 | Loss: 0.022328
+INFO:EPOCH 483/4000 | STEP: 100|136 | Loss: 0.026062
+INFO:TRAIN EPOCH: 484|4000
+INFO:EPOCH 484/4000 | STEP: 0|136 | Loss: 0.023745
+INFO:EPOCH 484/4000 | STEP: 100|136 | Loss: 0.020727
+INFO:TRAIN EPOCH: 485|4000
+INFO:EPOCH 485/4000 | STEP: 0|136 | Loss: 0.024010
+INFO:EPOCH 485/4000 | STEP: 100|136 | Loss: 0.024067
+INFO:TRAIN EPOCH: 486|4000
+INFO:EPOCH 486/4000 | STEP: 0|136 | Loss: 0.021168
+INFO:EPOCH 486/4000 | STEP: 100|136 | Loss: 0.023069
+INFO:TRAIN EPOCH: 487|4000
+INFO:EPOCH 487/4000 | STEP: 0|136 | Loss: 0.021595
+INFO:EPOCH 487/4000 | STEP: 100|136 | Loss: 0.024653
+INFO:TRAIN EPOCH: 488|4000
+INFO:EPOCH 488/4000 | STEP: 0|136 | Loss: 0.020840
+INFO:EPOCH 488/4000 | STEP: 100|136 | Loss: 0.022444
+INFO:TRAIN EPOCH: 489|4000
+INFO:EPOCH 489/4000 | STEP: 0|136 | Loss: 0.020753
+INFO:EPOCH 489/4000 | STEP: 100|136 | Loss: 0.023847
+INFO:TRAIN EPOCH: 490|4000
+INFO:EPOCH 490/4000 | STEP: 0|136 | Loss: 0.023572
+INFO:EPOCH 490/4000 | STEP: 100|136 | Loss: 0.022145
+INFO:TRAIN EPOCH: 491|4000
+INFO:EPOCH 491/4000 | STEP: 0|136 | Loss: 0.023526
+INFO:EPOCH 491/4000 | STEP: 100|136 | Loss: 0.019488
+INFO:TRAIN EPOCH: 492|4000
+INFO:EPOCH 492/4000 | STEP: 0|136 | Loss: 0.022562
+INFO:EPOCH 492/4000 | STEP: 100|136 | Loss: 0.022728
+INFO:TRAIN EPOCH: 493|4000
+INFO:EPOCH 493/4000 | STEP: 0|136 | Loss: 0.022931
+INFO:EPOCH 493/4000 | STEP: 100|136 | Loss: 0.021235
+INFO:TRAIN EPOCH: 494|4000
+INFO:EPOCH 494/4000 | STEP: 0|136 | Loss: 0.019904
+INFO:EPOCH 494/4000 | STEP: 100|136 | Loss: 0.022350
+INFO:TRAIN EPOCH: 495|4000
+INFO:EPOCH 495/4000 | STEP: 0|136 | Loss: 0.020523
+INFO:EPOCH 495/4000 | STEP: 100|136 | Loss: 0.021488
+INFO:TRAIN EPOCH: 496|4000
+INFO:EPOCH 496/4000 | STEP: 0|136 | Loss: 0.019210
+INFO:EPOCH 496/4000 | STEP: 100|136 | Loss: 0.023526
+INFO:TRAIN EPOCH: 497|4000
+INFO:EPOCH 497/4000 | STEP: 0|136 | Loss: 0.021701
+INFO:EPOCH 497/4000 | STEP: 100|136 | Loss: 0.023007
+INFO:TRAIN EPOCH: 498|4000
+INFO:EPOCH 498/4000 | STEP: 0|136 | Loss: 0.019806
+INFO:EPOCH 498/4000 | STEP: 100|136 | Loss: 0.022108
+INFO:TRAIN EPOCH: 499|4000
+INFO:EPOCH 499/4000 | STEP: 0|136 | Loss: 0.019063
+INFO:EPOCH 499/4000 | STEP: 100|136 | Loss: 0.022366
+INFO:VAL NDCG@10, IoU=0.3: 0.125258
+INFO:VAL NDCG@10, IoU=0.5: 0.104304
+INFO:VAL NDCG@10, IoU=0.7: 0.068760
+INFO:VAL NDCG@20, IoU=0.3: 0.117659
+INFO:VAL NDCG@20, IoU=0.5: 0.097383
+INFO:VAL NDCG@20, IoU=0.7: 0.063619
+INFO:VAL NDCG@40, IoU=0.3: 0.124178
+INFO:VAL NDCG@40, IoU=0.5: 0.102236
+INFO:VAL NDCG@40, IoU=0.7: 0.066510
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.128677
+INFO:TEST NDCG@10, IoU=0.5: 0.108206
+INFO:TEST NDCG@10, IoU=0.7: 0.071494
+INFO:TEST NDCG@20, IoU=0.3: 0.123355
+INFO:TEST NDCG@20, IoU=0.5: 0.102306
+INFO:TEST NDCG@20, IoU=0.7: 0.066948
+INFO:TEST NDCG@40, IoU=0.3: 0.128872
+INFO:TEST NDCG@40, IoU=0.5: 0.106283
+INFO:TEST NDCG@40, IoU=0.7: 0.069379
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.125258
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.104304
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.068760
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.117659
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.097383
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.063619
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.124178
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.102236
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.066510
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.128677
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.108206
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.071494
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.123355
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.102306
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.066948
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.128872
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.106283
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.069379
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 500|4000
+INFO:EPOCH 500/4000 | STEP: 0|136 | Loss: 0.042079
+INFO:EPOCH 500/4000 | STEP: 100|136 | Loss: 0.022998
+INFO:TRAIN EPOCH: 501|4000
+INFO:EPOCH 501/4000 | STEP: 0|136 | Loss: 0.021992
+INFO:EPOCH 501/4000 | STEP: 100|136 | Loss: 0.022979
+INFO:TRAIN EPOCH: 502|4000
+INFO:EPOCH 502/4000 | STEP: 0|136 | Loss: 0.019124
+INFO:EPOCH 502/4000 | STEP: 100|136 | Loss: 0.021740
+INFO:TRAIN EPOCH: 503|4000
+INFO:EPOCH 503/4000 | STEP: 0|136 | Loss: 0.019200
+INFO:EPOCH 503/4000 | STEP: 100|136 | Loss: 0.023369
+INFO:TRAIN EPOCH: 504|4000
+INFO:EPOCH 504/4000 | STEP: 0|136 | Loss: 0.021607
+INFO:EPOCH 504/4000 | STEP: 100|136 | Loss: 0.021378
+INFO:TRAIN EPOCH: 505|4000
+INFO:EPOCH 505/4000 | STEP: 0|136 | Loss: 0.022952
+INFO:EPOCH 505/4000 | STEP: 100|136 | Loss: 0.022213
+INFO:TRAIN EPOCH: 506|4000
+INFO:EPOCH 506/4000 | STEP: 0|136 | Loss: 0.019635
+INFO:EPOCH 506/4000 | STEP: 100|136 | Loss: 0.020247
+INFO:TRAIN EPOCH: 507|4000
+INFO:EPOCH 507/4000 | STEP: 0|136 | Loss: 0.019030
+INFO:EPOCH 507/4000 | STEP: 100|136 | Loss: 0.021062
+INFO:TRAIN EPOCH: 508|4000
+INFO:EPOCH 508/4000 | STEP: 0|136 | Loss: 0.019791
+INFO:EPOCH 508/4000 | STEP: 100|136 | Loss: 0.020193
+INFO:TRAIN EPOCH: 509|4000
+INFO:EPOCH 509/4000 | STEP: 0|136 | Loss: 0.019996
+INFO:EPOCH 509/4000 | STEP: 100|136 | Loss: 0.021901
+INFO:TRAIN EPOCH: 510|4000
+INFO:EPOCH 510/4000 | STEP: 0|136 | Loss: 0.021505
+INFO:EPOCH 510/4000 | STEP: 100|136 | Loss: 0.020837
+INFO:TRAIN EPOCH: 511|4000
+INFO:EPOCH 511/4000 | STEP: 0|136 | Loss: 0.021606
+INFO:EPOCH 511/4000 | STEP: 100|136 | Loss: 0.021523
+INFO:TRAIN EPOCH: 512|4000
+INFO:EPOCH 512/4000 | STEP: 0|136 | Loss: 0.019365
+INFO:EPOCH 512/4000 | STEP: 100|136 | Loss: 0.021113
+INFO:TRAIN EPOCH: 513|4000
+INFO:EPOCH 513/4000 | STEP: 0|136 | Loss: 0.018849
+INFO:EPOCH 513/4000 | STEP: 100|136 | Loss: 0.018346
+INFO:TRAIN EPOCH: 514|4000
+INFO:EPOCH 514/4000 | STEP: 0|136 | Loss: 0.018682
+INFO:EPOCH 514/4000 | STEP: 100|136 | Loss: 0.022070
+INFO:TRAIN EPOCH: 515|4000
+INFO:EPOCH 515/4000 | STEP: 0|136 | Loss: 0.020217
+INFO:EPOCH 515/4000 | STEP: 100|136 | Loss: 0.018985
+INFO:TRAIN EPOCH: 516|4000
+INFO:EPOCH 516/4000 | STEP: 0|136 | Loss: 0.020044
+INFO:EPOCH 516/4000 | STEP: 100|136 | Loss: 0.018765
+INFO:TRAIN EPOCH: 517|4000
+INFO:EPOCH 517/4000 | STEP: 0|136 | Loss: 0.018753
+INFO:EPOCH 517/4000 | STEP: 100|136 | Loss: 0.020483
+INFO:TRAIN EPOCH: 518|4000
+INFO:EPOCH 518/4000 | STEP: 0|136 | Loss: 0.017772
+INFO:EPOCH 518/4000 | STEP: 100|136 | Loss: 0.021574
+INFO:TRAIN EPOCH: 519|4000
+INFO:EPOCH 519/4000 | STEP: 0|136 | Loss: 0.020781
+INFO:EPOCH 519/4000 | STEP: 100|136 | Loss: 0.021975
+INFO:VAL NDCG@10, IoU=0.3: 0.120122
+INFO:VAL NDCG@10, IoU=0.5: 0.100055
+INFO:VAL NDCG@10, IoU=0.7: 0.064243
+INFO:VAL NDCG@20, IoU=0.3: 0.115507
+INFO:VAL NDCG@20, IoU=0.5: 0.096133
+INFO:VAL NDCG@20, IoU=0.7: 0.062533
+INFO:VAL NDCG@40, IoU=0.3: 0.123333
+INFO:VAL NDCG@40, IoU=0.5: 0.102155
+INFO:VAL NDCG@40, IoU=0.7: 0.065915
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.131392
+INFO:TEST NDCG@10, IoU=0.5: 0.110001
+INFO:TEST NDCG@10, IoU=0.7: 0.073492
+INFO:TEST NDCG@20, IoU=0.3: 0.125445
+INFO:TEST NDCG@20, IoU=0.5: 0.104213
+INFO:TEST NDCG@20, IoU=0.7: 0.068401
+INFO:TEST NDCG@40, IoU=0.3: 0.130963
+INFO:TEST NDCG@40, IoU=0.5: 0.108256
+INFO:TEST NDCG@40, IoU=0.7: 0.070801
+INFO:
+INFO:TRAIN EPOCH: 520|4000
+INFO:EPOCH 520/4000 | STEP: 0|136 | Loss: 0.040600
+INFO:EPOCH 520/4000 | STEP: 100|136 | Loss: 0.020620
+INFO:TRAIN EPOCH: 521|4000
+INFO:EPOCH 521/4000 | STEP: 0|136 | Loss: 0.020319
+INFO:EPOCH 521/4000 | STEP: 100|136 | Loss: 0.021585
+INFO:TRAIN EPOCH: 522|4000
+INFO:EPOCH 522/4000 | STEP: 0|136 | Loss: 0.018672
+INFO:EPOCH 522/4000 | STEP: 100|136 | Loss: 0.018883
+INFO:TRAIN EPOCH: 523|4000
+INFO:EPOCH 523/4000 | STEP: 0|136 | Loss: 0.020972
+INFO:EPOCH 523/4000 | STEP: 100|136 | Loss: 0.020080
+INFO:TRAIN EPOCH: 524|4000
+INFO:EPOCH 524/4000 | STEP: 0|136 | Loss: 0.018225
+INFO:EPOCH 524/4000 | STEP: 100|136 | Loss: 0.019044
+INFO:TRAIN EPOCH: 525|4000
+INFO:EPOCH 525/4000 | STEP: 0|136 | Loss: 0.018317
+INFO:EPOCH 525/4000 | STEP: 100|136 | Loss: 0.019549
+INFO:TRAIN EPOCH: 526|4000
+INFO:EPOCH 526/4000 | STEP: 0|136 | Loss: 0.018592
+INFO:EPOCH 526/4000 | STEP: 100|136 | Loss: 0.017937
+INFO:TRAIN EPOCH: 527|4000
+INFO:EPOCH 527/4000 | STEP: 0|136 | Loss: 0.019936
+INFO:EPOCH 527/4000 | STEP: 100|136 | Loss: 0.019323
+INFO:TRAIN EPOCH: 528|4000
+INFO:EPOCH 528/4000 | STEP: 0|136 | Loss: 0.018663
+INFO:EPOCH 528/4000 | STEP: 100|136 | Loss: 0.017517
+INFO:TRAIN EPOCH: 529|4000
+INFO:EPOCH 529/4000 | STEP: 0|136 | Loss: 0.019435
+INFO:EPOCH 529/4000 | STEP: 100|136 | Loss: 0.019476
+INFO:TRAIN EPOCH: 530|4000
+INFO:EPOCH 530/4000 | STEP: 0|136 | Loss: 0.018466
+INFO:EPOCH 530/4000 | STEP: 100|136 | Loss: 0.016984
+INFO:TRAIN EPOCH: 531|4000
+INFO:EPOCH 531/4000 | STEP: 0|136 | Loss: 0.017655
+INFO:EPOCH 531/4000 | STEP: 100|136 | Loss: 0.019723
+INFO:TRAIN EPOCH: 532|4000
+INFO:EPOCH 532/4000 | STEP: 0|136 | Loss: 0.018296
+INFO:EPOCH 532/4000 | STEP: 100|136 | Loss: 0.020417
+INFO:TRAIN EPOCH: 533|4000
+INFO:EPOCH 533/4000 | STEP: 0|136 | Loss: 0.018921
+INFO:EPOCH 533/4000 | STEP: 100|136 | Loss: 0.018501
+INFO:TRAIN EPOCH: 534|4000
+INFO:EPOCH 534/4000 | STEP: 0|136 | Loss: 0.020540
+INFO:EPOCH 534/4000 | STEP: 100|136 | Loss: 0.019403
+INFO:TRAIN EPOCH: 535|4000
+INFO:EPOCH 535/4000 | STEP: 0|136 | Loss: 0.018103
+INFO:EPOCH 535/4000 | STEP: 100|136 | Loss: 0.018981
+INFO:TRAIN EPOCH: 536|4000
+INFO:EPOCH 536/4000 | STEP: 0|136 | Loss: 0.019548
+INFO:EPOCH 536/4000 | STEP: 100|136 | Loss: 0.017618
+INFO:TRAIN EPOCH: 537|4000
+INFO:EPOCH 537/4000 | STEP: 0|136 | Loss: 0.018583
+INFO:EPOCH 537/4000 | STEP: 100|136 | Loss: 0.016570
+INFO:TRAIN EPOCH: 538|4000
+INFO:EPOCH 538/4000 | STEP: 0|136 | Loss: 0.015136
+INFO:EPOCH 538/4000 | STEP: 100|136 | Loss: 0.016395
+INFO:TRAIN EPOCH: 539|4000
+INFO:EPOCH 539/4000 | STEP: 0|136 | Loss: 0.016593
+INFO:EPOCH 539/4000 | STEP: 100|136 | Loss: 0.018339
+INFO:VAL NDCG@10, IoU=0.3: 0.123995
+INFO:VAL NDCG@10, IoU=0.5: 0.104247
+INFO:VAL NDCG@10, IoU=0.7: 0.068952
+INFO:VAL NDCG@20, IoU=0.3: 0.117177
+INFO:VAL NDCG@20, IoU=0.5: 0.097882
+INFO:VAL NDCG@20, IoU=0.7: 0.065862
+INFO:VAL NDCG@40, IoU=0.3: 0.122422
+INFO:VAL NDCG@40, IoU=0.5: 0.102116
+INFO:VAL NDCG@40, IoU=0.7: 0.068065
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.131186
+INFO:TEST NDCG@10, IoU=0.5: 0.110406
+INFO:TEST NDCG@10, IoU=0.7: 0.073965
+INFO:TEST NDCG@20, IoU=0.3: 0.125310
+INFO:TEST NDCG@20, IoU=0.5: 0.104652
+INFO:TEST NDCG@20, IoU=0.7: 0.069533
+INFO:TEST NDCG@40, IoU=0.3: 0.130323
+INFO:TEST NDCG@40, IoU=0.5: 0.108006
+INFO:TEST NDCG@40, IoU=0.7: 0.071360
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.123995
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.104247
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.068952
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.117177
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.097882
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.065862
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.122422
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.102116
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.068065
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.131186
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.110406
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.073965
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.125310
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.104652
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.069533
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.130323
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.108006
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.071360
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 540|4000
+INFO:EPOCH 540/4000 | STEP: 0|136 | Loss: 0.039931
+INFO:EPOCH 540/4000 | STEP: 100|136 | Loss: 0.020473
+INFO:TRAIN EPOCH: 541|4000
+INFO:EPOCH 541/4000 | STEP: 0|136 | Loss: 0.017572
+INFO:EPOCH 541/4000 | STEP: 100|136 | Loss: 0.019945
+INFO:TRAIN EPOCH: 542|4000
+INFO:EPOCH 542/4000 | STEP: 0|136 | Loss: 0.019079
+INFO:EPOCH 542/4000 | STEP: 100|136 | Loss: 0.018942
+INFO:TRAIN EPOCH: 543|4000
+INFO:EPOCH 543/4000 | STEP: 0|136 | Loss: 0.017762
+INFO:EPOCH 543/4000 | STEP: 100|136 | Loss: 0.018688
+INFO:TRAIN EPOCH: 544|4000
+INFO:EPOCH 544/4000 | STEP: 0|136 | Loss: 0.017654
+INFO:EPOCH 544/4000 | STEP: 100|136 | Loss: 0.021222
+INFO:TRAIN EPOCH: 545|4000
+INFO:EPOCH 545/4000 | STEP: 0|136 | Loss: 0.017246
+INFO:EPOCH 545/4000 | STEP: 100|136 | Loss: 0.017797
+INFO:TRAIN EPOCH: 546|4000
+INFO:EPOCH 546/4000 | STEP: 0|136 | Loss: 0.016334
+INFO:EPOCH 546/4000 | STEP: 100|136 | Loss: 0.018258
+INFO:TRAIN EPOCH: 547|4000
+INFO:EPOCH 547/4000 | STEP: 0|136 | Loss: 0.019304
+INFO:EPOCH 547/4000 | STEP: 100|136 | Loss: 0.018522
+INFO:TRAIN EPOCH: 548|4000
+INFO:EPOCH 548/4000 | STEP: 0|136 | Loss: 0.016290
+INFO:EPOCH 548/4000 | STEP: 100|136 | Loss: 0.016463
+INFO:TRAIN EPOCH: 549|4000
+INFO:EPOCH 549/4000 | STEP: 0|136 | Loss: 0.014910
+INFO:EPOCH 549/4000 | STEP: 100|136 | Loss: 0.016841
+INFO:TRAIN EPOCH: 550|4000
+INFO:EPOCH 550/4000 | STEP: 0|136 | Loss: 0.016680
+INFO:EPOCH 550/4000 | STEP: 100|136 | Loss: 0.017319
+INFO:TRAIN EPOCH: 551|4000
+INFO:EPOCH 551/4000 | STEP: 0|136 | Loss: 0.016359
+INFO:EPOCH 551/4000 | STEP: 100|136 | Loss: 0.018079
+INFO:TRAIN EPOCH: 552|4000
+INFO:EPOCH 552/4000 | STEP: 0|136 | Loss: 0.014724
+INFO:EPOCH 552/4000 | STEP: 100|136 | Loss: 0.016975
+INFO:TRAIN EPOCH: 553|4000
+INFO:EPOCH 553/4000 | STEP: 0|136 | Loss: 0.015234
+INFO:EPOCH 553/4000 | STEP: 100|136 | Loss: 0.018252
+INFO:TRAIN EPOCH: 554|4000
+INFO:EPOCH 554/4000 | STEP: 0|136 | Loss: 0.014713
+INFO:EPOCH 554/4000 | STEP: 100|136 | Loss: 0.015465
+INFO:TRAIN EPOCH: 555|4000
+INFO:EPOCH 555/4000 | STEP: 0|136 | Loss: 0.015349
+INFO:EPOCH 555/4000 | STEP: 100|136 | Loss: 0.015700
+INFO:TRAIN EPOCH: 556|4000
+INFO:EPOCH 556/4000 | STEP: 0|136 | Loss: 0.015476
+INFO:EPOCH 556/4000 | STEP: 100|136 | Loss: 0.017041
+INFO:TRAIN EPOCH: 557|4000
+INFO:EPOCH 557/4000 | STEP: 0|136 | Loss: 0.016950
+INFO:EPOCH 557/4000 | STEP: 100|136 | Loss: 0.016758
+INFO:TRAIN EPOCH: 558|4000
+INFO:EPOCH 558/4000 | STEP: 0|136 | Loss: 0.017648
+INFO:EPOCH 558/4000 | STEP: 100|136 | Loss: 0.017076
+INFO:TRAIN EPOCH: 559|4000
+INFO:EPOCH 559/4000 | STEP: 0|136 | Loss: 0.015893
+INFO:EPOCH 559/4000 | STEP: 100|136 | Loss: 0.018631
+INFO:VAL NDCG@10, IoU=0.3: 0.128658
+INFO:VAL NDCG@10, IoU=0.5: 0.107463
+INFO:VAL NDCG@10, IoU=0.7: 0.072471
+INFO:VAL NDCG@20, IoU=0.3: 0.123480
+INFO:VAL NDCG@20, IoU=0.5: 0.102746
+INFO:VAL NDCG@20, IoU=0.7: 0.070059
+INFO:VAL NDCG@40, IoU=0.3: 0.128132
+INFO:VAL NDCG@40, IoU=0.5: 0.106171
+INFO:VAL NDCG@40, IoU=0.7: 0.071409
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.132542
+INFO:TEST NDCG@10, IoU=0.5: 0.112427
+INFO:TEST NDCG@10, IoU=0.7: 0.074841
+INFO:TEST NDCG@20, IoU=0.3: 0.127354
+INFO:TEST NDCG@20, IoU=0.5: 0.106764
+INFO:TEST NDCG@20, IoU=0.7: 0.070726
+INFO:TEST NDCG@40, IoU=0.3: 0.132277
+INFO:TEST NDCG@40, IoU=0.5: 0.110460
+INFO:TEST NDCG@40, IoU=0.7: 0.072806
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.128658
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.107463
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.072471
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.123480
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.102746
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.070059
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.128132
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.106171
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.071409
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.132542
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.112427
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.074841
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.127354
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.106764
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.070726
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.132277
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.110460
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.072806
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 560|4000
+INFO:EPOCH 560/4000 | STEP: 0|136 | Loss: 0.040533
+INFO:EPOCH 560/4000 | STEP: 100|136 | Loss: 0.015330
+INFO:TRAIN EPOCH: 561|4000
+INFO:EPOCH 561/4000 | STEP: 0|136 | Loss: 0.017092
+INFO:EPOCH 561/4000 | STEP: 100|136 | Loss: 0.019131
+INFO:TRAIN EPOCH: 562|4000
+INFO:EPOCH 562/4000 | STEP: 0|136 | Loss: 0.014922
+INFO:EPOCH 562/4000 | STEP: 100|136 | Loss: 0.018170
+INFO:TRAIN EPOCH: 563|4000
+INFO:EPOCH 563/4000 | STEP: 0|136 | Loss: 0.015902
+INFO:EPOCH 563/4000 | STEP: 100|136 | Loss: 0.015092
+INFO:TRAIN EPOCH: 564|4000
+INFO:EPOCH 564/4000 | STEP: 0|136 | Loss: 0.016284
+INFO:EPOCH 564/4000 | STEP: 100|136 | Loss: 0.017288
+INFO:TRAIN EPOCH: 565|4000
+INFO:EPOCH 565/4000 | STEP: 0|136 | Loss: 0.014030
+INFO:EPOCH 565/4000 | STEP: 100|136 | Loss: 0.015208
+INFO:TRAIN EPOCH: 566|4000
+INFO:EPOCH 566/4000 | STEP: 0|136 | Loss: 0.015385
+INFO:EPOCH 566/4000 | STEP: 100|136 | Loss: 0.012896
+INFO:TRAIN EPOCH: 567|4000
+INFO:EPOCH 567/4000 | STEP: 0|136 | Loss: 0.013255
+INFO:EPOCH 567/4000 | STEP: 100|136 | Loss: 0.016129
+INFO:TRAIN EPOCH: 568|4000
+INFO:EPOCH 568/4000 | STEP: 0|136 | Loss: 0.016721
+INFO:EPOCH 568/4000 | STEP: 100|136 | Loss: 0.018740
+INFO:TRAIN EPOCH: 569|4000
+INFO:EPOCH 569/4000 | STEP: 0|136 | Loss: 0.015331
+INFO:EPOCH 569/4000 | STEP: 100|136 | Loss: 0.016443
+INFO:TRAIN EPOCH: 570|4000
+INFO:EPOCH 570/4000 | STEP: 0|136 | Loss: 0.015612
+INFO:EPOCH 570/4000 | STEP: 100|136 | Loss: 0.016750
+INFO:TRAIN EPOCH: 571|4000
+INFO:EPOCH 571/4000 | STEP: 0|136 | Loss: 0.016283
+INFO:EPOCH 571/4000 | STEP: 100|136 | Loss: 0.017156
+INFO:TRAIN EPOCH: 572|4000
+INFO:EPOCH 572/4000 | STEP: 0|136 | Loss: 0.016728
+INFO:EPOCH 572/4000 | STEP: 100|136 | Loss: 0.015064
+INFO:TRAIN EPOCH: 573|4000
+INFO:EPOCH 573/4000 | STEP: 0|136 | Loss: 0.013323
+INFO:EPOCH 573/4000 | STEP: 100|136 | Loss: 0.015420
+INFO:TRAIN EPOCH: 574|4000
+INFO:EPOCH 574/4000 | STEP: 0|136 | Loss: 0.015858
+INFO:EPOCH 574/4000 | STEP: 100|136 | Loss: 0.016883
+INFO:TRAIN EPOCH: 575|4000
+INFO:EPOCH 575/4000 | STEP: 0|136 | Loss: 0.014965
+INFO:EPOCH 575/4000 | STEP: 100|136 | Loss: 0.014741
+INFO:TRAIN EPOCH: 576|4000
+INFO:EPOCH 576/4000 | STEP: 0|136 | Loss: 0.013789
+INFO:EPOCH 576/4000 | STEP: 100|136 | Loss: 0.014545
+INFO:TRAIN EPOCH: 577|4000
+INFO:EPOCH 577/4000 | STEP: 0|136 | Loss: 0.015981
+INFO:EPOCH 577/4000 | STEP: 100|136 | Loss: 0.013585
+INFO:TRAIN EPOCH: 578|4000
+INFO:EPOCH 578/4000 | STEP: 0|136 | Loss: 0.013464
+INFO:EPOCH 578/4000 | STEP: 100|136 | Loss: 0.015161
+INFO:TRAIN EPOCH: 579|4000
+INFO:EPOCH 579/4000 | STEP: 0|136 | Loss: 0.017393
+INFO:EPOCH 579/4000 | STEP: 100|136 | Loss: 0.016356
+INFO:VAL NDCG@10, IoU=0.3: 0.130785
+INFO:VAL NDCG@10, IoU=0.5: 0.107627
+INFO:VAL NDCG@10, IoU=0.7: 0.070661
+INFO:VAL NDCG@20, IoU=0.3: 0.124847
+INFO:VAL NDCG@20, IoU=0.5: 0.103785
+INFO:VAL NDCG@20, IoU=0.7: 0.067389
+INFO:VAL NDCG@40, IoU=0.3: 0.129634
+INFO:VAL NDCG@40, IoU=0.5: 0.106411
+INFO:VAL NDCG@40, IoU=0.7: 0.069874
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.134321
+INFO:TEST NDCG@10, IoU=0.5: 0.112838
+INFO:TEST NDCG@10, IoU=0.7: 0.074470
+INFO:TEST NDCG@20, IoU=0.3: 0.128267
+INFO:TEST NDCG@20, IoU=0.5: 0.107104
+INFO:TEST NDCG@20, IoU=0.7: 0.070702
+INFO:TEST NDCG@40, IoU=0.3: 0.133252
+INFO:TEST NDCG@40, IoU=0.5: 0.110566
+INFO:TEST NDCG@40, IoU=0.7: 0.072893
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.130785
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.107627
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.070661
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.124847
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.103785
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.067389
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.129634
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.106411
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.069874
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.134321
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.112838
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.074470
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.128267
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.107104
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.070702
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.133252
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.110566
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.072893
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 580|4000
+INFO:EPOCH 580/4000 | STEP: 0|136 | Loss: 0.040841
+INFO:EPOCH 580/4000 | STEP: 100|136 | Loss: 0.017272
+INFO:TRAIN EPOCH: 581|4000
+INFO:EPOCH 581/4000 | STEP: 0|136 | Loss: 0.016882
+INFO:EPOCH 581/4000 | STEP: 100|136 | Loss: 0.015505
+INFO:TRAIN EPOCH: 582|4000
+INFO:EPOCH 582/4000 | STEP: 0|136 | Loss: 0.015609
+INFO:EPOCH 582/4000 | STEP: 100|136 | Loss: 0.012787
+INFO:TRAIN EPOCH: 583|4000
+INFO:EPOCH 583/4000 | STEP: 0|136 | Loss: 0.012146
+INFO:EPOCH 583/4000 | STEP: 100|136 | Loss: 0.015046
+INFO:TRAIN EPOCH: 584|4000
+INFO:EPOCH 584/4000 | STEP: 0|136 | Loss: 0.013616
+INFO:EPOCH 584/4000 | STEP: 100|136 | Loss: 0.013080
+INFO:TRAIN EPOCH: 585|4000
+INFO:EPOCH 585/4000 | STEP: 0|136 | Loss: 0.014253
+INFO:EPOCH 585/4000 | STEP: 100|136 | Loss: 0.015493
+INFO:TRAIN EPOCH: 586|4000
+INFO:EPOCH 586/4000 | STEP: 0|136 | Loss: 0.015320
+INFO:EPOCH 586/4000 | STEP: 100|136 | Loss: 0.019165
+INFO:TRAIN EPOCH: 587|4000
+INFO:EPOCH 587/4000 | STEP: 0|136 | Loss: 0.013265
+INFO:EPOCH 587/4000 | STEP: 100|136 | Loss: 0.014294
+INFO:TRAIN EPOCH: 588|4000
+INFO:EPOCH 588/4000 | STEP: 0|136 | Loss: 0.013999
+INFO:EPOCH 588/4000 | STEP: 100|136 | Loss: 0.016004
+INFO:TRAIN EPOCH: 589|4000
+INFO:EPOCH 589/4000 | STEP: 0|136 | Loss: 0.014161
+INFO:EPOCH 589/4000 | STEP: 100|136 | Loss: 0.016419
+INFO:TRAIN EPOCH: 590|4000
+INFO:EPOCH 590/4000 | STEP: 0|136 | Loss: 0.012343
+INFO:EPOCH 590/4000 | STEP: 100|136 | Loss: 0.014170
+INFO:TRAIN EPOCH: 591|4000
+INFO:EPOCH 591/4000 | STEP: 0|136 | Loss: 0.016458
+INFO:EPOCH 591/4000 | STEP: 100|136 | Loss: 0.014751
+INFO:TRAIN EPOCH: 592|4000
+INFO:EPOCH 592/4000 | STEP: 0|136 | Loss: 0.015799
+INFO:EPOCH 592/4000 | STEP: 100|136 | Loss: 0.016063
+INFO:TRAIN EPOCH: 593|4000
+INFO:EPOCH 593/4000 | STEP: 0|136 | Loss: 0.012742
+INFO:EPOCH 593/4000 | STEP: 100|136 | Loss: 0.014650
+INFO:TRAIN EPOCH: 594|4000
+INFO:EPOCH 594/4000 | STEP: 0|136 | Loss: 0.013070
+INFO:EPOCH 594/4000 | STEP: 100|136 | Loss: 0.014424
+INFO:TRAIN EPOCH: 595|4000
+INFO:EPOCH 595/4000 | STEP: 0|136 | Loss: 0.015066
+INFO:EPOCH 595/4000 | STEP: 100|136 | Loss: 0.016126
+INFO:TRAIN EPOCH: 596|4000
+INFO:EPOCH 596/4000 | STEP: 0|136 | Loss: 0.015756
+INFO:EPOCH 596/4000 | STEP: 100|136 | Loss: 0.016382
+INFO:TRAIN EPOCH: 597|4000
+INFO:EPOCH 597/4000 | STEP: 0|136 | Loss: 0.010984
+INFO:EPOCH 597/4000 | STEP: 100|136 | Loss: 0.014486
+INFO:TRAIN EPOCH: 598|4000
+INFO:EPOCH 598/4000 | STEP: 0|136 | Loss: 0.012261
+INFO:EPOCH 598/4000 | STEP: 100|136 | Loss: 0.016061
+INFO:TRAIN EPOCH: 599|4000
+INFO:EPOCH 599/4000 | STEP: 0|136 | Loss: 0.015466
+INFO:EPOCH 599/4000 | STEP: 100|136 | Loss: 0.014846
+INFO:VAL NDCG@10, IoU=0.3: 0.132276
+INFO:VAL NDCG@10, IoU=0.5: 0.109556
+INFO:VAL NDCG@10, IoU=0.7: 0.073594
+INFO:VAL NDCG@20, IoU=0.3: 0.127587
+INFO:VAL NDCG@20, IoU=0.5: 0.105786
+INFO:VAL NDCG@20, IoU=0.7: 0.071626
+INFO:VAL NDCG@40, IoU=0.3: 0.132169
+INFO:VAL NDCG@40, IoU=0.5: 0.108407
+INFO:VAL NDCG@40, IoU=0.7: 0.073594
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.133517
+INFO:TEST NDCG@10, IoU=0.5: 0.112367
+INFO:TEST NDCG@10, IoU=0.7: 0.074999
+INFO:TEST NDCG@20, IoU=0.3: 0.127636
+INFO:TEST NDCG@20, IoU=0.5: 0.106780
+INFO:TEST NDCG@20, IoU=0.7: 0.070637
+INFO:TEST NDCG@40, IoU=0.3: 0.133393
+INFO:TEST NDCG@40, IoU=0.5: 0.110976
+INFO:TEST NDCG@40, IoU=0.7: 0.073044
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.132276
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.109556
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.073594
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.127587
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.105786
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.071626
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.132169
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.108407
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.073594
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.133517
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.112367
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.074999
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.127636
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.106780
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.070637
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.133393
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.110976
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.073044
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 600|4000
+INFO:EPOCH 600/4000 | STEP: 0|136 | Loss: 0.041280
+INFO:EPOCH 600/4000 | STEP: 100|136 | Loss: 0.013266
+INFO:TRAIN EPOCH: 601|4000
+INFO:EPOCH 601/4000 | STEP: 0|136 | Loss: 0.015645
+INFO:EPOCH 601/4000 | STEP: 100|136 | Loss: 0.015377
+INFO:TRAIN EPOCH: 602|4000
+INFO:EPOCH 602/4000 | STEP: 0|136 | Loss: 0.012727
+INFO:EPOCH 602/4000 | STEP: 100|136 | Loss: 0.014503
+INFO:TRAIN EPOCH: 603|4000
+INFO:EPOCH 603/4000 | STEP: 0|136 | Loss: 0.014514
+INFO:EPOCH 603/4000 | STEP: 100|136 | Loss: 0.014842
+INFO:TRAIN EPOCH: 604|4000
+INFO:EPOCH 604/4000 | STEP: 0|136 | Loss: 0.012296
+INFO:EPOCH 604/4000 | STEP: 100|136 | Loss: 0.014420
+INFO:TRAIN EPOCH: 605|4000
+INFO:EPOCH 605/4000 | STEP: 0|136 | Loss: 0.012003
+INFO:EPOCH 605/4000 | STEP: 100|136 | Loss: 0.014106
+INFO:TRAIN EPOCH: 606|4000
+INFO:EPOCH 606/4000 | STEP: 0|136 | Loss: 0.010480
+INFO:EPOCH 606/4000 | STEP: 100|136 | Loss: 0.015276
+INFO:TRAIN EPOCH: 607|4000
+INFO:EPOCH 607/4000 | STEP: 0|136 | Loss: 0.012689
+INFO:EPOCH 607/4000 | STEP: 100|136 | Loss: 0.014533
+INFO:TRAIN EPOCH: 608|4000
+INFO:EPOCH 608/4000 | STEP: 0|136 | Loss: 0.011669
+INFO:EPOCH 608/4000 | STEP: 100|136 | Loss: 0.014878
+INFO:TRAIN EPOCH: 609|4000
+INFO:EPOCH 609/4000 | STEP: 0|136 | Loss: 0.013915
+INFO:EPOCH 609/4000 | STEP: 100|136 | Loss: 0.012984
+INFO:TRAIN EPOCH: 610|4000
+INFO:EPOCH 610/4000 | STEP: 0|136 | Loss: 0.012714
+INFO:EPOCH 610/4000 | STEP: 100|136 | Loss: 0.013292
+INFO:TRAIN EPOCH: 611|4000
+INFO:EPOCH 611/4000 | STEP: 0|136 | Loss: 0.012723
+INFO:EPOCH 611/4000 | STEP: 100|136 | Loss: 0.015530
+INFO:TRAIN EPOCH: 612|4000
+INFO:EPOCH 612/4000 | STEP: 0|136 | Loss: 0.013182
+INFO:EPOCH 612/4000 | STEP: 100|136 | Loss: 0.010707
+INFO:TRAIN EPOCH: 613|4000
+INFO:EPOCH 613/4000 | STEP: 0|136 | Loss: 0.011402
+INFO:EPOCH 613/4000 | STEP: 100|136 | Loss: 0.013444
+INFO:TRAIN EPOCH: 614|4000
+INFO:EPOCH 614/4000 | STEP: 0|136 | Loss: 0.013480
+INFO:EPOCH 614/4000 | STEP: 100|136 | Loss: 0.014577
+INFO:TRAIN EPOCH: 615|4000
+INFO:EPOCH 615/4000 | STEP: 0|136 | Loss: 0.013950
+INFO:EPOCH 615/4000 | STEP: 100|136 | Loss: 0.014731
+INFO:TRAIN EPOCH: 616|4000
+INFO:EPOCH 616/4000 | STEP: 0|136 | Loss: 0.012110
+INFO:EPOCH 616/4000 | STEP: 100|136 | Loss: 0.011159
+INFO:TRAIN EPOCH: 617|4000
+INFO:EPOCH 617/4000 | STEP: 0|136 | Loss: 0.012097
+INFO:EPOCH 617/4000 | STEP: 100|136 | Loss: 0.012877
+INFO:TRAIN EPOCH: 618|4000
+INFO:EPOCH 618/4000 | STEP: 0|136 | Loss: 0.011866
+INFO:EPOCH 618/4000 | STEP: 100|136 | Loss: 0.012902
+INFO:TRAIN EPOCH: 619|4000
+INFO:EPOCH 619/4000 | STEP: 0|136 | Loss: 0.012038
+INFO:EPOCH 619/4000 | STEP: 100|136 | Loss: 0.013046
+INFO:VAL NDCG@10, IoU=0.3: 0.133429
+INFO:VAL NDCG@10, IoU=0.5: 0.111204
+INFO:VAL NDCG@10, IoU=0.7: 0.072547
+INFO:VAL NDCG@20, IoU=0.3: 0.125567
+INFO:VAL NDCG@20, IoU=0.5: 0.104217
+INFO:VAL NDCG@20, IoU=0.7: 0.068297
+INFO:VAL NDCG@40, IoU=0.3: 0.130923
+INFO:VAL NDCG@40, IoU=0.5: 0.108769
+INFO:VAL NDCG@40, IoU=0.7: 0.070386
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.135899
+INFO:TEST NDCG@10, IoU=0.5: 0.114126
+INFO:TEST NDCG@10, IoU=0.7: 0.075858
+INFO:TEST NDCG@20, IoU=0.3: 0.129248
+INFO:TEST NDCG@20, IoU=0.5: 0.107788
+INFO:TEST NDCG@20, IoU=0.7: 0.071032
+INFO:TEST NDCG@40, IoU=0.3: 0.134345
+INFO:TEST NDCG@40, IoU=0.5: 0.111477
+INFO:TEST NDCG@40, IoU=0.7: 0.073499
+INFO:
+INFO:TRAIN EPOCH: 620|4000
+INFO:EPOCH 620/4000 | STEP: 0|136 | Loss: 0.037939
+INFO:EPOCH 620/4000 | STEP: 100|136 | Loss: 0.012273
+INFO:TRAIN EPOCH: 621|4000
+INFO:EPOCH 621/4000 | STEP: 0|136 | Loss: 0.011862
+INFO:EPOCH 621/4000 | STEP: 100|136 | Loss: 0.013361
+INFO:TRAIN EPOCH: 622|4000
+INFO:EPOCH 622/4000 | STEP: 0|136 | Loss: 0.012005
+INFO:EPOCH 622/4000 | STEP: 100|136 | Loss: 0.011603
+INFO:TRAIN EPOCH: 623|4000
+INFO:EPOCH 623/4000 | STEP: 0|136 | Loss: 0.012887
+INFO:EPOCH 623/4000 | STEP: 100|136 | Loss: 0.012724
+INFO:TRAIN EPOCH: 624|4000
+INFO:EPOCH 624/4000 | STEP: 0|136 | Loss: 0.011401
+INFO:EPOCH 624/4000 | STEP: 100|136 | Loss: 0.010313
+INFO:TRAIN EPOCH: 625|4000
+INFO:EPOCH 625/4000 | STEP: 0|136 | Loss: 0.011274
+INFO:EPOCH 625/4000 | STEP: 100|136 | Loss: 0.011096
+INFO:TRAIN EPOCH: 626|4000
+INFO:EPOCH 626/4000 | STEP: 0|136 | Loss: 0.010530
+INFO:EPOCH 626/4000 | STEP: 100|136 | Loss: 0.011212
+INFO:TRAIN EPOCH: 627|4000
+INFO:EPOCH 627/4000 | STEP: 0|136 | Loss: 0.010844
+INFO:EPOCH 627/4000 | STEP: 100|136 | Loss: 0.016237
+INFO:TRAIN EPOCH: 628|4000
+INFO:EPOCH 628/4000 | STEP: 0|136 | Loss: 0.011502
+INFO:EPOCH 628/4000 | STEP: 100|136 | Loss: 0.013456
+INFO:TRAIN EPOCH: 629|4000
+INFO:EPOCH 629/4000 | STEP: 0|136 | Loss: 0.011582
+INFO:EPOCH 629/4000 | STEP: 100|136 | Loss: 0.012228
+INFO:TRAIN EPOCH: 630|4000
+INFO:EPOCH 630/4000 | STEP: 0|136 | Loss: 0.011293
+INFO:EPOCH 630/4000 | STEP: 100|136 | Loss: 0.013525
+INFO:TRAIN EPOCH: 631|4000
+INFO:EPOCH 631/4000 | STEP: 0|136 | Loss: 0.009612
+INFO:EPOCH 631/4000 | STEP: 100|136 | Loss: 0.010975
+INFO:TRAIN EPOCH: 632|4000
+INFO:EPOCH 632/4000 | STEP: 0|136 | Loss: 0.012542
+INFO:EPOCH 632/4000 | STEP: 100|136 | Loss: 0.013633
+INFO:TRAIN EPOCH: 633|4000
+INFO:EPOCH 633/4000 | STEP: 0|136 | Loss: 0.012402
+INFO:EPOCH 633/4000 | STEP: 100|136 | Loss: 0.014073
+INFO:TRAIN EPOCH: 634|4000
+INFO:EPOCH 634/4000 | STEP: 0|136 | Loss: 0.011842
+INFO:EPOCH 634/4000 | STEP: 100|136 | Loss: 0.012841
+INFO:TRAIN EPOCH: 635|4000
+INFO:EPOCH 635/4000 | STEP: 0|136 | Loss: 0.011165
+INFO:EPOCH 635/4000 | STEP: 100|136 | Loss: 0.011296
+INFO:TRAIN EPOCH: 636|4000
+INFO:EPOCH 636/4000 | STEP: 0|136 | Loss: 0.010825
+INFO:EPOCH 636/4000 | STEP: 100|136 | Loss: 0.013323
+INFO:TRAIN EPOCH: 637|4000
+INFO:EPOCH 637/4000 | STEP: 0|136 | Loss: 0.011408
+INFO:EPOCH 637/4000 | STEP: 100|136 | Loss: 0.011314
+INFO:TRAIN EPOCH: 638|4000
+INFO:EPOCH 638/4000 | STEP: 0|136 | Loss: 0.010360
+INFO:EPOCH 638/4000 | STEP: 100|136 | Loss: 0.010354
+INFO:TRAIN EPOCH: 639|4000
+INFO:EPOCH 639/4000 | STEP: 0|136 | Loss: 0.011510
+INFO:EPOCH 639/4000 | STEP: 100|136 | Loss: 0.011505
+INFO:VAL NDCG@10, IoU=0.3: 0.130556
+INFO:VAL NDCG@10, IoU=0.5: 0.110949
+INFO:VAL NDCG@10, IoU=0.7: 0.071991
+INFO:VAL NDCG@20, IoU=0.3: 0.124840
+INFO:VAL NDCG@20, IoU=0.5: 0.104282
+INFO:VAL NDCG@20, IoU=0.7: 0.068299
+INFO:VAL NDCG@40, IoU=0.3: 0.129564
+INFO:VAL NDCG@40, IoU=0.5: 0.107920
+INFO:VAL NDCG@40, IoU=0.7: 0.070559
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.136778
+INFO:TEST NDCG@10, IoU=0.5: 0.115107
+INFO:TEST NDCG@10, IoU=0.7: 0.076840
+INFO:TEST NDCG@20, IoU=0.3: 0.130475
+INFO:TEST NDCG@20, IoU=0.5: 0.109419
+INFO:TEST NDCG@20, IoU=0.7: 0.072398
+INFO:TEST NDCG@40, IoU=0.3: 0.135719
+INFO:TEST NDCG@40, IoU=0.5: 0.112810
+INFO:TEST NDCG@40, IoU=0.7: 0.074259
+INFO:
+INFO:TRAIN EPOCH: 640|4000
+INFO:EPOCH 640/4000 | STEP: 0|136 | Loss: 0.038889
+INFO:EPOCH 640/4000 | STEP: 100|136 | Loss: 0.012336
+INFO:TRAIN EPOCH: 641|4000
+INFO:EPOCH 641/4000 | STEP: 0|136 | Loss: 0.010898
+INFO:EPOCH 641/4000 | STEP: 100|136 | Loss: 0.009719
+INFO:TRAIN EPOCH: 642|4000
+INFO:EPOCH 642/4000 | STEP: 0|136 | Loss: 0.012763
+INFO:EPOCH 642/4000 | STEP: 100|136 | Loss: 0.012527
+INFO:TRAIN EPOCH: 643|4000
+INFO:EPOCH 643/4000 | STEP: 0|136 | Loss: 0.010291
+INFO:EPOCH 643/4000 | STEP: 100|136 | Loss: 0.012681
+INFO:TRAIN EPOCH: 644|4000
+INFO:EPOCH 644/4000 | STEP: 0|136 | Loss: 0.010423
+INFO:EPOCH 644/4000 | STEP: 100|136 | Loss: 0.009961
+INFO:TRAIN EPOCH: 645|4000
+INFO:EPOCH 645/4000 | STEP: 0|136 | Loss: 0.010191
+INFO:EPOCH 645/4000 | STEP: 100|136 | Loss: 0.011896
+INFO:TRAIN EPOCH: 646|4000
+INFO:EPOCH 646/4000 | STEP: 0|136 | Loss: 0.010617
+INFO:EPOCH 646/4000 | STEP: 100|136 | Loss: 0.010590
+INFO:TRAIN EPOCH: 647|4000
+INFO:EPOCH 647/4000 | STEP: 0|136 | Loss: 0.010508
+INFO:EPOCH 647/4000 | STEP: 100|136 | Loss: 0.010008
+INFO:TRAIN EPOCH: 648|4000
+INFO:EPOCH 648/4000 | STEP: 0|136 | Loss: 0.011799
+INFO:EPOCH 648/4000 | STEP: 100|136 | Loss: 0.009959
+INFO:TRAIN EPOCH: 649|4000
+INFO:EPOCH 649/4000 | STEP: 0|136 | Loss: 0.008638
+INFO:EPOCH 649/4000 | STEP: 100|136 | Loss: 0.012678
+INFO:TRAIN EPOCH: 650|4000
+INFO:EPOCH 650/4000 | STEP: 0|136 | Loss: 0.011412
+INFO:EPOCH 650/4000 | STEP: 100|136 | Loss: 0.011062
+INFO:TRAIN EPOCH: 651|4000
+INFO:EPOCH 651/4000 | STEP: 0|136 | Loss: 0.014537
+INFO:EPOCH 651/4000 | STEP: 100|136 | Loss: 0.011393
+INFO:TRAIN EPOCH: 652|4000
+INFO:EPOCH 652/4000 | STEP: 0|136 | Loss: 0.012424
+INFO:EPOCH 652/4000 | STEP: 100|136 | Loss: 0.010546
+INFO:TRAIN EPOCH: 653|4000
+INFO:EPOCH 653/4000 | STEP: 0|136 | Loss: 0.011287
+INFO:EPOCH 653/4000 | STEP: 100|136 | Loss: 0.010895
+INFO:TRAIN EPOCH: 654|4000
+INFO:EPOCH 654/4000 | STEP: 0|136 | Loss: 0.010906
+INFO:EPOCH 654/4000 | STEP: 100|136 | Loss: 0.012652
+INFO:TRAIN EPOCH: 655|4000
+INFO:EPOCH 655/4000 | STEP: 0|136 | Loss: 0.011310
+INFO:EPOCH 655/4000 | STEP: 100|136 | Loss: 0.011808
+INFO:TRAIN EPOCH: 656|4000
+INFO:EPOCH 656/4000 | STEP: 0|136 | Loss: 0.010961
+INFO:EPOCH 656/4000 | STEP: 100|136 | Loss: 0.009979
+INFO:TRAIN EPOCH: 657|4000
+INFO:EPOCH 657/4000 | STEP: 0|136 | Loss: 0.009548
+INFO:EPOCH 657/4000 | STEP: 100|136 | Loss: 0.012287
+INFO:TRAIN EPOCH: 658|4000
+INFO:EPOCH 658/4000 | STEP: 0|136 | Loss: 0.009433
+INFO:EPOCH 658/4000 | STEP: 100|136 | Loss: 0.011931
+INFO:TRAIN EPOCH: 659|4000
+INFO:EPOCH 659/4000 | STEP: 0|136 | Loss: 0.011283
+INFO:EPOCH 659/4000 | STEP: 100|136 | Loss: 0.010663
+INFO:VAL NDCG@10, IoU=0.3: 0.131111
+INFO:VAL NDCG@10, IoU=0.5: 0.108237
+INFO:VAL NDCG@10, IoU=0.7: 0.072915
+INFO:VAL NDCG@20, IoU=0.3: 0.124644
+INFO:VAL NDCG@20, IoU=0.5: 0.102965
+INFO:VAL NDCG@20, IoU=0.7: 0.069245
+INFO:VAL NDCG@40, IoU=0.3: 0.129212
+INFO:VAL NDCG@40, IoU=0.5: 0.106741
+INFO:VAL NDCG@40, IoU=0.7: 0.072090
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.135901
+INFO:TEST NDCG@10, IoU=0.5: 0.114800
+INFO:TEST NDCG@10, IoU=0.7: 0.077217
+INFO:TEST NDCG@20, IoU=0.3: 0.130199
+INFO:TEST NDCG@20, IoU=0.5: 0.109073
+INFO:TEST NDCG@20, IoU=0.7: 0.072900
+INFO:TEST NDCG@40, IoU=0.3: 0.135966
+INFO:TEST NDCG@40, IoU=0.5: 0.113303
+INFO:TEST NDCG@40, IoU=0.7: 0.075236
+INFO:
+INFO:TRAIN EPOCH: 660|4000
+INFO:EPOCH 660/4000 | STEP: 0|136 | Loss: 0.037658
+INFO:EPOCH 660/4000 | STEP: 100|136 | Loss: 0.010602
+INFO:TRAIN EPOCH: 661|4000
+INFO:EPOCH 661/4000 | STEP: 0|136 | Loss: 0.009609
+INFO:EPOCH 661/4000 | STEP: 100|136 | Loss: 0.011290
+INFO:TRAIN EPOCH: 662|4000
+INFO:EPOCH 662/4000 | STEP: 0|136 | Loss: 0.010743
+INFO:EPOCH 662/4000 | STEP: 100|136 | Loss: 0.009405
+INFO:TRAIN EPOCH: 663|4000
+INFO:EPOCH 663/4000 | STEP: 0|136 | Loss: 0.008552
+INFO:EPOCH 663/4000 | STEP: 100|136 | Loss: 0.010059
+INFO:TRAIN EPOCH: 664|4000
+INFO:EPOCH 664/4000 | STEP: 0|136 | Loss: 0.007724
+INFO:EPOCH 664/4000 | STEP: 100|136 | Loss: 0.009843
+INFO:TRAIN EPOCH: 665|4000
+INFO:EPOCH 665/4000 | STEP: 0|136 | Loss: 0.010405
+INFO:EPOCH 665/4000 | STEP: 100|136 | Loss: 0.011369
+INFO:TRAIN EPOCH: 666|4000
+INFO:EPOCH 666/4000 | STEP: 0|136 | Loss: 0.008787
+INFO:EPOCH 666/4000 | STEP: 100|136 | Loss: 0.011951
+INFO:TRAIN EPOCH: 667|4000
+INFO:EPOCH 667/4000 | STEP: 0|136 | Loss: 0.007852
+INFO:EPOCH 667/4000 | STEP: 100|136 | Loss: 0.011250
+INFO:TRAIN EPOCH: 668|4000
+INFO:EPOCH 668/4000 | STEP: 0|136 | Loss: 0.008383
+INFO:EPOCH 668/4000 | STEP: 100|136 | Loss: 0.008366
+INFO:TRAIN EPOCH: 669|4000
+INFO:EPOCH 669/4000 | STEP: 0|136 | Loss: 0.009359
+INFO:EPOCH 669/4000 | STEP: 100|136 | Loss: 0.008611
+INFO:TRAIN EPOCH: 670|4000
+INFO:EPOCH 670/4000 | STEP: 0|136 | Loss: 0.007306
+INFO:EPOCH 670/4000 | STEP: 100|136 | Loss: 0.009933
+INFO:TRAIN EPOCH: 671|4000
+INFO:EPOCH 671/4000 | STEP: 0|136 | Loss: 0.009419
+INFO:EPOCH 671/4000 | STEP: 100|136 | Loss: 0.009670
+INFO:TRAIN EPOCH: 672|4000
+INFO:EPOCH 672/4000 | STEP: 0|136 | Loss: 0.009593
+INFO:EPOCH 672/4000 | STEP: 100|136 | Loss: 0.012111
+INFO:TRAIN EPOCH: 673|4000
+INFO:EPOCH 673/4000 | STEP: 0|136 | Loss: 0.009381
+INFO:EPOCH 673/4000 | STEP: 100|136 | Loss: 0.007544
+INFO:TRAIN EPOCH: 674|4000
+INFO:EPOCH 674/4000 | STEP: 0|136 | Loss: 0.008583
+INFO:EPOCH 674/4000 | STEP: 100|136 | Loss: 0.011897
+INFO:TRAIN EPOCH: 675|4000
+INFO:EPOCH 675/4000 | STEP: 0|136 | Loss: 0.007236
+INFO:EPOCH 675/4000 | STEP: 100|136 | Loss: 0.009221
+INFO:TRAIN EPOCH: 676|4000
+INFO:EPOCH 676/4000 | STEP: 0|136 | Loss: 0.009495
+INFO:EPOCH 676/4000 | STEP: 100|136 | Loss: 0.010264
+INFO:TRAIN EPOCH: 677|4000
+INFO:EPOCH 677/4000 | STEP: 0|136 | Loss: 0.009271
+INFO:EPOCH 677/4000 | STEP: 100|136 | Loss: 0.009356
+INFO:TRAIN EPOCH: 678|4000
+INFO:EPOCH 678/4000 | STEP: 0|136 | Loss: 0.009429
+INFO:EPOCH 678/4000 | STEP: 100|136 | Loss: 0.008704
+INFO:TRAIN EPOCH: 679|4000
+INFO:EPOCH 679/4000 | STEP: 0|136 | Loss: 0.008579
+INFO:EPOCH 679/4000 | STEP: 100|136 | Loss: 0.010787
+INFO:VAL NDCG@10, IoU=0.3: 0.132544
+INFO:VAL NDCG@10, IoU=0.5: 0.112961
+INFO:VAL NDCG@10, IoU=0.7: 0.072661
+INFO:VAL NDCG@20, IoU=0.3: 0.126792
+INFO:VAL NDCG@20, IoU=0.5: 0.107790
+INFO:VAL NDCG@20, IoU=0.7: 0.070049
+INFO:VAL NDCG@40, IoU=0.3: 0.131314
+INFO:VAL NDCG@40, IoU=0.5: 0.110540
+INFO:VAL NDCG@40, IoU=0.7: 0.071694
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.136421
+INFO:TEST NDCG@10, IoU=0.5: 0.115077
+INFO:TEST NDCG@10, IoU=0.7: 0.077281
+INFO:TEST NDCG@20, IoU=0.3: 0.130782
+INFO:TEST NDCG@20, IoU=0.5: 0.109630
+INFO:TEST NDCG@20, IoU=0.7: 0.073193
+INFO:TEST NDCG@40, IoU=0.3: 0.136025
+INFO:TEST NDCG@40, IoU=0.5: 0.113383
+INFO:TEST NDCG@40, IoU=0.7: 0.075180
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.132544
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.112961
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.072661
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.126792
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.107790
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.070049
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.131314
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.110540
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.071694
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.136421
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.115077
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.077281
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.130782
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.109630
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.073193
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.136025
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.113383
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.075180
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 680|4000
+INFO:EPOCH 680/4000 | STEP: 0|136 | Loss: 0.040351
+INFO:EPOCH 680/4000 | STEP: 100|136 | Loss: 0.013222
+INFO:TRAIN EPOCH: 681|4000
+INFO:EPOCH 681/4000 | STEP: 0|136 | Loss: 0.008712
+INFO:EPOCH 681/4000 | STEP: 100|136 | Loss: 0.012647
+INFO:TRAIN EPOCH: 682|4000
+INFO:EPOCH 682/4000 | STEP: 0|136 | Loss: 0.008402
+INFO:EPOCH 682/4000 | STEP: 100|136 | Loss: 0.012043
+INFO:TRAIN EPOCH: 683|4000
+INFO:EPOCH 683/4000 | STEP: 0|136 | Loss: 0.009008
+INFO:EPOCH 683/4000 | STEP: 100|136 | Loss: 0.009305
+INFO:TRAIN EPOCH: 684|4000
+INFO:EPOCH 684/4000 | STEP: 0|136 | Loss: 0.008076
+INFO:EPOCH 684/4000 | STEP: 100|136 | Loss: 0.009466
+INFO:TRAIN EPOCH: 685|4000
+INFO:EPOCH 685/4000 | STEP: 0|136 | Loss: 0.011729
+INFO:EPOCH 685/4000 | STEP: 100|136 | Loss: 0.008833
+INFO:TRAIN EPOCH: 686|4000
+INFO:EPOCH 686/4000 | STEP: 0|136 | Loss: 0.010079
+INFO:EPOCH 686/4000 | STEP: 100|136 | Loss: 0.010575
+INFO:TRAIN EPOCH: 687|4000
+INFO:EPOCH 687/4000 | STEP: 0|136 | Loss: 0.008228
+INFO:EPOCH 687/4000 | STEP: 100|136 | Loss: 0.011383
+INFO:TRAIN EPOCH: 688|4000
+INFO:EPOCH 688/4000 | STEP: 0|136 | Loss: 0.008288
+INFO:EPOCH 688/4000 | STEP: 100|136 | Loss: 0.010223
+INFO:TRAIN EPOCH: 689|4000
+INFO:EPOCH 689/4000 | STEP: 0|136 | Loss: 0.007797
+INFO:EPOCH 689/4000 | STEP: 100|136 | Loss: 0.009818
+INFO:TRAIN EPOCH: 690|4000
+INFO:EPOCH 690/4000 | STEP: 0|136 | Loss: 0.009735
+INFO:EPOCH 690/4000 | STEP: 100|136 | Loss: 0.009751
+INFO:TRAIN EPOCH: 691|4000
+INFO:EPOCH 691/4000 | STEP: 0|136 | Loss: 0.008993
+INFO:EPOCH 691/4000 | STEP: 100|136 | Loss: 0.010039
+INFO:TRAIN EPOCH: 692|4000
+INFO:EPOCH 692/4000 | STEP: 0|136 | Loss: 0.008730
+INFO:EPOCH 692/4000 | STEP: 100|136 | Loss: 0.009905
+INFO:TRAIN EPOCH: 693|4000
+INFO:EPOCH 693/4000 | STEP: 0|136 | Loss: 0.006906
+INFO:EPOCH 693/4000 | STEP: 100|136 | Loss: 0.011133
+INFO:TRAIN EPOCH: 694|4000
+INFO:EPOCH 694/4000 | STEP: 0|136 | Loss: 0.007790
+INFO:EPOCH 694/4000 | STEP: 100|136 | Loss: 0.010229
+INFO:TRAIN EPOCH: 695|4000
+INFO:EPOCH 695/4000 | STEP: 0|136 | Loss: 0.008767
+INFO:EPOCH 695/4000 | STEP: 100|136 | Loss: 0.010235
+INFO:TRAIN EPOCH: 696|4000
+INFO:EPOCH 696/4000 | STEP: 0|136 | Loss: 0.007310
+INFO:EPOCH 696/4000 | STEP: 100|136 | Loss: 0.008648
+INFO:TRAIN EPOCH: 697|4000
+INFO:EPOCH 697/4000 | STEP: 0|136 | Loss: 0.007925
+INFO:EPOCH 697/4000 | STEP: 100|136 | Loss: 0.006365
+INFO:TRAIN EPOCH: 698|4000
+INFO:EPOCH 698/4000 | STEP: 0|136 | Loss: 0.009316
+INFO:EPOCH 698/4000 | STEP: 100|136 | Loss: 0.009021
+INFO:TRAIN EPOCH: 699|4000
+INFO:EPOCH 699/4000 | STEP: 0|136 | Loss: 0.008059
+INFO:EPOCH 699/4000 | STEP: 100|136 | Loss: 0.006674
+INFO:VAL NDCG@10, IoU=0.3: 0.134592
+INFO:VAL NDCG@10, IoU=0.5: 0.113777
+INFO:VAL NDCG@10, IoU=0.7: 0.075409
+INFO:VAL NDCG@20, IoU=0.3: 0.127144
+INFO:VAL NDCG@20, IoU=0.5: 0.107488
+INFO:VAL NDCG@20, IoU=0.7: 0.070472
+INFO:VAL NDCG@40, IoU=0.3: 0.132423
+INFO:VAL NDCG@40, IoU=0.5: 0.111030
+INFO:VAL NDCG@40, IoU=0.7: 0.072449
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.136552
+INFO:TEST NDCG@10, IoU=0.5: 0.115244
+INFO:TEST NDCG@10, IoU=0.7: 0.077224
+INFO:TEST NDCG@20, IoU=0.3: 0.131249
+INFO:TEST NDCG@20, IoU=0.5: 0.110179
+INFO:TEST NDCG@20, IoU=0.7: 0.072591
+INFO:TEST NDCG@40, IoU=0.3: 0.136674
+INFO:TEST NDCG@40, IoU=0.5: 0.113916
+INFO:TEST NDCG@40, IoU=0.7: 0.075077
+INFO:
+INFO:TRAIN EPOCH: 700|4000
+INFO:EPOCH 700/4000 | STEP: 0|136 | Loss: 0.037563
+INFO:EPOCH 700/4000 | STEP: 100|136 | Loss: 0.007275
+INFO:TRAIN EPOCH: 701|4000
+INFO:EPOCH 701/4000 | STEP: 0|136 | Loss: 0.008305
+INFO:EPOCH 701/4000 | STEP: 100|136 | Loss: 0.009983
+INFO:TRAIN EPOCH: 702|4000
+INFO:EPOCH 702/4000 | STEP: 0|136 | Loss: 0.010260
+INFO:EPOCH 702/4000 | STEP: 100|136 | Loss: 0.007356
+INFO:TRAIN EPOCH: 703|4000
+INFO:EPOCH 703/4000 | STEP: 0|136 | Loss: 0.007973
+INFO:EPOCH 703/4000 | STEP: 100|136 | Loss: 0.008224
+INFO:TRAIN EPOCH: 704|4000
+INFO:EPOCH 704/4000 | STEP: 0|136 | Loss: 0.007677
+INFO:EPOCH 704/4000 | STEP: 100|136 | Loss: 0.007399
+INFO:TRAIN EPOCH: 705|4000
+INFO:EPOCH 705/4000 | STEP: 0|136 | Loss: 0.008569
+INFO:EPOCH 705/4000 | STEP: 100|136 | Loss: 0.006243
+INFO:TRAIN EPOCH: 706|4000
+INFO:EPOCH 706/4000 | STEP: 0|136 | Loss: 0.006714
+INFO:EPOCH 706/4000 | STEP: 100|136 | Loss: 0.005945
+INFO:TRAIN EPOCH: 707|4000
+INFO:EPOCH 707/4000 | STEP: 0|136 | Loss: 0.007414
+INFO:EPOCH 707/4000 | STEP: 100|136 | Loss: 0.006096
+INFO:TRAIN EPOCH: 708|4000
+INFO:EPOCH 708/4000 | STEP: 0|136 | Loss: 0.005157
+INFO:EPOCH 708/4000 | STEP: 100|136 | Loss: 0.008474
+INFO:TRAIN EPOCH: 709|4000
+INFO:EPOCH 709/4000 | STEP: 0|136 | Loss: 0.008081
+INFO:EPOCH 709/4000 | STEP: 100|136 | Loss: 0.006851
+INFO:TRAIN EPOCH: 710|4000
+INFO:EPOCH 710/4000 | STEP: 0|136 | Loss: 0.006855
+INFO:EPOCH 710/4000 | STEP: 100|136 | Loss: 0.006481
+INFO:TRAIN EPOCH: 711|4000
+INFO:EPOCH 711/4000 | STEP: 0|136 | Loss: 0.008503
+INFO:EPOCH 711/4000 | STEP: 100|136 | Loss: 0.009139
+INFO:TRAIN EPOCH: 712|4000
+INFO:EPOCH 712/4000 | STEP: 0|136 | Loss: 0.008630
+INFO:EPOCH 712/4000 | STEP: 100|136 | Loss: 0.008621
+INFO:TRAIN EPOCH: 713|4000
+INFO:EPOCH 713/4000 | STEP: 0|136 | Loss: 0.007740
+INFO:EPOCH 713/4000 | STEP: 100|136 | Loss: 0.006863
+INFO:TRAIN EPOCH: 714|4000
+INFO:EPOCH 714/4000 | STEP: 0|136 | Loss: 0.008105
+INFO:EPOCH 714/4000 | STEP: 100|136 | Loss: 0.010332
+INFO:TRAIN EPOCH: 715|4000
+INFO:EPOCH 715/4000 | STEP: 0|136 | Loss: 0.006055
+INFO:EPOCH 715/4000 | STEP: 100|136 | Loss: 0.006274
+INFO:TRAIN EPOCH: 716|4000
+INFO:EPOCH 716/4000 | STEP: 0|136 | Loss: 0.006512
+INFO:EPOCH 716/4000 | STEP: 100|136 | Loss: 0.006907
+INFO:TRAIN EPOCH: 717|4000
+INFO:EPOCH 717/4000 | STEP: 0|136 | Loss: 0.006578
+INFO:EPOCH 717/4000 | STEP: 100|136 | Loss: 0.008686
+INFO:TRAIN EPOCH: 718|4000
+INFO:EPOCH 718/4000 | STEP: 0|136 | Loss: 0.006379
+INFO:EPOCH 718/4000 | STEP: 100|136 | Loss: 0.006841
+INFO:TRAIN EPOCH: 719|4000
+INFO:EPOCH 719/4000 | STEP: 0|136 | Loss: 0.008271
+INFO:VAL NDCG@10, IoU=0.3: 0.138260
+INFO:VAL NDCG@10, IoU=0.5: 0.115887
+INFO:VAL NDCG@10, IoU=0.7: 0.074456
+INFO:VAL NDCG@20, IoU=0.3: 0.131786
+INFO:VAL NDCG@20, IoU=0.5: 0.110214
+INFO:VAL NDCG@20, IoU=0.7: 0.071129
+INFO:VAL NDCG@40, IoU=0.3: 0.137196
+INFO:VAL NDCG@40, IoU=0.5: 0.114196
+INFO:VAL NDCG@40, IoU=0.7: 0.073270
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.136687
+INFO:TEST NDCG@10, IoU=0.5: 0.115615
+INFO:TEST NDCG@10, IoU=0.7: 0.077742
+INFO:TEST NDCG@20, IoU=0.3: 0.131648
+INFO:TEST NDCG@20, IoU=0.5: 0.110309
+INFO:TEST NDCG@20, IoU=0.7: 0.074165
+INFO:TEST NDCG@40, IoU=0.3: 0.137095
+INFO:TEST NDCG@40, IoU=0.5: 0.114114
+INFO:TEST NDCG@40, IoU=0.7: 0.076185
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.138260
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.115887
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.074456
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.131786
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.110214
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.071129
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.137196
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.114196
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.073270
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.136687
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.115615
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.077742
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.131648
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.110309
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.074165
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.137095
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.114114
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.076185
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 719/4000 | STEP: 100|136 | Loss: 0.004226
+INFO:TRAIN EPOCH: 720|4000
+INFO:EPOCH 720/4000 | STEP: 0|136 | Loss: 0.034436
+INFO:EPOCH 720/4000 | STEP: 100|136 | Loss: 0.006919
+INFO:TRAIN EPOCH: 721|4000
+INFO:EPOCH 721/4000 | STEP: 0|136 | Loss: 0.007547
+INFO:EPOCH 721/4000 | STEP: 100|136 | Loss: 0.007573
+INFO:TRAIN EPOCH: 722|4000
+INFO:EPOCH 722/4000 | STEP: 0|136 | Loss: 0.007874
+INFO:EPOCH 722/4000 | STEP: 100|136 | Loss: 0.009942
+INFO:TRAIN EPOCH: 723|4000
+INFO:EPOCH 723/4000 | STEP: 0|136 | Loss: 0.008695
+INFO:EPOCH 723/4000 | STEP: 100|136 | Loss: 0.006843
+INFO:TRAIN EPOCH: 724|4000
+INFO:EPOCH 724/4000 | STEP: 0|136 | Loss: 0.005813
+INFO:EPOCH 724/4000 | STEP: 100|136 | Loss: 0.006929
+INFO:TRAIN EPOCH: 725|4000
+INFO:EPOCH 725/4000 | STEP: 0|136 | Loss: 0.008629
+INFO:EPOCH 725/4000 | STEP: 100|136 | Loss: 0.007049
+INFO:TRAIN EPOCH: 726|4000
+INFO:EPOCH 726/4000 | STEP: 0|136 | Loss: 0.007063
+INFO:EPOCH 726/4000 | STEP: 100|136 | Loss: 0.006084
+INFO:TRAIN EPOCH: 727|4000
+INFO:EPOCH 727/4000 | STEP: 0|136 | Loss: 0.006410
+INFO:EPOCH 727/4000 | STEP: 100|136 | Loss: 0.005591
+INFO:TRAIN EPOCH: 728|4000
+INFO:EPOCH 728/4000 | STEP: 0|136 | Loss: 0.008733
+INFO:EPOCH 728/4000 | STEP: 100|136 | Loss: 0.008873
+INFO:TRAIN EPOCH: 729|4000
+INFO:EPOCH 729/4000 | STEP: 0|136 | Loss: 0.006347
+INFO:EPOCH 729/4000 | STEP: 100|136 | Loss: 0.006864
+INFO:TRAIN EPOCH: 730|4000
+INFO:EPOCH 730/4000 | STEP: 0|136 | Loss: 0.007723
+INFO:EPOCH 730/4000 | STEP: 100|136 | Loss: 0.005811
+INFO:TRAIN EPOCH: 731|4000
+INFO:EPOCH 731/4000 | STEP: 0|136 | Loss: 0.007080
+INFO:EPOCH 731/4000 | STEP: 100|136 | Loss: 0.006739
+INFO:TRAIN EPOCH: 732|4000
+INFO:EPOCH 732/4000 | STEP: 0|136 | Loss: 0.005863
+INFO:EPOCH 732/4000 | STEP: 100|136 | Loss: 0.007161
+INFO:TRAIN EPOCH: 733|4000
+INFO:EPOCH 733/4000 | STEP: 0|136 | Loss: 0.006464
+INFO:EPOCH 733/4000 | STEP: 100|136 | Loss: 0.006478
+INFO:TRAIN EPOCH: 734|4000
+INFO:EPOCH 734/4000 | STEP: 0|136 | Loss: 0.007240
+INFO:EPOCH 734/4000 | STEP: 100|136 | Loss: 0.005157
+INFO:TRAIN EPOCH: 735|4000
+INFO:EPOCH 735/4000 | STEP: 0|136 | Loss: 0.007301
+INFO:EPOCH 735/4000 | STEP: 100|136 | Loss: 0.007760
+INFO:TRAIN EPOCH: 736|4000
+INFO:EPOCH 736/4000 | STEP: 0|136 | Loss: 0.007875
+INFO:EPOCH 736/4000 | STEP: 100|136 | Loss: 0.008375
+INFO:TRAIN EPOCH: 737|4000
+INFO:EPOCH 737/4000 | STEP: 0|136 | Loss: 0.005319
+INFO:EPOCH 737/4000 | STEP: 100|136 | Loss: 0.008627
+INFO:TRAIN EPOCH: 738|4000
+INFO:EPOCH 738/4000 | STEP: 0|136 | Loss: 0.009073
+INFO:EPOCH 738/4000 | STEP: 100|136 | Loss: 0.007066
+INFO:TRAIN EPOCH: 739|4000
+INFO:EPOCH 739/4000 | STEP: 0|136 | Loss: 0.006968
+INFO:VAL NDCG@10, IoU=0.3: 0.140618
+INFO:VAL NDCG@10, IoU=0.5: 0.118766
+INFO:VAL NDCG@10, IoU=0.7: 0.078433
+INFO:VAL NDCG@20, IoU=0.3: 0.132954
+INFO:VAL NDCG@20, IoU=0.5: 0.111866
+INFO:VAL NDCG@20, IoU=0.7: 0.073969
+INFO:VAL NDCG@40, IoU=0.3: 0.138738
+INFO:VAL NDCG@40, IoU=0.5: 0.115872
+INFO:VAL NDCG@40, IoU=0.7: 0.075741
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.137522
+INFO:TEST NDCG@10, IoU=0.5: 0.117370
+INFO:TEST NDCG@10, IoU=0.7: 0.080498
+INFO:TEST NDCG@20, IoU=0.3: 0.132159
+INFO:TEST NDCG@20, IoU=0.5: 0.111429
+INFO:TEST NDCG@20, IoU=0.7: 0.075321
+INFO:TEST NDCG@40, IoU=0.3: 0.137243
+INFO:TEST NDCG@40, IoU=0.5: 0.115199
+INFO:TEST NDCG@40, IoU=0.7: 0.077473
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.140618
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.118766
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.078433
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.132954
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.111866
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.073969
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.138738
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.115872
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.075741
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.137522
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.117370
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.080498
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.132159
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.111429
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.075321
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.137243
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.115199
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.077473
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 739/4000 | STEP: 100|136 | Loss: 0.000120
+INFO:TRAIN EPOCH: 740|4000
+INFO:EPOCH 740/4000 | STEP: 0|136 | Loss: 0.033185
+INFO:EPOCH 740/4000 | STEP: 100|136 | Loss: 0.007468
+INFO:TRAIN EPOCH: 741|4000
+INFO:EPOCH 741/4000 | STEP: 0|136 | Loss: 0.006522
+INFO:EPOCH 741/4000 | STEP: 100|136 | Loss: 0.009267
+INFO:TRAIN EPOCH: 742|4000
+INFO:EPOCH 742/4000 | STEP: 0|136 | Loss: 0.007038
+INFO:EPOCH 742/4000 | STEP: 100|136 | Loss: 0.005645
+INFO:TRAIN EPOCH: 743|4000
+INFO:EPOCH 743/4000 | STEP: 0|136 | Loss: 0.008169
+INFO:EPOCH 743/4000 | STEP: 100|136 | Loss: 0.007231
+INFO:TRAIN EPOCH: 744|4000
+INFO:EPOCH 744/4000 | STEP: 0|136 | Loss: 0.006694
+INFO:EPOCH 744/4000 | STEP: 100|136 | Loss: 0.007596
+INFO:TRAIN EPOCH: 745|4000
+INFO:EPOCH 745/4000 | STEP: 0|136 | Loss: 0.006845
+INFO:EPOCH 745/4000 | STEP: 100|136 | Loss: 0.006381
+INFO:TRAIN EPOCH: 746|4000
+INFO:EPOCH 746/4000 | STEP: 0|136 | Loss: 0.007184
+INFO:EPOCH 746/4000 | STEP: 100|136 | Loss: 0.006902
+INFO:TRAIN EPOCH: 747|4000
+INFO:EPOCH 747/4000 | STEP: 0|136 | Loss: 0.007111
+INFO:EPOCH 747/4000 | STEP: 100|136 | Loss: 0.005791
+INFO:TRAIN EPOCH: 748|4000
+INFO:EPOCH 748/4000 | STEP: 0|136 | Loss: 0.006259
+INFO:EPOCH 748/4000 | STEP: 100|136 | Loss: 0.005538
+INFO:TRAIN EPOCH: 749|4000
+INFO:EPOCH 749/4000 | STEP: 0|136 | Loss: 0.006458
+INFO:EPOCH 749/4000 | STEP: 100|136 | Loss: 0.007272
+INFO:TRAIN EPOCH: 750|4000
+INFO:EPOCH 750/4000 | STEP: 0|136 | Loss: 0.004083
+INFO:EPOCH 750/4000 | STEP: 100|136 | Loss: 0.004338
+INFO:TRAIN EPOCH: 751|4000
+INFO:EPOCH 751/4000 | STEP: 0|136 | Loss: 0.005863
+INFO:EPOCH 751/4000 | STEP: 100|136 | Loss: 0.009031
+INFO:TRAIN EPOCH: 752|4000
+INFO:EPOCH 752/4000 | STEP: 0|136 | Loss: 0.006529
+INFO:EPOCH 752/4000 | STEP: 100|136 | Loss: 0.005594
+INFO:TRAIN EPOCH: 753|4000
+INFO:EPOCH 753/4000 | STEP: 0|136 | Loss: 0.005372
+INFO:EPOCH 753/4000 | STEP: 100|136 | Loss: 0.006782
+INFO:TRAIN EPOCH: 754|4000
+INFO:EPOCH 754/4000 | STEP: 0|136 | Loss: 0.005961
+INFO:EPOCH 754/4000 | STEP: 100|136 | Loss: 0.006831
+INFO:TRAIN EPOCH: 755|4000
+INFO:EPOCH 755/4000 | STEP: 0|136 | Loss: 0.005682
+INFO:EPOCH 755/4000 | STEP: 100|136 | Loss: 0.007951
+INFO:TRAIN EPOCH: 756|4000
+INFO:EPOCH 756/4000 | STEP: 0|136 | Loss: 0.007479
+INFO:EPOCH 756/4000 | STEP: 100|136 | Loss: 0.007254
+INFO:TRAIN EPOCH: 757|4000
+INFO:EPOCH 757/4000 | STEP: 0|136 | Loss: 0.005245
+INFO:EPOCH 757/4000 | STEP: 100|136 | Loss: 0.006122
+INFO:TRAIN EPOCH: 758|4000
+INFO:EPOCH 758/4000 | STEP: 0|136 | Loss: 0.004762
+INFO:EPOCH 758/4000 | STEP: 100|136 | Loss: 0.005595
+INFO:TRAIN EPOCH: 759|4000
+INFO:EPOCH 759/4000 | STEP: 0|136 | Loss: 0.005381
+INFO:VAL NDCG@10, IoU=0.3: 0.136430
+INFO:VAL NDCG@10, IoU=0.5: 0.114512
+INFO:VAL NDCG@10, IoU=0.7: 0.074519
+INFO:VAL NDCG@20, IoU=0.3: 0.128934
+INFO:VAL NDCG@20, IoU=0.5: 0.107703
+INFO:VAL NDCG@20, IoU=0.7: 0.069513
+INFO:VAL NDCG@40, IoU=0.3: 0.136413
+INFO:VAL NDCG@40, IoU=0.5: 0.113218
+INFO:VAL NDCG@40, IoU=0.7: 0.073443
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.139748
+INFO:TEST NDCG@10, IoU=0.5: 0.119242
+INFO:TEST NDCG@10, IoU=0.7: 0.079824
+INFO:TEST NDCG@20, IoU=0.3: 0.133204
+INFO:TEST NDCG@20, IoU=0.5: 0.112898
+INFO:TEST NDCG@20, IoU=0.7: 0.074755
+INFO:TEST NDCG@40, IoU=0.3: 0.139569
+INFO:TEST NDCG@40, IoU=0.5: 0.117134
+INFO:TEST NDCG@40, IoU=0.7: 0.077103
+INFO:
+INFO:EPOCH 759/4000 | STEP: 100|136 | Loss: 0.000687
+INFO:TRAIN EPOCH: 760|4000
+INFO:EPOCH 760/4000 | STEP: 0|136 | Loss: 0.034739
+INFO:EPOCH 760/4000 | STEP: 100|136 | Loss: 0.005221
+INFO:TRAIN EPOCH: 761|4000
+INFO:EPOCH 761/4000 | STEP: 0|136 | Loss: 0.005388
+INFO:EPOCH 761/4000 | STEP: 100|136 | Loss: 0.007476
+INFO:TRAIN EPOCH: 762|4000
+INFO:EPOCH 762/4000 | STEP: 0|136 | Loss: 0.008094
+INFO:EPOCH 762/4000 | STEP: 100|136 | Loss: 0.006935
+INFO:TRAIN EPOCH: 763|4000
+INFO:EPOCH 763/4000 | STEP: 0|136 | Loss: 0.007745
+INFO:EPOCH 763/4000 | STEP: 100|136 | Loss: 0.005930
+INFO:TRAIN EPOCH: 764|4000
+INFO:EPOCH 764/4000 | STEP: 0|136 | Loss: 0.007252
+INFO:EPOCH 764/4000 | STEP: 100|136 | Loss: 0.005921
+INFO:TRAIN EPOCH: 765|4000
+INFO:EPOCH 765/4000 | STEP: 0|136 | Loss: 0.003736
+INFO:EPOCH 765/4000 | STEP: 100|136 | Loss: 0.004503
+INFO:TRAIN EPOCH: 766|4000
+INFO:EPOCH 766/4000 | STEP: 0|136 | Loss: 0.004908
+INFO:EPOCH 766/4000 | STEP: 100|136 | Loss: 0.007434
+INFO:TRAIN EPOCH: 767|4000
+INFO:EPOCH 767/4000 | STEP: 0|136 | Loss: 0.004338
+INFO:EPOCH 767/4000 | STEP: 100|136 | Loss: 0.007485
+INFO:TRAIN EPOCH: 768|4000
+INFO:EPOCH 768/4000 | STEP: 0|136 | Loss: 0.004731
+INFO:EPOCH 768/4000 | STEP: 100|136 | Loss: 0.006662
+INFO:TRAIN EPOCH: 769|4000
+INFO:EPOCH 769/4000 | STEP: 0|136 | Loss: 0.004981
+INFO:EPOCH 769/4000 | STEP: 100|136 | Loss: 0.004791
+INFO:TRAIN EPOCH: 770|4000
+INFO:EPOCH 770/4000 | STEP: 0|136 | Loss: 0.005100
+INFO:EPOCH 770/4000 | STEP: 100|136 | Loss: 0.004062
+INFO:TRAIN EPOCH: 771|4000
+INFO:EPOCH 771/4000 | STEP: 0|136 | Loss: 0.003113
+INFO:EPOCH 771/4000 | STEP: 100|136 | Loss: 0.005360
+INFO:TRAIN EPOCH: 772|4000
+INFO:EPOCH 772/4000 | STEP: 0|136 | Loss: 0.003695
+INFO:EPOCH 772/4000 | STEP: 100|136 | Loss: 0.006246
+INFO:TRAIN EPOCH: 773|4000
+INFO:EPOCH 773/4000 | STEP: 0|136 | Loss: 0.004186
+INFO:EPOCH 773/4000 | STEP: 100|136 | Loss: 0.007712
+INFO:TRAIN EPOCH: 774|4000
+INFO:EPOCH 774/4000 | STEP: 0|136 | Loss: 0.004823
+INFO:EPOCH 774/4000 | STEP: 100|136 | Loss: 0.005265
+INFO:TRAIN EPOCH: 775|4000
+INFO:EPOCH 775/4000 | STEP: 0|136 | Loss: 0.003901
+INFO:EPOCH 775/4000 | STEP: 100|136 | Loss: 0.007212
+INFO:TRAIN EPOCH: 776|4000
+INFO:EPOCH 776/4000 | STEP: 0|136 | Loss: 0.006803
+INFO:EPOCH 776/4000 | STEP: 100|136 | Loss: 0.005096
+INFO:TRAIN EPOCH: 777|4000
+INFO:EPOCH 777/4000 | STEP: 0|136 | Loss: 0.007910
+INFO:EPOCH 777/4000 | STEP: 100|136 | Loss: 0.004272
+INFO:TRAIN EPOCH: 778|4000
+INFO:EPOCH 778/4000 | STEP: 0|136 | Loss: 0.006624
+INFO:EPOCH 778/4000 | STEP: 100|136 | Loss: 0.003997
+INFO:TRAIN EPOCH: 779|4000
+INFO:EPOCH 779/4000 | STEP: 0|136 | Loss: 0.004792
+INFO:VAL NDCG@10, IoU=0.3: 0.139760
+INFO:VAL NDCG@10, IoU=0.5: 0.119914
+INFO:VAL NDCG@10, IoU=0.7: 0.080243
+INFO:VAL NDCG@20, IoU=0.3: 0.132443
+INFO:VAL NDCG@20, IoU=0.5: 0.113331
+INFO:VAL NDCG@20, IoU=0.7: 0.076749
+INFO:VAL NDCG@40, IoU=0.3: 0.137934
+INFO:VAL NDCG@40, IoU=0.5: 0.116088
+INFO:VAL NDCG@40, IoU=0.7: 0.077150
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.139259
+INFO:TEST NDCG@10, IoU=0.5: 0.119058
+INFO:TEST NDCG@10, IoU=0.7: 0.080797
+INFO:TEST NDCG@20, IoU=0.3: 0.133179
+INFO:TEST NDCG@20, IoU=0.5: 0.112980
+INFO:TEST NDCG@20, IoU=0.7: 0.075897
+INFO:TEST NDCG@40, IoU=0.3: 0.137853
+INFO:TEST NDCG@40, IoU=0.5: 0.116224
+INFO:TEST NDCG@40, IoU=0.7: 0.077467
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.139760
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.119914
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.080243
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.132443
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.113331
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.076749
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.137934
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.116088
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.077150
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.139259
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.119058
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.080797
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.133179
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.112980
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.075897
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.137853
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.116224
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.077467
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 779/4000 | STEP: 100|136 | Loss: -0.003775
+INFO:TRAIN EPOCH: 780|4000
+INFO:EPOCH 780/4000 | STEP: 0|136 | Loss: 0.035138
+INFO:EPOCH 780/4000 | STEP: 100|136 | Loss: 0.006566
+INFO:TRAIN EPOCH: 781|4000
+INFO:EPOCH 781/4000 | STEP: 0|136 | Loss: 0.005849
+INFO:EPOCH 781/4000 | STEP: 100|136 | Loss: 0.005221
+INFO:TRAIN EPOCH: 782|4000
+INFO:EPOCH 782/4000 | STEP: 0|136 | Loss: 0.002767
+INFO:EPOCH 782/4000 | STEP: 100|136 | Loss: 0.004808
+INFO:TRAIN EPOCH: 783|4000
+INFO:EPOCH 783/4000 | STEP: 0|136 | Loss: 0.002128
+INFO:EPOCH 783/4000 | STEP: 100|136 | Loss: 0.006378
+INFO:TRAIN EPOCH: 784|4000
+INFO:EPOCH 784/4000 | STEP: 0|136 | Loss: 0.006450
+INFO:EPOCH 784/4000 | STEP: 100|136 | Loss: 0.004949
+INFO:TRAIN EPOCH: 785|4000
+INFO:EPOCH 785/4000 | STEP: 0|136 | Loss: 0.005213
+INFO:EPOCH 785/4000 | STEP: 100|136 | Loss: 0.005439
+INFO:TRAIN EPOCH: 786|4000
+INFO:EPOCH 786/4000 | STEP: 0|136 | Loss: 0.007610
+INFO:EPOCH 786/4000 | STEP: 100|136 | Loss: 0.005151
+INFO:TRAIN EPOCH: 787|4000
+INFO:EPOCH 787/4000 | STEP: 0|136 | Loss: 0.003110
+INFO:EPOCH 787/4000 | STEP: 100|136 | Loss: 0.007209
+INFO:TRAIN EPOCH: 788|4000
+INFO:EPOCH 788/4000 | STEP: 0|136 | Loss: 0.006133
+INFO:EPOCH 788/4000 | STEP: 100|136 | Loss: 0.005899
+INFO:TRAIN EPOCH: 789|4000
+INFO:EPOCH 789/4000 | STEP: 0|136 | Loss: 0.005201
+INFO:EPOCH 789/4000 | STEP: 100|136 | Loss: 0.005694
+INFO:TRAIN EPOCH: 790|4000
+INFO:EPOCH 790/4000 | STEP: 0|136 | Loss: 0.003211
+INFO:EPOCH 790/4000 | STEP: 100|136 | Loss: 0.004804
+INFO:TRAIN EPOCH: 791|4000
+INFO:EPOCH 791/4000 | STEP: 0|136 | Loss: 0.005526
+INFO:EPOCH 791/4000 | STEP: 100|136 | Loss: 0.004171
+INFO:TRAIN EPOCH: 792|4000
+INFO:EPOCH 792/4000 | STEP: 0|136 | Loss: 0.004799
+INFO:EPOCH 792/4000 | STEP: 100|136 | Loss: 0.006312
+INFO:TRAIN EPOCH: 793|4000
+INFO:EPOCH 793/4000 | STEP: 0|136 | Loss: 0.005355
+INFO:EPOCH 793/4000 | STEP: 100|136 | Loss: 0.002979
+INFO:TRAIN EPOCH: 794|4000
+INFO:EPOCH 794/4000 | STEP: 0|136 | Loss: 0.003067
+INFO:EPOCH 794/4000 | STEP: 100|136 | Loss: 0.001792
+INFO:TRAIN EPOCH: 795|4000
+INFO:EPOCH 795/4000 | STEP: 0|136 | Loss: 0.003913
+INFO:EPOCH 795/4000 | STEP: 100|136 | Loss: 0.004823
+INFO:TRAIN EPOCH: 796|4000
+INFO:EPOCH 796/4000 | STEP: 0|136 | Loss: 0.004247
+INFO:EPOCH 796/4000 | STEP: 100|136 | Loss: 0.005341
+INFO:TRAIN EPOCH: 797|4000
+INFO:EPOCH 797/4000 | STEP: 0|136 | Loss: 0.005379
+INFO:EPOCH 797/4000 | STEP: 100|136 | Loss: 0.002844
+INFO:TRAIN EPOCH: 798|4000
+INFO:EPOCH 798/4000 | STEP: 0|136 | Loss: 0.002310
+INFO:EPOCH 798/4000 | STEP: 100|136 | Loss: 0.004055
+INFO:TRAIN EPOCH: 799|4000
+INFO:EPOCH 799/4000 | STEP: 0|136 | Loss: 0.005188
+INFO:VAL NDCG@10, IoU=0.3: 0.132483
+INFO:VAL NDCG@10, IoU=0.5: 0.115189
+INFO:VAL NDCG@10, IoU=0.7: 0.073061
+INFO:VAL NDCG@20, IoU=0.3: 0.127177
+INFO:VAL NDCG@20, IoU=0.5: 0.109284
+INFO:VAL NDCG@20, IoU=0.7: 0.070084
+INFO:VAL NDCG@40, IoU=0.3: 0.133758
+INFO:VAL NDCG@40, IoU=0.5: 0.114153
+INFO:VAL NDCG@40, IoU=0.7: 0.072070
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.138428
+INFO:TEST NDCG@10, IoU=0.5: 0.117788
+INFO:TEST NDCG@10, IoU=0.7: 0.078246
+INFO:TEST NDCG@20, IoU=0.3: 0.132028
+INFO:TEST NDCG@20, IoU=0.5: 0.111516
+INFO:TEST NDCG@20, IoU=0.7: 0.074284
+INFO:TEST NDCG@40, IoU=0.3: 0.136378
+INFO:TEST NDCG@40, IoU=0.5: 0.114192
+INFO:TEST NDCG@40, IoU=0.7: 0.075734
+INFO:
+INFO:EPOCH 799/4000 | STEP: 100|136 | Loss: -0.005607
+INFO:TRAIN EPOCH: 800|4000
+INFO:EPOCH 800/4000 | STEP: 0|136 | Loss: 0.032743
+INFO:EPOCH 800/4000 | STEP: 100|136 | Loss: 0.008071
+INFO:TRAIN EPOCH: 801|4000
+INFO:EPOCH 801/4000 | STEP: 0|136 | Loss: 0.004904
+INFO:EPOCH 801/4000 | STEP: 100|136 | Loss: 0.004019
+INFO:TRAIN EPOCH: 802|4000
+INFO:EPOCH 802/4000 | STEP: 0|136 | Loss: 0.004449
+INFO:EPOCH 802/4000 | STEP: 100|136 | Loss: 0.004449
+INFO:TRAIN EPOCH: 803|4000
+INFO:EPOCH 803/4000 | STEP: 0|136 | Loss: 0.003576
+INFO:EPOCH 803/4000 | STEP: 100|136 | Loss: 0.004217
+INFO:TRAIN EPOCH: 804|4000
+INFO:EPOCH 804/4000 | STEP: 0|136 | Loss: 0.003221
+INFO:EPOCH 804/4000 | STEP: 100|136 | Loss: 0.004900
+INFO:TRAIN EPOCH: 805|4000
+INFO:EPOCH 805/4000 | STEP: 0|136 | Loss: 0.005514
+INFO:EPOCH 805/4000 | STEP: 100|136 | Loss: 0.004726
+INFO:TRAIN EPOCH: 806|4000
+INFO:EPOCH 806/4000 | STEP: 0|136 | Loss: 0.001823
+INFO:EPOCH 806/4000 | STEP: 100|136 | Loss: 0.003363
+INFO:TRAIN EPOCH: 807|4000
+INFO:EPOCH 807/4000 | STEP: 0|136 | Loss: 0.002942
+INFO:EPOCH 807/4000 | STEP: 100|136 | Loss: 0.004198
+INFO:TRAIN EPOCH: 808|4000
+INFO:EPOCH 808/4000 | STEP: 0|136 | Loss: 0.005284
+INFO:EPOCH 808/4000 | STEP: 100|136 | Loss: 0.005881
+INFO:TRAIN EPOCH: 809|4000
+INFO:EPOCH 809/4000 | STEP: 0|136 | Loss: 0.003092
+INFO:EPOCH 809/4000 | STEP: 100|136 | Loss: 0.003014
+INFO:TRAIN EPOCH: 810|4000
+INFO:EPOCH 810/4000 | STEP: 0|136 | Loss: 0.002409
+INFO:EPOCH 810/4000 | STEP: 100|136 | Loss: 0.003933
+INFO:TRAIN EPOCH: 811|4000
+INFO:EPOCH 811/4000 | STEP: 0|136 | Loss: 0.004680
+INFO:EPOCH 811/4000 | STEP: 100|136 | Loss: 0.002452
+INFO:TRAIN EPOCH: 812|4000
+INFO:EPOCH 812/4000 | STEP: 0|136 | Loss: 0.004258
+INFO:EPOCH 812/4000 | STEP: 100|136 | Loss: 0.003786
+INFO:TRAIN EPOCH: 813|4000
+INFO:EPOCH 813/4000 | STEP: 0|136 | Loss: 0.006252
+INFO:EPOCH 813/4000 | STEP: 100|136 | Loss: 0.004228
+INFO:TRAIN EPOCH: 814|4000
+INFO:EPOCH 814/4000 | STEP: 0|136 | Loss: 0.002845
+INFO:EPOCH 814/4000 | STEP: 100|136 | Loss: 0.004408
+INFO:TRAIN EPOCH: 815|4000
+INFO:EPOCH 815/4000 | STEP: 0|136 | Loss: 0.005410
+INFO:EPOCH 815/4000 | STEP: 100|136 | Loss: 0.005172
+INFO:TRAIN EPOCH: 816|4000
+INFO:EPOCH 816/4000 | STEP: 0|136 | Loss: 0.004361
+INFO:EPOCH 816/4000 | STEP: 100|136 | Loss: 0.002997
+INFO:TRAIN EPOCH: 817|4000
+INFO:EPOCH 817/4000 | STEP: 0|136 | Loss: 0.004421
+INFO:EPOCH 817/4000 | STEP: 100|136 | Loss: 0.006015
+INFO:TRAIN EPOCH: 818|4000
+INFO:EPOCH 818/4000 | STEP: 0|136 | Loss: 0.002213
+INFO:EPOCH 818/4000 | STEP: 100|136 | Loss: 0.004209
+INFO:TRAIN EPOCH: 819|4000
+INFO:EPOCH 819/4000 | STEP: 0|136 | Loss: 0.004524
+INFO:VAL NDCG@10, IoU=0.3: 0.137837
+INFO:VAL NDCG@10, IoU=0.5: 0.118943
+INFO:VAL NDCG@10, IoU=0.7: 0.077045
+INFO:VAL NDCG@20, IoU=0.3: 0.133129
+INFO:VAL NDCG@20, IoU=0.5: 0.112546
+INFO:VAL NDCG@20, IoU=0.7: 0.073329
+INFO:VAL NDCG@40, IoU=0.3: 0.138430
+INFO:VAL NDCG@40, IoU=0.5: 0.116528
+INFO:VAL NDCG@40, IoU=0.7: 0.074728
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.137909
+INFO:TEST NDCG@10, IoU=0.5: 0.117272
+INFO:TEST NDCG@10, IoU=0.7: 0.078984
+INFO:TEST NDCG@20, IoU=0.3: 0.131482
+INFO:TEST NDCG@20, IoU=0.5: 0.111019
+INFO:TEST NDCG@20, IoU=0.7: 0.073774
+INFO:TEST NDCG@40, IoU=0.3: 0.136969
+INFO:TEST NDCG@40, IoU=0.5: 0.115229
+INFO:TEST NDCG@40, IoU=0.7: 0.076454
+INFO:
+INFO:EPOCH 819/4000 | STEP: 100|136 | Loss: -0.008768
+INFO:TRAIN EPOCH: 820|4000
+INFO:EPOCH 820/4000 | STEP: 0|136 | Loss: 0.035849
+INFO:EPOCH 820/4000 | STEP: 100|136 | Loss: 0.002553
+INFO:TRAIN EPOCH: 821|4000
+INFO:EPOCH 821/4000 | STEP: 0|136 | Loss: 0.005603
+INFO:EPOCH 821/4000 | STEP: 100|136 | Loss: 0.004752
+INFO:TRAIN EPOCH: 822|4000
+INFO:EPOCH 822/4000 | STEP: 0|136 | Loss: 0.002162
+INFO:EPOCH 822/4000 | STEP: 100|136 | Loss: 0.003472
+INFO:TRAIN EPOCH: 823|4000
+INFO:EPOCH 823/4000 | STEP: 0|136 | Loss: 0.004311
+INFO:EPOCH 823/4000 | STEP: 100|136 | Loss: 0.003757
+INFO:TRAIN EPOCH: 824|4000
+INFO:EPOCH 824/4000 | STEP: 0|136 | Loss: 0.004084
+INFO:EPOCH 824/4000 | STEP: 100|136 | Loss: 0.003733
+INFO:TRAIN EPOCH: 825|4000
+INFO:EPOCH 825/4000 | STEP: 0|136 | Loss: 0.001415
+INFO:EPOCH 825/4000 | STEP: 100|136 | Loss: 0.004856
+INFO:TRAIN EPOCH: 826|4000
+INFO:EPOCH 826/4000 | STEP: 0|136 | Loss: 0.003764
+INFO:EPOCH 826/4000 | STEP: 100|136 | Loss: 0.004039
+INFO:TRAIN EPOCH: 827|4000
+INFO:EPOCH 827/4000 | STEP: 0|136 | Loss: 0.001258
+INFO:EPOCH 827/4000 | STEP: 100|136 | Loss: 0.002059
+INFO:TRAIN EPOCH: 828|4000
+INFO:EPOCH 828/4000 | STEP: 0|136 | Loss: 0.003281
+INFO:EPOCH 828/4000 | STEP: 100|136 | Loss: 0.003851
+INFO:TRAIN EPOCH: 829|4000
+INFO:EPOCH 829/4000 | STEP: 0|136 | Loss: 0.005049
+INFO:EPOCH 829/4000 | STEP: 100|136 | Loss: 0.004852
+INFO:TRAIN EPOCH: 830|4000
+INFO:EPOCH 830/4000 | STEP: 0|136 | Loss: 0.003119
+INFO:EPOCH 830/4000 | STEP: 100|136 | Loss: 0.003277
+INFO:TRAIN EPOCH: 831|4000
+INFO:EPOCH 831/4000 | STEP: 0|136 | Loss: 0.003284
+INFO:EPOCH 831/4000 | STEP: 100|136 | Loss: 0.003507
+INFO:TRAIN EPOCH: 832|4000
+INFO:EPOCH 832/4000 | STEP: 0|136 | Loss: 0.003510
+INFO:EPOCH 832/4000 | STEP: 100|136 | Loss: 0.003918
+INFO:TRAIN EPOCH: 833|4000
+INFO:EPOCH 833/4000 | STEP: 0|136 | Loss: 0.002967
+INFO:EPOCH 833/4000 | STEP: 100|136 | Loss: 0.005780
+INFO:TRAIN EPOCH: 834|4000
+INFO:EPOCH 834/4000 | STEP: 0|136 | Loss: 0.003380
+INFO:EPOCH 834/4000 | STEP: 100|136 | Loss: 0.003583
+INFO:TRAIN EPOCH: 835|4000
+INFO:EPOCH 835/4000 | STEP: 0|136 | Loss: 0.001527
+INFO:EPOCH 835/4000 | STEP: 100|136 | Loss: 0.004151
+INFO:TRAIN EPOCH: 836|4000
+INFO:EPOCH 836/4000 | STEP: 0|136 | Loss: 0.004878
+INFO:EPOCH 836/4000 | STEP: 100|136 | Loss: 0.005363
+INFO:TRAIN EPOCH: 837|4000
+INFO:EPOCH 837/4000 | STEP: 0|136 | Loss: 0.003584
+INFO:EPOCH 837/4000 | STEP: 100|136 | Loss: 0.003843
+INFO:TRAIN EPOCH: 838|4000
+INFO:EPOCH 838/4000 | STEP: 0|136 | Loss: 0.003662
+INFO:EPOCH 838/4000 | STEP: 100|136 | Loss: 0.003337
+INFO:TRAIN EPOCH: 839|4000
+INFO:EPOCH 839/4000 | STEP: 0|136 | Loss: 0.001992
+INFO:VAL NDCG@10, IoU=0.3: 0.140384
+INFO:VAL NDCG@10, IoU=0.5: 0.121086
+INFO:VAL NDCG@10, IoU=0.7: 0.076133
+INFO:VAL NDCG@20, IoU=0.3: 0.132343
+INFO:VAL NDCG@20, IoU=0.5: 0.113430
+INFO:VAL NDCG@20, IoU=0.7: 0.073264
+INFO:VAL NDCG@40, IoU=0.3: 0.139225
+INFO:VAL NDCG@40, IoU=0.5: 0.116868
+INFO:VAL NDCG@40, IoU=0.7: 0.074879
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.140904
+INFO:TEST NDCG@10, IoU=0.5: 0.120449
+INFO:TEST NDCG@10, IoU=0.7: 0.080709
+INFO:TEST NDCG@20, IoU=0.3: 0.134427
+INFO:TEST NDCG@20, IoU=0.5: 0.113992
+INFO:TEST NDCG@20, IoU=0.7: 0.075785
+INFO:TEST NDCG@40, IoU=0.3: 0.139362
+INFO:TEST NDCG@40, IoU=0.5: 0.117164
+INFO:TEST NDCG@40, IoU=0.7: 0.077669
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.140384
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.121086
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.076133
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.132343
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.113430
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.073264
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.139225
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.116868
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.074879
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.140904
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.120449
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.080709
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.134427
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.113992
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.075785
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.139362
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.117164
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.077669
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 839/4000 | STEP: 100|136 | Loss: -0.010568
+INFO:TRAIN EPOCH: 840|4000
+INFO:EPOCH 840/4000 | STEP: 0|136 | Loss: 0.028996
+INFO:EPOCH 840/4000 | STEP: 100|136 | Loss: 0.001975
+INFO:TRAIN EPOCH: 841|4000
+INFO:EPOCH 841/4000 | STEP: 0|136 | Loss: 0.001820
+INFO:EPOCH 841/4000 | STEP: 100|136 | Loss: 0.003957
+INFO:TRAIN EPOCH: 842|4000
+INFO:EPOCH 842/4000 | STEP: 0|136 | Loss: 0.000624
+INFO:EPOCH 842/4000 | STEP: 100|136 | Loss: 0.001900
+INFO:TRAIN EPOCH: 843|4000
+INFO:EPOCH 843/4000 | STEP: 0|136 | Loss: 0.001747
+INFO:EPOCH 843/4000 | STEP: 100|136 | Loss: 0.005341
+INFO:TRAIN EPOCH: 844|4000
+INFO:EPOCH 844/4000 | STEP: 0|136 | Loss: 0.002642
+INFO:EPOCH 844/4000 | STEP: 100|136 | Loss: 0.002339
+INFO:TRAIN EPOCH: 845|4000
+INFO:EPOCH 845/4000 | STEP: 0|136 | Loss: 0.002998
+INFO:EPOCH 845/4000 | STEP: 100|136 | Loss: 0.002940
+INFO:TRAIN EPOCH: 846|4000
+INFO:EPOCH 846/4000 | STEP: 0|136 | Loss: 0.001949
+INFO:EPOCH 846/4000 | STEP: 100|136 | Loss: 0.002688
+INFO:TRAIN EPOCH: 847|4000
+INFO:EPOCH 847/4000 | STEP: 0|136 | Loss: 0.001170
+INFO:EPOCH 847/4000 | STEP: 100|136 | Loss: 0.003594
+INFO:TRAIN EPOCH: 848|4000
+INFO:EPOCH 848/4000 | STEP: 0|136 | Loss: 0.003598
+INFO:EPOCH 848/4000 | STEP: 100|136 | Loss: 0.003765
+INFO:TRAIN EPOCH: 849|4000
+INFO:EPOCH 849/4000 | STEP: 0|136 | Loss: 0.001683
+INFO:EPOCH 849/4000 | STEP: 100|136 | Loss: 0.003652
+INFO:TRAIN EPOCH: 850|4000
+INFO:EPOCH 850/4000 | STEP: 0|136 | Loss: 0.002977
+INFO:EPOCH 850/4000 | STEP: 100|136 | Loss: 0.003692
+INFO:TRAIN EPOCH: 851|4000
+INFO:EPOCH 851/4000 | STEP: 0|136 | Loss: 0.002969
+INFO:EPOCH 851/4000 | STEP: 100|136 | Loss: 0.003492
+INFO:TRAIN EPOCH: 852|4000
+INFO:EPOCH 852/4000 | STEP: 0|136 | Loss: 0.004953
+INFO:EPOCH 852/4000 | STEP: 100|136 | Loss: 0.003749
+INFO:TRAIN EPOCH: 853|4000
+INFO:EPOCH 853/4000 | STEP: 0|136 | Loss: 0.002597
+INFO:EPOCH 853/4000 | STEP: 100|136 | Loss: 0.004742
+INFO:TRAIN EPOCH: 854|4000
+INFO:EPOCH 854/4000 | STEP: 0|136 | Loss: 0.003058
+INFO:EPOCH 854/4000 | STEP: 100|136 | Loss: 0.002420
+INFO:TRAIN EPOCH: 855|4000
+INFO:EPOCH 855/4000 | STEP: 0|136 | Loss: 0.000418
+INFO:EPOCH 855/4000 | STEP: 100|136 | Loss: 0.001231
+INFO:TRAIN EPOCH: 856|4000
+INFO:EPOCH 856/4000 | STEP: 0|136 | Loss: 0.001376
+INFO:EPOCH 856/4000 | STEP: 100|136 | Loss: 0.001252
+INFO:TRAIN EPOCH: 857|4000
+INFO:EPOCH 857/4000 | STEP: 0|136 | Loss: 0.002134
+INFO:EPOCH 857/4000 | STEP: 100|136 | Loss: 0.003992
+INFO:TRAIN EPOCH: 858|4000
+INFO:EPOCH 858/4000 | STEP: 0|136 | Loss: 0.001750
+INFO:EPOCH 858/4000 | STEP: 100|136 | Loss: 0.002059
+INFO:TRAIN EPOCH: 859|4000
+INFO:EPOCH 859/4000 | STEP: 0|136 | Loss: 0.000998
+INFO:VAL NDCG@10, IoU=0.3: 0.142165
+INFO:VAL NDCG@10, IoU=0.5: 0.121252
+INFO:VAL NDCG@10, IoU=0.7: 0.078416
+INFO:VAL NDCG@20, IoU=0.3: 0.135352
+INFO:VAL NDCG@20, IoU=0.5: 0.115218
+INFO:VAL NDCG@20, IoU=0.7: 0.074967
+INFO:VAL NDCG@40, IoU=0.3: 0.139405
+INFO:VAL NDCG@40, IoU=0.5: 0.117722
+INFO:VAL NDCG@40, IoU=0.7: 0.076219
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.140034
+INFO:TEST NDCG@10, IoU=0.5: 0.120757
+INFO:TEST NDCG@10, IoU=0.7: 0.081040
+INFO:TEST NDCG@20, IoU=0.3: 0.133998
+INFO:TEST NDCG@20, IoU=0.5: 0.114636
+INFO:TEST NDCG@20, IoU=0.7: 0.076265
+INFO:TEST NDCG@40, IoU=0.3: 0.139030
+INFO:TEST NDCG@40, IoU=0.5: 0.118108
+INFO:TEST NDCG@40, IoU=0.7: 0.078353
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.142165
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.121252
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.078416
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.135352
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.115218
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.074967
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.139405
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.117722
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.076219
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.140034
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.120757
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.081040
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.133998
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.114636
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.076265
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.139030
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.118108
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.078353
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 859/4000 | STEP: 100|136 | Loss: -0.012246
+INFO:TRAIN EPOCH: 860|4000
+INFO:EPOCH 860/4000 | STEP: 0|136 | Loss: 0.033601
+INFO:EPOCH 860/4000 | STEP: 100|136 | Loss: 0.003696
+INFO:TRAIN EPOCH: 861|4000
+INFO:EPOCH 861/4000 | STEP: 0|136 | Loss: 0.003971
+INFO:EPOCH 861/4000 | STEP: 100|136 | Loss: 0.000747
+INFO:TRAIN EPOCH: 862|4000
+INFO:EPOCH 862/4000 | STEP: 0|136 | Loss: 0.002002
+INFO:EPOCH 862/4000 | STEP: 100|136 | Loss: 0.000651
+INFO:TRAIN EPOCH: 863|4000
+INFO:EPOCH 863/4000 | STEP: 0|136 | Loss: 0.002364
+INFO:EPOCH 863/4000 | STEP: 100|136 | Loss: 0.000793
+INFO:TRAIN EPOCH: 864|4000
+INFO:EPOCH 864/4000 | STEP: 0|136 | Loss: 0.000147
+INFO:EPOCH 864/4000 | STEP: 100|136 | Loss: 0.002556
+INFO:TRAIN EPOCH: 865|4000
+INFO:EPOCH 865/4000 | STEP: 0|136 | Loss: 0.001756
+INFO:EPOCH 865/4000 | STEP: 100|136 | Loss: 0.003040
+INFO:TRAIN EPOCH: 866|4000
+INFO:EPOCH 866/4000 | STEP: 0|136 | Loss: 0.002293
+INFO:EPOCH 866/4000 | STEP: 100|136 | Loss: 0.002462
+INFO:TRAIN EPOCH: 867|4000
+INFO:EPOCH 867/4000 | STEP: 0|136 | Loss: 0.001447
+INFO:EPOCH 867/4000 | STEP: 100|136 | Loss: 0.001234
+INFO:TRAIN EPOCH: 868|4000
+INFO:EPOCH 868/4000 | STEP: 0|136 | Loss: 0.002604
+INFO:EPOCH 868/4000 | STEP: 100|136 | Loss: 0.000425
+INFO:TRAIN EPOCH: 869|4000
+INFO:EPOCH 869/4000 | STEP: 0|136 | Loss: 0.000501
+INFO:EPOCH 869/4000 | STEP: 100|136 | Loss: 0.003579
+INFO:TRAIN EPOCH: 870|4000
+INFO:EPOCH 870/4000 | STEP: 0|136 | Loss: 0.005858
+INFO:EPOCH 870/4000 | STEP: 100|136 | Loss: 0.002984
+INFO:TRAIN EPOCH: 871|4000
+INFO:EPOCH 871/4000 | STEP: 0|136 | Loss: 0.001547
+INFO:EPOCH 871/4000 | STEP: 100|136 | Loss: 0.001750
+INFO:TRAIN EPOCH: 872|4000
+INFO:EPOCH 872/4000 | STEP: 0|136 | Loss: 0.002089
+INFO:EPOCH 872/4000 | STEP: 100|136 | Loss: 0.003656
+INFO:TRAIN EPOCH: 873|4000
+INFO:EPOCH 873/4000 | STEP: 0|136 | Loss: 0.001894
+INFO:EPOCH 873/4000 | STEP: 100|136 | Loss: 0.003347
+INFO:TRAIN EPOCH: 874|4000
+INFO:EPOCH 874/4000 | STEP: 0|136 | Loss: 0.000463
+INFO:EPOCH 874/4000 | STEP: 100|136 | Loss: 0.002825
+INFO:TRAIN EPOCH: 875|4000
+INFO:EPOCH 875/4000 | STEP: 0|136 | Loss: 0.002385
+INFO:EPOCH 875/4000 | STEP: 100|136 | Loss: 0.002157
+INFO:TRAIN EPOCH: 876|4000
+INFO:EPOCH 876/4000 | STEP: 0|136 | Loss: 0.000626
+INFO:EPOCH 876/4000 | STEP: 100|136 | Loss: 0.001585
+INFO:TRAIN EPOCH: 877|4000
+INFO:EPOCH 877/4000 | STEP: 0|136 | Loss: -0.000071
+INFO:EPOCH 877/4000 | STEP: 100|136 | Loss: 0.001958
+INFO:TRAIN EPOCH: 878|4000
+INFO:EPOCH 878/4000 | STEP: 0|136 | Loss: 0.001323
+INFO:EPOCH 878/4000 | STEP: 100|136 | Loss: 0.002441
+INFO:TRAIN EPOCH: 879|4000
+INFO:EPOCH 879/4000 | STEP: 0|136 | Loss: 0.001356
+INFO:VAL NDCG@10, IoU=0.3: 0.140031
+INFO:VAL NDCG@10, IoU=0.5: 0.120777
+INFO:VAL NDCG@10, IoU=0.7: 0.079090
+INFO:VAL NDCG@20, IoU=0.3: 0.135536
+INFO:VAL NDCG@20, IoU=0.5: 0.115741
+INFO:VAL NDCG@20, IoU=0.7: 0.076474
+INFO:VAL NDCG@40, IoU=0.3: 0.138877
+INFO:VAL NDCG@40, IoU=0.5: 0.118252
+INFO:VAL NDCG@40, IoU=0.7: 0.077012
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.139941
+INFO:TEST NDCG@10, IoU=0.5: 0.121003
+INFO:TEST NDCG@10, IoU=0.7: 0.080952
+INFO:TEST NDCG@20, IoU=0.3: 0.133650
+INFO:TEST NDCG@20, IoU=0.5: 0.114284
+INFO:TEST NDCG@20, IoU=0.7: 0.076171
+INFO:TEST NDCG@40, IoU=0.3: 0.138675
+INFO:TEST NDCG@40, IoU=0.5: 0.117622
+INFO:TEST NDCG@40, IoU=0.7: 0.078420
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.140031
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.120777
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.079090
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.135536
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.115741
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.076474
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.138877
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.118252
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.077012
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.139941
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.121003
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.080952
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.133650
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.114284
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.076171
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.138675
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.117622
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.078420
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 879/4000 | STEP: 100|136 | Loss: -0.012492
+INFO:TRAIN EPOCH: 880|4000
+INFO:EPOCH 880/4000 | STEP: 0|136 | Loss: 0.027167
+INFO:EPOCH 880/4000 | STEP: 100|136 | Loss: 0.004025
+INFO:TRAIN EPOCH: 881|4000
+INFO:EPOCH 881/4000 | STEP: 0|136 | Loss: 0.001034
+INFO:EPOCH 881/4000 | STEP: 100|136 | Loss: 0.001305
+INFO:TRAIN EPOCH: 882|4000
+INFO:EPOCH 882/4000 | STEP: 0|136 | Loss: 0.001797
+INFO:EPOCH 882/4000 | STEP: 100|136 | Loss: 0.003621
+INFO:TRAIN EPOCH: 883|4000
+INFO:EPOCH 883/4000 | STEP: 0|136 | Loss: 0.001509
+INFO:EPOCH 883/4000 | STEP: 100|136 | Loss: 0.004864
+INFO:TRAIN EPOCH: 884|4000
+INFO:EPOCH 884/4000 | STEP: 0|136 | Loss: 0.001144
+INFO:EPOCH 884/4000 | STEP: 100|136 | Loss: 0.000980
+INFO:TRAIN EPOCH: 885|4000
+INFO:EPOCH 885/4000 | STEP: 0|136 | Loss: 0.001902
+INFO:EPOCH 885/4000 | STEP: 100|136 | Loss: 0.003404
+INFO:TRAIN EPOCH: 886|4000
+INFO:EPOCH 886/4000 | STEP: 0|136 | Loss: 0.001166
+INFO:EPOCH 886/4000 | STEP: 100|136 | Loss: 0.001185
+INFO:TRAIN EPOCH: 887|4000
+INFO:EPOCH 887/4000 | STEP: 0|136 | Loss: 0.001365
+INFO:EPOCH 887/4000 | STEP: 100|136 | Loss: 0.002109
+INFO:TRAIN EPOCH: 888|4000
+INFO:EPOCH 888/4000 | STEP: 0|136 | Loss: 0.002824
+INFO:EPOCH 888/4000 | STEP: 100|136 | Loss: 0.001593
+INFO:TRAIN EPOCH: 889|4000
+INFO:EPOCH 889/4000 | STEP: 0|136 | Loss: 0.002279
+INFO:EPOCH 889/4000 | STEP: 100|136 | Loss: 0.002605
+INFO:TRAIN EPOCH: 890|4000
+INFO:EPOCH 890/4000 | STEP: 0|136 | Loss: -0.000109
+INFO:EPOCH 890/4000 | STEP: 100|136 | Loss: 0.001730
+INFO:TRAIN EPOCH: 891|4000
+INFO:EPOCH 891/4000 | STEP: 0|136 | Loss: 0.001469
+INFO:EPOCH 891/4000 | STEP: 100|136 | Loss: 0.001501
+INFO:TRAIN EPOCH: 892|4000
+INFO:EPOCH 892/4000 | STEP: 0|136 | Loss: 0.000998
+INFO:EPOCH 892/4000 | STEP: 100|136 | Loss: 0.000276
+INFO:TRAIN EPOCH: 893|4000
+INFO:EPOCH 893/4000 | STEP: 0|136 | Loss: 0.001928
+INFO:EPOCH 893/4000 | STEP: 100|136 | Loss: 0.002508
+INFO:TRAIN EPOCH: 894|4000
+INFO:EPOCH 894/4000 | STEP: 0|136 | Loss: 0.001226
+INFO:EPOCH 894/4000 | STEP: 100|136 | Loss: 0.001794
+INFO:TRAIN EPOCH: 895|4000
+INFO:EPOCH 895/4000 | STEP: 0|136 | Loss: 0.002784
+INFO:EPOCH 895/4000 | STEP: 100|136 | Loss: 0.002867
+INFO:TRAIN EPOCH: 896|4000
+INFO:EPOCH 896/4000 | STEP: 0|136 | Loss: 0.002203
+INFO:EPOCH 896/4000 | STEP: 100|136 | Loss: 0.000913
+INFO:TRAIN EPOCH: 897|4000
+INFO:EPOCH 897/4000 | STEP: 0|136 | Loss: 0.001338
+INFO:EPOCH 897/4000 | STEP: 100|136 | Loss: 0.000529
+INFO:TRAIN EPOCH: 898|4000
+INFO:EPOCH 898/4000 | STEP: 0|136 | Loss: -0.000179
+INFO:EPOCH 898/4000 | STEP: 100|136 | Loss: 0.002180
+INFO:TRAIN EPOCH: 899|4000
+INFO:EPOCH 899/4000 | STEP: 0|136 | Loss: 0.000424
+INFO:VAL NDCG@10, IoU=0.3: 0.139391
+INFO:VAL NDCG@10, IoU=0.5: 0.121235
+INFO:VAL NDCG@10, IoU=0.7: 0.079506
+INFO:VAL NDCG@20, IoU=0.3: 0.133125
+INFO:VAL NDCG@20, IoU=0.5: 0.115618
+INFO:VAL NDCG@20, IoU=0.7: 0.076075
+INFO:VAL NDCG@40, IoU=0.3: 0.138043
+INFO:VAL NDCG@40, IoU=0.5: 0.118675
+INFO:VAL NDCG@40, IoU=0.7: 0.076946
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.140947
+INFO:TEST NDCG@10, IoU=0.5: 0.120399
+INFO:TEST NDCG@10, IoU=0.7: 0.079932
+INFO:TEST NDCG@20, IoU=0.3: 0.135106
+INFO:TEST NDCG@20, IoU=0.5: 0.114408
+INFO:TEST NDCG@20, IoU=0.7: 0.075591
+INFO:TEST NDCG@40, IoU=0.3: 0.140044
+INFO:TEST NDCG@40, IoU=0.5: 0.118026
+INFO:TEST NDCG@40, IoU=0.7: 0.077712
+INFO:
+INFO:EPOCH 899/4000 | STEP: 100|136 | Loss: -0.013142
+INFO:TRAIN EPOCH: 900|4000
+INFO:EPOCH 900/4000 | STEP: 0|136 | Loss: 0.029624
+INFO:EPOCH 900/4000 | STEP: 100|136 | Loss: 0.000579
+INFO:TRAIN EPOCH: 901|4000
+INFO:EPOCH 901/4000 | STEP: 0|136 | Loss: 0.001525
+INFO:EPOCH 901/4000 | STEP: 100|136 | Loss: 0.001518
+INFO:TRAIN EPOCH: 902|4000
+INFO:EPOCH 902/4000 | STEP: 0|136 | Loss: 0.000302
+INFO:EPOCH 902/4000 | STEP: 100|136 | Loss: 0.001723
+INFO:TRAIN EPOCH: 903|4000
+INFO:EPOCH 903/4000 | STEP: 0|136 | Loss: 0.001623
+INFO:EPOCH 903/4000 | STEP: 100|136 | Loss: 0.002992
+INFO:TRAIN EPOCH: 904|4000
+INFO:EPOCH 904/4000 | STEP: 0|136 | Loss: 0.000727
+INFO:EPOCH 904/4000 | STEP: 100|136 | Loss: -0.000695
+INFO:TRAIN EPOCH: 905|4000
+INFO:EPOCH 905/4000 | STEP: 0|136 | Loss: 0.002100
+INFO:EPOCH 905/4000 | STEP: 100|136 | Loss: 0.002297
+INFO:TRAIN EPOCH: 906|4000
+INFO:EPOCH 906/4000 | STEP: 0|136 | Loss: -0.000811
+INFO:EPOCH 906/4000 | STEP: 100|136 | Loss: 0.000120
+INFO:TRAIN EPOCH: 907|4000
+INFO:EPOCH 907/4000 | STEP: 0|136 | Loss: -0.000902
+INFO:EPOCH 907/4000 | STEP: 100|136 | Loss: 0.003445
+INFO:TRAIN EPOCH: 908|4000
+INFO:EPOCH 908/4000 | STEP: 0|136 | Loss: 0.002516
+INFO:EPOCH 908/4000 | STEP: 100|136 | Loss: 0.001539
+INFO:TRAIN EPOCH: 909|4000
+INFO:EPOCH 909/4000 | STEP: 0|136 | Loss: -0.000789
+INFO:EPOCH 909/4000 | STEP: 100|136 | Loss: 0.000924
+INFO:TRAIN EPOCH: 910|4000
+INFO:EPOCH 910/4000 | STEP: 0|136 | Loss: -0.000124
+INFO:EPOCH 910/4000 | STEP: 100|136 | Loss: -0.000108
+INFO:TRAIN EPOCH: 911|4000
+INFO:EPOCH 911/4000 | STEP: 0|136 | Loss: 0.000582
+INFO:EPOCH 911/4000 | STEP: 100|136 | Loss: 0.000745
+INFO:TRAIN EPOCH: 912|4000
+INFO:EPOCH 912/4000 | STEP: 0|136 | Loss: -0.000727
+INFO:EPOCH 912/4000 | STEP: 100|136 | Loss: -0.000190
+INFO:TRAIN EPOCH: 913|4000
+INFO:EPOCH 913/4000 | STEP: 0|136 | Loss: 0.000654
+INFO:EPOCH 913/4000 | STEP: 100|136 | Loss: -0.000049
+INFO:TRAIN EPOCH: 914|4000
+INFO:EPOCH 914/4000 | STEP: 0|136 | Loss: 0.000915
+INFO:EPOCH 914/4000 | STEP: 100|136 | Loss: 0.002891
+INFO:TRAIN EPOCH: 915|4000
+INFO:EPOCH 915/4000 | STEP: 0|136 | Loss: 0.000864
+INFO:EPOCH 915/4000 | STEP: 100|136 | Loss: 0.002542
+INFO:TRAIN EPOCH: 916|4000
+INFO:EPOCH 916/4000 | STEP: 0|136 | Loss: 0.000376
+INFO:EPOCH 916/4000 | STEP: 100|136 | Loss: 0.003427
+INFO:TRAIN EPOCH: 917|4000
+INFO:EPOCH 917/4000 | STEP: 0|136 | Loss: 0.002061
+INFO:EPOCH 917/4000 | STEP: 100|136 | Loss: 0.001056
+INFO:TRAIN EPOCH: 918|4000
+INFO:EPOCH 918/4000 | STEP: 0|136 | Loss: 0.000386
+INFO:EPOCH 918/4000 | STEP: 100|136 | Loss: 0.000988
+INFO:TRAIN EPOCH: 919|4000
+INFO:EPOCH 919/4000 | STEP: 0|136 | Loss: 0.000386
+INFO:VAL NDCG@10, IoU=0.3: 0.139698
+INFO:VAL NDCG@10, IoU=0.5: 0.120043
+INFO:VAL NDCG@10, IoU=0.7: 0.077343
+INFO:VAL NDCG@20, IoU=0.3: 0.133203
+INFO:VAL NDCG@20, IoU=0.5: 0.114233
+INFO:VAL NDCG@20, IoU=0.7: 0.074043
+INFO:VAL NDCG@40, IoU=0.3: 0.138156
+INFO:VAL NDCG@40, IoU=0.5: 0.116858
+INFO:VAL NDCG@40, IoU=0.7: 0.075384
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.140973
+INFO:TEST NDCG@10, IoU=0.5: 0.121075
+INFO:TEST NDCG@10, IoU=0.7: 0.080814
+INFO:TEST NDCG@20, IoU=0.3: 0.134376
+INFO:TEST NDCG@20, IoU=0.5: 0.114481
+INFO:TEST NDCG@20, IoU=0.7: 0.075608
+INFO:TEST NDCG@40, IoU=0.3: 0.139236
+INFO:TEST NDCG@40, IoU=0.5: 0.117850
+INFO:TEST NDCG@40, IoU=0.7: 0.077674
+INFO:
+INFO:EPOCH 919/4000 | STEP: 100|136 | Loss: -0.014058
+INFO:TRAIN EPOCH: 920|4000
+INFO:EPOCH 920/4000 | STEP: 0|136 | Loss: 0.025850
+INFO:EPOCH 920/4000 | STEP: 100|136 | Loss: -0.000525
+INFO:TRAIN EPOCH: 921|4000
+INFO:EPOCH 921/4000 | STEP: 0|136 | Loss: -0.000365
+INFO:EPOCH 921/4000 | STEP: 100|136 | Loss: 0.002177
+INFO:TRAIN EPOCH: 922|4000
+INFO:EPOCH 922/4000 | STEP: 0|136 | Loss: -0.001045
+INFO:EPOCH 922/4000 | STEP: 100|136 | Loss: 0.000326
+INFO:TRAIN EPOCH: 923|4000
+INFO:EPOCH 923/4000 | STEP: 0|136 | Loss: 0.000643
+INFO:EPOCH 923/4000 | STEP: 100|136 | Loss: 0.001851
+INFO:TRAIN EPOCH: 924|4000
+INFO:EPOCH 924/4000 | STEP: 0|136 | Loss: -0.000140
+INFO:EPOCH 924/4000 | STEP: 100|136 | Loss: -0.000152
+INFO:TRAIN EPOCH: 925|4000
+INFO:EPOCH 925/4000 | STEP: 0|136 | Loss: -0.001325
+INFO:EPOCH 925/4000 | STEP: 100|136 | Loss: 0.001664
+INFO:TRAIN EPOCH: 926|4000
+INFO:EPOCH 926/4000 | STEP: 0|136 | Loss: 0.000782
+INFO:EPOCH 926/4000 | STEP: 100|136 | Loss: -0.000341
+INFO:TRAIN EPOCH: 927|4000
+INFO:EPOCH 927/4000 | STEP: 0|136 | Loss: -0.000258
+INFO:EPOCH 927/4000 | STEP: 100|136 | Loss: 0.000192
+INFO:TRAIN EPOCH: 928|4000
+INFO:EPOCH 928/4000 | STEP: 0|136 | Loss: -0.000512
+INFO:EPOCH 928/4000 | STEP: 100|136 | Loss: 0.000098
+INFO:TRAIN EPOCH: 929|4000
+INFO:EPOCH 929/4000 | STEP: 0|136 | Loss: -0.000433
+INFO:EPOCH 929/4000 | STEP: 100|136 | Loss: 0.002550
+INFO:TRAIN EPOCH: 930|4000
+INFO:EPOCH 930/4000 | STEP: 0|136 | Loss: -0.000013
+INFO:EPOCH 930/4000 | STEP: 100|136 | Loss: -0.000190
+INFO:TRAIN EPOCH: 931|4000
+INFO:EPOCH 931/4000 | STEP: 0|136 | Loss: -0.000772
+INFO:EPOCH 931/4000 | STEP: 100|136 | Loss: 0.000192
+INFO:TRAIN EPOCH: 932|4000
+INFO:EPOCH 932/4000 | STEP: 0|136 | Loss: -0.001320
+INFO:EPOCH 932/4000 | STEP: 100|136 | Loss: 0.001418
+INFO:TRAIN EPOCH: 933|4000
+INFO:EPOCH 933/4000 | STEP: 0|136 | Loss: -0.000304
+INFO:EPOCH 933/4000 | STEP: 100|136 | Loss: 0.000136
+INFO:TRAIN EPOCH: 934|4000
+INFO:EPOCH 934/4000 | STEP: 0|136 | Loss: 0.000816
+INFO:EPOCH 934/4000 | STEP: 100|136 | Loss: -0.001518
+INFO:TRAIN EPOCH: 935|4000
+INFO:EPOCH 935/4000 | STEP: 0|136 | Loss: 0.002439
+INFO:EPOCH 935/4000 | STEP: 100|136 | Loss: 0.002607
+INFO:TRAIN EPOCH: 936|4000
+INFO:EPOCH 936/4000 | STEP: 0|136 | Loss: 0.000564
+INFO:EPOCH 936/4000 | STEP: 100|136 | Loss: 0.000070
+INFO:TRAIN EPOCH: 937|4000
+INFO:EPOCH 937/4000 | STEP: 0|136 | Loss: -0.001438
+INFO:EPOCH 937/4000 | STEP: 100|136 | Loss: 0.000300
+INFO:TRAIN EPOCH: 938|4000
+INFO:EPOCH 938/4000 | STEP: 0|136 | Loss: 0.002272
+INFO:EPOCH 938/4000 | STEP: 100|136 | Loss: 0.000415
+INFO:TRAIN EPOCH: 939|4000
+INFO:EPOCH 939/4000 | STEP: 0|136 | Loss: -0.000317
+INFO:VAL NDCG@10, IoU=0.3: 0.133306
+INFO:VAL NDCG@10, IoU=0.5: 0.115154
+INFO:VAL NDCG@10, IoU=0.7: 0.076437
+INFO:VAL NDCG@20, IoU=0.3: 0.128652
+INFO:VAL NDCG@20, IoU=0.5: 0.110289
+INFO:VAL NDCG@20, IoU=0.7: 0.072120
+INFO:VAL NDCG@40, IoU=0.3: 0.135585
+INFO:VAL NDCG@40, IoU=0.5: 0.115382
+INFO:VAL NDCG@40, IoU=0.7: 0.074674
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.140934
+INFO:TEST NDCG@10, IoU=0.5: 0.120575
+INFO:TEST NDCG@10, IoU=0.7: 0.080795
+INFO:TEST NDCG@20, IoU=0.3: 0.134054
+INFO:TEST NDCG@20, IoU=0.5: 0.114072
+INFO:TEST NDCG@20, IoU=0.7: 0.075704
+INFO:TEST NDCG@40, IoU=0.3: 0.138751
+INFO:TEST NDCG@40, IoU=0.5: 0.117271
+INFO:TEST NDCG@40, IoU=0.7: 0.077476
+INFO:
+INFO:EPOCH 939/4000 | STEP: 100|136 | Loss: -0.013701
+INFO:TRAIN EPOCH: 940|4000
+INFO:EPOCH 940/4000 | STEP: 0|136 | Loss: 0.027181
+INFO:EPOCH 940/4000 | STEP: 100|136 | Loss: 0.000372
+INFO:TRAIN EPOCH: 941|4000
+INFO:EPOCH 941/4000 | STEP: 0|136 | Loss: 0.000338
+INFO:EPOCH 941/4000 | STEP: 100|136 | Loss: -0.000914
+INFO:TRAIN EPOCH: 942|4000
+INFO:EPOCH 942/4000 | STEP: 0|136 | Loss: 0.001460
+INFO:EPOCH 942/4000 | STEP: 100|136 | Loss: 0.000319
+INFO:TRAIN EPOCH: 943|4000
+INFO:EPOCH 943/4000 | STEP: 0|136 | Loss: 0.000356
+INFO:EPOCH 943/4000 | STEP: 100|136 | Loss: 0.001447
+INFO:TRAIN EPOCH: 944|4000
+INFO:EPOCH 944/4000 | STEP: 0|136 | Loss: -0.000192
+INFO:EPOCH 944/4000 | STEP: 100|136 | Loss: 0.000928
+INFO:TRAIN EPOCH: 945|4000
+INFO:EPOCH 945/4000 | STEP: 0|136 | Loss: -0.000942
+INFO:EPOCH 945/4000 | STEP: 100|136 | Loss: -0.000860
+INFO:TRAIN EPOCH: 946|4000
+INFO:EPOCH 946/4000 | STEP: 0|136 | Loss: 0.000599
+INFO:EPOCH 946/4000 | STEP: 100|136 | Loss: 0.000338
+INFO:TRAIN EPOCH: 947|4000
+INFO:EPOCH 947/4000 | STEP: 0|136 | Loss: 0.000698
+INFO:EPOCH 947/4000 | STEP: 100|136 | Loss: 0.000283
+INFO:TRAIN EPOCH: 948|4000
+INFO:EPOCH 948/4000 | STEP: 0|136 | Loss: -0.000576
+INFO:EPOCH 948/4000 | STEP: 100|136 | Loss: -0.000535
+INFO:TRAIN EPOCH: 949|4000
+INFO:EPOCH 949/4000 | STEP: 0|136 | Loss: 0.002594
+INFO:EPOCH 949/4000 | STEP: 100|136 | Loss: 0.000598
+INFO:TRAIN EPOCH: 950|4000
+INFO:EPOCH 950/4000 | STEP: 0|136 | Loss: -0.000597
+INFO:EPOCH 950/4000 | STEP: 100|136 | Loss: 0.000519
+INFO:TRAIN EPOCH: 951|4000
+INFO:EPOCH 951/4000 | STEP: 0|136 | Loss: 0.000765
+INFO:EPOCH 951/4000 | STEP: 100|136 | Loss: 0.000758
+INFO:TRAIN EPOCH: 952|4000
+INFO:EPOCH 952/4000 | STEP: 0|136 | Loss: 0.001327
+INFO:EPOCH 952/4000 | STEP: 100|136 | Loss: 0.000986
+INFO:TRAIN EPOCH: 953|4000
+INFO:EPOCH 953/4000 | STEP: 0|136 | Loss: -0.002035
+INFO:EPOCH 953/4000 | STEP: 100|136 | Loss: 0.000086
+INFO:TRAIN EPOCH: 954|4000
+INFO:EPOCH 954/4000 | STEP: 0|136 | Loss: 0.000060
+INFO:EPOCH 954/4000 | STEP: 100|136 | Loss: 0.000699
+INFO:TRAIN EPOCH: 955|4000
+INFO:EPOCH 955/4000 | STEP: 0|136 | Loss: -0.000695
+INFO:EPOCH 955/4000 | STEP: 100|136 | Loss: 0.000675
+INFO:TRAIN EPOCH: 956|4000
+INFO:EPOCH 956/4000 | STEP: 0|136 | Loss: -0.002373
+INFO:EPOCH 956/4000 | STEP: 100|136 | Loss: 0.001130
+INFO:TRAIN EPOCH: 957|4000
+INFO:EPOCH 957/4000 | STEP: 0|136 | Loss: -0.001175
+INFO:EPOCH 957/4000 | STEP: 100|136 | Loss: 0.000018
+INFO:TRAIN EPOCH: 958|4000
+INFO:EPOCH 958/4000 | STEP: 0|136 | Loss: -0.001272
+INFO:EPOCH 958/4000 | STEP: 100|136 | Loss: -0.000434
+INFO:TRAIN EPOCH: 959|4000
+INFO:EPOCH 959/4000 | STEP: 0|136 | Loss: -0.000553
+INFO:VAL NDCG@10, IoU=0.3: 0.140219
+INFO:VAL NDCG@10, IoU=0.5: 0.120895
+INFO:VAL NDCG@10, IoU=0.7: 0.076799
+INFO:VAL NDCG@20, IoU=0.3: 0.134354
+INFO:VAL NDCG@20, IoU=0.5: 0.115408
+INFO:VAL NDCG@20, IoU=0.7: 0.073468
+INFO:VAL NDCG@40, IoU=0.3: 0.139652
+INFO:VAL NDCG@40, IoU=0.5: 0.118083
+INFO:VAL NDCG@40, IoU=0.7: 0.074744
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.141677
+INFO:TEST NDCG@10, IoU=0.5: 0.121804
+INFO:TEST NDCG@10, IoU=0.7: 0.080988
+INFO:TEST NDCG@20, IoU=0.3: 0.134845
+INFO:TEST NDCG@20, IoU=0.5: 0.114704
+INFO:TEST NDCG@20, IoU=0.7: 0.075853
+INFO:TEST NDCG@40, IoU=0.3: 0.139293
+INFO:TEST NDCG@40, IoU=0.5: 0.117744
+INFO:TEST NDCG@40, IoU=0.7: 0.077831
+INFO:
+INFO:EPOCH 959/4000 | STEP: 100|136 | Loss: -0.014037
+INFO:TRAIN EPOCH: 960|4000
+INFO:EPOCH 960/4000 | STEP: 0|136 | Loss: 0.026785
+INFO:EPOCH 960/4000 | STEP: 100|136 | Loss: 0.000599
+INFO:TRAIN EPOCH: 961|4000
+INFO:EPOCH 961/4000 | STEP: 0|136 | Loss: -0.000300
+INFO:EPOCH 961/4000 | STEP: 100|136 | Loss: -0.000622
+INFO:TRAIN EPOCH: 962|4000
+INFO:EPOCH 962/4000 | STEP: 0|136 | Loss: -0.001410
+INFO:EPOCH 962/4000 | STEP: 100|136 | Loss: 0.000953
+INFO:TRAIN EPOCH: 963|4000
+INFO:EPOCH 963/4000 | STEP: 0|136 | Loss: -0.000858
+INFO:EPOCH 963/4000 | STEP: 100|136 | Loss: 0.000713
+INFO:TRAIN EPOCH: 964|4000
+INFO:EPOCH 964/4000 | STEP: 0|136 | Loss: -0.000620
+INFO:EPOCH 964/4000 | STEP: 100|136 | Loss: -0.000738
+INFO:TRAIN EPOCH: 965|4000
+INFO:EPOCH 965/4000 | STEP: 0|136 | Loss: -0.003014
+INFO:EPOCH 965/4000 | STEP: 100|136 | Loss: 0.001386
+INFO:TRAIN EPOCH: 966|4000
+INFO:EPOCH 966/4000 | STEP: 0|136 | Loss: -0.000415
+INFO:EPOCH 966/4000 | STEP: 100|136 | Loss: -0.000295
+INFO:TRAIN EPOCH: 967|4000
+INFO:EPOCH 967/4000 | STEP: 0|136 | Loss: -0.000793
+INFO:EPOCH 967/4000 | STEP: 100|136 | Loss: 0.001335
+INFO:TRAIN EPOCH: 968|4000
+INFO:EPOCH 968/4000 | STEP: 0|136 | Loss: 0.000185
+INFO:EPOCH 968/4000 | STEP: 100|136 | Loss: 0.000271
+INFO:TRAIN EPOCH: 969|4000
+INFO:EPOCH 969/4000 | STEP: 0|136 | Loss: 0.000479
+INFO:EPOCH 969/4000 | STEP: 100|136 | Loss: 0.000265
+INFO:TRAIN EPOCH: 970|4000
+INFO:EPOCH 970/4000 | STEP: 0|136 | Loss: -0.001275
+INFO:EPOCH 970/4000 | STEP: 100|136 | Loss: 0.001087
+INFO:TRAIN EPOCH: 971|4000
+INFO:EPOCH 971/4000 | STEP: 0|136 | Loss: -0.000177
+INFO:EPOCH 971/4000 | STEP: 100|136 | Loss: -0.001071
+INFO:TRAIN EPOCH: 972|4000
+INFO:EPOCH 972/4000 | STEP: 0|136 | Loss: 0.000198
+INFO:EPOCH 972/4000 | STEP: 100|136 | Loss: -0.001253
+INFO:TRAIN EPOCH: 973|4000
+INFO:EPOCH 973/4000 | STEP: 0|136 | Loss: -0.000560
+INFO:EPOCH 973/4000 | STEP: 100|136 | Loss: -0.001790
+INFO:TRAIN EPOCH: 974|4000
+INFO:EPOCH 974/4000 | STEP: 0|136 | Loss: -0.000146
+INFO:EPOCH 974/4000 | STEP: 100|136 | Loss: -0.000775
+INFO:TRAIN EPOCH: 975|4000
+INFO:EPOCH 975/4000 | STEP: 0|136 | Loss: 0.000024
+INFO:EPOCH 975/4000 | STEP: 100|136 | Loss: 0.001156
+INFO:TRAIN EPOCH: 976|4000
+INFO:EPOCH 976/4000 | STEP: 0|136 | Loss: -0.001462
+INFO:EPOCH 976/4000 | STEP: 100|136 | Loss: -0.002405
+INFO:TRAIN EPOCH: 977|4000
+INFO:EPOCH 977/4000 | STEP: 0|136 | Loss: -0.000855
+INFO:EPOCH 977/4000 | STEP: 100|136 | Loss: -0.000157
+INFO:TRAIN EPOCH: 978|4000
+INFO:EPOCH 978/4000 | STEP: 0|136 | Loss: -0.000885
+INFO:EPOCH 978/4000 | STEP: 100|136 | Loss: -0.000595
+INFO:TRAIN EPOCH: 979|4000
+INFO:EPOCH 979/4000 | STEP: 0|136 | Loss: -0.002171
+INFO:VAL NDCG@10, IoU=0.3: 0.143139
+INFO:VAL NDCG@10, IoU=0.5: 0.122525
+INFO:VAL NDCG@10, IoU=0.7: 0.080238
+INFO:VAL NDCG@20, IoU=0.3: 0.136608
+INFO:VAL NDCG@20, IoU=0.5: 0.116332
+INFO:VAL NDCG@20, IoU=0.7: 0.075779
+INFO:VAL NDCG@40, IoU=0.3: 0.142356
+INFO:VAL NDCG@40, IoU=0.5: 0.119934
+INFO:VAL NDCG@40, IoU=0.7: 0.077616
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.141300
+INFO:TEST NDCG@10, IoU=0.5: 0.120544
+INFO:TEST NDCG@10, IoU=0.7: 0.080443
+INFO:TEST NDCG@20, IoU=0.3: 0.134541
+INFO:TEST NDCG@20, IoU=0.5: 0.113984
+INFO:TEST NDCG@20, IoU=0.7: 0.075620
+INFO:TEST NDCG@40, IoU=0.3: 0.139441
+INFO:TEST NDCG@40, IoU=0.5: 0.117526
+INFO:TEST NDCG@40, IoU=0.7: 0.077711
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.143139
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.122525
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.080238
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.136608
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.116332
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.075779
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.142356
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.119934
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.077616
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.141300
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.120544
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.080443
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.134541
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.113984
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.075620
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.139441
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.117526
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.077711
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 979/4000 | STEP: 100|136 | Loss: -0.012819
+INFO:TRAIN EPOCH: 980|4000
+INFO:EPOCH 980/4000 | STEP: 0|136 | Loss: 0.027534
+INFO:EPOCH 980/4000 | STEP: 100|136 | Loss: 0.000270
+INFO:TRAIN EPOCH: 981|4000
+INFO:EPOCH 981/4000 | STEP: 0|136 | Loss: -0.000093
+INFO:EPOCH 981/4000 | STEP: 100|136 | Loss: 0.000600
+INFO:TRAIN EPOCH: 982|4000
+INFO:EPOCH 982/4000 | STEP: 0|136 | Loss: -0.000907
+INFO:EPOCH 982/4000 | STEP: 100|136 | Loss: 0.000194
+INFO:TRAIN EPOCH: 983|4000
+INFO:EPOCH 983/4000 | STEP: 0|136 | Loss: -0.001747
+INFO:EPOCH 983/4000 | STEP: 100|136 | Loss: 0.001475
+INFO:TRAIN EPOCH: 984|4000
+INFO:EPOCH 984/4000 | STEP: 0|136 | Loss: -0.000632
+INFO:EPOCH 984/4000 | STEP: 100|136 | Loss: -0.001505
+INFO:TRAIN EPOCH: 985|4000
+INFO:EPOCH 985/4000 | STEP: 0|136 | Loss: -0.000802
+INFO:EPOCH 985/4000 | STEP: 100|136 | Loss: 0.000735
+INFO:TRAIN EPOCH: 986|4000
+INFO:EPOCH 986/4000 | STEP: 0|136 | Loss: -0.000967
+INFO:EPOCH 986/4000 | STEP: 100|136 | Loss: -0.002597
+INFO:TRAIN EPOCH: 987|4000
+INFO:EPOCH 987/4000 | STEP: 0|136 | Loss: -0.001886
+INFO:EPOCH 987/4000 | STEP: 100|136 | Loss: -0.002355
+INFO:TRAIN EPOCH: 988|4000
+INFO:EPOCH 988/4000 | STEP: 0|136 | Loss: 0.000215
+INFO:EPOCH 988/4000 | STEP: 100|136 | Loss: -0.000099
+INFO:TRAIN EPOCH: 989|4000
+INFO:EPOCH 989/4000 | STEP: 0|136 | Loss: -0.000886
+INFO:EPOCH 989/4000 | STEP: 100|136 | Loss: -0.000986
+INFO:TRAIN EPOCH: 990|4000
+INFO:EPOCH 990/4000 | STEP: 0|136 | Loss: -0.001060
+INFO:EPOCH 990/4000 | STEP: 100|136 | Loss: -0.000843
+INFO:TRAIN EPOCH: 991|4000
+INFO:EPOCH 991/4000 | STEP: 0|136 | Loss: 0.000372
+INFO:EPOCH 991/4000 | STEP: 100|136 | Loss: -0.000562
+INFO:TRAIN EPOCH: 992|4000
+INFO:EPOCH 992/4000 | STEP: 0|136 | Loss: -0.000286
+INFO:EPOCH 992/4000 | STEP: 100|136 | Loss: -0.000073
+INFO:TRAIN EPOCH: 993|4000
+INFO:EPOCH 993/4000 | STEP: 0|136 | Loss: -0.001373
+INFO:EPOCH 993/4000 | STEP: 100|136 | Loss: -0.001447
+INFO:TRAIN EPOCH: 994|4000
+INFO:EPOCH 994/4000 | STEP: 0|136 | Loss: 0.001766
+INFO:EPOCH 994/4000 | STEP: 100|136 | Loss: -0.000821
+INFO:TRAIN EPOCH: 995|4000
+INFO:EPOCH 995/4000 | STEP: 0|136 | Loss: -0.001021
+INFO:EPOCH 995/4000 | STEP: 100|136 | Loss: -0.000588
+INFO:TRAIN EPOCH: 996|4000
+INFO:EPOCH 996/4000 | STEP: 0|136 | Loss: -0.001674
+INFO:EPOCH 996/4000 | STEP: 100|136 | Loss: -0.001963
+INFO:TRAIN EPOCH: 997|4000
+INFO:EPOCH 997/4000 | STEP: 0|136 | Loss: -0.000839
+INFO:EPOCH 997/4000 | STEP: 100|136 | Loss: 0.000075
+INFO:TRAIN EPOCH: 998|4000
+INFO:EPOCH 998/4000 | STEP: 0|136 | Loss: -0.001412
+INFO:EPOCH 998/4000 | STEP: 100|136 | Loss: -0.000756
+INFO:TRAIN EPOCH: 999|4000
+INFO:EPOCH 999/4000 | STEP: 0|136 | Loss: -0.000449
+INFO:VAL NDCG@10, IoU=0.3: 0.141219
+INFO:VAL NDCG@10, IoU=0.5: 0.120573
+INFO:VAL NDCG@10, IoU=0.7: 0.078181
+INFO:VAL NDCG@20, IoU=0.3: 0.136173
+INFO:VAL NDCG@20, IoU=0.5: 0.116279
+INFO:VAL NDCG@20, IoU=0.7: 0.075580
+INFO:VAL NDCG@40, IoU=0.3: 0.140318
+INFO:VAL NDCG@40, IoU=0.5: 0.119385
+INFO:VAL NDCG@40, IoU=0.7: 0.077331
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.141717
+INFO:TEST NDCG@10, IoU=0.5: 0.121712
+INFO:TEST NDCG@10, IoU=0.7: 0.081472
+INFO:TEST NDCG@20, IoU=0.3: 0.134694
+INFO:TEST NDCG@20, IoU=0.5: 0.114924
+INFO:TEST NDCG@20, IoU=0.7: 0.076513
+INFO:TEST NDCG@40, IoU=0.3: 0.139945
+INFO:TEST NDCG@40, IoU=0.5: 0.118683
+INFO:TEST NDCG@40, IoU=0.7: 0.078457
+INFO:
+INFO:EPOCH 999/4000 | STEP: 100|136 | Loss: -0.013499
+INFO:TRAIN EPOCH: 1000|4000
+INFO:EPOCH 1000/4000 | STEP: 0|136 | Loss: 0.026713
+INFO:EPOCH 1000/4000 | STEP: 100|136 | Loss: -0.001739
+INFO:TRAIN EPOCH: 1001|4000
+INFO:EPOCH 1001/4000 | STEP: 0|136 | Loss: -0.000364
+INFO:EPOCH 1001/4000 | STEP: 100|136 | Loss: -0.001374
+INFO:TRAIN EPOCH: 1002|4000
+INFO:EPOCH 1002/4000 | STEP: 0|136 | Loss: -0.002754
+INFO:EPOCH 1002/4000 | STEP: 100|136 | Loss: -0.000499
+INFO:TRAIN EPOCH: 1003|4000
+INFO:EPOCH 1003/4000 | STEP: 0|136 | Loss: -0.001332
+INFO:EPOCH 1003/4000 | STEP: 100|136 | Loss: -0.001042
+INFO:TRAIN EPOCH: 1004|4000
+INFO:EPOCH 1004/4000 | STEP: 0|136 | Loss: -0.001194
+INFO:EPOCH 1004/4000 | STEP: 100|136 | Loss: -0.000137
+INFO:TRAIN EPOCH: 1005|4000
+INFO:EPOCH 1005/4000 | STEP: 0|136 | Loss: -0.000791
+INFO:EPOCH 1005/4000 | STEP: 100|136 | Loss: -0.002544
+INFO:TRAIN EPOCH: 1006|4000
+INFO:EPOCH 1006/4000 | STEP: 0|136 | Loss: -0.001276
+INFO:EPOCH 1006/4000 | STEP: 100|136 | Loss: -0.001056
+INFO:TRAIN EPOCH: 1007|4000
+INFO:EPOCH 1007/4000 | STEP: 0|136 | Loss: -0.003069
+INFO:EPOCH 1007/4000 | STEP: 100|136 | Loss: -0.001523
+INFO:TRAIN EPOCH: 1008|4000
+INFO:EPOCH 1008/4000 | STEP: 0|136 | Loss: -0.001109
+INFO:EPOCH 1008/4000 | STEP: 100|136 | Loss: -0.002736
+INFO:TRAIN EPOCH: 1009|4000
+INFO:EPOCH 1009/4000 | STEP: 0|136 | Loss: -0.001377
+INFO:EPOCH 1009/4000 | STEP: 100|136 | Loss: -0.001384
+INFO:TRAIN EPOCH: 1010|4000
+INFO:EPOCH 1010/4000 | STEP: 0|136 | Loss: -0.002106
+INFO:EPOCH 1010/4000 | STEP: 100|136 | Loss: -0.002633
+INFO:TRAIN EPOCH: 1011|4000
+INFO:EPOCH 1011/4000 | STEP: 0|136 | Loss: 0.000136
+INFO:EPOCH 1011/4000 | STEP: 100|136 | Loss: -0.000183
+INFO:TRAIN EPOCH: 1012|4000
+INFO:EPOCH 1012/4000 | STEP: 0|136 | Loss: -0.001692
+INFO:EPOCH 1012/4000 | STEP: 100|136 | Loss: -0.000724
+INFO:TRAIN EPOCH: 1013|4000
+INFO:EPOCH 1013/4000 | STEP: 0|136 | Loss: -0.001306
+INFO:EPOCH 1013/4000 | STEP: 100|136 | Loss: -0.002315
+INFO:TRAIN EPOCH: 1014|4000
+INFO:EPOCH 1014/4000 | STEP: 0|136 | Loss: -0.000967
+INFO:EPOCH 1014/4000 | STEP: 100|136 | Loss: -0.000899
+INFO:TRAIN EPOCH: 1015|4000
+INFO:EPOCH 1015/4000 | STEP: 0|136 | Loss: -0.002045
+INFO:EPOCH 1015/4000 | STEP: 100|136 | Loss: -0.000475
+INFO:TRAIN EPOCH: 1016|4000
+INFO:EPOCH 1016/4000 | STEP: 0|136 | Loss: -0.001075
+INFO:EPOCH 1016/4000 | STEP: 100|136 | Loss: -0.000988
+INFO:TRAIN EPOCH: 1017|4000
+INFO:EPOCH 1017/4000 | STEP: 0|136 | Loss: -0.002818
+INFO:EPOCH 1017/4000 | STEP: 100|136 | Loss: -0.002507
+INFO:TRAIN EPOCH: 1018|4000
+INFO:EPOCH 1018/4000 | STEP: 0|136 | Loss: -0.000991
+INFO:EPOCH 1018/4000 | STEP: 100|136 | Loss: -0.002912
+INFO:TRAIN EPOCH: 1019|4000
+INFO:EPOCH 1019/4000 | STEP: 0|136 | Loss: -0.000972
+INFO:VAL NDCG@10, IoU=0.3: 0.141020
+INFO:VAL NDCG@10, IoU=0.5: 0.122496
+INFO:VAL NDCG@10, IoU=0.7: 0.080886
+INFO:VAL NDCG@20, IoU=0.3: 0.134756
+INFO:VAL NDCG@20, IoU=0.5: 0.116684
+INFO:VAL NDCG@20, IoU=0.7: 0.075878
+INFO:VAL NDCG@40, IoU=0.3: 0.138961
+INFO:VAL NDCG@40, IoU=0.5: 0.119507
+INFO:VAL NDCG@40, IoU=0.7: 0.077559
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.143386
+INFO:TEST NDCG@10, IoU=0.5: 0.124131
+INFO:TEST NDCG@10, IoU=0.7: 0.082277
+INFO:TEST NDCG@20, IoU=0.3: 0.136563
+INFO:TEST NDCG@20, IoU=0.5: 0.117317
+INFO:TEST NDCG@20, IoU=0.7: 0.077396
+INFO:TEST NDCG@40, IoU=0.3: 0.141891
+INFO:TEST NDCG@40, IoU=0.5: 0.120903
+INFO:TEST NDCG@40, IoU=0.7: 0.079753
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.141020
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.122496
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.080886
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.134756
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.116684
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.075878
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.138961
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.119507
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.077559
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.143386
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.124131
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.082277
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.136563
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.117317
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.077396
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.141891
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.120903
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.079753
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1019/4000 | STEP: 100|136 | Loss: -0.012886
+INFO:TRAIN EPOCH: 1020|4000
+INFO:EPOCH 1020/4000 | STEP: 0|136 | Loss: 0.025426
+INFO:EPOCH 1020/4000 | STEP: 100|136 | Loss: -0.001551
+INFO:TRAIN EPOCH: 1021|4000
+INFO:EPOCH 1021/4000 | STEP: 0|136 | Loss: -0.002111
+INFO:EPOCH 1021/4000 | STEP: 100|136 | Loss: -0.000279
+INFO:TRAIN EPOCH: 1022|4000
+INFO:EPOCH 1022/4000 | STEP: 0|136 | Loss: -0.001543
+INFO:EPOCH 1022/4000 | STEP: 100|136 | Loss: 0.000378
+INFO:TRAIN EPOCH: 1023|4000
+INFO:EPOCH 1023/4000 | STEP: 0|136 | Loss: -0.003231
+INFO:EPOCH 1023/4000 | STEP: 100|136 | Loss: -0.002246
+INFO:TRAIN EPOCH: 1024|4000
+INFO:EPOCH 1024/4000 | STEP: 0|136 | Loss: -0.002276
+INFO:EPOCH 1024/4000 | STEP: 100|136 | Loss: -0.002082
+INFO:TRAIN EPOCH: 1025|4000
+INFO:EPOCH 1025/4000 | STEP: 0|136 | Loss: -0.003211
+INFO:EPOCH 1025/4000 | STEP: 100|136 | Loss: -0.001635
+INFO:TRAIN EPOCH: 1026|4000
+INFO:EPOCH 1026/4000 | STEP: 0|136 | Loss: -0.002741
+INFO:EPOCH 1026/4000 | STEP: 100|136 | Loss: -0.002097
+INFO:TRAIN EPOCH: 1027|4000
+INFO:EPOCH 1027/4000 | STEP: 0|136 | Loss: -0.000437
+INFO:EPOCH 1027/4000 | STEP: 100|136 | Loss: -0.000625
+INFO:TRAIN EPOCH: 1028|4000
+INFO:EPOCH 1028/4000 | STEP: 0|136 | Loss: -0.001974
+INFO:EPOCH 1028/4000 | STEP: 100|136 | Loss: -0.001231
+INFO:TRAIN EPOCH: 1029|4000
+INFO:EPOCH 1029/4000 | STEP: 0|136 | Loss: -0.003225
+INFO:EPOCH 1029/4000 | STEP: 100|136 | Loss: -0.001134
+INFO:TRAIN EPOCH: 1030|4000
+INFO:EPOCH 1030/4000 | STEP: 0|136 | Loss: 0.000140
+INFO:EPOCH 1030/4000 | STEP: 100|136 | Loss: -0.001746
+INFO:TRAIN EPOCH: 1031|4000
+INFO:EPOCH 1031/4000 | STEP: 0|136 | Loss: -0.004210
+INFO:EPOCH 1031/4000 | STEP: 100|136 | Loss: -0.001460
+INFO:TRAIN EPOCH: 1032|4000
+INFO:EPOCH 1032/4000 | STEP: 0|136 | Loss: -0.002867
+INFO:EPOCH 1032/4000 | STEP: 100|136 | Loss: -0.000170
+INFO:TRAIN EPOCH: 1033|4000
+INFO:EPOCH 1033/4000 | STEP: 0|136 | Loss: -0.001609
+INFO:EPOCH 1033/4000 | STEP: 100|136 | Loss: -0.003486
+INFO:TRAIN EPOCH: 1034|4000
+INFO:EPOCH 1034/4000 | STEP: 0|136 | Loss: -0.002699
+INFO:EPOCH 1034/4000 | STEP: 100|136 | Loss: -0.002046
+INFO:TRAIN EPOCH: 1035|4000
+INFO:EPOCH 1035/4000 | STEP: 0|136 | Loss: -0.003982
+INFO:EPOCH 1035/4000 | STEP: 100|136 | Loss: -0.000519
+INFO:TRAIN EPOCH: 1036|4000
+INFO:EPOCH 1036/4000 | STEP: 0|136 | Loss: -0.002968
+INFO:EPOCH 1036/4000 | STEP: 100|136 | Loss: -0.000250
+INFO:TRAIN EPOCH: 1037|4000
+INFO:EPOCH 1037/4000 | STEP: 0|136 | Loss: -0.001521
+INFO:EPOCH 1037/4000 | STEP: 100|136 | Loss: -0.001350
+INFO:TRAIN EPOCH: 1038|4000
+INFO:EPOCH 1038/4000 | STEP: 0|136 | Loss: -0.001497
+INFO:EPOCH 1038/4000 | STEP: 100|136 | Loss: 0.000330
+INFO:TRAIN EPOCH: 1039|4000
+INFO:EPOCH 1039/4000 | STEP: 0|136 | Loss: -0.001503
+INFO:VAL NDCG@10, IoU=0.3: 0.145399
+INFO:VAL NDCG@10, IoU=0.5: 0.125450
+INFO:VAL NDCG@10, IoU=0.7: 0.081829
+INFO:VAL NDCG@20, IoU=0.3: 0.137704
+INFO:VAL NDCG@20, IoU=0.5: 0.118466
+INFO:VAL NDCG@20, IoU=0.7: 0.077692
+INFO:VAL NDCG@40, IoU=0.3: 0.143216
+INFO:VAL NDCG@40, IoU=0.5: 0.122665
+INFO:VAL NDCG@40, IoU=0.7: 0.079350
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.143587
+INFO:TEST NDCG@10, IoU=0.5: 0.123398
+INFO:TEST NDCG@10, IoU=0.7: 0.083083
+INFO:TEST NDCG@20, IoU=0.3: 0.135582
+INFO:TEST NDCG@20, IoU=0.5: 0.116003
+INFO:TEST NDCG@20, IoU=0.7: 0.077067
+INFO:TEST NDCG@40, IoU=0.3: 0.140743
+INFO:TEST NDCG@40, IoU=0.5: 0.119590
+INFO:TEST NDCG@40, IoU=0.7: 0.079248
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.145399
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.125450
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.081829
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.137704
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.118466
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.077692
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.143216
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.122665
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.079350
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.143587
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.123398
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.083083
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.135582
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.116003
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.077067
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.140743
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.119590
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.079248
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1039/4000 | STEP: 100|136 | Loss: -0.013512
+INFO:TRAIN EPOCH: 1040|4000
+INFO:EPOCH 1040/4000 | STEP: 0|136 | Loss: 0.023599
+INFO:EPOCH 1040/4000 | STEP: 100|136 | Loss: -0.002578
+INFO:TRAIN EPOCH: 1041|4000
+INFO:EPOCH 1041/4000 | STEP: 0|136 | Loss: -0.003721
+INFO:EPOCH 1041/4000 | STEP: 100|136 | Loss: -0.002009
+INFO:TRAIN EPOCH: 1042|4000
+INFO:EPOCH 1042/4000 | STEP: 0|136 | Loss: -0.002777
+INFO:EPOCH 1042/4000 | STEP: 100|136 | Loss: -0.000977
+INFO:TRAIN EPOCH: 1043|4000
+INFO:EPOCH 1043/4000 | STEP: 0|136 | Loss: -0.002353
+INFO:EPOCH 1043/4000 | STEP: 100|136 | Loss: 0.002735
+INFO:TRAIN EPOCH: 1044|4000
+INFO:EPOCH 1044/4000 | STEP: 0|136 | Loss: -0.004080
+INFO:EPOCH 1044/4000 | STEP: 100|136 | Loss: -0.001687
+INFO:TRAIN EPOCH: 1045|4000
+INFO:EPOCH 1045/4000 | STEP: 0|136 | Loss: -0.002143
+INFO:EPOCH 1045/4000 | STEP: 100|136 | Loss: -0.001963
+INFO:TRAIN EPOCH: 1046|4000
+INFO:EPOCH 1046/4000 | STEP: 0|136 | Loss: -0.001688
+INFO:EPOCH 1046/4000 | STEP: 100|136 | Loss: 0.000480
+INFO:TRAIN EPOCH: 1047|4000
+INFO:EPOCH 1047/4000 | STEP: 0|136 | Loss: -0.002331
+INFO:EPOCH 1047/4000 | STEP: 100|136 | Loss: -0.001549
+INFO:TRAIN EPOCH: 1048|4000
+INFO:EPOCH 1048/4000 | STEP: 0|136 | Loss: -0.000737
+INFO:EPOCH 1048/4000 | STEP: 100|136 | Loss: 0.000240
+INFO:TRAIN EPOCH: 1049|4000
+INFO:EPOCH 1049/4000 | STEP: 0|136 | Loss: -0.002137
+INFO:EPOCH 1049/4000 | STEP: 100|136 | Loss: -0.002604
+INFO:TRAIN EPOCH: 1050|4000
+INFO:EPOCH 1050/4000 | STEP: 0|136 | Loss: -0.003310
+INFO:EPOCH 1050/4000 | STEP: 100|136 | Loss: -0.001166
+INFO:TRAIN EPOCH: 1051|4000
+INFO:EPOCH 1051/4000 | STEP: 0|136 | Loss: -0.001270
+INFO:EPOCH 1051/4000 | STEP: 100|136 | Loss: -0.002590
+INFO:TRAIN EPOCH: 1052|4000
+INFO:EPOCH 1052/4000 | STEP: 0|136 | Loss: -0.001882
+INFO:EPOCH 1052/4000 | STEP: 100|136 | Loss: -0.000251
+INFO:TRAIN EPOCH: 1053|4000
+INFO:EPOCH 1053/4000 | STEP: 0|136 | Loss: -0.001902
+INFO:EPOCH 1053/4000 | STEP: 100|136 | Loss: -0.000688
+INFO:TRAIN EPOCH: 1054|4000
+INFO:EPOCH 1054/4000 | STEP: 0|136 | Loss: -0.002331
+INFO:EPOCH 1054/4000 | STEP: 100|136 | Loss: -0.002489
+INFO:TRAIN EPOCH: 1055|4000
+INFO:EPOCH 1055/4000 | STEP: 0|136 | Loss: -0.003318
+INFO:EPOCH 1055/4000 | STEP: 100|136 | Loss: -0.002188
+INFO:TRAIN EPOCH: 1056|4000
+INFO:EPOCH 1056/4000 | STEP: 0|136 | Loss: -0.002178
+INFO:EPOCH 1056/4000 | STEP: 100|136 | Loss: -0.001646
+INFO:TRAIN EPOCH: 1057|4000
+INFO:EPOCH 1057/4000 | STEP: 0|136 | Loss: -0.001794
+INFO:EPOCH 1057/4000 | STEP: 100|136 | Loss: -0.001883
+INFO:TRAIN EPOCH: 1058|4000
+INFO:EPOCH 1058/4000 | STEP: 0|136 | Loss: -0.002443
+INFO:EPOCH 1058/4000 | STEP: 100|136 | Loss: -0.001224
+INFO:TRAIN EPOCH: 1059|4000
+INFO:EPOCH 1059/4000 | STEP: 0|136 | Loss: -0.000950
+INFO:VAL NDCG@10, IoU=0.3: 0.137469
+INFO:VAL NDCG@10, IoU=0.5: 0.119207
+INFO:VAL NDCG@10, IoU=0.7: 0.075801
+INFO:VAL NDCG@20, IoU=0.3: 0.131493
+INFO:VAL NDCG@20, IoU=0.5: 0.113998
+INFO:VAL NDCG@20, IoU=0.7: 0.072740
+INFO:VAL NDCG@40, IoU=0.3: 0.139418
+INFO:VAL NDCG@40, IoU=0.5: 0.119439
+INFO:VAL NDCG@40, IoU=0.7: 0.075445
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.142980
+INFO:TEST NDCG@10, IoU=0.5: 0.122517
+INFO:TEST NDCG@10, IoU=0.7: 0.081477
+INFO:TEST NDCG@20, IoU=0.3: 0.136181
+INFO:TEST NDCG@20, IoU=0.5: 0.115916
+INFO:TEST NDCG@20, IoU=0.7: 0.076508
+INFO:TEST NDCG@40, IoU=0.3: 0.141586
+INFO:TEST NDCG@40, IoU=0.5: 0.120078
+INFO:TEST NDCG@40, IoU=0.7: 0.078915
+INFO:
+INFO:EPOCH 1059/4000 | STEP: 100|136 | Loss: -0.012993
+INFO:TRAIN EPOCH: 1060|4000
+INFO:EPOCH 1060/4000 | STEP: 0|136 | Loss: 0.024747
+INFO:EPOCH 1060/4000 | STEP: 100|136 | Loss: -0.002242
+INFO:TRAIN EPOCH: 1061|4000
+INFO:EPOCH 1061/4000 | STEP: 0|136 | Loss: -0.001896
+INFO:EPOCH 1061/4000 | STEP: 100|136 | Loss: -0.002542
+INFO:TRAIN EPOCH: 1062|4000
+INFO:EPOCH 1062/4000 | STEP: 0|136 | Loss: -0.003508
+INFO:EPOCH 1062/4000 | STEP: 100|136 | Loss: -0.002800
+INFO:TRAIN EPOCH: 1063|4000
+INFO:EPOCH 1063/4000 | STEP: 0|136 | Loss: 0.000239
+INFO:EPOCH 1063/4000 | STEP: 100|136 | Loss: -0.000916
+INFO:TRAIN EPOCH: 1064|4000
+INFO:EPOCH 1064/4000 | STEP: 0|136 | Loss: -0.001854
+INFO:EPOCH 1064/4000 | STEP: 100|136 | Loss: -0.001621
+INFO:TRAIN EPOCH: 1065|4000
+INFO:EPOCH 1065/4000 | STEP: 0|136 | Loss: -0.002720
+INFO:EPOCH 1065/4000 | STEP: 100|136 | Loss: -0.002657
+INFO:TRAIN EPOCH: 1066|4000
+INFO:EPOCH 1066/4000 | STEP: 0|136 | Loss: -0.000467
+INFO:EPOCH 1066/4000 | STEP: 100|136 | Loss: -0.001823
+INFO:TRAIN EPOCH: 1067|4000
+INFO:EPOCH 1067/4000 | STEP: 0|136 | Loss: -0.002298
+INFO:EPOCH 1067/4000 | STEP: 100|136 | Loss: -0.003192
+INFO:TRAIN EPOCH: 1068|4000
+INFO:EPOCH 1068/4000 | STEP: 0|136 | Loss: -0.003869
+INFO:EPOCH 1068/4000 | STEP: 100|136 | Loss: -0.001807
+INFO:TRAIN EPOCH: 1069|4000
+INFO:EPOCH 1069/4000 | STEP: 0|136 | Loss: -0.002572
+INFO:EPOCH 1069/4000 | STEP: 100|136 | Loss: -0.002577
+INFO:TRAIN EPOCH: 1070|4000
+INFO:EPOCH 1070/4000 | STEP: 0|136 | Loss: -0.002496
+INFO:EPOCH 1070/4000 | STEP: 100|136 | Loss: -0.001863
+INFO:TRAIN EPOCH: 1071|4000
+INFO:EPOCH 1071/4000 | STEP: 0|136 | Loss: -0.004100
+INFO:EPOCH 1071/4000 | STEP: 100|136 | Loss: -0.000762
+INFO:TRAIN EPOCH: 1072|4000
+INFO:EPOCH 1072/4000 | STEP: 0|136 | Loss: -0.002828
+INFO:EPOCH 1072/4000 | STEP: 100|136 | Loss: -0.003249
+INFO:TRAIN EPOCH: 1073|4000
+INFO:EPOCH 1073/4000 | STEP: 0|136 | Loss: -0.002863
+INFO:EPOCH 1073/4000 | STEP: 100|136 | Loss: -0.002353
+INFO:TRAIN EPOCH: 1074|4000
+INFO:EPOCH 1074/4000 | STEP: 0|136 | Loss: -0.003895
+INFO:EPOCH 1074/4000 | STEP: 100|136 | Loss: -0.001282
+INFO:TRAIN EPOCH: 1075|4000
+INFO:EPOCH 1075/4000 | STEP: 0|136 | Loss: -0.000659
+INFO:EPOCH 1075/4000 | STEP: 100|136 | Loss: -0.001787
+INFO:TRAIN EPOCH: 1076|4000
+INFO:EPOCH 1076/4000 | STEP: 0|136 | Loss: -0.003103
+INFO:EPOCH 1076/4000 | STEP: 100|136 | Loss: -0.002108
+INFO:TRAIN EPOCH: 1077|4000
+INFO:EPOCH 1077/4000 | STEP: 0|136 | Loss: -0.003659
+INFO:EPOCH 1077/4000 | STEP: 100|136 | Loss: -0.003302
+INFO:TRAIN EPOCH: 1078|4000
+INFO:EPOCH 1078/4000 | STEP: 0|136 | Loss: -0.002180
+INFO:EPOCH 1078/4000 | STEP: 100|136 | Loss: -0.003545
+INFO:TRAIN EPOCH: 1079|4000
+INFO:EPOCH 1079/4000 | STEP: 0|136 | Loss: -0.002763
+INFO:VAL NDCG@10, IoU=0.3: 0.142446
+INFO:VAL NDCG@10, IoU=0.5: 0.123246
+INFO:VAL NDCG@10, IoU=0.7: 0.080275
+INFO:VAL NDCG@20, IoU=0.3: 0.136497
+INFO:VAL NDCG@20, IoU=0.5: 0.117970
+INFO:VAL NDCG@20, IoU=0.7: 0.076725
+INFO:VAL NDCG@40, IoU=0.3: 0.142856
+INFO:VAL NDCG@40, IoU=0.5: 0.121827
+INFO:VAL NDCG@40, IoU=0.7: 0.078629
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.143016
+INFO:TEST NDCG@10, IoU=0.5: 0.123617
+INFO:TEST NDCG@10, IoU=0.7: 0.083061
+INFO:TEST NDCG@20, IoU=0.3: 0.136802
+INFO:TEST NDCG@20, IoU=0.5: 0.117664
+INFO:TEST NDCG@20, IoU=0.7: 0.078595
+INFO:TEST NDCG@40, IoU=0.3: 0.141689
+INFO:TEST NDCG@40, IoU=0.5: 0.120805
+INFO:TEST NDCG@40, IoU=0.7: 0.079969
+INFO:
+INFO:EPOCH 1079/4000 | STEP: 100|136 | Loss: -0.014266
+INFO:TRAIN EPOCH: 1080|4000
+INFO:EPOCH 1080/4000 | STEP: 0|136 | Loss: 0.021248
+INFO:EPOCH 1080/4000 | STEP: 100|136 | Loss: -0.001427
+INFO:TRAIN EPOCH: 1081|4000
+INFO:EPOCH 1081/4000 | STEP: 0|136 | Loss: -0.000710
+INFO:EPOCH 1081/4000 | STEP: 100|136 | Loss: -0.003685
+INFO:TRAIN EPOCH: 1082|4000
+INFO:EPOCH 1082/4000 | STEP: 0|136 | Loss: -0.000673
+INFO:EPOCH 1082/4000 | STEP: 100|136 | Loss: -0.003992
+INFO:TRAIN EPOCH: 1083|4000
+INFO:EPOCH 1083/4000 | STEP: 0|136 | Loss: -0.005708
+INFO:EPOCH 1083/4000 | STEP: 100|136 | Loss: -0.003537
+INFO:TRAIN EPOCH: 1084|4000
+INFO:EPOCH 1084/4000 | STEP: 0|136 | Loss: -0.003198
+INFO:EPOCH 1084/4000 | STEP: 100|136 | Loss: -0.000658
+INFO:TRAIN EPOCH: 1085|4000
+INFO:EPOCH 1085/4000 | STEP: 0|136 | Loss: -0.004542
+INFO:EPOCH 1085/4000 | STEP: 100|136 | Loss: -0.004378
+INFO:TRAIN EPOCH: 1086|4000
+INFO:EPOCH 1086/4000 | STEP: 0|136 | Loss: -0.002847
+INFO:EPOCH 1086/4000 | STEP: 100|136 | Loss: -0.002767
+INFO:TRAIN EPOCH: 1087|4000
+INFO:EPOCH 1087/4000 | STEP: 0|136 | Loss: -0.002341
+INFO:EPOCH 1087/4000 | STEP: 100|136 | Loss: -0.003615
+INFO:TRAIN EPOCH: 1088|4000
+INFO:EPOCH 1088/4000 | STEP: 0|136 | Loss: -0.003387
+INFO:EPOCH 1088/4000 | STEP: 100|136 | Loss: -0.001437
+INFO:TRAIN EPOCH: 1089|4000
+INFO:EPOCH 1089/4000 | STEP: 0|136 | Loss: -0.002072
+INFO:EPOCH 1089/4000 | STEP: 100|136 | Loss: -0.002844
+INFO:TRAIN EPOCH: 1090|4000
+INFO:EPOCH 1090/4000 | STEP: 0|136 | Loss: -0.002547
+INFO:EPOCH 1090/4000 | STEP: 100|136 | Loss: -0.001878
+INFO:TRAIN EPOCH: 1091|4000
+INFO:EPOCH 1091/4000 | STEP: 0|136 | Loss: -0.003295
+INFO:EPOCH 1091/4000 | STEP: 100|136 | Loss: -0.000385
+INFO:TRAIN EPOCH: 1092|4000
+INFO:EPOCH 1092/4000 | STEP: 0|136 | Loss: -0.003169
+INFO:EPOCH 1092/4000 | STEP: 100|136 | Loss: -0.002848
+INFO:TRAIN EPOCH: 1093|4000
+INFO:EPOCH 1093/4000 | STEP: 0|136 | Loss: -0.003234
+INFO:EPOCH 1093/4000 | STEP: 100|136 | Loss: -0.002415
+INFO:TRAIN EPOCH: 1094|4000
+INFO:EPOCH 1094/4000 | STEP: 0|136 | Loss: -0.003408
+INFO:EPOCH 1094/4000 | STEP: 100|136 | Loss: -0.002207
+INFO:TRAIN EPOCH: 1095|4000
+INFO:EPOCH 1095/4000 | STEP: 0|136 | Loss: -0.001731
+INFO:EPOCH 1095/4000 | STEP: 100|136 | Loss: -0.001846
+INFO:TRAIN EPOCH: 1096|4000
+INFO:EPOCH 1096/4000 | STEP: 0|136 | Loss: -0.004026
+INFO:EPOCH 1096/4000 | STEP: 100|136 | Loss: -0.002037
+INFO:TRAIN EPOCH: 1097|4000
+INFO:EPOCH 1097/4000 | STEP: 0|136 | Loss: -0.003196
+INFO:EPOCH 1097/4000 | STEP: 100|136 | Loss: -0.002188
+INFO:TRAIN EPOCH: 1098|4000
+INFO:EPOCH 1098/4000 | STEP: 0|136 | Loss: -0.001921
+INFO:EPOCH 1098/4000 | STEP: 100|136 | Loss: -0.003171
+INFO:TRAIN EPOCH: 1099|4000
+INFO:EPOCH 1099/4000 | STEP: 0|136 | Loss: -0.002854
+INFO:VAL NDCG@10, IoU=0.3: 0.143388
+INFO:VAL NDCG@10, IoU=0.5: 0.124906
+INFO:VAL NDCG@10, IoU=0.7: 0.080581
+INFO:VAL NDCG@20, IoU=0.3: 0.137336
+INFO:VAL NDCG@20, IoU=0.5: 0.118070
+INFO:VAL NDCG@20, IoU=0.7: 0.076415
+INFO:VAL NDCG@40, IoU=0.3: 0.142233
+INFO:VAL NDCG@40, IoU=0.5: 0.121071
+INFO:VAL NDCG@40, IoU=0.7: 0.078228
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144033
+INFO:TEST NDCG@10, IoU=0.5: 0.124339
+INFO:TEST NDCG@10, IoU=0.7: 0.083272
+INFO:TEST NDCG@20, IoU=0.3: 0.136910
+INFO:TEST NDCG@20, IoU=0.5: 0.117240
+INFO:TEST NDCG@20, IoU=0.7: 0.078144
+INFO:TEST NDCG@40, IoU=0.3: 0.141444
+INFO:TEST NDCG@40, IoU=0.5: 0.119983
+INFO:TEST NDCG@40, IoU=0.7: 0.079657
+INFO:
+INFO:EPOCH 1099/4000 | STEP: 100|136 | Loss: -0.014647
+INFO:TRAIN EPOCH: 1100|4000
+INFO:EPOCH 1100/4000 | STEP: 0|136 | Loss: 0.022823
+INFO:EPOCH 1100/4000 | STEP: 100|136 | Loss: -0.002486
+INFO:TRAIN EPOCH: 1101|4000
+INFO:EPOCH 1101/4000 | STEP: 0|136 | Loss: -0.002113
+INFO:EPOCH 1101/4000 | STEP: 100|136 | Loss: -0.003317
+INFO:TRAIN EPOCH: 1102|4000
+INFO:EPOCH 1102/4000 | STEP: 0|136 | Loss: -0.003274
+INFO:EPOCH 1102/4000 | STEP: 100|136 | Loss: -0.003845
+INFO:TRAIN EPOCH: 1103|4000
+INFO:EPOCH 1103/4000 | STEP: 0|136 | Loss: -0.004012
+INFO:EPOCH 1103/4000 | STEP: 100|136 | Loss: -0.002909
+INFO:TRAIN EPOCH: 1104|4000
+INFO:EPOCH 1104/4000 | STEP: 0|136 | Loss: -0.003267
+INFO:EPOCH 1104/4000 | STEP: 100|136 | Loss: -0.004386
+INFO:TRAIN EPOCH: 1105|4000
+INFO:EPOCH 1105/4000 | STEP: 0|136 | Loss: -0.003573
+INFO:EPOCH 1105/4000 | STEP: 100|136 | Loss: -0.002930
+INFO:TRAIN EPOCH: 1106|4000
+INFO:EPOCH 1106/4000 | STEP: 0|136 | Loss: -0.002667
+INFO:EPOCH 1106/4000 | STEP: 100|136 | Loss: -0.002856
+INFO:TRAIN EPOCH: 1107|4000
+INFO:EPOCH 1107/4000 | STEP: 0|136 | Loss: -0.001984
+INFO:EPOCH 1107/4000 | STEP: 100|136 | Loss: -0.002792
+INFO:TRAIN EPOCH: 1108|4000
+INFO:EPOCH 1108/4000 | STEP: 0|136 | Loss: -0.004334
+INFO:EPOCH 1108/4000 | STEP: 100|136 | Loss: -0.002713
+INFO:TRAIN EPOCH: 1109|4000
+INFO:EPOCH 1109/4000 | STEP: 0|136 | Loss: -0.003206
+INFO:EPOCH 1109/4000 | STEP: 100|136 | Loss: -0.004870
+INFO:TRAIN EPOCH: 1110|4000
+INFO:EPOCH 1110/4000 | STEP: 0|136 | Loss: -0.002094
+INFO:EPOCH 1110/4000 | STEP: 100|136 | Loss: -0.003470
+INFO:TRAIN EPOCH: 1111|4000
+INFO:EPOCH 1111/4000 | STEP: 0|136 | Loss: -0.002867
+INFO:EPOCH 1111/4000 | STEP: 100|136 | Loss: -0.003023
+INFO:TRAIN EPOCH: 1112|4000
+INFO:EPOCH 1112/4000 | STEP: 0|136 | Loss: -0.004479
+INFO:EPOCH 1112/4000 | STEP: 100|136 | Loss: -0.002844
+INFO:TRAIN EPOCH: 1113|4000
+INFO:EPOCH 1113/4000 | STEP: 0|136 | Loss: -0.001775
+INFO:EPOCH 1113/4000 | STEP: 100|136 | Loss: -0.003089
+INFO:TRAIN EPOCH: 1114|4000
+INFO:EPOCH 1114/4000 | STEP: 0|136 | Loss: -0.003292
+INFO:EPOCH 1114/4000 | STEP: 100|136 | Loss: -0.003058
+INFO:TRAIN EPOCH: 1115|4000
+INFO:EPOCH 1115/4000 | STEP: 0|136 | Loss: -0.003761
+INFO:EPOCH 1115/4000 | STEP: 100|136 | Loss: -0.004148
+INFO:TRAIN EPOCH: 1116|4000
+INFO:EPOCH 1116/4000 | STEP: 0|136 | Loss: -0.002925
+INFO:EPOCH 1116/4000 | STEP: 100|136 | Loss: -0.004136
+INFO:TRAIN EPOCH: 1117|4000
+INFO:EPOCH 1117/4000 | STEP: 0|136 | Loss: -0.002813
+INFO:EPOCH 1117/4000 | STEP: 100|136 | Loss: -0.004961
+INFO:TRAIN EPOCH: 1118|4000
+INFO:EPOCH 1118/4000 | STEP: 0|136 | Loss: -0.002901
+INFO:EPOCH 1118/4000 | STEP: 100|136 | Loss: -0.002511
+INFO:TRAIN EPOCH: 1119|4000
+INFO:EPOCH 1119/4000 | STEP: 0|136 | Loss: -0.002226
+INFO:VAL NDCG@10, IoU=0.3: 0.136307
+INFO:VAL NDCG@10, IoU=0.5: 0.118971
+INFO:VAL NDCG@10, IoU=0.7: 0.078692
+INFO:VAL NDCG@20, IoU=0.3: 0.132432
+INFO:VAL NDCG@20, IoU=0.5: 0.114217
+INFO:VAL NDCG@20, IoU=0.7: 0.074921
+INFO:VAL NDCG@40, IoU=0.3: 0.139402
+INFO:VAL NDCG@40, IoU=0.5: 0.119244
+INFO:VAL NDCG@40, IoU=0.7: 0.077493
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145354
+INFO:TEST NDCG@10, IoU=0.5: 0.124850
+INFO:TEST NDCG@10, IoU=0.7: 0.083500
+INFO:TEST NDCG@20, IoU=0.3: 0.138481
+INFO:TEST NDCG@20, IoU=0.5: 0.117944
+INFO:TEST NDCG@20, IoU=0.7: 0.078549
+INFO:TEST NDCG@40, IoU=0.3: 0.142591
+INFO:TEST NDCG@40, IoU=0.5: 0.120893
+INFO:TEST NDCG@40, IoU=0.7: 0.079760
+INFO:
+INFO:EPOCH 1119/4000 | STEP: 100|136 | Loss: -0.015203
+INFO:TRAIN EPOCH: 1120|4000
+INFO:EPOCH 1120/4000 | STEP: 0|136 | Loss: 0.020903
+INFO:EPOCH 1120/4000 | STEP: 100|136 | Loss: -0.002563
+INFO:TRAIN EPOCH: 1121|4000
+INFO:EPOCH 1121/4000 | STEP: 0|136 | Loss: -0.003872
+INFO:EPOCH 1121/4000 | STEP: 100|136 | Loss: -0.001901
+INFO:TRAIN EPOCH: 1122|4000
+INFO:EPOCH 1122/4000 | STEP: 0|136 | Loss: -0.003988
+INFO:EPOCH 1122/4000 | STEP: 100|136 | Loss: -0.003612
+INFO:TRAIN EPOCH: 1123|4000
+INFO:EPOCH 1123/4000 | STEP: 0|136 | Loss: -0.003794
+INFO:EPOCH 1123/4000 | STEP: 100|136 | Loss: -0.001356
+INFO:TRAIN EPOCH: 1124|4000
+INFO:EPOCH 1124/4000 | STEP: 0|136 | Loss: -0.002816
+INFO:EPOCH 1124/4000 | STEP: 100|136 | Loss: -0.003045
+INFO:TRAIN EPOCH: 1125|4000
+INFO:EPOCH 1125/4000 | STEP: 0|136 | Loss: -0.003751
+INFO:EPOCH 1125/4000 | STEP: 100|136 | Loss: -0.003136
+INFO:TRAIN EPOCH: 1126|4000
+INFO:EPOCH 1126/4000 | STEP: 0|136 | Loss: -0.002020
+INFO:EPOCH 1126/4000 | STEP: 100|136 | Loss: -0.002545
+INFO:TRAIN EPOCH: 1127|4000
+INFO:EPOCH 1127/4000 | STEP: 0|136 | Loss: -0.001935
+INFO:EPOCH 1127/4000 | STEP: 100|136 | Loss: -0.003525
+INFO:TRAIN EPOCH: 1128|4000
+INFO:EPOCH 1128/4000 | STEP: 0|136 | Loss: -0.002292
+INFO:EPOCH 1128/4000 | STEP: 100|136 | Loss: -0.003977
+INFO:TRAIN EPOCH: 1129|4000
+INFO:EPOCH 1129/4000 | STEP: 0|136 | Loss: -0.003154
+INFO:EPOCH 1129/4000 | STEP: 100|136 | Loss: -0.002235
+INFO:TRAIN EPOCH: 1130|4000
+INFO:EPOCH 1130/4000 | STEP: 0|136 | Loss: -0.003121
+INFO:EPOCH 1130/4000 | STEP: 100|136 | Loss: -0.005354
+INFO:TRAIN EPOCH: 1131|4000
+INFO:EPOCH 1131/4000 | STEP: 0|136 | Loss: -0.002194
+INFO:EPOCH 1131/4000 | STEP: 100|136 | Loss: -0.003597
+INFO:TRAIN EPOCH: 1132|4000
+INFO:EPOCH 1132/4000 | STEP: 0|136 | Loss: -0.003879
+INFO:EPOCH 1132/4000 | STEP: 100|136 | Loss: -0.003401
+INFO:TRAIN EPOCH: 1133|4000
+INFO:EPOCH 1133/4000 | STEP: 0|136 | Loss: -0.004440
+INFO:EPOCH 1133/4000 | STEP: 100|136 | Loss: -0.002853
+INFO:TRAIN EPOCH: 1134|4000
+INFO:EPOCH 1134/4000 | STEP: 0|136 | Loss: -0.005042
+INFO:EPOCH 1134/4000 | STEP: 100|136 | Loss: -0.003533
+INFO:TRAIN EPOCH: 1135|4000
+INFO:EPOCH 1135/4000 | STEP: 0|136 | Loss: -0.003746
+INFO:EPOCH 1135/4000 | STEP: 100|136 | Loss: -0.002974
+INFO:TRAIN EPOCH: 1136|4000
+INFO:EPOCH 1136/4000 | STEP: 0|136 | Loss: -0.004897
+INFO:EPOCH 1136/4000 | STEP: 100|136 | Loss: -0.003147
+INFO:TRAIN EPOCH: 1137|4000
+INFO:EPOCH 1137/4000 | STEP: 0|136 | Loss: -0.002651
+INFO:EPOCH 1137/4000 | STEP: 100|136 | Loss: -0.003619
+INFO:TRAIN EPOCH: 1138|4000
+INFO:EPOCH 1138/4000 | STEP: 0|136 | Loss: -0.003572
+INFO:EPOCH 1138/4000 | STEP: 100|136 | Loss: -0.004022
+INFO:TRAIN EPOCH: 1139|4000
+INFO:EPOCH 1139/4000 | STEP: 0|136 | Loss: -0.004381
+INFO:VAL NDCG@10, IoU=0.3: 0.144475
+INFO:VAL NDCG@10, IoU=0.5: 0.123442
+INFO:VAL NDCG@10, IoU=0.7: 0.080296
+INFO:VAL NDCG@20, IoU=0.3: 0.136625
+INFO:VAL NDCG@20, IoU=0.5: 0.116842
+INFO:VAL NDCG@20, IoU=0.7: 0.077322
+INFO:VAL NDCG@40, IoU=0.3: 0.142345
+INFO:VAL NDCG@40, IoU=0.5: 0.120729
+INFO:VAL NDCG@40, IoU=0.7: 0.078590
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145160
+INFO:TEST NDCG@10, IoU=0.5: 0.125122
+INFO:TEST NDCG@10, IoU=0.7: 0.082323
+INFO:TEST NDCG@20, IoU=0.3: 0.138038
+INFO:TEST NDCG@20, IoU=0.5: 0.118196
+INFO:TEST NDCG@20, IoU=0.7: 0.077193
+INFO:TEST NDCG@40, IoU=0.3: 0.142593
+INFO:TEST NDCG@40, IoU=0.5: 0.121284
+INFO:TEST NDCG@40, IoU=0.7: 0.079228
+INFO:
+INFO:EPOCH 1139/4000 | STEP: 100|136 | Loss: -0.014553
+INFO:TRAIN EPOCH: 1140|4000
+INFO:EPOCH 1140/4000 | STEP: 0|136 | Loss: 0.020974
+INFO:EPOCH 1140/4000 | STEP: 100|136 | Loss: -0.003171
+INFO:TRAIN EPOCH: 1141|4000
+INFO:EPOCH 1141/4000 | STEP: 0|136 | Loss: -0.003021
+INFO:EPOCH 1141/4000 | STEP: 100|136 | Loss: -0.003431
+INFO:TRAIN EPOCH: 1142|4000
+INFO:EPOCH 1142/4000 | STEP: 0|136 | Loss: -0.003901
+INFO:EPOCH 1142/4000 | STEP: 100|136 | Loss: -0.004285
+INFO:TRAIN EPOCH: 1143|4000
+INFO:EPOCH 1143/4000 | STEP: 0|136 | Loss: -0.004013
+INFO:EPOCH 1143/4000 | STEP: 100|136 | Loss: -0.003754
+INFO:TRAIN EPOCH: 1144|4000
+INFO:EPOCH 1144/4000 | STEP: 0|136 | Loss: -0.005497
+INFO:EPOCH 1144/4000 | STEP: 100|136 | Loss: -0.004073
+INFO:TRAIN EPOCH: 1145|4000
+INFO:EPOCH 1145/4000 | STEP: 0|136 | Loss: -0.002416
+INFO:EPOCH 1145/4000 | STEP: 100|136 | Loss: -0.002490
+INFO:TRAIN EPOCH: 1146|4000
+INFO:EPOCH 1146/4000 | STEP: 0|136 | Loss: -0.004804
+INFO:EPOCH 1146/4000 | STEP: 100|136 | Loss: -0.003130
+INFO:TRAIN EPOCH: 1147|4000
+INFO:EPOCH 1147/4000 | STEP: 0|136 | Loss: -0.004741
+INFO:EPOCH 1147/4000 | STEP: 100|136 | Loss: -0.003648
+INFO:TRAIN EPOCH: 1148|4000
+INFO:EPOCH 1148/4000 | STEP: 0|136 | Loss: -0.005324
+INFO:EPOCH 1148/4000 | STEP: 100|136 | Loss: -0.004143
+INFO:TRAIN EPOCH: 1149|4000
+INFO:EPOCH 1149/4000 | STEP: 0|136 | Loss: -0.004496
+INFO:EPOCH 1149/4000 | STEP: 100|136 | Loss: -0.005079
+INFO:TRAIN EPOCH: 1150|4000
+INFO:EPOCH 1150/4000 | STEP: 0|136 | Loss: -0.004532
+INFO:EPOCH 1150/4000 | STEP: 100|136 | Loss: -0.004830
+INFO:TRAIN EPOCH: 1151|4000
+INFO:EPOCH 1151/4000 | STEP: 0|136 | Loss: -0.004176
+INFO:EPOCH 1151/4000 | STEP: 100|136 | Loss: -0.002056
+INFO:TRAIN EPOCH: 1152|4000
+INFO:EPOCH 1152/4000 | STEP: 0|136 | Loss: -0.003582
+INFO:EPOCH 1152/4000 | STEP: 100|136 | Loss: -0.002378
+INFO:TRAIN EPOCH: 1153|4000
+INFO:EPOCH 1153/4000 | STEP: 0|136 | Loss: -0.003003
+INFO:EPOCH 1153/4000 | STEP: 100|136 | Loss: -0.004424
+INFO:TRAIN EPOCH: 1154|4000
+INFO:EPOCH 1154/4000 | STEP: 0|136 | Loss: -0.002035
+INFO:EPOCH 1154/4000 | STEP: 100|136 | Loss: -0.003846
+INFO:TRAIN EPOCH: 1155|4000
+INFO:EPOCH 1155/4000 | STEP: 0|136 | Loss: -0.000277
+INFO:EPOCH 1155/4000 | STEP: 100|136 | Loss: -0.003919
+INFO:TRAIN EPOCH: 1156|4000
+INFO:EPOCH 1156/4000 | STEP: 0|136 | Loss: -0.005618
+INFO:EPOCH 1156/4000 | STEP: 100|136 | Loss: -0.002992
+INFO:TRAIN EPOCH: 1157|4000
+INFO:EPOCH 1157/4000 | STEP: 0|136 | Loss: -0.003507
+INFO:EPOCH 1157/4000 | STEP: 100|136 | Loss: -0.003644
+INFO:TRAIN EPOCH: 1158|4000
+INFO:EPOCH 1158/4000 | STEP: 0|136 | Loss: -0.003809
+INFO:EPOCH 1158/4000 | STEP: 100|136 | Loss: -0.004666
+INFO:TRAIN EPOCH: 1159|4000
+INFO:EPOCH 1159/4000 | STEP: 0|136 | Loss: -0.003424
+INFO:VAL NDCG@10, IoU=0.3: 0.146025
+INFO:VAL NDCG@10, IoU=0.5: 0.125955
+INFO:VAL NDCG@10, IoU=0.7: 0.080535
+INFO:VAL NDCG@20, IoU=0.3: 0.137138
+INFO:VAL NDCG@20, IoU=0.5: 0.118429
+INFO:VAL NDCG@20, IoU=0.7: 0.076124
+INFO:VAL NDCG@40, IoU=0.3: 0.142150
+INFO:VAL NDCG@40, IoU=0.5: 0.121898
+INFO:VAL NDCG@40, IoU=0.7: 0.077962
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145252
+INFO:TEST NDCG@10, IoU=0.5: 0.125352
+INFO:TEST NDCG@10, IoU=0.7: 0.083254
+INFO:TEST NDCG@20, IoU=0.3: 0.138896
+INFO:TEST NDCG@20, IoU=0.5: 0.119103
+INFO:TEST NDCG@20, IoU=0.7: 0.078536
+INFO:TEST NDCG@40, IoU=0.3: 0.143151
+INFO:TEST NDCG@40, IoU=0.5: 0.122191
+INFO:TEST NDCG@40, IoU=0.7: 0.080437
+INFO:
+INFO:EPOCH 1159/4000 | STEP: 100|136 | Loss: -0.014868
+INFO:TRAIN EPOCH: 1160|4000
+INFO:EPOCH 1160/4000 | STEP: 0|136 | Loss: 0.022470
+INFO:EPOCH 1160/4000 | STEP: 100|136 | Loss: -0.002067
+INFO:TRAIN EPOCH: 1161|4000
+INFO:EPOCH 1161/4000 | STEP: 0|136 | Loss: -0.004377
+INFO:EPOCH 1161/4000 | STEP: 100|136 | Loss: -0.002976
+INFO:TRAIN EPOCH: 1162|4000
+INFO:EPOCH 1162/4000 | STEP: 0|136 | Loss: -0.003974
+INFO:EPOCH 1162/4000 | STEP: 100|136 | Loss: -0.003757
+INFO:TRAIN EPOCH: 1163|4000
+INFO:EPOCH 1163/4000 | STEP: 0|136 | Loss: -0.003211
+INFO:EPOCH 1163/4000 | STEP: 100|136 | Loss: -0.003972
+INFO:TRAIN EPOCH: 1164|4000
+INFO:EPOCH 1164/4000 | STEP: 0|136 | Loss: -0.004588
+INFO:EPOCH 1164/4000 | STEP: 100|136 | Loss: -0.002017
+INFO:TRAIN EPOCH: 1165|4000
+INFO:EPOCH 1165/4000 | STEP: 0|136 | Loss: -0.005008
+INFO:EPOCH 1165/4000 | STEP: 100|136 | Loss: -0.003512
+INFO:TRAIN EPOCH: 1166|4000
+INFO:EPOCH 1166/4000 | STEP: 0|136 | Loss: -0.003800
+INFO:EPOCH 1166/4000 | STEP: 100|136 | Loss: -0.004210
+INFO:TRAIN EPOCH: 1167|4000
+INFO:EPOCH 1167/4000 | STEP: 0|136 | Loss: -0.003330
+INFO:EPOCH 1167/4000 | STEP: 100|136 | Loss: -0.003407
+INFO:TRAIN EPOCH: 1168|4000
+INFO:EPOCH 1168/4000 | STEP: 0|136 | Loss: -0.004101
+INFO:EPOCH 1168/4000 | STEP: 100|136 | Loss: -0.003458
+INFO:TRAIN EPOCH: 1169|4000
+INFO:EPOCH 1169/4000 | STEP: 0|136 | Loss: -0.005170
+INFO:EPOCH 1169/4000 | STEP: 100|136 | Loss: -0.002184
+INFO:TRAIN EPOCH: 1170|4000
+INFO:EPOCH 1170/4000 | STEP: 0|136 | Loss: -0.005413
+INFO:EPOCH 1170/4000 | STEP: 100|136 | Loss: -0.002942
+INFO:TRAIN EPOCH: 1171|4000
+INFO:EPOCH 1171/4000 | STEP: 0|136 | Loss: -0.005002
+INFO:EPOCH 1171/4000 | STEP: 100|136 | Loss: -0.002509
+INFO:TRAIN EPOCH: 1172|4000
+INFO:EPOCH 1172/4000 | STEP: 0|136 | Loss: -0.005262
+INFO:EPOCH 1172/4000 | STEP: 100|136 | Loss: -0.002530
+INFO:TRAIN EPOCH: 1173|4000
+INFO:EPOCH 1173/4000 | STEP: 0|136 | Loss: -0.003032
+INFO:EPOCH 1173/4000 | STEP: 100|136 | Loss: -0.001857
+INFO:TRAIN EPOCH: 1174|4000
+INFO:EPOCH 1174/4000 | STEP: 0|136 | Loss: -0.004449
+INFO:EPOCH 1174/4000 | STEP: 100|136 | Loss: -0.004821
+INFO:TRAIN EPOCH: 1175|4000
+INFO:EPOCH 1175/4000 | STEP: 0|136 | Loss: -0.004425
+INFO:EPOCH 1175/4000 | STEP: 100|136 | Loss: -0.003256
+INFO:TRAIN EPOCH: 1176|4000
+INFO:EPOCH 1176/4000 | STEP: 0|136 | Loss: -0.005313
+INFO:EPOCH 1176/4000 | STEP: 100|136 | Loss: -0.003773
+INFO:TRAIN EPOCH: 1177|4000
+INFO:EPOCH 1177/4000 | STEP: 0|136 | Loss: -0.004552
+INFO:EPOCH 1177/4000 | STEP: 100|136 | Loss: -0.002954
+INFO:TRAIN EPOCH: 1178|4000
+INFO:EPOCH 1178/4000 | STEP: 0|136 | Loss: -0.005290
+INFO:EPOCH 1178/4000 | STEP: 100|136 | Loss: -0.003494
+INFO:TRAIN EPOCH: 1179|4000
+INFO:EPOCH 1179/4000 | STEP: 0|136 | Loss: -0.001856
+INFO:VAL NDCG@10, IoU=0.3: 0.142787
+INFO:VAL NDCG@10, IoU=0.5: 0.124290
+INFO:VAL NDCG@10, IoU=0.7: 0.081199
+INFO:VAL NDCG@20, IoU=0.3: 0.138157
+INFO:VAL NDCG@20, IoU=0.5: 0.120493
+INFO:VAL NDCG@20, IoU=0.7: 0.077623
+INFO:VAL NDCG@40, IoU=0.3: 0.143176
+INFO:VAL NDCG@40, IoU=0.5: 0.123592
+INFO:VAL NDCG@40, IoU=0.7: 0.079055
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144067
+INFO:TEST NDCG@10, IoU=0.5: 0.124959
+INFO:TEST NDCG@10, IoU=0.7: 0.083710
+INFO:TEST NDCG@20, IoU=0.3: 0.137022
+INFO:TEST NDCG@20, IoU=0.5: 0.117836
+INFO:TEST NDCG@20, IoU=0.7: 0.078624
+INFO:TEST NDCG@40, IoU=0.3: 0.142010
+INFO:TEST NDCG@40, IoU=0.5: 0.121363
+INFO:TEST NDCG@40, IoU=0.7: 0.080468
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.142787
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.124290
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.081199
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.138157
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.120493
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.077623
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.143176
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.123592
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.079055
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.144067
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.124959
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.083710
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.137022
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.117836
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.078624
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.142010
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.121363
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.080468
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1179/4000 | STEP: 100|136 | Loss: -0.015805
+INFO:TRAIN EPOCH: 1180|4000
+INFO:EPOCH 1180/4000 | STEP: 0|136 | Loss: 0.020356
+INFO:EPOCH 1180/4000 | STEP: 100|136 | Loss: -0.002800
+INFO:TRAIN EPOCH: 1181|4000
+INFO:EPOCH 1181/4000 | STEP: 0|136 | Loss: -0.003421
+INFO:EPOCH 1181/4000 | STEP: 100|136 | Loss: -0.004955
+INFO:TRAIN EPOCH: 1182|4000
+INFO:EPOCH 1182/4000 | STEP: 0|136 | Loss: -0.006674
+INFO:EPOCH 1182/4000 | STEP: 100|136 | Loss: -0.003479
+INFO:TRAIN EPOCH: 1183|4000
+INFO:EPOCH 1183/4000 | STEP: 0|136 | Loss: -0.005370
+INFO:EPOCH 1183/4000 | STEP: 100|136 | Loss: -0.005210
+INFO:TRAIN EPOCH: 1184|4000
+INFO:EPOCH 1184/4000 | STEP: 0|136 | Loss: -0.004477
+INFO:EPOCH 1184/4000 | STEP: 100|136 | Loss: -0.004072
+INFO:TRAIN EPOCH: 1185|4000
+INFO:EPOCH 1185/4000 | STEP: 0|136 | Loss: -0.005764
+INFO:EPOCH 1185/4000 | STEP: 100|136 | Loss: -0.002782
+INFO:TRAIN EPOCH: 1186|4000
+INFO:EPOCH 1186/4000 | STEP: 0|136 | Loss: -0.004834
+INFO:EPOCH 1186/4000 | STEP: 100|136 | Loss: -0.005176
+INFO:TRAIN EPOCH: 1187|4000
+INFO:EPOCH 1187/4000 | STEP: 0|136 | Loss: -0.003782
+INFO:EPOCH 1187/4000 | STEP: 100|136 | Loss: -0.004172
+INFO:TRAIN EPOCH: 1188|4000
+INFO:EPOCH 1188/4000 | STEP: 0|136 | Loss: -0.004130
+INFO:EPOCH 1188/4000 | STEP: 100|136 | Loss: -0.002922
+INFO:TRAIN EPOCH: 1189|4000
+INFO:EPOCH 1189/4000 | STEP: 0|136 | Loss: -0.005103
+INFO:EPOCH 1189/4000 | STEP: 100|136 | Loss: -0.005271
+INFO:TRAIN EPOCH: 1190|4000
+INFO:EPOCH 1190/4000 | STEP: 0|136 | Loss: -0.004671
+INFO:EPOCH 1190/4000 | STEP: 100|136 | Loss: -0.004617
+INFO:TRAIN EPOCH: 1191|4000
+INFO:EPOCH 1191/4000 | STEP: 0|136 | Loss: -0.005066
+INFO:EPOCH 1191/4000 | STEP: 100|136 | Loss: -0.004280
+INFO:TRAIN EPOCH: 1192|4000
+INFO:EPOCH 1192/4000 | STEP: 0|136 | Loss: -0.005314
+INFO:EPOCH 1192/4000 | STEP: 100|136 | Loss: -0.004352
+INFO:TRAIN EPOCH: 1193|4000
+INFO:EPOCH 1193/4000 | STEP: 0|136 | Loss: -0.004015
+INFO:EPOCH 1193/4000 | STEP: 100|136 | Loss: -0.006217
+INFO:TRAIN EPOCH: 1194|4000
+INFO:EPOCH 1194/4000 | STEP: 0|136 | Loss: -0.005459
+INFO:EPOCH 1194/4000 | STEP: 100|136 | Loss: -0.003840
+INFO:TRAIN EPOCH: 1195|4000
+INFO:EPOCH 1195/4000 | STEP: 0|136 | Loss: -0.003651
+INFO:EPOCH 1195/4000 | STEP: 100|136 | Loss: -0.004018
+INFO:TRAIN EPOCH: 1196|4000
+INFO:EPOCH 1196/4000 | STEP: 0|136 | Loss: -0.004639
+INFO:EPOCH 1196/4000 | STEP: 100|136 | Loss: -0.004065
+INFO:TRAIN EPOCH: 1197|4000
+INFO:EPOCH 1197/4000 | STEP: 0|136 | Loss: -0.005385
+INFO:EPOCH 1197/4000 | STEP: 100|136 | Loss: -0.005553
+INFO:TRAIN EPOCH: 1198|4000
+INFO:EPOCH 1198/4000 | STEP: 0|136 | Loss: -0.005054
+INFO:EPOCH 1198/4000 | STEP: 100|136 | Loss: -0.004020
+INFO:TRAIN EPOCH: 1199|4000
+INFO:EPOCH 1199/4000 | STEP: 0|136 | Loss: -0.004283
+INFO:VAL NDCG@10, IoU=0.3: 0.143906
+INFO:VAL NDCG@10, IoU=0.5: 0.125987
+INFO:VAL NDCG@10, IoU=0.7: 0.079836
+INFO:VAL NDCG@20, IoU=0.3: 0.138380
+INFO:VAL NDCG@20, IoU=0.5: 0.120326
+INFO:VAL NDCG@20, IoU=0.7: 0.076506
+INFO:VAL NDCG@40, IoU=0.3: 0.143619
+INFO:VAL NDCG@40, IoU=0.5: 0.124102
+INFO:VAL NDCG@40, IoU=0.7: 0.078587
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144110
+INFO:TEST NDCG@10, IoU=0.5: 0.125589
+INFO:TEST NDCG@10, IoU=0.7: 0.083672
+INFO:TEST NDCG@20, IoU=0.3: 0.137479
+INFO:TEST NDCG@20, IoU=0.5: 0.118682
+INFO:TEST NDCG@20, IoU=0.7: 0.078867
+INFO:TEST NDCG@40, IoU=0.3: 0.142236
+INFO:TEST NDCG@40, IoU=0.5: 0.121488
+INFO:TEST NDCG@40, IoU=0.7: 0.080245
+INFO:
+INFO:EPOCH 1199/4000 | STEP: 100|136 | Loss: -0.015398
+INFO:TRAIN EPOCH: 1200|4000
+INFO:EPOCH 1200/4000 | STEP: 0|136 | Loss: 0.020273
+INFO:EPOCH 1200/4000 | STEP: 100|136 | Loss: -0.004753
+INFO:TRAIN EPOCH: 1201|4000
+INFO:EPOCH 1201/4000 | STEP: 0|136 | Loss: -0.004669
+INFO:EPOCH 1201/4000 | STEP: 100|136 | Loss: -0.004060
+INFO:TRAIN EPOCH: 1202|4000
+INFO:EPOCH 1202/4000 | STEP: 0|136 | Loss: -0.004977
+INFO:EPOCH 1202/4000 | STEP: 100|136 | Loss: -0.004671
+INFO:TRAIN EPOCH: 1203|4000
+INFO:EPOCH 1203/4000 | STEP: 0|136 | Loss: -0.004388
+INFO:EPOCH 1203/4000 | STEP: 100|136 | Loss: -0.004364
+INFO:TRAIN EPOCH: 1204|4000
+INFO:EPOCH 1204/4000 | STEP: 0|136 | Loss: -0.004355
+INFO:EPOCH 1204/4000 | STEP: 100|136 | Loss: -0.004888
+INFO:TRAIN EPOCH: 1205|4000
+INFO:EPOCH 1205/4000 | STEP: 0|136 | Loss: -0.004708
+INFO:EPOCH 1205/4000 | STEP: 100|136 | Loss: -0.003376
+INFO:TRAIN EPOCH: 1206|4000
+INFO:EPOCH 1206/4000 | STEP: 0|136 | Loss: -0.003899
+INFO:EPOCH 1206/4000 | STEP: 100|136 | Loss: -0.002513
+INFO:TRAIN EPOCH: 1207|4000
+INFO:EPOCH 1207/4000 | STEP: 0|136 | Loss: -0.005450
+INFO:EPOCH 1207/4000 | STEP: 100|136 | Loss: -0.003647
+INFO:TRAIN EPOCH: 1208|4000
+INFO:EPOCH 1208/4000 | STEP: 0|136 | Loss: -0.004090
+INFO:EPOCH 1208/4000 | STEP: 100|136 | Loss: -0.003303
+INFO:TRAIN EPOCH: 1209|4000
+INFO:EPOCH 1209/4000 | STEP: 0|136 | Loss: -0.004290
+INFO:EPOCH 1209/4000 | STEP: 100|136 | Loss: -0.004779
+INFO:TRAIN EPOCH: 1210|4000
+INFO:EPOCH 1210/4000 | STEP: 0|136 | Loss: -0.004715
+INFO:EPOCH 1210/4000 | STEP: 100|136 | Loss: -0.003091
+INFO:TRAIN EPOCH: 1211|4000
+INFO:EPOCH 1211/4000 | STEP: 0|136 | Loss: -0.003230
+INFO:EPOCH 1211/4000 | STEP: 100|136 | Loss: -0.004376
+INFO:TRAIN EPOCH: 1212|4000
+INFO:EPOCH 1212/4000 | STEP: 0|136 | Loss: -0.005377
+INFO:EPOCH 1212/4000 | STEP: 100|136 | Loss: -0.003507
+INFO:TRAIN EPOCH: 1213|4000
+INFO:EPOCH 1213/4000 | STEP: 0|136 | Loss: -0.003873
+INFO:EPOCH 1213/4000 | STEP: 100|136 | Loss: -0.005484
+INFO:TRAIN EPOCH: 1214|4000
+INFO:EPOCH 1214/4000 | STEP: 0|136 | Loss: -0.004739
+INFO:EPOCH 1214/4000 | STEP: 100|136 | Loss: -0.006204
+INFO:TRAIN EPOCH: 1215|4000
+INFO:EPOCH 1215/4000 | STEP: 0|136 | Loss: -0.003890
+INFO:EPOCH 1215/4000 | STEP: 100|136 | Loss: -0.004854
+INFO:TRAIN EPOCH: 1216|4000
+INFO:EPOCH 1216/4000 | STEP: 0|136 | Loss: -0.005209
+INFO:EPOCH 1216/4000 | STEP: 100|136 | Loss: -0.004065
+INFO:TRAIN EPOCH: 1217|4000
+INFO:EPOCH 1217/4000 | STEP: 0|136 | Loss: -0.006506
+INFO:EPOCH 1217/4000 | STEP: 100|136 | Loss: -0.004356
+INFO:TRAIN EPOCH: 1218|4000
+INFO:EPOCH 1218/4000 | STEP: 0|136 | Loss: -0.005550
+INFO:EPOCH 1218/4000 | STEP: 100|136 | Loss: -0.003784
+INFO:TRAIN EPOCH: 1219|4000
+INFO:EPOCH 1219/4000 | STEP: 0|136 | Loss: -0.005325
+INFO:VAL NDCG@10, IoU=0.3: 0.146041
+INFO:VAL NDCG@10, IoU=0.5: 0.127653
+INFO:VAL NDCG@10, IoU=0.7: 0.081332
+INFO:VAL NDCG@20, IoU=0.3: 0.139809
+INFO:VAL NDCG@20, IoU=0.5: 0.122038
+INFO:VAL NDCG@20, IoU=0.7: 0.078249
+INFO:VAL NDCG@40, IoU=0.3: 0.143803
+INFO:VAL NDCG@40, IoU=0.5: 0.124854
+INFO:VAL NDCG@40, IoU=0.7: 0.079841
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146662
+INFO:TEST NDCG@10, IoU=0.5: 0.127175
+INFO:TEST NDCG@10, IoU=0.7: 0.084408
+INFO:TEST NDCG@20, IoU=0.3: 0.138416
+INFO:TEST NDCG@20, IoU=0.5: 0.119156
+INFO:TEST NDCG@20, IoU=0.7: 0.078730
+INFO:TEST NDCG@40, IoU=0.3: 0.143773
+INFO:TEST NDCG@40, IoU=0.5: 0.122869
+INFO:TEST NDCG@40, IoU=0.7: 0.080582
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.146041
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.127653
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.081332
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.139809
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.122038
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.078249
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.143803
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.124854
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.079841
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.146662
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.127175
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.084408
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.138416
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.119156
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.078730
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.143773
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.122869
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.080582
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1219/4000 | STEP: 100|136 | Loss: -0.016393
+INFO:TRAIN EPOCH: 1220|4000
+INFO:EPOCH 1220/4000 | STEP: 0|136 | Loss: 0.019244
+INFO:EPOCH 1220/4000 | STEP: 100|136 | Loss: -0.004449
+INFO:TRAIN EPOCH: 1221|4000
+INFO:EPOCH 1221/4000 | STEP: 0|136 | Loss: -0.004012
+INFO:EPOCH 1221/4000 | STEP: 100|136 | Loss: -0.004072
+INFO:TRAIN EPOCH: 1222|4000
+INFO:EPOCH 1222/4000 | STEP: 0|136 | Loss: -0.005401
+INFO:EPOCH 1222/4000 | STEP: 100|136 | Loss: -0.004972
+INFO:TRAIN EPOCH: 1223|4000
+INFO:EPOCH 1223/4000 | STEP: 0|136 | Loss: -0.006301
+INFO:EPOCH 1223/4000 | STEP: 100|136 | Loss: -0.003711
+INFO:TRAIN EPOCH: 1224|4000
+INFO:EPOCH 1224/4000 | STEP: 0|136 | Loss: -0.004370
+INFO:EPOCH 1224/4000 | STEP: 100|136 | Loss: -0.003407
+INFO:TRAIN EPOCH: 1225|4000
+INFO:EPOCH 1225/4000 | STEP: 0|136 | Loss: -0.004162
+INFO:EPOCH 1225/4000 | STEP: 100|136 | Loss: -0.004707
+INFO:TRAIN EPOCH: 1226|4000
+INFO:EPOCH 1226/4000 | STEP: 0|136 | Loss: -0.002482
+INFO:EPOCH 1226/4000 | STEP: 100|136 | Loss: -0.005869
+INFO:TRAIN EPOCH: 1227|4000
+INFO:EPOCH 1227/4000 | STEP: 0|136 | Loss: -0.004715
+INFO:EPOCH 1227/4000 | STEP: 100|136 | Loss: -0.003998
+INFO:TRAIN EPOCH: 1228|4000
+INFO:EPOCH 1228/4000 | STEP: 0|136 | Loss: -0.005727
+INFO:EPOCH 1228/4000 | STEP: 100|136 | Loss: -0.004999
+INFO:TRAIN EPOCH: 1229|4000
+INFO:EPOCH 1229/4000 | STEP: 0|136 | Loss: -0.004473
+INFO:EPOCH 1229/4000 | STEP: 100|136 | Loss: -0.004580
+INFO:TRAIN EPOCH: 1230|4000
+INFO:EPOCH 1230/4000 | STEP: 0|136 | Loss: -0.004415
+INFO:EPOCH 1230/4000 | STEP: 100|136 | Loss: -0.003900
+INFO:TRAIN EPOCH: 1231|4000
+INFO:EPOCH 1231/4000 | STEP: 0|136 | Loss: -0.005815
+INFO:EPOCH 1231/4000 | STEP: 100|136 | Loss: -0.006094
+INFO:TRAIN EPOCH: 1232|4000
+INFO:EPOCH 1232/4000 | STEP: 0|136 | Loss: -0.005350
+INFO:EPOCH 1232/4000 | STEP: 100|136 | Loss: -0.003952
+INFO:TRAIN EPOCH: 1233|4000
+INFO:EPOCH 1233/4000 | STEP: 0|136 | Loss: -0.003625
+INFO:EPOCH 1233/4000 | STEP: 100|136 | Loss: -0.006093
+INFO:TRAIN EPOCH: 1234|4000
+INFO:EPOCH 1234/4000 | STEP: 0|136 | Loss: -0.005724
+INFO:EPOCH 1234/4000 | STEP: 100|136 | Loss: -0.005021
+INFO:TRAIN EPOCH: 1235|4000
+INFO:EPOCH 1235/4000 | STEP: 0|136 | Loss: -0.005382
+INFO:EPOCH 1235/4000 | STEP: 100|136 | Loss: -0.004564
+INFO:TRAIN EPOCH: 1236|4000
+INFO:EPOCH 1236/4000 | STEP: 0|136 | Loss: -0.005363
+INFO:EPOCH 1236/4000 | STEP: 100|136 | Loss: -0.003989
+INFO:TRAIN EPOCH: 1237|4000
+INFO:EPOCH 1237/4000 | STEP: 0|136 | Loss: -0.004061
+INFO:EPOCH 1237/4000 | STEP: 100|136 | Loss: -0.003760
+INFO:TRAIN EPOCH: 1238|4000
+INFO:EPOCH 1238/4000 | STEP: 0|136 | Loss: -0.004428
+INFO:EPOCH 1238/4000 | STEP: 100|136 | Loss: -0.005518
+INFO:TRAIN EPOCH: 1239|4000
+INFO:EPOCH 1239/4000 | STEP: 0|136 | Loss: -0.004905
+INFO:VAL NDCG@10, IoU=0.3: 0.147603
+INFO:VAL NDCG@10, IoU=0.5: 0.129524
+INFO:VAL NDCG@10, IoU=0.7: 0.084848
+INFO:VAL NDCG@20, IoU=0.3: 0.138385
+INFO:VAL NDCG@20, IoU=0.5: 0.121240
+INFO:VAL NDCG@20, IoU=0.7: 0.078526
+INFO:VAL NDCG@40, IoU=0.3: 0.142754
+INFO:VAL NDCG@40, IoU=0.5: 0.124896
+INFO:VAL NDCG@40, IoU=0.7: 0.080452
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144323
+INFO:TEST NDCG@10, IoU=0.5: 0.125298
+INFO:TEST NDCG@10, IoU=0.7: 0.083323
+INFO:TEST NDCG@20, IoU=0.3: 0.137613
+INFO:TEST NDCG@20, IoU=0.5: 0.118733
+INFO:TEST NDCG@20, IoU=0.7: 0.078665
+INFO:TEST NDCG@40, IoU=0.3: 0.142192
+INFO:TEST NDCG@40, IoU=0.5: 0.121875
+INFO:TEST NDCG@40, IoU=0.7: 0.080416
+INFO:
+INFO:EPOCH 1239/4000 | STEP: 100|136 | Loss: -0.015759
+INFO:TRAIN EPOCH: 1240|4000
+INFO:EPOCH 1240/4000 | STEP: 0|136 | Loss: 0.019658
+INFO:EPOCH 1240/4000 | STEP: 100|136 | Loss: -0.005125
+INFO:TRAIN EPOCH: 1241|4000
+INFO:EPOCH 1241/4000 | STEP: 0|136 | Loss: -0.006314
+INFO:EPOCH 1241/4000 | STEP: 100|136 | Loss: -0.005194
+INFO:TRAIN EPOCH: 1242|4000
+INFO:EPOCH 1242/4000 | STEP: 0|136 | Loss: -0.006361
+INFO:EPOCH 1242/4000 | STEP: 100|136 | Loss: -0.004292
+INFO:TRAIN EPOCH: 1243|4000
+INFO:EPOCH 1243/4000 | STEP: 0|136 | Loss: -0.004091
+INFO:EPOCH 1243/4000 | STEP: 100|136 | Loss: -0.006015
+INFO:TRAIN EPOCH: 1244|4000
+INFO:EPOCH 1244/4000 | STEP: 0|136 | Loss: -0.005846
+INFO:EPOCH 1244/4000 | STEP: 100|136 | Loss: -0.006024
+INFO:TRAIN EPOCH: 1245|4000
+INFO:EPOCH 1245/4000 | STEP: 0|136 | Loss: -0.004775
+INFO:EPOCH 1245/4000 | STEP: 100|136 | Loss: -0.006627
+INFO:TRAIN EPOCH: 1246|4000
+INFO:EPOCH 1246/4000 | STEP: 0|136 | Loss: -0.004673
+INFO:EPOCH 1246/4000 | STEP: 100|136 | Loss: -0.004487
+INFO:TRAIN EPOCH: 1247|4000
+INFO:EPOCH 1247/4000 | STEP: 0|136 | Loss: -0.005172
+INFO:EPOCH 1247/4000 | STEP: 100|136 | Loss: -0.006049
+INFO:TRAIN EPOCH: 1248|4000
+INFO:EPOCH 1248/4000 | STEP: 0|136 | Loss: -0.005585
+INFO:EPOCH 1248/4000 | STEP: 100|136 | Loss: -0.003239
+INFO:TRAIN EPOCH: 1249|4000
+INFO:EPOCH 1249/4000 | STEP: 0|136 | Loss: -0.005957
+INFO:EPOCH 1249/4000 | STEP: 100|136 | Loss: -0.003553
+INFO:TRAIN EPOCH: 1250|4000
+INFO:EPOCH 1250/4000 | STEP: 0|136 | Loss: -0.004668
+INFO:EPOCH 1250/4000 | STEP: 100|136 | Loss: -0.004395
+INFO:TRAIN EPOCH: 1251|4000
+INFO:EPOCH 1251/4000 | STEP: 0|136 | Loss: -0.005239
+INFO:EPOCH 1251/4000 | STEP: 100|136 | Loss: -0.003836
+INFO:TRAIN EPOCH: 1252|4000
+INFO:EPOCH 1252/4000 | STEP: 0|136 | Loss: -0.004888
+INFO:EPOCH 1252/4000 | STEP: 100|136 | Loss: -0.003987
+INFO:TRAIN EPOCH: 1253|4000
+INFO:EPOCH 1253/4000 | STEP: 0|136 | Loss: -0.004951
+INFO:EPOCH 1253/4000 | STEP: 100|136 | Loss: -0.005845
+INFO:TRAIN EPOCH: 1254|4000
+INFO:EPOCH 1254/4000 | STEP: 0|136 | Loss: -0.006517
+INFO:EPOCH 1254/4000 | STEP: 100|136 | Loss: -0.004852
+INFO:TRAIN EPOCH: 1255|4000
+INFO:EPOCH 1255/4000 | STEP: 0|136 | Loss: -0.004283
+INFO:EPOCH 1255/4000 | STEP: 100|136 | Loss: -0.004516
+INFO:TRAIN EPOCH: 1256|4000
+INFO:EPOCH 1256/4000 | STEP: 0|136 | Loss: -0.006039
+INFO:EPOCH 1256/4000 | STEP: 100|136 | Loss: -0.005040
+INFO:TRAIN EPOCH: 1257|4000
+INFO:EPOCH 1257/4000 | STEP: 0|136 | Loss: -0.006090
+INFO:EPOCH 1257/4000 | STEP: 100|136 | Loss: -0.003932
+INFO:TRAIN EPOCH: 1258|4000
+INFO:EPOCH 1258/4000 | STEP: 0|136 | Loss: -0.005212
+INFO:EPOCH 1258/4000 | STEP: 100|136 | Loss: -0.006310
+INFO:TRAIN EPOCH: 1259|4000
+INFO:EPOCH 1259/4000 | STEP: 0|136 | Loss: -0.005483
+INFO:VAL NDCG@10, IoU=0.3: 0.141418
+INFO:VAL NDCG@10, IoU=0.5: 0.124131
+INFO:VAL NDCG@10, IoU=0.7: 0.080772
+INFO:VAL NDCG@20, IoU=0.3: 0.135105
+INFO:VAL NDCG@20, IoU=0.5: 0.118153
+INFO:VAL NDCG@20, IoU=0.7: 0.076491
+INFO:VAL NDCG@40, IoU=0.3: 0.140198
+INFO:VAL NDCG@40, IoU=0.5: 0.121743
+INFO:VAL NDCG@40, IoU=0.7: 0.078729
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144824
+INFO:TEST NDCG@10, IoU=0.5: 0.125085
+INFO:TEST NDCG@10, IoU=0.7: 0.083442
+INFO:TEST NDCG@20, IoU=0.3: 0.137882
+INFO:TEST NDCG@20, IoU=0.5: 0.118043
+INFO:TEST NDCG@20, IoU=0.7: 0.077969
+INFO:TEST NDCG@40, IoU=0.3: 0.142864
+INFO:TEST NDCG@40, IoU=0.5: 0.121799
+INFO:TEST NDCG@40, IoU=0.7: 0.080154
+INFO:
+INFO:EPOCH 1259/4000 | STEP: 100|136 | Loss: -0.016230
+INFO:TRAIN EPOCH: 1260|4000
+INFO:EPOCH 1260/4000 | STEP: 0|136 | Loss: 0.020829
+INFO:EPOCH 1260/4000 | STEP: 100|136 | Loss: -0.004640
+INFO:TRAIN EPOCH: 1261|4000
+INFO:EPOCH 1261/4000 | STEP: 0|136 | Loss: -0.005250
+INFO:EPOCH 1261/4000 | STEP: 100|136 | Loss: -0.002951
+INFO:TRAIN EPOCH: 1262|4000
+INFO:EPOCH 1262/4000 | STEP: 0|136 | Loss: -0.005437
+INFO:EPOCH 1262/4000 | STEP: 100|136 | Loss: -0.004204
+INFO:TRAIN EPOCH: 1263|4000
+INFO:EPOCH 1263/4000 | STEP: 0|136 | Loss: -0.005309
+INFO:EPOCH 1263/4000 | STEP: 100|136 | Loss: -0.004951
+INFO:TRAIN EPOCH: 1264|4000
+INFO:EPOCH 1264/4000 | STEP: 0|136 | Loss: -0.004112
+INFO:EPOCH 1264/4000 | STEP: 100|136 | Loss: -0.005672
+INFO:TRAIN EPOCH: 1265|4000
+INFO:EPOCH 1265/4000 | STEP: 0|136 | Loss: -0.005555
+INFO:EPOCH 1265/4000 | STEP: 100|136 | Loss: -0.003944
+INFO:TRAIN EPOCH: 1266|4000
+INFO:EPOCH 1266/4000 | STEP: 0|136 | Loss: -0.006583
+INFO:EPOCH 1266/4000 | STEP: 100|136 | Loss: -0.006020
+INFO:TRAIN EPOCH: 1267|4000
+INFO:EPOCH 1267/4000 | STEP: 0|136 | Loss: -0.005397
+INFO:EPOCH 1267/4000 | STEP: 100|136 | Loss: -0.004063
+INFO:TRAIN EPOCH: 1268|4000
+INFO:EPOCH 1268/4000 | STEP: 0|136 | Loss: -0.006114
+INFO:EPOCH 1268/4000 | STEP: 100|136 | Loss: -0.003347
+INFO:TRAIN EPOCH: 1269|4000
+INFO:EPOCH 1269/4000 | STEP: 0|136 | Loss: -0.005396
+INFO:EPOCH 1269/4000 | STEP: 100|136 | Loss: -0.003939
+INFO:TRAIN EPOCH: 1270|4000
+INFO:EPOCH 1270/4000 | STEP: 0|136 | Loss: -0.005584
+INFO:EPOCH 1270/4000 | STEP: 100|136 | Loss: -0.005605
+INFO:TRAIN EPOCH: 1271|4000
+INFO:EPOCH 1271/4000 | STEP: 0|136 | Loss: -0.004033
+INFO:EPOCH 1271/4000 | STEP: 100|136 | Loss: -0.005416
+INFO:TRAIN EPOCH: 1272|4000
+INFO:EPOCH 1272/4000 | STEP: 0|136 | Loss: -0.006569
+INFO:EPOCH 1272/4000 | STEP: 100|136 | Loss: -0.004697
+INFO:TRAIN EPOCH: 1273|4000
+INFO:EPOCH 1273/4000 | STEP: 0|136 | Loss: -0.005438
+INFO:EPOCH 1273/4000 | STEP: 100|136 | Loss: -0.004304
+INFO:TRAIN EPOCH: 1274|4000
+INFO:EPOCH 1274/4000 | STEP: 0|136 | Loss: -0.007285
+INFO:EPOCH 1274/4000 | STEP: 100|136 | Loss: -0.005788
+INFO:TRAIN EPOCH: 1275|4000
+INFO:EPOCH 1275/4000 | STEP: 0|136 | Loss: -0.005605
+INFO:EPOCH 1275/4000 | STEP: 100|136 | Loss: -0.005629
+INFO:TRAIN EPOCH: 1276|4000
+INFO:EPOCH 1276/4000 | STEP: 0|136 | Loss: -0.005158
+INFO:EPOCH 1276/4000 | STEP: 100|136 | Loss: -0.006428
+INFO:TRAIN EPOCH: 1277|4000
+INFO:EPOCH 1277/4000 | STEP: 0|136 | Loss: -0.005458
+INFO:EPOCH 1277/4000 | STEP: 100|136 | Loss: -0.006123
+INFO:TRAIN EPOCH: 1278|4000
+INFO:EPOCH 1278/4000 | STEP: 0|136 | Loss: -0.005887
+INFO:EPOCH 1278/4000 | STEP: 100|136 | Loss: -0.005074
+INFO:TRAIN EPOCH: 1279|4000
+INFO:EPOCH 1279/4000 | STEP: 0|136 | Loss: -0.006580
+INFO:VAL NDCG@10, IoU=0.3: 0.140164
+INFO:VAL NDCG@10, IoU=0.5: 0.121590
+INFO:VAL NDCG@10, IoU=0.7: 0.079201
+INFO:VAL NDCG@20, IoU=0.3: 0.134369
+INFO:VAL NDCG@20, IoU=0.5: 0.115479
+INFO:VAL NDCG@20, IoU=0.7: 0.075497
+INFO:VAL NDCG@40, IoU=0.3: 0.140678
+INFO:VAL NDCG@40, IoU=0.5: 0.120302
+INFO:VAL NDCG@40, IoU=0.7: 0.078493
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145252
+INFO:TEST NDCG@10, IoU=0.5: 0.127551
+INFO:TEST NDCG@10, IoU=0.7: 0.085218
+INFO:TEST NDCG@20, IoU=0.3: 0.138263
+INFO:TEST NDCG@20, IoU=0.5: 0.120407
+INFO:TEST NDCG@20, IoU=0.7: 0.079776
+INFO:TEST NDCG@40, IoU=0.3: 0.142931
+INFO:TEST NDCG@40, IoU=0.5: 0.123398
+INFO:TEST NDCG@40, IoU=0.7: 0.081671
+INFO:
+INFO:EPOCH 1279/4000 | STEP: 100|136 | Loss: -0.016432
+INFO:TRAIN EPOCH: 1280|4000
+INFO:EPOCH 1280/4000 | STEP: 0|136 | Loss: 0.019617
+INFO:EPOCH 1280/4000 | STEP: 100|136 | Loss: -0.005907
+INFO:TRAIN EPOCH: 1281|4000
+INFO:EPOCH 1281/4000 | STEP: 0|136 | Loss: -0.007056
+INFO:EPOCH 1281/4000 | STEP: 100|136 | Loss: -0.005000
+INFO:TRAIN EPOCH: 1282|4000
+INFO:EPOCH 1282/4000 | STEP: 0|136 | Loss: -0.006909
+INFO:EPOCH 1282/4000 | STEP: 100|136 | Loss: -0.006127
+INFO:TRAIN EPOCH: 1283|4000
+INFO:EPOCH 1283/4000 | STEP: 0|136 | Loss: -0.005049
+INFO:EPOCH 1283/4000 | STEP: 100|136 | Loss: -0.006581
+INFO:TRAIN EPOCH: 1284|4000
+INFO:EPOCH 1284/4000 | STEP: 0|136 | Loss: -0.006041
+INFO:EPOCH 1284/4000 | STEP: 100|136 | Loss: -0.002960
+INFO:TRAIN EPOCH: 1285|4000
+INFO:EPOCH 1285/4000 | STEP: 0|136 | Loss: -0.006413
+INFO:EPOCH 1285/4000 | STEP: 100|136 | Loss: -0.006621
+INFO:TRAIN EPOCH: 1286|4000
+INFO:EPOCH 1286/4000 | STEP: 0|136 | Loss: -0.006907
+INFO:EPOCH 1286/4000 | STEP: 100|136 | Loss: -0.004619
+INFO:TRAIN EPOCH: 1287|4000
+INFO:EPOCH 1287/4000 | STEP: 0|136 | Loss: -0.005781
+INFO:EPOCH 1287/4000 | STEP: 100|136 | Loss: -0.005482
+INFO:TRAIN EPOCH: 1288|4000
+INFO:EPOCH 1288/4000 | STEP: 0|136 | Loss: -0.005529
+INFO:EPOCH 1288/4000 | STEP: 100|136 | Loss: -0.005256
+INFO:TRAIN EPOCH: 1289|4000
+INFO:EPOCH 1289/4000 | STEP: 0|136 | Loss: -0.005687
+INFO:EPOCH 1289/4000 | STEP: 100|136 | Loss: -0.004983
+INFO:TRAIN EPOCH: 1290|4000
+INFO:EPOCH 1290/4000 | STEP: 0|136 | Loss: -0.006233
+INFO:EPOCH 1290/4000 | STEP: 100|136 | Loss: -0.004756
+INFO:TRAIN EPOCH: 1291|4000
+INFO:EPOCH 1291/4000 | STEP: 0|136 | Loss: -0.004215
+INFO:EPOCH 1291/4000 | STEP: 100|136 | Loss: -0.005267
+INFO:TRAIN EPOCH: 1292|4000
+INFO:EPOCH 1292/4000 | STEP: 0|136 | Loss: -0.006580
+INFO:EPOCH 1292/4000 | STEP: 100|136 | Loss: -0.006292
+INFO:TRAIN EPOCH: 1293|4000
+INFO:EPOCH 1293/4000 | STEP: 0|136 | Loss: -0.005668
+INFO:EPOCH 1293/4000 | STEP: 100|136 | Loss: -0.005929
+INFO:TRAIN EPOCH: 1294|4000
+INFO:EPOCH 1294/4000 | STEP: 0|136 | Loss: -0.006145
+INFO:EPOCH 1294/4000 | STEP: 100|136 | Loss: -0.004470
+INFO:TRAIN EPOCH: 1295|4000
+INFO:EPOCH 1295/4000 | STEP: 0|136 | Loss: -0.005187
+INFO:EPOCH 1295/4000 | STEP: 100|136 | Loss: -0.006496
+INFO:TRAIN EPOCH: 1296|4000
+INFO:EPOCH 1296/4000 | STEP: 0|136 | Loss: -0.005496
+INFO:EPOCH 1296/4000 | STEP: 100|136 | Loss: -0.006612
+INFO:TRAIN EPOCH: 1297|4000
+INFO:EPOCH 1297/4000 | STEP: 0|136 | Loss: -0.005845
+INFO:EPOCH 1297/4000 | STEP: 100|136 | Loss: -0.004535
+INFO:TRAIN EPOCH: 1298|4000
+INFO:EPOCH 1298/4000 | STEP: 0|136 | Loss: -0.004440
+INFO:EPOCH 1298/4000 | STEP: 100|136 | Loss: -0.002137
+INFO:TRAIN EPOCH: 1299|4000
+INFO:EPOCH 1299/4000 | STEP: 0|136 | Loss: -0.005444
+INFO:VAL NDCG@10, IoU=0.3: 0.139646
+INFO:VAL NDCG@10, IoU=0.5: 0.122487
+INFO:VAL NDCG@10, IoU=0.7: 0.078665
+INFO:VAL NDCG@20, IoU=0.3: 0.133616
+INFO:VAL NDCG@20, IoU=0.5: 0.116574
+INFO:VAL NDCG@20, IoU=0.7: 0.075556
+INFO:VAL NDCG@40, IoU=0.3: 0.140663
+INFO:VAL NDCG@40, IoU=0.5: 0.121155
+INFO:VAL NDCG@40, IoU=0.7: 0.078145
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144018
+INFO:TEST NDCG@10, IoU=0.5: 0.125093
+INFO:TEST NDCG@10, IoU=0.7: 0.083369
+INFO:TEST NDCG@20, IoU=0.3: 0.137279
+INFO:TEST NDCG@20, IoU=0.5: 0.118261
+INFO:TEST NDCG@20, IoU=0.7: 0.078026
+INFO:TEST NDCG@40, IoU=0.3: 0.142043
+INFO:TEST NDCG@40, IoU=0.5: 0.121361
+INFO:TEST NDCG@40, IoU=0.7: 0.080105
+INFO:
+INFO:EPOCH 1299/4000 | STEP: 100|136 | Loss: -0.016819
+INFO:TRAIN EPOCH: 1300|4000
+INFO:EPOCH 1300/4000 | STEP: 0|136 | Loss: 0.017342
+INFO:EPOCH 1300/4000 | STEP: 100|136 | Loss: -0.005119
+INFO:TRAIN EPOCH: 1301|4000
+INFO:EPOCH 1301/4000 | STEP: 0|136 | Loss: -0.005425
+INFO:EPOCH 1301/4000 | STEP: 100|136 | Loss: -0.002342
+INFO:TRAIN EPOCH: 1302|4000
+INFO:EPOCH 1302/4000 | STEP: 0|136 | Loss: -0.006441
+INFO:EPOCH 1302/4000 | STEP: 100|136 | Loss: -0.005069
+INFO:TRAIN EPOCH: 1303|4000
+INFO:EPOCH 1303/4000 | STEP: 0|136 | Loss: -0.005486
+INFO:EPOCH 1303/4000 | STEP: 100|136 | Loss: -0.005853
+INFO:TRAIN EPOCH: 1304|4000
+INFO:EPOCH 1304/4000 | STEP: 0|136 | Loss: -0.005339
+INFO:EPOCH 1304/4000 | STEP: 100|136 | Loss: -0.004605
+INFO:TRAIN EPOCH: 1305|4000
+INFO:EPOCH 1305/4000 | STEP: 0|136 | Loss: -0.006620
+INFO:EPOCH 1305/4000 | STEP: 100|136 | Loss: -0.006064
+INFO:TRAIN EPOCH: 1306|4000
+INFO:EPOCH 1306/4000 | STEP: 0|136 | Loss: -0.005999
+INFO:EPOCH 1306/4000 | STEP: 100|136 | Loss: -0.004266
+INFO:TRAIN EPOCH: 1307|4000
+INFO:EPOCH 1307/4000 | STEP: 0|136 | Loss: -0.005483
+INFO:EPOCH 1307/4000 | STEP: 100|136 | Loss: -0.003943
+INFO:TRAIN EPOCH: 1308|4000
+INFO:EPOCH 1308/4000 | STEP: 0|136 | Loss: -0.006959
+INFO:EPOCH 1308/4000 | STEP: 100|136 | Loss: -0.005463
+INFO:TRAIN EPOCH: 1309|4000
+INFO:EPOCH 1309/4000 | STEP: 0|136 | Loss: -0.005344
+INFO:EPOCH 1309/4000 | STEP: 100|136 | Loss: -0.005901
+INFO:TRAIN EPOCH: 1310|4000
+INFO:EPOCH 1310/4000 | STEP: 0|136 | Loss: -0.006444
+INFO:EPOCH 1310/4000 | STEP: 100|136 | Loss: -0.005110
+INFO:TRAIN EPOCH: 1311|4000
+INFO:EPOCH 1311/4000 | STEP: 0|136 | Loss: -0.006109
+INFO:EPOCH 1311/4000 | STEP: 100|136 | Loss: -0.004668
+INFO:TRAIN EPOCH: 1312|4000
+INFO:EPOCH 1312/4000 | STEP: 0|136 | Loss: -0.006782
+INFO:EPOCH 1312/4000 | STEP: 100|136 | Loss: -0.005096
+INFO:TRAIN EPOCH: 1313|4000
+INFO:EPOCH 1313/4000 | STEP: 0|136 | Loss: -0.005945
+INFO:EPOCH 1313/4000 | STEP: 100|136 | Loss: -0.006159
+INFO:TRAIN EPOCH: 1314|4000
+INFO:EPOCH 1314/4000 | STEP: 0|136 | Loss: -0.007450
+INFO:EPOCH 1314/4000 | STEP: 100|136 | Loss: -0.006656
+INFO:TRAIN EPOCH: 1315|4000
+INFO:EPOCH 1315/4000 | STEP: 0|136 | Loss: -0.005048
+INFO:EPOCH 1315/4000 | STEP: 100|136 | Loss: -0.006756
+INFO:TRAIN EPOCH: 1316|4000
+INFO:EPOCH 1316/4000 | STEP: 0|136 | Loss: -0.006196
+INFO:EPOCH 1316/4000 | STEP: 100|136 | Loss: -0.003930
+INFO:TRAIN EPOCH: 1317|4000
+INFO:EPOCH 1317/4000 | STEP: 0|136 | Loss: -0.005807
+INFO:EPOCH 1317/4000 | STEP: 100|136 | Loss: -0.004835
+INFO:TRAIN EPOCH: 1318|4000
+INFO:EPOCH 1318/4000 | STEP: 0|136 | Loss: -0.006917
+INFO:EPOCH 1318/4000 | STEP: 100|136 | Loss: -0.005405
+INFO:TRAIN EPOCH: 1319|4000
+INFO:EPOCH 1319/4000 | STEP: 0|136 | Loss: -0.006855
+INFO:VAL NDCG@10, IoU=0.3: 0.141648
+INFO:VAL NDCG@10, IoU=0.5: 0.124377
+INFO:VAL NDCG@10, IoU=0.7: 0.080964
+INFO:VAL NDCG@20, IoU=0.3: 0.134879
+INFO:VAL NDCG@20, IoU=0.5: 0.117172
+INFO:VAL NDCG@20, IoU=0.7: 0.075674
+INFO:VAL NDCG@40, IoU=0.3: 0.139218
+INFO:VAL NDCG@40, IoU=0.5: 0.119812
+INFO:VAL NDCG@40, IoU=0.7: 0.077581
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145040
+INFO:TEST NDCG@10, IoU=0.5: 0.125297
+INFO:TEST NDCG@10, IoU=0.7: 0.084111
+INFO:TEST NDCG@20, IoU=0.3: 0.138604
+INFO:TEST NDCG@20, IoU=0.5: 0.118856
+INFO:TEST NDCG@20, IoU=0.7: 0.079036
+INFO:TEST NDCG@40, IoU=0.3: 0.143111
+INFO:TEST NDCG@40, IoU=0.5: 0.121999
+INFO:TEST NDCG@40, IoU=0.7: 0.080818
+INFO:
+INFO:EPOCH 1319/4000 | STEP: 100|136 | Loss: -0.017625
+INFO:TRAIN EPOCH: 1320|4000
+INFO:EPOCH 1320/4000 | STEP: 0|136 | Loss: 0.021824
+INFO:EPOCH 1320/4000 | STEP: 100|136 | Loss: -0.005789
+INFO:TRAIN EPOCH: 1321|4000
+INFO:EPOCH 1321/4000 | STEP: 0|136 | Loss: -0.005684
+INFO:EPOCH 1321/4000 | STEP: 100|136 | Loss: -0.004372
+INFO:TRAIN EPOCH: 1322|4000
+INFO:EPOCH 1322/4000 | STEP: 0|136 | Loss: -0.006862
+INFO:EPOCH 1322/4000 | STEP: 100|136 | Loss: -0.004493
+INFO:TRAIN EPOCH: 1323|4000
+INFO:EPOCH 1323/4000 | STEP: 0|136 | Loss: -0.004595
+INFO:EPOCH 1323/4000 | STEP: 100|136 | Loss: -0.006760
+INFO:TRAIN EPOCH: 1324|4000
+INFO:EPOCH 1324/4000 | STEP: 0|136 | Loss: -0.005386
+INFO:EPOCH 1324/4000 | STEP: 100|136 | Loss: -0.006776
+INFO:TRAIN EPOCH: 1325|4000
+INFO:EPOCH 1325/4000 | STEP: 0|136 | Loss: -0.006463
+INFO:EPOCH 1325/4000 | STEP: 100|136 | Loss: -0.008041
+INFO:TRAIN EPOCH: 1326|4000
+INFO:EPOCH 1326/4000 | STEP: 0|136 | Loss: -0.007338
+INFO:EPOCH 1326/4000 | STEP: 100|136 | Loss: -0.004210
+INFO:TRAIN EPOCH: 1327|4000
+INFO:EPOCH 1327/4000 | STEP: 0|136 | Loss: -0.006485
+INFO:EPOCH 1327/4000 | STEP: 100|136 | Loss: -0.004022
+INFO:TRAIN EPOCH: 1328|4000
+INFO:EPOCH 1328/4000 | STEP: 0|136 | Loss: -0.005556
+INFO:EPOCH 1328/4000 | STEP: 100|136 | Loss: -0.004883
+INFO:TRAIN EPOCH: 1329|4000
+INFO:EPOCH 1329/4000 | STEP: 0|136 | Loss: -0.005956
+INFO:EPOCH 1329/4000 | STEP: 100|136 | Loss: -0.007014
+INFO:TRAIN EPOCH: 1330|4000
+INFO:EPOCH 1330/4000 | STEP: 0|136 | Loss: -0.005288
+INFO:EPOCH 1330/4000 | STEP: 100|136 | Loss: -0.005267
+INFO:TRAIN EPOCH: 1331|4000
+INFO:EPOCH 1331/4000 | STEP: 0|136 | Loss: -0.007675
+INFO:EPOCH 1331/4000 | STEP: 100|136 | Loss: -0.005538
+INFO:TRAIN EPOCH: 1332|4000
+INFO:EPOCH 1332/4000 | STEP: 0|136 | Loss: -0.005715
+INFO:EPOCH 1332/4000 | STEP: 100|136 | Loss: -0.007301
+INFO:TRAIN EPOCH: 1333|4000
+INFO:EPOCH 1333/4000 | STEP: 0|136 | Loss: -0.006030
+INFO:EPOCH 1333/4000 | STEP: 100|136 | Loss: -0.002726
+INFO:TRAIN EPOCH: 1334|4000
+INFO:EPOCH 1334/4000 | STEP: 0|136 | Loss: -0.007737
+INFO:EPOCH 1334/4000 | STEP: 100|136 | Loss: -0.006157
+INFO:TRAIN EPOCH: 1335|4000
+INFO:EPOCH 1335/4000 | STEP: 0|136 | Loss: -0.006334
+INFO:EPOCH 1335/4000 | STEP: 100|136 | Loss: -0.006036
+INFO:TRAIN EPOCH: 1336|4000
+INFO:EPOCH 1336/4000 | STEP: 0|136 | Loss: -0.006650
+INFO:EPOCH 1336/4000 | STEP: 100|136 | Loss: -0.006549
+INFO:TRAIN EPOCH: 1337|4000
+INFO:EPOCH 1337/4000 | STEP: 0|136 | Loss: -0.004994
+INFO:EPOCH 1337/4000 | STEP: 100|136 | Loss: -0.004949
+INFO:TRAIN EPOCH: 1338|4000
+INFO:EPOCH 1338/4000 | STEP: 0|136 | Loss: -0.006517
+INFO:EPOCH 1338/4000 | STEP: 100|136 | Loss: -0.006140
+INFO:TRAIN EPOCH: 1339|4000
+INFO:EPOCH 1339/4000 | STEP: 0|136 | Loss: -0.005263
+INFO:VAL NDCG@10, IoU=0.3: 0.144411
+INFO:VAL NDCG@10, IoU=0.5: 0.125673
+INFO:VAL NDCG@10, IoU=0.7: 0.084382
+INFO:VAL NDCG@20, IoU=0.3: 0.135575
+INFO:VAL NDCG@20, IoU=0.5: 0.117526
+INFO:VAL NDCG@20, IoU=0.7: 0.078481
+INFO:VAL NDCG@40, IoU=0.3: 0.140630
+INFO:VAL NDCG@40, IoU=0.5: 0.120434
+INFO:VAL NDCG@40, IoU=0.7: 0.080482
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144383
+INFO:TEST NDCG@10, IoU=0.5: 0.126776
+INFO:TEST NDCG@10, IoU=0.7: 0.084480
+INFO:TEST NDCG@20, IoU=0.3: 0.137328
+INFO:TEST NDCG@20, IoU=0.5: 0.119397
+INFO:TEST NDCG@20, IoU=0.7: 0.079236
+INFO:TEST NDCG@40, IoU=0.3: 0.142272
+INFO:TEST NDCG@40, IoU=0.5: 0.122819
+INFO:TEST NDCG@40, IoU=0.7: 0.081038
+INFO:
+INFO:EPOCH 1339/4000 | STEP: 100|136 | Loss: -0.017320
+INFO:TRAIN EPOCH: 1340|4000
+INFO:EPOCH 1340/4000 | STEP: 0|136 | Loss: 0.018826
+INFO:EPOCH 1340/4000 | STEP: 100|136 | Loss: -0.007852
+INFO:TRAIN EPOCH: 1341|4000
+INFO:EPOCH 1341/4000 | STEP: 0|136 | Loss: -0.006338
+INFO:EPOCH 1341/4000 | STEP: 100|136 | Loss: -0.005305
+INFO:TRAIN EPOCH: 1342|4000
+INFO:EPOCH 1342/4000 | STEP: 0|136 | Loss: -0.007432
+INFO:EPOCH 1342/4000 | STEP: 100|136 | Loss: -0.007292
+INFO:TRAIN EPOCH: 1343|4000
+INFO:EPOCH 1343/4000 | STEP: 0|136 | Loss: -0.005655
+INFO:EPOCH 1343/4000 | STEP: 100|136 | Loss: -0.007414
+INFO:TRAIN EPOCH: 1344|4000
+INFO:EPOCH 1344/4000 | STEP: 0|136 | Loss: -0.006499
+INFO:EPOCH 1344/4000 | STEP: 100|136 | Loss: -0.008250
+INFO:TRAIN EPOCH: 1345|4000
+INFO:EPOCH 1345/4000 | STEP: 0|136 | Loss: -0.007116
+INFO:EPOCH 1345/4000 | STEP: 100|136 | Loss: -0.005900
+INFO:TRAIN EPOCH: 1346|4000
+INFO:EPOCH 1346/4000 | STEP: 0|136 | Loss: -0.005487
+INFO:EPOCH 1346/4000 | STEP: 100|136 | Loss: -0.006790
+INFO:TRAIN EPOCH: 1347|4000
+INFO:EPOCH 1347/4000 | STEP: 0|136 | Loss: -0.005985
+INFO:EPOCH 1347/4000 | STEP: 100|136 | Loss: -0.006231
+INFO:TRAIN EPOCH: 1348|4000
+INFO:EPOCH 1348/4000 | STEP: 0|136 | Loss: -0.005627
+INFO:EPOCH 1348/4000 | STEP: 100|136 | Loss: -0.007109
+INFO:TRAIN EPOCH: 1349|4000
+INFO:EPOCH 1349/4000 | STEP: 0|136 | Loss: -0.002635
+INFO:EPOCH 1349/4000 | STEP: 100|136 | Loss: -0.007288
+INFO:TRAIN EPOCH: 1350|4000
+INFO:EPOCH 1350/4000 | STEP: 0|136 | Loss: -0.004907
+INFO:EPOCH 1350/4000 | STEP: 100|136 | Loss: -0.005646
+INFO:TRAIN EPOCH: 1351|4000
+INFO:EPOCH 1351/4000 | STEP: 0|136 | Loss: -0.005259
+INFO:EPOCH 1351/4000 | STEP: 100|136 | Loss: -0.005325
+INFO:TRAIN EPOCH: 1352|4000
+INFO:EPOCH 1352/4000 | STEP: 0|136 | Loss: -0.005026
+INFO:EPOCH 1352/4000 | STEP: 100|136 | Loss: -0.005929
+INFO:TRAIN EPOCH: 1353|4000
+INFO:EPOCH 1353/4000 | STEP: 0|136 | Loss: -0.007762
+INFO:EPOCH 1353/4000 | STEP: 100|136 | Loss: -0.005960
+INFO:TRAIN EPOCH: 1354|4000
+INFO:EPOCH 1354/4000 | STEP: 0|136 | Loss: -0.006641
+INFO:EPOCH 1354/4000 | STEP: 100|136 | Loss: -0.005309
+INFO:TRAIN EPOCH: 1355|4000
+INFO:EPOCH 1355/4000 | STEP: 0|136 | Loss: -0.005597
+INFO:EPOCH 1355/4000 | STEP: 100|136 | Loss: -0.006754
+INFO:TRAIN EPOCH: 1356|4000
+INFO:EPOCH 1356/4000 | STEP: 0|136 | Loss: -0.005722
+INFO:EPOCH 1356/4000 | STEP: 100|136 | Loss: -0.005950
+INFO:TRAIN EPOCH: 1357|4000
+INFO:EPOCH 1357/4000 | STEP: 0|136 | Loss: -0.006952
+INFO:EPOCH 1357/4000 | STEP: 100|136 | Loss: -0.005867
+INFO:TRAIN EPOCH: 1358|4000
+INFO:EPOCH 1358/4000 | STEP: 0|136 | Loss: -0.006427
+INFO:EPOCH 1358/4000 | STEP: 100|136 | Loss: -0.007349
+INFO:TRAIN EPOCH: 1359|4000
+INFO:EPOCH 1359/4000 | STEP: 0|136 | Loss: -0.006980
+INFO:VAL NDCG@10, IoU=0.3: 0.149908
+INFO:VAL NDCG@10, IoU=0.5: 0.130181
+INFO:VAL NDCG@10, IoU=0.7: 0.083134
+INFO:VAL NDCG@20, IoU=0.3: 0.140696
+INFO:VAL NDCG@20, IoU=0.5: 0.122128
+INFO:VAL NDCG@20, IoU=0.7: 0.078073
+INFO:VAL NDCG@40, IoU=0.3: 0.145288
+INFO:VAL NDCG@40, IoU=0.5: 0.124762
+INFO:VAL NDCG@40, IoU=0.7: 0.080041
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145930
+INFO:TEST NDCG@10, IoU=0.5: 0.126743
+INFO:TEST NDCG@10, IoU=0.7: 0.084087
+INFO:TEST NDCG@20, IoU=0.3: 0.139566
+INFO:TEST NDCG@20, IoU=0.5: 0.120143
+INFO:TEST NDCG@20, IoU=0.7: 0.079405
+INFO:TEST NDCG@40, IoU=0.3: 0.144108
+INFO:TEST NDCG@40, IoU=0.5: 0.123274
+INFO:TEST NDCG@40, IoU=0.7: 0.081259
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.149908
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.130181
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.083134
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.140696
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.122128
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.078073
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.145288
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.124762
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.080041
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.145930
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.126743
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.084087
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.139566
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.120143
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.079405
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.144108
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.123274
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.081259
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1359/4000 | STEP: 100|136 | Loss: -0.016890
+INFO:TRAIN EPOCH: 1360|4000
+INFO:EPOCH 1360/4000 | STEP: 0|136 | Loss: 0.018850
+INFO:EPOCH 1360/4000 | STEP: 100|136 | Loss: -0.005783
+INFO:TRAIN EPOCH: 1361|4000
+INFO:EPOCH 1361/4000 | STEP: 0|136 | Loss: -0.006900
+INFO:EPOCH 1361/4000 | STEP: 100|136 | Loss: -0.006400
+INFO:TRAIN EPOCH: 1362|4000
+INFO:EPOCH 1362/4000 | STEP: 0|136 | Loss: -0.005662
+INFO:EPOCH 1362/4000 | STEP: 100|136 | Loss: -0.006055
+INFO:TRAIN EPOCH: 1363|4000
+INFO:EPOCH 1363/4000 | STEP: 0|136 | Loss: -0.007623
+INFO:EPOCH 1363/4000 | STEP: 100|136 | Loss: -0.006043
+INFO:TRAIN EPOCH: 1364|4000
+INFO:EPOCH 1364/4000 | STEP: 0|136 | Loss: -0.006357
+INFO:EPOCH 1364/4000 | STEP: 100|136 | Loss: -0.006325
+INFO:TRAIN EPOCH: 1365|4000
+INFO:EPOCH 1365/4000 | STEP: 0|136 | Loss: -0.008222
+INFO:EPOCH 1365/4000 | STEP: 100|136 | Loss: -0.005843
+INFO:TRAIN EPOCH: 1366|4000
+INFO:EPOCH 1366/4000 | STEP: 0|136 | Loss: -0.008265
+INFO:EPOCH 1366/4000 | STEP: 100|136 | Loss: -0.006129
+INFO:TRAIN EPOCH: 1367|4000
+INFO:EPOCH 1367/4000 | STEP: 0|136 | Loss: -0.006621
+INFO:EPOCH 1367/4000 | STEP: 100|136 | Loss: -0.006362
+INFO:TRAIN EPOCH: 1368|4000
+INFO:EPOCH 1368/4000 | STEP: 0|136 | Loss: -0.006942
+INFO:EPOCH 1368/4000 | STEP: 100|136 | Loss: -0.006892
+INFO:TRAIN EPOCH: 1369|4000
+INFO:EPOCH 1369/4000 | STEP: 0|136 | Loss: -0.007030
+INFO:EPOCH 1369/4000 | STEP: 100|136 | Loss: -0.006220
+INFO:TRAIN EPOCH: 1370|4000
+INFO:EPOCH 1370/4000 | STEP: 0|136 | Loss: -0.005170
+INFO:EPOCH 1370/4000 | STEP: 100|136 | Loss: -0.004898
+INFO:TRAIN EPOCH: 1371|4000
+INFO:EPOCH 1371/4000 | STEP: 0|136 | Loss: -0.007669
+INFO:EPOCH 1371/4000 | STEP: 100|136 | Loss: -0.004713
+INFO:TRAIN EPOCH: 1372|4000
+INFO:EPOCH 1372/4000 | STEP: 0|136 | Loss: -0.008499
+INFO:EPOCH 1372/4000 | STEP: 100|136 | Loss: -0.005307
+INFO:TRAIN EPOCH: 1373|4000
+INFO:EPOCH 1373/4000 | STEP: 0|136 | Loss: -0.005405
+INFO:EPOCH 1373/4000 | STEP: 100|136 | Loss: -0.006399
+INFO:TRAIN EPOCH: 1374|4000
+INFO:EPOCH 1374/4000 | STEP: 0|136 | Loss: -0.007860
+INFO:EPOCH 1374/4000 | STEP: 100|136 | Loss: -0.006084
+INFO:TRAIN EPOCH: 1375|4000
+INFO:EPOCH 1375/4000 | STEP: 0|136 | Loss: -0.005387
+INFO:EPOCH 1375/4000 | STEP: 100|136 | Loss: -0.007440
+INFO:TRAIN EPOCH: 1376|4000
+INFO:EPOCH 1376/4000 | STEP: 0|136 | Loss: -0.005414
+INFO:EPOCH 1376/4000 | STEP: 100|136 | Loss: -0.006056
+INFO:TRAIN EPOCH: 1377|4000
+INFO:EPOCH 1377/4000 | STEP: 0|136 | Loss: -0.006584
+INFO:EPOCH 1377/4000 | STEP: 100|136 | Loss: -0.006487
+INFO:TRAIN EPOCH: 1378|4000
+INFO:EPOCH 1378/4000 | STEP: 0|136 | Loss: -0.006098
+INFO:EPOCH 1378/4000 | STEP: 100|136 | Loss: -0.007219
+INFO:TRAIN EPOCH: 1379|4000
+INFO:EPOCH 1379/4000 | STEP: 0|136 | Loss: -0.008337
+INFO:VAL NDCG@10, IoU=0.3: 0.145814
+INFO:VAL NDCG@10, IoU=0.5: 0.126926
+INFO:VAL NDCG@10, IoU=0.7: 0.085255
+INFO:VAL NDCG@20, IoU=0.3: 0.138248
+INFO:VAL NDCG@20, IoU=0.5: 0.119916
+INFO:VAL NDCG@20, IoU=0.7: 0.080481
+INFO:VAL NDCG@40, IoU=0.3: 0.143161
+INFO:VAL NDCG@40, IoU=0.5: 0.123950
+INFO:VAL NDCG@40, IoU=0.7: 0.082370
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145498
+INFO:TEST NDCG@10, IoU=0.5: 0.126198
+INFO:TEST NDCG@10, IoU=0.7: 0.084441
+INFO:TEST NDCG@20, IoU=0.3: 0.138419
+INFO:TEST NDCG@20, IoU=0.5: 0.119341
+INFO:TEST NDCG@20, IoU=0.7: 0.078947
+INFO:TEST NDCG@40, IoU=0.3: 0.142742
+INFO:TEST NDCG@40, IoU=0.5: 0.122023
+INFO:TEST NDCG@40, IoU=0.7: 0.080448
+INFO:
+INFO:EPOCH 1379/4000 | STEP: 100|136 | Loss: -0.017103
+INFO:TRAIN EPOCH: 1380|4000
+INFO:EPOCH 1380/4000 | STEP: 0|136 | Loss: 0.020062
+INFO:EPOCH 1380/4000 | STEP: 100|136 | Loss: -0.006973
+INFO:TRAIN EPOCH: 1381|4000
+INFO:EPOCH 1381/4000 | STEP: 0|136 | Loss: -0.006862
+INFO:EPOCH 1381/4000 | STEP: 100|136 | Loss: -0.004998
+INFO:TRAIN EPOCH: 1382|4000
+INFO:EPOCH 1382/4000 | STEP: 0|136 | Loss: -0.008106
+INFO:EPOCH 1382/4000 | STEP: 100|136 | Loss: -0.005671
+INFO:TRAIN EPOCH: 1383|4000
+INFO:EPOCH 1383/4000 | STEP: 0|136 | Loss: -0.007585
+INFO:EPOCH 1383/4000 | STEP: 100|136 | Loss: -0.006325
+INFO:TRAIN EPOCH: 1384|4000
+INFO:EPOCH 1384/4000 | STEP: 0|136 | Loss: -0.007475
+INFO:EPOCH 1384/4000 | STEP: 100|136 | Loss: -0.006165
+INFO:TRAIN EPOCH: 1385|4000
+INFO:EPOCH 1385/4000 | STEP: 0|136 | Loss: -0.004744
+INFO:EPOCH 1385/4000 | STEP: 100|136 | Loss: -0.006523
+INFO:TRAIN EPOCH: 1386|4000
+INFO:EPOCH 1386/4000 | STEP: 0|136 | Loss: -0.006391
+INFO:EPOCH 1386/4000 | STEP: 100|136 | Loss: -0.006254
+INFO:TRAIN EPOCH: 1387|4000
+INFO:EPOCH 1387/4000 | STEP: 0|136 | Loss: -0.007868
+INFO:EPOCH 1387/4000 | STEP: 100|136 | Loss: -0.006830
+INFO:TRAIN EPOCH: 1388|4000
+INFO:EPOCH 1388/4000 | STEP: 0|136 | Loss: -0.006780
+INFO:EPOCH 1388/4000 | STEP: 100|136 | Loss: -0.006322
+INFO:TRAIN EPOCH: 1389|4000
+INFO:EPOCH 1389/4000 | STEP: 0|136 | Loss: -0.008007
+INFO:EPOCH 1389/4000 | STEP: 100|136 | Loss: -0.006328
+INFO:TRAIN EPOCH: 1390|4000
+INFO:EPOCH 1390/4000 | STEP: 0|136 | Loss: -0.005761
+INFO:EPOCH 1390/4000 | STEP: 100|136 | Loss: -0.005992
+INFO:TRAIN EPOCH: 1391|4000
+INFO:EPOCH 1391/4000 | STEP: 0|136 | Loss: -0.008267
+INFO:EPOCH 1391/4000 | STEP: 100|136 | Loss: -0.006259
+INFO:TRAIN EPOCH: 1392|4000
+INFO:EPOCH 1392/4000 | STEP: 0|136 | Loss: -0.009060
+INFO:EPOCH 1392/4000 | STEP: 100|136 | Loss: -0.006035
+INFO:TRAIN EPOCH: 1393|4000
+INFO:EPOCH 1393/4000 | STEP: 0|136 | Loss: -0.008219
+INFO:EPOCH 1393/4000 | STEP: 100|136 | Loss: -0.007047
+INFO:TRAIN EPOCH: 1394|4000
+INFO:EPOCH 1394/4000 | STEP: 0|136 | Loss: -0.005474
+INFO:EPOCH 1394/4000 | STEP: 100|136 | Loss: -0.005391
+INFO:TRAIN EPOCH: 1395|4000
+INFO:EPOCH 1395/4000 | STEP: 0|136 | Loss: -0.007567
+INFO:EPOCH 1395/4000 | STEP: 100|136 | Loss: -0.005210
+INFO:TRAIN EPOCH: 1396|4000
+INFO:EPOCH 1396/4000 | STEP: 0|136 | Loss: -0.005346
+INFO:EPOCH 1396/4000 | STEP: 100|136 | Loss: -0.006921
+INFO:TRAIN EPOCH: 1397|4000
+INFO:EPOCH 1397/4000 | STEP: 0|136 | Loss: -0.006873
+INFO:EPOCH 1397/4000 | STEP: 100|136 | Loss: -0.006720
+INFO:TRAIN EPOCH: 1398|4000
+INFO:EPOCH 1398/4000 | STEP: 0|136 | Loss: -0.006536
+INFO:EPOCH 1398/4000 | STEP: 100|136 | Loss: -0.007530
+INFO:TRAIN EPOCH: 1399|4000
+INFO:EPOCH 1399/4000 | STEP: 0|136 | Loss: -0.006474
+INFO:VAL NDCG@10, IoU=0.3: 0.148543
+INFO:VAL NDCG@10, IoU=0.5: 0.129065
+INFO:VAL NDCG@10, IoU=0.7: 0.085658
+INFO:VAL NDCG@20, IoU=0.3: 0.140219
+INFO:VAL NDCG@20, IoU=0.5: 0.121819
+INFO:VAL NDCG@20, IoU=0.7: 0.080223
+INFO:VAL NDCG@40, IoU=0.3: 0.144335
+INFO:VAL NDCG@40, IoU=0.5: 0.124233
+INFO:VAL NDCG@40, IoU=0.7: 0.081450
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.143783
+INFO:TEST NDCG@10, IoU=0.5: 0.124398
+INFO:TEST NDCG@10, IoU=0.7: 0.082712
+INFO:TEST NDCG@20, IoU=0.3: 0.136633
+INFO:TEST NDCG@20, IoU=0.5: 0.117696
+INFO:TEST NDCG@20, IoU=0.7: 0.077907
+INFO:TEST NDCG@40, IoU=0.3: 0.141910
+INFO:TEST NDCG@40, IoU=0.5: 0.121755
+INFO:TEST NDCG@40, IoU=0.7: 0.079787
+INFO:
+INFO:EPOCH 1399/4000 | STEP: 100|136 | Loss: -0.016460
+INFO:TRAIN EPOCH: 1400|4000
+INFO:EPOCH 1400/4000 | STEP: 0|136 | Loss: 0.016314
+INFO:EPOCH 1400/4000 | STEP: 100|136 | Loss: -0.007176
+INFO:TRAIN EPOCH: 1401|4000
+INFO:EPOCH 1401/4000 | STEP: 0|136 | Loss: -0.006784
+INFO:EPOCH 1401/4000 | STEP: 100|136 | Loss: -0.006854
+INFO:TRAIN EPOCH: 1402|4000
+INFO:EPOCH 1402/4000 | STEP: 0|136 | Loss: -0.005833
+INFO:EPOCH 1402/4000 | STEP: 100|136 | Loss: -0.005819
+INFO:TRAIN EPOCH: 1403|4000
+INFO:EPOCH 1403/4000 | STEP: 0|136 | Loss: -0.007834
+INFO:EPOCH 1403/4000 | STEP: 100|136 | Loss: -0.007641
+INFO:TRAIN EPOCH: 1404|4000
+INFO:EPOCH 1404/4000 | STEP: 0|136 | Loss: -0.006396
+INFO:EPOCH 1404/4000 | STEP: 100|136 | Loss: -0.005898
+INFO:TRAIN EPOCH: 1405|4000
+INFO:EPOCH 1405/4000 | STEP: 0|136 | Loss: -0.005389
+INFO:EPOCH 1405/4000 | STEP: 100|136 | Loss: -0.006027
+INFO:TRAIN EPOCH: 1406|4000
+INFO:EPOCH 1406/4000 | STEP: 0|136 | Loss: -0.004635
+INFO:EPOCH 1406/4000 | STEP: 100|136 | Loss: -0.005651
+INFO:TRAIN EPOCH: 1407|4000
+INFO:EPOCH 1407/4000 | STEP: 0|136 | Loss: -0.004669
+INFO:EPOCH 1407/4000 | STEP: 100|136 | Loss: -0.007332
+INFO:TRAIN EPOCH: 1408|4000
+INFO:EPOCH 1408/4000 | STEP: 0|136 | Loss: -0.005815
+INFO:EPOCH 1408/4000 | STEP: 100|136 | Loss: -0.005818
+INFO:TRAIN EPOCH: 1409|4000
+INFO:EPOCH 1409/4000 | STEP: 0|136 | Loss: -0.006435
+INFO:EPOCH 1409/4000 | STEP: 100|136 | Loss: -0.008216
+INFO:TRAIN EPOCH: 1410|4000
+INFO:EPOCH 1410/4000 | STEP: 0|136 | Loss: -0.007029
+INFO:EPOCH 1410/4000 | STEP: 100|136 | Loss: -0.005628
+INFO:TRAIN EPOCH: 1411|4000
+INFO:EPOCH 1411/4000 | STEP: 0|136 | Loss: -0.008087
+INFO:EPOCH 1411/4000 | STEP: 100|136 | Loss: -0.005508
+INFO:TRAIN EPOCH: 1412|4000
+INFO:EPOCH 1412/4000 | STEP: 0|136 | Loss: -0.006482
+INFO:EPOCH 1412/4000 | STEP: 100|136 | Loss: -0.007175
+INFO:TRAIN EPOCH: 1413|4000
+INFO:EPOCH 1413/4000 | STEP: 0|136 | Loss: -0.007662
+INFO:EPOCH 1413/4000 | STEP: 100|136 | Loss: -0.006582
+INFO:TRAIN EPOCH: 1414|4000
+INFO:EPOCH 1414/4000 | STEP: 0|136 | Loss: -0.005159
+INFO:EPOCH 1414/4000 | STEP: 100|136 | Loss: -0.006906
+INFO:TRAIN EPOCH: 1415|4000
+INFO:EPOCH 1415/4000 | STEP: 0|136 | Loss: -0.005041
+INFO:EPOCH 1415/4000 | STEP: 100|136 | Loss: -0.007154
+INFO:TRAIN EPOCH: 1416|4000
+INFO:EPOCH 1416/4000 | STEP: 0|136 | Loss: -0.008357
+INFO:EPOCH 1416/4000 | STEP: 100|136 | Loss: -0.006559
+INFO:TRAIN EPOCH: 1417|4000
+INFO:EPOCH 1417/4000 | STEP: 0|136 | Loss: -0.007970
+INFO:EPOCH 1417/4000 | STEP: 100|136 | Loss: -0.005138
+INFO:TRAIN EPOCH: 1418|4000
+INFO:EPOCH 1418/4000 | STEP: 0|136 | Loss: -0.007778
+INFO:EPOCH 1418/4000 | STEP: 100|136 | Loss: -0.005460
+INFO:TRAIN EPOCH: 1419|4000
+INFO:EPOCH 1419/4000 | STEP: 0|136 | Loss: -0.005671
+INFO:VAL NDCG@10, IoU=0.3: 0.144561
+INFO:VAL NDCG@10, IoU=0.5: 0.126093
+INFO:VAL NDCG@10, IoU=0.7: 0.083842
+INFO:VAL NDCG@20, IoU=0.3: 0.137517
+INFO:VAL NDCG@20, IoU=0.5: 0.120353
+INFO:VAL NDCG@20, IoU=0.7: 0.078722
+INFO:VAL NDCG@40, IoU=0.3: 0.143958
+INFO:VAL NDCG@40, IoU=0.5: 0.124587
+INFO:VAL NDCG@40, IoU=0.7: 0.081275
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146611
+INFO:TEST NDCG@10, IoU=0.5: 0.127741
+INFO:TEST NDCG@10, IoU=0.7: 0.085041
+INFO:TEST NDCG@20, IoU=0.3: 0.138816
+INFO:TEST NDCG@20, IoU=0.5: 0.120084
+INFO:TEST NDCG@20, IoU=0.7: 0.079936
+INFO:TEST NDCG@40, IoU=0.3: 0.144431
+INFO:TEST NDCG@40, IoU=0.5: 0.124086
+INFO:TEST NDCG@40, IoU=0.7: 0.081807
+INFO:
+INFO:EPOCH 1419/4000 | STEP: 100|136 | Loss: -0.016838
+INFO:TRAIN EPOCH: 1420|4000
+INFO:EPOCH 1420/4000 | STEP: 0|136 | Loss: 0.018210
+INFO:EPOCH 1420/4000 | STEP: 100|136 | Loss: -0.006822
+INFO:TRAIN EPOCH: 1421|4000
+INFO:EPOCH 1421/4000 | STEP: 0|136 | Loss: -0.007511
+INFO:EPOCH 1421/4000 | STEP: 100|136 | Loss: -0.007002
+INFO:TRAIN EPOCH: 1422|4000
+INFO:EPOCH 1422/4000 | STEP: 0|136 | Loss: -0.007469
+INFO:EPOCH 1422/4000 | STEP: 100|136 | Loss: -0.005674
+INFO:TRAIN EPOCH: 1423|4000
+INFO:EPOCH 1423/4000 | STEP: 0|136 | Loss: -0.007469
+INFO:EPOCH 1423/4000 | STEP: 100|136 | Loss: -0.006309
+INFO:TRAIN EPOCH: 1424|4000
+INFO:EPOCH 1424/4000 | STEP: 0|136 | Loss: -0.007149
+INFO:EPOCH 1424/4000 | STEP: 100|136 | Loss: -0.005530
+INFO:TRAIN EPOCH: 1425|4000
+INFO:EPOCH 1425/4000 | STEP: 0|136 | Loss: -0.008490
+INFO:EPOCH 1425/4000 | STEP: 100|136 | Loss: -0.007132
+INFO:TRAIN EPOCH: 1426|4000
+INFO:EPOCH 1426/4000 | STEP: 0|136 | Loss: -0.006406
+INFO:EPOCH 1426/4000 | STEP: 100|136 | Loss: -0.007177
+INFO:TRAIN EPOCH: 1427|4000
+INFO:EPOCH 1427/4000 | STEP: 0|136 | Loss: -0.007235
+INFO:EPOCH 1427/4000 | STEP: 100|136 | Loss: -0.005895
+INFO:TRAIN EPOCH: 1428|4000
+INFO:EPOCH 1428/4000 | STEP: 0|136 | Loss: -0.005962
+INFO:EPOCH 1428/4000 | STEP: 100|136 | Loss: -0.008043
+INFO:TRAIN EPOCH: 1429|4000
+INFO:EPOCH 1429/4000 | STEP: 0|136 | Loss: -0.004678
+INFO:EPOCH 1429/4000 | STEP: 100|136 | Loss: -0.008522
+INFO:TRAIN EPOCH: 1430|4000
+INFO:EPOCH 1430/4000 | STEP: 0|136 | Loss: -0.008048
+INFO:EPOCH 1430/4000 | STEP: 100|136 | Loss: -0.006139
+INFO:TRAIN EPOCH: 1431|4000
+INFO:EPOCH 1431/4000 | STEP: 0|136 | Loss: -0.008551
+INFO:EPOCH 1431/4000 | STEP: 100|136 | Loss: -0.008430
+INFO:TRAIN EPOCH: 1432|4000
+INFO:EPOCH 1432/4000 | STEP: 0|136 | Loss: -0.007875
+INFO:EPOCH 1432/4000 | STEP: 100|136 | Loss: -0.006714
+INFO:TRAIN EPOCH: 1433|4000
+INFO:EPOCH 1433/4000 | STEP: 0|136 | Loss: -0.006836
+INFO:EPOCH 1433/4000 | STEP: 100|136 | Loss: -0.006213
+INFO:TRAIN EPOCH: 1434|4000
+INFO:EPOCH 1434/4000 | STEP: 0|136 | Loss: -0.007209
+INFO:EPOCH 1434/4000 | STEP: 100|136 | Loss: -0.006042
+INFO:TRAIN EPOCH: 1435|4000
+INFO:EPOCH 1435/4000 | STEP: 0|136 | Loss: -0.008370
+INFO:EPOCH 1435/4000 | STEP: 100|136 | Loss: -0.008217
+INFO:TRAIN EPOCH: 1436|4000
+INFO:EPOCH 1436/4000 | STEP: 0|136 | Loss: -0.006986
+INFO:EPOCH 1436/4000 | STEP: 100|136 | Loss: -0.006219
+INFO:TRAIN EPOCH: 1437|4000
+INFO:EPOCH 1437/4000 | STEP: 0|136 | Loss: -0.006132
+INFO:EPOCH 1437/4000 | STEP: 100|136 | Loss: -0.005718
+INFO:TRAIN EPOCH: 1438|4000
+INFO:EPOCH 1438/4000 | STEP: 0|136 | Loss: -0.008863
+INFO:EPOCH 1438/4000 | STEP: 100|136 | Loss: -0.007315
+INFO:TRAIN EPOCH: 1439|4000
+INFO:EPOCH 1439/4000 | STEP: 0|136 | Loss: -0.007150
+INFO:VAL NDCG@10, IoU=0.3: 0.144000
+INFO:VAL NDCG@10, IoU=0.5: 0.124764
+INFO:VAL NDCG@10, IoU=0.7: 0.081159
+INFO:VAL NDCG@20, IoU=0.3: 0.135610
+INFO:VAL NDCG@20, IoU=0.5: 0.117053
+INFO:VAL NDCG@20, IoU=0.7: 0.077340
+INFO:VAL NDCG@40, IoU=0.3: 0.140418
+INFO:VAL NDCG@40, IoU=0.5: 0.120842
+INFO:VAL NDCG@40, IoU=0.7: 0.078975
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145254
+INFO:TEST NDCG@10, IoU=0.5: 0.125727
+INFO:TEST NDCG@10, IoU=0.7: 0.083433
+INFO:TEST NDCG@20, IoU=0.3: 0.138944
+INFO:TEST NDCG@20, IoU=0.5: 0.120134
+INFO:TEST NDCG@20, IoU=0.7: 0.078779
+INFO:TEST NDCG@40, IoU=0.3: 0.143725
+INFO:TEST NDCG@40, IoU=0.5: 0.123226
+INFO:TEST NDCG@40, IoU=0.7: 0.080519
+INFO:
+INFO:EPOCH 1439/4000 | STEP: 100|136 | Loss: -0.016471
+INFO:TRAIN EPOCH: 1440|4000
+INFO:EPOCH 1440/4000 | STEP: 0|136 | Loss: 0.014524
+INFO:EPOCH 1440/4000 | STEP: 100|136 | Loss: -0.008732
+INFO:TRAIN EPOCH: 1441|4000
+INFO:EPOCH 1441/4000 | STEP: 0|136 | Loss: -0.008304
+INFO:EPOCH 1441/4000 | STEP: 100|136 | Loss: -0.008148
+INFO:TRAIN EPOCH: 1442|4000
+INFO:EPOCH 1442/4000 | STEP: 0|136 | Loss: -0.007199
+INFO:EPOCH 1442/4000 | STEP: 100|136 | Loss: -0.008126
+INFO:TRAIN EPOCH: 1443|4000
+INFO:EPOCH 1443/4000 | STEP: 0|136 | Loss: -0.008714
+INFO:EPOCH 1443/4000 | STEP: 100|136 | Loss: -0.007380
+INFO:TRAIN EPOCH: 1444|4000
+INFO:EPOCH 1444/4000 | STEP: 0|136 | Loss: -0.007916
+INFO:EPOCH 1444/4000 | STEP: 100|136 | Loss: -0.007139
+INFO:TRAIN EPOCH: 1445|4000
+INFO:EPOCH 1445/4000 | STEP: 0|136 | Loss: -0.007340
+INFO:EPOCH 1445/4000 | STEP: 100|136 | Loss: -0.005775
+INFO:TRAIN EPOCH: 1446|4000
+INFO:EPOCH 1446/4000 | STEP: 0|136 | Loss: -0.006800
+INFO:EPOCH 1446/4000 | STEP: 100|136 | Loss: -0.006765
+INFO:TRAIN EPOCH: 1447|4000
+INFO:EPOCH 1447/4000 | STEP: 0|136 | Loss: -0.007885
+INFO:EPOCH 1447/4000 | STEP: 100|136 | Loss: -0.007004
+INFO:TRAIN EPOCH: 1448|4000
+INFO:EPOCH 1448/4000 | STEP: 0|136 | Loss: -0.007869
+INFO:EPOCH 1448/4000 | STEP: 100|136 | Loss: -0.005348
+INFO:TRAIN EPOCH: 1449|4000
+INFO:EPOCH 1449/4000 | STEP: 0|136 | Loss: -0.006801
+INFO:EPOCH 1449/4000 | STEP: 100|136 | Loss: -0.006869
+INFO:TRAIN EPOCH: 1450|4000
+INFO:EPOCH 1450/4000 | STEP: 0|136 | Loss: -0.007737
+INFO:EPOCH 1450/4000 | STEP: 100|136 | Loss: -0.005939
+INFO:TRAIN EPOCH: 1451|4000
+INFO:EPOCH 1451/4000 | STEP: 0|136 | Loss: -0.007685
+INFO:EPOCH 1451/4000 | STEP: 100|136 | Loss: -0.006481
+INFO:TRAIN EPOCH: 1452|4000
+INFO:EPOCH 1452/4000 | STEP: 0|136 | Loss: -0.005672
+INFO:EPOCH 1452/4000 | STEP: 100|136 | Loss: -0.007952
+INFO:TRAIN EPOCH: 1453|4000
+INFO:EPOCH 1453/4000 | STEP: 0|136 | Loss: -0.006809
+INFO:EPOCH 1453/4000 | STEP: 100|136 | Loss: -0.008450
+INFO:TRAIN EPOCH: 1454|4000
+INFO:EPOCH 1454/4000 | STEP: 0|136 | Loss: -0.007584
+INFO:EPOCH 1454/4000 | STEP: 100|136 | Loss: -0.006354
+INFO:TRAIN EPOCH: 1455|4000
+INFO:EPOCH 1455/4000 | STEP: 0|136 | Loss: -0.007716
+INFO:EPOCH 1455/4000 | STEP: 100|136 | Loss: -0.008153
+INFO:TRAIN EPOCH: 1456|4000
+INFO:EPOCH 1456/4000 | STEP: 0|136 | Loss: -0.007402
+INFO:EPOCH 1456/4000 | STEP: 100|136 | Loss: -0.006999
+INFO:TRAIN EPOCH: 1457|4000
+INFO:EPOCH 1457/4000 | STEP: 0|136 | Loss: -0.006572
+INFO:EPOCH 1457/4000 | STEP: 100|136 | Loss: -0.007468
+INFO:TRAIN EPOCH: 1458|4000
+INFO:EPOCH 1458/4000 | STEP: 0|136 | Loss: -0.008261
+INFO:EPOCH 1458/4000 | STEP: 100|136 | Loss: -0.007311
+INFO:TRAIN EPOCH: 1459|4000
+INFO:EPOCH 1459/4000 | STEP: 0|136 | Loss: -0.006858
+INFO:VAL NDCG@10, IoU=0.3: 0.147859
+INFO:VAL NDCG@10, IoU=0.5: 0.127704
+INFO:VAL NDCG@10, IoU=0.7: 0.082900
+INFO:VAL NDCG@20, IoU=0.3: 0.139555
+INFO:VAL NDCG@20, IoU=0.5: 0.120057
+INFO:VAL NDCG@20, IoU=0.7: 0.077651
+INFO:VAL NDCG@40, IoU=0.3: 0.145205
+INFO:VAL NDCG@40, IoU=0.5: 0.123740
+INFO:VAL NDCG@40, IoU=0.7: 0.079516
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145162
+INFO:TEST NDCG@10, IoU=0.5: 0.126861
+INFO:TEST NDCG@10, IoU=0.7: 0.084400
+INFO:TEST NDCG@20, IoU=0.3: 0.139117
+INFO:TEST NDCG@20, IoU=0.5: 0.120668
+INFO:TEST NDCG@20, IoU=0.7: 0.079902
+INFO:TEST NDCG@40, IoU=0.3: 0.143328
+INFO:TEST NDCG@40, IoU=0.5: 0.123609
+INFO:TEST NDCG@40, IoU=0.7: 0.081309
+INFO:
+INFO:EPOCH 1459/4000 | STEP: 100|136 | Loss: -0.017159
+INFO:TRAIN EPOCH: 1460|4000
+INFO:EPOCH 1460/4000 | STEP: 0|136 | Loss: 0.017399
+INFO:EPOCH 1460/4000 | STEP: 100|136 | Loss: -0.008762
+INFO:TRAIN EPOCH: 1461|4000
+INFO:EPOCH 1461/4000 | STEP: 0|136 | Loss: -0.007077
+INFO:EPOCH 1461/4000 | STEP: 100|136 | Loss: -0.005645
+INFO:TRAIN EPOCH: 1462|4000
+INFO:EPOCH 1462/4000 | STEP: 0|136 | Loss: -0.007451
+INFO:EPOCH 1462/4000 | STEP: 100|136 | Loss: -0.006170
+INFO:TRAIN EPOCH: 1463|4000
+INFO:EPOCH 1463/4000 | STEP: 0|136 | Loss: -0.007645
+INFO:EPOCH 1463/4000 | STEP: 100|136 | Loss: -0.006965
+INFO:TRAIN EPOCH: 1464|4000
+INFO:EPOCH 1464/4000 | STEP: 0|136 | Loss: -0.007708
+INFO:EPOCH 1464/4000 | STEP: 100|136 | Loss: -0.007599
+INFO:TRAIN EPOCH: 1465|4000
+INFO:EPOCH 1465/4000 | STEP: 0|136 | Loss: -0.007043
+INFO:EPOCH 1465/4000 | STEP: 100|136 | Loss: -0.005737
+INFO:TRAIN EPOCH: 1466|4000
+INFO:EPOCH 1466/4000 | STEP: 0|136 | Loss: -0.007392
+INFO:EPOCH 1466/4000 | STEP: 100|136 | Loss: -0.006490
+INFO:TRAIN EPOCH: 1467|4000
+INFO:EPOCH 1467/4000 | STEP: 0|136 | Loss: -0.007483
+INFO:EPOCH 1467/4000 | STEP: 100|136 | Loss: -0.008693
+INFO:TRAIN EPOCH: 1468|4000
+INFO:EPOCH 1468/4000 | STEP: 0|136 | Loss: -0.007746
+INFO:EPOCH 1468/4000 | STEP: 100|136 | Loss: -0.007457
+INFO:TRAIN EPOCH: 1469|4000
+INFO:EPOCH 1469/4000 | STEP: 0|136 | Loss: -0.008200
+INFO:EPOCH 1469/4000 | STEP: 100|136 | Loss: -0.006704
+INFO:TRAIN EPOCH: 1470|4000
+INFO:EPOCH 1470/4000 | STEP: 0|136 | Loss: -0.007357
+INFO:EPOCH 1470/4000 | STEP: 100|136 | Loss: -0.007681
+INFO:TRAIN EPOCH: 1471|4000
+INFO:EPOCH 1471/4000 | STEP: 0|136 | Loss: -0.006767
+INFO:EPOCH 1471/4000 | STEP: 100|136 | Loss: -0.007264
+INFO:TRAIN EPOCH: 1472|4000
+INFO:EPOCH 1472/4000 | STEP: 0|136 | Loss: -0.006013
+INFO:EPOCH 1472/4000 | STEP: 100|136 | Loss: -0.007589
+INFO:TRAIN EPOCH: 1473|4000
+INFO:EPOCH 1473/4000 | STEP: 0|136 | Loss: -0.008493
+INFO:EPOCH 1473/4000 | STEP: 100|136 | Loss: -0.007135
+INFO:TRAIN EPOCH: 1474|4000
+INFO:EPOCH 1474/4000 | STEP: 0|136 | Loss: -0.007781
+INFO:EPOCH 1474/4000 | STEP: 100|136 | Loss: -0.007544
+INFO:TRAIN EPOCH: 1475|4000
+INFO:EPOCH 1475/4000 | STEP: 0|136 | Loss: -0.007468
+INFO:EPOCH 1475/4000 | STEP: 100|136 | Loss: -0.006413
+INFO:TRAIN EPOCH: 1476|4000
+INFO:EPOCH 1476/4000 | STEP: 0|136 | Loss: -0.005841
+INFO:EPOCH 1476/4000 | STEP: 100|136 | Loss: -0.007861
+INFO:TRAIN EPOCH: 1477|4000
+INFO:EPOCH 1477/4000 | STEP: 0|136 | Loss: -0.007558
+INFO:EPOCH 1477/4000 | STEP: 100|136 | Loss: -0.006523
+INFO:TRAIN EPOCH: 1478|4000
+INFO:EPOCH 1478/4000 | STEP: 0|136 | Loss: -0.007629
+INFO:EPOCH 1478/4000 | STEP: 100|136 | Loss: -0.007090
+INFO:TRAIN EPOCH: 1479|4000
+INFO:EPOCH 1479/4000 | STEP: 0|136 | Loss: -0.006522
+INFO:VAL NDCG@10, IoU=0.3: 0.147781
+INFO:VAL NDCG@10, IoU=0.5: 0.129896
+INFO:VAL NDCG@10, IoU=0.7: 0.084065
+INFO:VAL NDCG@20, IoU=0.3: 0.140172
+INFO:VAL NDCG@20, IoU=0.5: 0.122302
+INFO:VAL NDCG@20, IoU=0.7: 0.078930
+INFO:VAL NDCG@40, IoU=0.3: 0.144609
+INFO:VAL NDCG@40, IoU=0.5: 0.125468
+INFO:VAL NDCG@40, IoU=0.7: 0.080768
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145323
+INFO:TEST NDCG@10, IoU=0.5: 0.126275
+INFO:TEST NDCG@10, IoU=0.7: 0.084482
+INFO:TEST NDCG@20, IoU=0.3: 0.138602
+INFO:TEST NDCG@20, IoU=0.5: 0.119872
+INFO:TEST NDCG@20, IoU=0.7: 0.079485
+INFO:TEST NDCG@40, IoU=0.3: 0.143592
+INFO:TEST NDCG@40, IoU=0.5: 0.123117
+INFO:TEST NDCG@40, IoU=0.7: 0.081064
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.147781
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.129896
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.084065
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.140172
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.122302
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.078930
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.144609
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.125468
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.080768
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.145323
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.126275
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.084482
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.138602
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.119872
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.079485
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.143592
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.123117
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.081064
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1479/4000 | STEP: 100|136 | Loss: -0.017751
+INFO:TRAIN EPOCH: 1480|4000
+INFO:EPOCH 1480/4000 | STEP: 0|136 | Loss: 0.015720
+INFO:EPOCH 1480/4000 | STEP: 100|136 | Loss: -0.008380
+INFO:TRAIN EPOCH: 1481|4000
+INFO:EPOCH 1481/4000 | STEP: 0|136 | Loss: -0.005952
+INFO:EPOCH 1481/4000 | STEP: 100|136 | Loss: -0.006025
+INFO:TRAIN EPOCH: 1482|4000
+INFO:EPOCH 1482/4000 | STEP: 0|136 | Loss: -0.006837
+INFO:EPOCH 1482/4000 | STEP: 100|136 | Loss: -0.008531
+INFO:TRAIN EPOCH: 1483|4000
+INFO:EPOCH 1483/4000 | STEP: 0|136 | Loss: -0.008142
+INFO:EPOCH 1483/4000 | STEP: 100|136 | Loss: -0.007133
+INFO:TRAIN EPOCH: 1484|4000
+INFO:EPOCH 1484/4000 | STEP: 0|136 | Loss: -0.007815
+INFO:EPOCH 1484/4000 | STEP: 100|136 | Loss: -0.007932
+INFO:TRAIN EPOCH: 1485|4000
+INFO:EPOCH 1485/4000 | STEP: 0|136 | Loss: -0.008166
+INFO:EPOCH 1485/4000 | STEP: 100|136 | Loss: -0.006300
+INFO:TRAIN EPOCH: 1486|4000
+INFO:EPOCH 1486/4000 | STEP: 0|136 | Loss: -0.007892
+INFO:EPOCH 1486/4000 | STEP: 100|136 | Loss: -0.006903
+INFO:TRAIN EPOCH: 1487|4000
+INFO:EPOCH 1487/4000 | STEP: 0|136 | Loss: -0.007642
+INFO:EPOCH 1487/4000 | STEP: 100|136 | Loss: -0.006565
+INFO:TRAIN EPOCH: 1488|4000
+INFO:EPOCH 1488/4000 | STEP: 0|136 | Loss: -0.007273
+INFO:EPOCH 1488/4000 | STEP: 100|136 | Loss: -0.006233
+INFO:TRAIN EPOCH: 1489|4000
+INFO:EPOCH 1489/4000 | STEP: 0|136 | Loss: -0.006987
+INFO:EPOCH 1489/4000 | STEP: 100|136 | Loss: -0.006128
+INFO:TRAIN EPOCH: 1490|4000
+INFO:EPOCH 1490/4000 | STEP: 0|136 | Loss: -0.008949
+INFO:EPOCH 1490/4000 | STEP: 100|136 | Loss: -0.007116
+INFO:TRAIN EPOCH: 1491|4000
+INFO:EPOCH 1491/4000 | STEP: 0|136 | Loss: -0.007626
+INFO:EPOCH 1491/4000 | STEP: 100|136 | Loss: -0.008430
+INFO:TRAIN EPOCH: 1492|4000
+INFO:EPOCH 1492/4000 | STEP: 0|136 | Loss: -0.007183
+INFO:EPOCH 1492/4000 | STEP: 100|136 | Loss: -0.006982
+INFO:TRAIN EPOCH: 1493|4000
+INFO:EPOCH 1493/4000 | STEP: 0|136 | Loss: -0.008819
+INFO:EPOCH 1493/4000 | STEP: 100|136 | Loss: -0.007849
+INFO:TRAIN EPOCH: 1494|4000
+INFO:EPOCH 1494/4000 | STEP: 0|136 | Loss: -0.007309
+INFO:EPOCH 1494/4000 | STEP: 100|136 | Loss: -0.006493
+INFO:TRAIN EPOCH: 1495|4000
+INFO:EPOCH 1495/4000 | STEP: 0|136 | Loss: -0.007932
+INFO:EPOCH 1495/4000 | STEP: 100|136 | Loss: -0.008564
+INFO:TRAIN EPOCH: 1496|4000
+INFO:EPOCH 1496/4000 | STEP: 0|136 | Loss: -0.008508
+INFO:EPOCH 1496/4000 | STEP: 100|136 | Loss: -0.008769
+INFO:TRAIN EPOCH: 1497|4000
+INFO:EPOCH 1497/4000 | STEP: 0|136 | Loss: -0.007290
+INFO:EPOCH 1497/4000 | STEP: 100|136 | Loss: -0.006604
+INFO:TRAIN EPOCH: 1498|4000
+INFO:EPOCH 1498/4000 | STEP: 0|136 | Loss: -0.006332
+INFO:EPOCH 1498/4000 | STEP: 100|136 | Loss: -0.008111
+INFO:TRAIN EPOCH: 1499|4000
+INFO:EPOCH 1499/4000 | STEP: 0|136 | Loss: -0.008207
+INFO:VAL NDCG@10, IoU=0.3: 0.150143
+INFO:VAL NDCG@10, IoU=0.5: 0.130738
+INFO:VAL NDCG@10, IoU=0.7: 0.085712
+INFO:VAL NDCG@20, IoU=0.3: 0.142022
+INFO:VAL NDCG@20, IoU=0.5: 0.123299
+INFO:VAL NDCG@20, IoU=0.7: 0.081638
+INFO:VAL NDCG@40, IoU=0.3: 0.146975
+INFO:VAL NDCG@40, IoU=0.5: 0.126962
+INFO:VAL NDCG@40, IoU=0.7: 0.082995
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144217
+INFO:TEST NDCG@10, IoU=0.5: 0.125942
+INFO:TEST NDCG@10, IoU=0.7: 0.084299
+INFO:TEST NDCG@20, IoU=0.3: 0.138041
+INFO:TEST NDCG@20, IoU=0.5: 0.119652
+INFO:TEST NDCG@20, IoU=0.7: 0.079390
+INFO:TEST NDCG@40, IoU=0.3: 0.143064
+INFO:TEST NDCG@40, IoU=0.5: 0.123129
+INFO:TEST NDCG@40, IoU=0.7: 0.081475
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.150143
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.130738
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.085712
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.142022
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.123299
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.081638
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.146975
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.126962
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.082995
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.144217
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.125942
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.084299
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.138041
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.119652
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.079390
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.143064
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.123129
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.081475
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1499/4000 | STEP: 100|136 | Loss: -0.018073
+INFO:TRAIN EPOCH: 1500|4000
+INFO:EPOCH 1500/4000 | STEP: 0|136 | Loss: 0.018041
+INFO:EPOCH 1500/4000 | STEP: 100|136 | Loss: -0.006659
+INFO:TRAIN EPOCH: 1501|4000
+INFO:EPOCH 1501/4000 | STEP: 0|136 | Loss: -0.008716
+INFO:EPOCH 1501/4000 | STEP: 100|136 | Loss: -0.007104
+INFO:TRAIN EPOCH: 1502|4000
+INFO:EPOCH 1502/4000 | STEP: 0|136 | Loss: -0.007290
+INFO:EPOCH 1502/4000 | STEP: 100|136 | Loss: -0.006695
+INFO:TRAIN EPOCH: 1503|4000
+INFO:EPOCH 1503/4000 | STEP: 0|136 | Loss: -0.007557
+INFO:EPOCH 1503/4000 | STEP: 100|136 | Loss: -0.006859
+INFO:TRAIN EPOCH: 1504|4000
+INFO:EPOCH 1504/4000 | STEP: 0|136 | Loss: -0.007547
+INFO:EPOCH 1504/4000 | STEP: 100|136 | Loss: -0.007937
+INFO:TRAIN EPOCH: 1505|4000
+INFO:EPOCH 1505/4000 | STEP: 0|136 | Loss: -0.007158
+INFO:EPOCH 1505/4000 | STEP: 100|136 | Loss: -0.005998
+INFO:TRAIN EPOCH: 1506|4000
+INFO:EPOCH 1506/4000 | STEP: 0|136 | Loss: -0.008749
+INFO:EPOCH 1506/4000 | STEP: 100|136 | Loss: -0.007860
+INFO:TRAIN EPOCH: 1507|4000
+INFO:EPOCH 1507/4000 | STEP: 0|136 | Loss: -0.007818
+INFO:EPOCH 1507/4000 | STEP: 100|136 | Loss: -0.005892
+INFO:TRAIN EPOCH: 1508|4000
+INFO:EPOCH 1508/4000 | STEP: 0|136 | Loss: -0.008006
+INFO:EPOCH 1508/4000 | STEP: 100|136 | Loss: -0.007801
+INFO:TRAIN EPOCH: 1509|4000
+INFO:EPOCH 1509/4000 | STEP: 0|136 | Loss: -0.007939
+INFO:EPOCH 1509/4000 | STEP: 100|136 | Loss: -0.007724
+INFO:TRAIN EPOCH: 1510|4000
+INFO:EPOCH 1510/4000 | STEP: 0|136 | Loss: -0.005492
+INFO:EPOCH 1510/4000 | STEP: 100|136 | Loss: -0.007455
+INFO:TRAIN EPOCH: 1511|4000
+INFO:EPOCH 1511/4000 | STEP: 0|136 | Loss: -0.008753
+INFO:EPOCH 1511/4000 | STEP: 100|136 | Loss: -0.007971
+INFO:TRAIN EPOCH: 1512|4000
+INFO:EPOCH 1512/4000 | STEP: 0|136 | Loss: -0.006633
+INFO:EPOCH 1512/4000 | STEP: 100|136 | Loss: -0.007428
+INFO:TRAIN EPOCH: 1513|4000
+INFO:EPOCH 1513/4000 | STEP: 0|136 | Loss: -0.009236
+INFO:EPOCH 1513/4000 | STEP: 100|136 | Loss: -0.008040
+INFO:TRAIN EPOCH: 1514|4000
+INFO:EPOCH 1514/4000 | STEP: 0|136 | Loss: -0.008127
+INFO:EPOCH 1514/4000 | STEP: 100|136 | Loss: -0.009023
+INFO:TRAIN EPOCH: 1515|4000
+INFO:EPOCH 1515/4000 | STEP: 0|136 | Loss: -0.008098
+INFO:EPOCH 1515/4000 | STEP: 100|136 | Loss: -0.006279
+INFO:TRAIN EPOCH: 1516|4000
+INFO:EPOCH 1516/4000 | STEP: 0|136 | Loss: -0.007856
+INFO:EPOCH 1516/4000 | STEP: 100|136 | Loss: -0.008404
+INFO:TRAIN EPOCH: 1517|4000
+INFO:EPOCH 1517/4000 | STEP: 0|136 | Loss: -0.006941
+INFO:EPOCH 1517/4000 | STEP: 100|136 | Loss: -0.008947
+INFO:TRAIN EPOCH: 1518|4000
+INFO:EPOCH 1518/4000 | STEP: 0|136 | Loss: -0.009467
+INFO:EPOCH 1518/4000 | STEP: 100|136 | Loss: -0.008609
+INFO:TRAIN EPOCH: 1519|4000
+INFO:EPOCH 1519/4000 | STEP: 0|136 | Loss: -0.009204
+INFO:VAL NDCG@10, IoU=0.3: 0.145510
+INFO:VAL NDCG@10, IoU=0.5: 0.126591
+INFO:VAL NDCG@10, IoU=0.7: 0.082866
+INFO:VAL NDCG@20, IoU=0.3: 0.141363
+INFO:VAL NDCG@20, IoU=0.5: 0.122762
+INFO:VAL NDCG@20, IoU=0.7: 0.079249
+INFO:VAL NDCG@40, IoU=0.3: 0.144135
+INFO:VAL NDCG@40, IoU=0.5: 0.124724
+INFO:VAL NDCG@40, IoU=0.7: 0.080944
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146370
+INFO:TEST NDCG@10, IoU=0.5: 0.127782
+INFO:TEST NDCG@10, IoU=0.7: 0.084942
+INFO:TEST NDCG@20, IoU=0.3: 0.139300
+INFO:TEST NDCG@20, IoU=0.5: 0.120834
+INFO:TEST NDCG@20, IoU=0.7: 0.080093
+INFO:TEST NDCG@40, IoU=0.3: 0.144050
+INFO:TEST NDCG@40, IoU=0.5: 0.123941
+INFO:TEST NDCG@40, IoU=0.7: 0.081924
+INFO:
+INFO:EPOCH 1519/4000 | STEP: 100|136 | Loss: -0.017945
+INFO:TRAIN EPOCH: 1520|4000
+INFO:EPOCH 1520/4000 | STEP: 0|136 | Loss: 0.015416
+INFO:EPOCH 1520/4000 | STEP: 100|136 | Loss: -0.007752
+INFO:TRAIN EPOCH: 1521|4000
+INFO:EPOCH 1521/4000 | STEP: 0|136 | Loss: -0.009140
+INFO:EPOCH 1521/4000 | STEP: 100|136 | Loss: -0.008147
+INFO:TRAIN EPOCH: 1522|4000
+INFO:EPOCH 1522/4000 | STEP: 0|136 | Loss: -0.007711
+INFO:EPOCH 1522/4000 | STEP: 100|136 | Loss: -0.007154
+INFO:TRAIN EPOCH: 1523|4000
+INFO:EPOCH 1523/4000 | STEP: 0|136 | Loss: -0.006944
+INFO:EPOCH 1523/4000 | STEP: 100|136 | Loss: -0.006387
+INFO:TRAIN EPOCH: 1524|4000
+INFO:EPOCH 1524/4000 | STEP: 0|136 | Loss: -0.007951
+INFO:EPOCH 1524/4000 | STEP: 100|136 | Loss: -0.007869
+INFO:TRAIN EPOCH: 1525|4000
+INFO:EPOCH 1525/4000 | STEP: 0|136 | Loss: -0.008636
+INFO:EPOCH 1525/4000 | STEP: 100|136 | Loss: -0.007799
+INFO:TRAIN EPOCH: 1526|4000
+INFO:EPOCH 1526/4000 | STEP: 0|136 | Loss: -0.007698
+INFO:EPOCH 1526/4000 | STEP: 100|136 | Loss: -0.007373
+INFO:TRAIN EPOCH: 1527|4000
+INFO:EPOCH 1527/4000 | STEP: 0|136 | Loss: -0.008346
+INFO:EPOCH 1527/4000 | STEP: 100|136 | Loss: -0.008382
+INFO:TRAIN EPOCH: 1528|4000
+INFO:EPOCH 1528/4000 | STEP: 0|136 | Loss: -0.008326
+INFO:EPOCH 1528/4000 | STEP: 100|136 | Loss: -0.006576
+INFO:TRAIN EPOCH: 1529|4000
+INFO:EPOCH 1529/4000 | STEP: 0|136 | Loss: -0.006167
+INFO:EPOCH 1529/4000 | STEP: 100|136 | Loss: -0.006547
+INFO:TRAIN EPOCH: 1530|4000
+INFO:EPOCH 1530/4000 | STEP: 0|136 | Loss: -0.008763
+INFO:EPOCH 1530/4000 | STEP: 100|136 | Loss: -0.007798
+INFO:TRAIN EPOCH: 1531|4000
+INFO:EPOCH 1531/4000 | STEP: 0|136 | Loss: -0.008388
+INFO:EPOCH 1531/4000 | STEP: 100|136 | Loss: -0.008892
+INFO:TRAIN EPOCH: 1532|4000
+INFO:EPOCH 1532/4000 | STEP: 0|136 | Loss: -0.007968
+INFO:EPOCH 1532/4000 | STEP: 100|136 | Loss: -0.008115
+INFO:TRAIN EPOCH: 1533|4000
+INFO:EPOCH 1533/4000 | STEP: 0|136 | Loss: -0.007489
+INFO:EPOCH 1533/4000 | STEP: 100|136 | Loss: -0.007786
+INFO:TRAIN EPOCH: 1534|4000
+INFO:EPOCH 1534/4000 | STEP: 0|136 | Loss: -0.008419
+INFO:EPOCH 1534/4000 | STEP: 100|136 | Loss: -0.006246
+INFO:TRAIN EPOCH: 1535|4000
+INFO:EPOCH 1535/4000 | STEP: 0|136 | Loss: -0.007837
+INFO:EPOCH 1535/4000 | STEP: 100|136 | Loss: -0.005502
+INFO:TRAIN EPOCH: 1536|4000
+INFO:EPOCH 1536/4000 | STEP: 0|136 | Loss: -0.006570
+INFO:EPOCH 1536/4000 | STEP: 100|136 | Loss: -0.007811
+INFO:TRAIN EPOCH: 1537|4000
+INFO:EPOCH 1537/4000 | STEP: 0|136 | Loss: -0.007651
+INFO:EPOCH 1537/4000 | STEP: 100|136 | Loss: -0.006990
+INFO:TRAIN EPOCH: 1538|4000
+INFO:EPOCH 1538/4000 | STEP: 0|136 | Loss: -0.007983
+INFO:EPOCH 1538/4000 | STEP: 100|136 | Loss: -0.009208
+INFO:TRAIN EPOCH: 1539|4000
+INFO:EPOCH 1539/4000 | STEP: 0|136 | Loss: -0.008004
+INFO:VAL NDCG@10, IoU=0.3: 0.148465
+INFO:VAL NDCG@10, IoU=0.5: 0.128575
+INFO:VAL NDCG@10, IoU=0.7: 0.085274
+INFO:VAL NDCG@20, IoU=0.3: 0.140910
+INFO:VAL NDCG@20, IoU=0.5: 0.121665
+INFO:VAL NDCG@20, IoU=0.7: 0.081092
+INFO:VAL NDCG@40, IoU=0.3: 0.146697
+INFO:VAL NDCG@40, IoU=0.5: 0.125509
+INFO:VAL NDCG@40, IoU=0.7: 0.082456
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146089
+INFO:TEST NDCG@10, IoU=0.5: 0.127221
+INFO:TEST NDCG@10, IoU=0.7: 0.084854
+INFO:TEST NDCG@20, IoU=0.3: 0.139271
+INFO:TEST NDCG@20, IoU=0.5: 0.120578
+INFO:TEST NDCG@20, IoU=0.7: 0.080004
+INFO:TEST NDCG@40, IoU=0.3: 0.143749
+INFO:TEST NDCG@40, IoU=0.5: 0.123473
+INFO:TEST NDCG@40, IoU=0.7: 0.081216
+INFO:
+INFO:EPOCH 1539/4000 | STEP: 100|136 | Loss: -0.017124
+INFO:TRAIN EPOCH: 1540|4000
+INFO:EPOCH 1540/4000 | STEP: 0|136 | Loss: 0.016197
+INFO:EPOCH 1540/4000 | STEP: 100|136 | Loss: -0.009107
+INFO:TRAIN EPOCH: 1541|4000
+INFO:EPOCH 1541/4000 | STEP: 0|136 | Loss: -0.009290
+INFO:EPOCH 1541/4000 | STEP: 100|136 | Loss: -0.008459
+INFO:TRAIN EPOCH: 1542|4000
+INFO:EPOCH 1542/4000 | STEP: 0|136 | Loss: -0.007397
+INFO:EPOCH 1542/4000 | STEP: 100|136 | Loss: -0.007312
+INFO:TRAIN EPOCH: 1543|4000
+INFO:EPOCH 1543/4000 | STEP: 0|136 | Loss: -0.007594
+INFO:EPOCH 1543/4000 | STEP: 100|136 | Loss: -0.007816
+INFO:TRAIN EPOCH: 1544|4000
+INFO:EPOCH 1544/4000 | STEP: 0|136 | Loss: -0.007818
+INFO:EPOCH 1544/4000 | STEP: 100|136 | Loss: -0.008081
+INFO:TRAIN EPOCH: 1545|4000
+INFO:EPOCH 1545/4000 | STEP: 0|136 | Loss: -0.007680
+INFO:EPOCH 1545/4000 | STEP: 100|136 | Loss: -0.007349
+INFO:TRAIN EPOCH: 1546|4000
+INFO:EPOCH 1546/4000 | STEP: 0|136 | Loss: -0.007131
+INFO:EPOCH 1546/4000 | STEP: 100|136 | Loss: -0.008303
+INFO:TRAIN EPOCH: 1547|4000
+INFO:EPOCH 1547/4000 | STEP: 0|136 | Loss: -0.006920
+INFO:EPOCH 1547/4000 | STEP: 100|136 | Loss: -0.007619
+INFO:TRAIN EPOCH: 1548|4000
+INFO:EPOCH 1548/4000 | STEP: 0|136 | Loss: -0.009104
+INFO:EPOCH 1548/4000 | STEP: 100|136 | Loss: -0.007183
+INFO:TRAIN EPOCH: 1549|4000
+INFO:EPOCH 1549/4000 | STEP: 0|136 | Loss: -0.007110
+INFO:EPOCH 1549/4000 | STEP: 100|136 | Loss: -0.008746
+INFO:TRAIN EPOCH: 1550|4000
+INFO:EPOCH 1550/4000 | STEP: 0|136 | Loss: -0.007496
+INFO:EPOCH 1550/4000 | STEP: 100|136 | Loss: -0.007994
+INFO:TRAIN EPOCH: 1551|4000
+INFO:EPOCH 1551/4000 | STEP: 0|136 | Loss: -0.008091
+INFO:EPOCH 1551/4000 | STEP: 100|136 | Loss: -0.004654
+INFO:TRAIN EPOCH: 1552|4000
+INFO:EPOCH 1552/4000 | STEP: 0|136 | Loss: -0.008629
+INFO:EPOCH 1552/4000 | STEP: 100|136 | Loss: -0.007434
+INFO:TRAIN EPOCH: 1553|4000
+INFO:EPOCH 1553/4000 | STEP: 0|136 | Loss: -0.007627
+INFO:EPOCH 1553/4000 | STEP: 100|136 | Loss: -0.008424
+INFO:TRAIN EPOCH: 1554|4000
+INFO:EPOCH 1554/4000 | STEP: 0|136 | Loss: -0.007971
+INFO:EPOCH 1554/4000 | STEP: 100|136 | Loss: -0.008612
+INFO:TRAIN EPOCH: 1555|4000
+INFO:EPOCH 1555/4000 | STEP: 0|136 | Loss: -0.007370
+INFO:EPOCH 1555/4000 | STEP: 100|136 | Loss: -0.008167
+INFO:TRAIN EPOCH: 1556|4000
+INFO:EPOCH 1556/4000 | STEP: 0|136 | Loss: -0.007235
+INFO:EPOCH 1556/4000 | STEP: 100|136 | Loss: -0.008204
+INFO:TRAIN EPOCH: 1557|4000
+INFO:EPOCH 1557/4000 | STEP: 0|136 | Loss: -0.008198
+INFO:EPOCH 1557/4000 | STEP: 100|136 | Loss: -0.006819
+INFO:TRAIN EPOCH: 1558|4000
+INFO:EPOCH 1558/4000 | STEP: 0|136 | Loss: -0.008262
+INFO:EPOCH 1558/4000 | STEP: 100|136 | Loss: -0.007984
+INFO:TRAIN EPOCH: 1559|4000
+INFO:EPOCH 1559/4000 | STEP: 0|136 | Loss: -0.008108
+INFO:VAL NDCG@10, IoU=0.3: 0.150762
+INFO:VAL NDCG@10, IoU=0.5: 0.129916
+INFO:VAL NDCG@10, IoU=0.7: 0.087862
+INFO:VAL NDCG@20, IoU=0.3: 0.144612
+INFO:VAL NDCG@20, IoU=0.5: 0.125722
+INFO:VAL NDCG@20, IoU=0.7: 0.084284
+INFO:VAL NDCG@40, IoU=0.3: 0.148759
+INFO:VAL NDCG@40, IoU=0.5: 0.128384
+INFO:VAL NDCG@40, IoU=0.7: 0.085166
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147052
+INFO:TEST NDCG@10, IoU=0.5: 0.127678
+INFO:TEST NDCG@10, IoU=0.7: 0.085411
+INFO:TEST NDCG@20, IoU=0.3: 0.140235
+INFO:TEST NDCG@20, IoU=0.5: 0.120819
+INFO:TEST NDCG@20, IoU=0.7: 0.080264
+INFO:TEST NDCG@40, IoU=0.3: 0.145307
+INFO:TEST NDCG@40, IoU=0.5: 0.124336
+INFO:TEST NDCG@40, IoU=0.7: 0.082033
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.150762
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.129916
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.087862
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.144612
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.125722
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.084284
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.148759
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.128384
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.085166
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.147052
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.127678
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.085411
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.140235
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.120819
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.080264
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.145307
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.124336
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.082033
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 1559/4000 | STEP: 100|136 | Loss: -0.017595
+INFO:TRAIN EPOCH: 1560|4000
+INFO:EPOCH 1560/4000 | STEP: 0|136 | Loss: 0.016434
+INFO:EPOCH 1560/4000 | STEP: 100|136 | Loss: -0.008280
+INFO:TRAIN EPOCH: 1561|4000
+INFO:EPOCH 1561/4000 | STEP: 0|136 | Loss: -0.007308
+INFO:EPOCH 1561/4000 | STEP: 100|136 | Loss: -0.007838
+INFO:TRAIN EPOCH: 1562|4000
+INFO:EPOCH 1562/4000 | STEP: 0|136 | Loss: -0.007636
+INFO:EPOCH 1562/4000 | STEP: 100|136 | Loss: -0.009898
+INFO:TRAIN EPOCH: 1563|4000
+INFO:EPOCH 1563/4000 | STEP: 0|136 | Loss: -0.008188
+INFO:EPOCH 1563/4000 | STEP: 100|136 | Loss: -0.009454
+INFO:TRAIN EPOCH: 1564|4000
+INFO:EPOCH 1564/4000 | STEP: 0|136 | Loss: -0.008416
+INFO:EPOCH 1564/4000 | STEP: 100|136 | Loss: -0.008820
+INFO:TRAIN EPOCH: 1565|4000
+INFO:EPOCH 1565/4000 | STEP: 0|136 | Loss: -0.007639
+INFO:EPOCH 1565/4000 | STEP: 100|136 | Loss: -0.008463
+INFO:TRAIN EPOCH: 1566|4000
+INFO:EPOCH 1566/4000 | STEP: 0|136 | Loss: -0.008336
+INFO:EPOCH 1566/4000 | STEP: 100|136 | Loss: -0.008048
+INFO:TRAIN EPOCH: 1567|4000
+INFO:EPOCH 1567/4000 | STEP: 0|136 | Loss: -0.008182
+INFO:EPOCH 1567/4000 | STEP: 100|136 | Loss: -0.006933
+INFO:TRAIN EPOCH: 1568|4000
+INFO:EPOCH 1568/4000 | STEP: 0|136 | Loss: -0.007479
+INFO:EPOCH 1568/4000 | STEP: 100|136 | Loss: -0.007956
+INFO:TRAIN EPOCH: 1569|4000
+INFO:EPOCH 1569/4000 | STEP: 0|136 | Loss: -0.007675
+INFO:EPOCH 1569/4000 | STEP: 100|136 | Loss: -0.008080
+INFO:TRAIN EPOCH: 1570|4000
+INFO:EPOCH 1570/4000 | STEP: 0|136 | Loss: -0.007055
+INFO:EPOCH 1570/4000 | STEP: 100|136 | Loss: -0.009303
+INFO:TRAIN EPOCH: 1571|4000
+INFO:EPOCH 1571/4000 | STEP: 0|136 | Loss: -0.008716
+INFO:EPOCH 1571/4000 | STEP: 100|136 | Loss: -0.008247
+INFO:TRAIN EPOCH: 1572|4000
+INFO:EPOCH 1572/4000 | STEP: 0|136 | Loss: -0.007176
+INFO:EPOCH 1572/4000 | STEP: 100|136 | Loss: -0.009330
+INFO:TRAIN EPOCH: 1573|4000
+INFO:EPOCH 1573/4000 | STEP: 0|136 | Loss: -0.008715
+INFO:EPOCH 1573/4000 | STEP: 100|136 | Loss: -0.008293
+INFO:TRAIN EPOCH: 1574|4000
+INFO:EPOCH 1574/4000 | STEP: 0|136 | Loss: -0.006465
+INFO:EPOCH 1574/4000 | STEP: 100|136 | Loss: -0.009498
+INFO:TRAIN EPOCH: 1575|4000
+INFO:EPOCH 1575/4000 | STEP: 0|136 | Loss: -0.009199
+INFO:EPOCH 1575/4000 | STEP: 100|136 | Loss: -0.007109
+INFO:TRAIN EPOCH: 1576|4000
+INFO:EPOCH 1576/4000 | STEP: 0|136 | Loss: -0.008655
+INFO:EPOCH 1576/4000 | STEP: 100|136 | Loss: -0.007534
+INFO:TRAIN EPOCH: 1577|4000
+INFO:EPOCH 1577/4000 | STEP: 0|136 | Loss: -0.007781
+INFO:EPOCH 1577/4000 | STEP: 100|136 | Loss: -0.007174
+INFO:TRAIN EPOCH: 1578|4000
+INFO:EPOCH 1578/4000 | STEP: 0|136 | Loss: -0.009339
+INFO:EPOCH 1578/4000 | STEP: 100|136 | Loss: -0.008272
+INFO:TRAIN EPOCH: 1579|4000
+INFO:EPOCH 1579/4000 | STEP: 0|136 | Loss: -0.007846
+INFO:VAL NDCG@10, IoU=0.3: 0.149903
+INFO:VAL NDCG@10, IoU=0.5: 0.129914
+INFO:VAL NDCG@10, IoU=0.7: 0.085358
+INFO:VAL NDCG@20, IoU=0.3: 0.141332
+INFO:VAL NDCG@20, IoU=0.5: 0.123091
+INFO:VAL NDCG@20, IoU=0.7: 0.080286
+INFO:VAL NDCG@40, IoU=0.3: 0.145865
+INFO:VAL NDCG@40, IoU=0.5: 0.125780
+INFO:VAL NDCG@40, IoU=0.7: 0.081494
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146096
+INFO:TEST NDCG@10, IoU=0.5: 0.127439
+INFO:TEST NDCG@10, IoU=0.7: 0.085159
+INFO:TEST NDCG@20, IoU=0.3: 0.138866
+INFO:TEST NDCG@20, IoU=0.5: 0.120311
+INFO:TEST NDCG@20, IoU=0.7: 0.080065
+INFO:TEST NDCG@40, IoU=0.3: 0.143944
+INFO:TEST NDCG@40, IoU=0.5: 0.123965
+INFO:TEST NDCG@40, IoU=0.7: 0.081812
+INFO:
+INFO:EPOCH 1579/4000 | STEP: 100|136 | Loss: -0.016941
+INFO:TRAIN EPOCH: 1580|4000
+INFO:EPOCH 1580/4000 | STEP: 0|136 | Loss: 0.014877
+INFO:EPOCH 1580/4000 | STEP: 100|136 | Loss: -0.008334
+INFO:TRAIN EPOCH: 1581|4000
+INFO:EPOCH 1581/4000 | STEP: 0|136 | Loss: -0.007765
+INFO:EPOCH 1581/4000 | STEP: 100|136 | Loss: -0.007974
+INFO:TRAIN EPOCH: 1582|4000
+INFO:EPOCH 1582/4000 | STEP: 0|136 | Loss: -0.007835
+INFO:EPOCH 1582/4000 | STEP: 100|136 | Loss: -0.008380
+INFO:TRAIN EPOCH: 1583|4000
+INFO:EPOCH 1583/4000 | STEP: 0|136 | Loss: -0.008579
+INFO:EPOCH 1583/4000 | STEP: 100|136 | Loss: -0.009102
+INFO:TRAIN EPOCH: 1584|4000
+INFO:EPOCH 1584/4000 | STEP: 0|136 | Loss: -0.007078
+INFO:EPOCH 1584/4000 | STEP: 100|136 | Loss: -0.007911
+INFO:TRAIN EPOCH: 1585|4000
+INFO:EPOCH 1585/4000 | STEP: 0|136 | Loss: -0.008512
+INFO:EPOCH 1585/4000 | STEP: 100|136 | Loss: -0.008153
+INFO:TRAIN EPOCH: 1586|4000
+INFO:EPOCH 1586/4000 | STEP: 0|136 | Loss: -0.009000
+INFO:EPOCH 1586/4000 | STEP: 100|136 | Loss: -0.008588
+INFO:TRAIN EPOCH: 1587|4000
+INFO:EPOCH 1587/4000 | STEP: 0|136 | Loss: -0.010237
+INFO:EPOCH 1587/4000 | STEP: 100|136 | Loss: -0.008440
+INFO:TRAIN EPOCH: 1588|4000
+INFO:EPOCH 1588/4000 | STEP: 0|136 | Loss: -0.006727
+INFO:EPOCH 1588/4000 | STEP: 100|136 | Loss: -0.008860
+INFO:TRAIN EPOCH: 1589|4000
+INFO:EPOCH 1589/4000 | STEP: 0|136 | Loss: -0.009198
+INFO:EPOCH 1589/4000 | STEP: 100|136 | Loss: -0.008647
+INFO:TRAIN EPOCH: 1590|4000
+INFO:EPOCH 1590/4000 | STEP: 0|136 | Loss: -0.009948
+INFO:EPOCH 1590/4000 | STEP: 100|136 | Loss: -0.009200
+INFO:TRAIN EPOCH: 1591|4000
+INFO:EPOCH 1591/4000 | STEP: 0|136 | Loss: -0.007759
+INFO:EPOCH 1591/4000 | STEP: 100|136 | Loss: -0.008468
+INFO:TRAIN EPOCH: 1592|4000
+INFO:EPOCH 1592/4000 | STEP: 0|136 | Loss: -0.009677
+INFO:EPOCH 1592/4000 | STEP: 100|136 | Loss: -0.008334
+INFO:TRAIN EPOCH: 1593|4000
+INFO:EPOCH 1593/4000 | STEP: 0|136 | Loss: -0.008072
+INFO:EPOCH 1593/4000 | STEP: 100|136 | Loss: -0.009256
+INFO:TRAIN EPOCH: 1594|4000
+INFO:EPOCH 1594/4000 | STEP: 0|136 | Loss: -0.009104
+INFO:EPOCH 1594/4000 | STEP: 100|136 | Loss: -0.008436
+INFO:TRAIN EPOCH: 1595|4000
+INFO:EPOCH 1595/4000 | STEP: 0|136 | Loss: -0.008005
+INFO:EPOCH 1595/4000 | STEP: 100|136 | Loss: -0.009629
+INFO:TRAIN EPOCH: 1596|4000
+INFO:EPOCH 1596/4000 | STEP: 0|136 | Loss: -0.008473
+INFO:EPOCH 1596/4000 | STEP: 100|136 | Loss: -0.008164
+INFO:TRAIN EPOCH: 1597|4000
+INFO:EPOCH 1597/4000 | STEP: 0|136 | Loss: -0.008213
+INFO:EPOCH 1597/4000 | STEP: 100|136 | Loss: -0.008195
+INFO:TRAIN EPOCH: 1598|4000
+INFO:EPOCH 1598/4000 | STEP: 0|136 | Loss: -0.007750
+INFO:EPOCH 1598/4000 | STEP: 100|136 | Loss: -0.008602
+INFO:TRAIN EPOCH: 1599|4000
+INFO:EPOCH 1599/4000 | STEP: 0|136 | Loss: -0.008363
+INFO:VAL NDCG@10, IoU=0.3: 0.146589
+INFO:VAL NDCG@10, IoU=0.5: 0.127747
+INFO:VAL NDCG@10, IoU=0.7: 0.085072
+INFO:VAL NDCG@20, IoU=0.3: 0.139164
+INFO:VAL NDCG@20, IoU=0.5: 0.120086
+INFO:VAL NDCG@20, IoU=0.7: 0.080110
+INFO:VAL NDCG@40, IoU=0.3: 0.145262
+INFO:VAL NDCG@40, IoU=0.5: 0.124798
+INFO:VAL NDCG@40, IoU=0.7: 0.081625
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145489
+INFO:TEST NDCG@10, IoU=0.5: 0.127115
+INFO:TEST NDCG@10, IoU=0.7: 0.084821
+INFO:TEST NDCG@20, IoU=0.3: 0.139441
+INFO:TEST NDCG@20, IoU=0.5: 0.121095
+INFO:TEST NDCG@20, IoU=0.7: 0.080022
+INFO:TEST NDCG@40, IoU=0.3: 0.145151
+INFO:TEST NDCG@40, IoU=0.5: 0.125110
+INFO:TEST NDCG@40, IoU=0.7: 0.082471
+INFO:
+INFO:EPOCH 1599/4000 | STEP: 100|136 | Loss: -0.018437
+INFO:TRAIN EPOCH: 1600|4000
+INFO:EPOCH 1600/4000 | STEP: 0|136 | Loss: 0.014694
+INFO:EPOCH 1600/4000 | STEP: 100|136 | Loss: -0.008529
+INFO:TRAIN EPOCH: 1601|4000
+INFO:EPOCH 1601/4000 | STEP: 0|136 | Loss: -0.008960
+INFO:EPOCH 1601/4000 | STEP: 100|136 | Loss: -0.008213
+INFO:TRAIN EPOCH: 1602|4000
+INFO:EPOCH 1602/4000 | STEP: 0|136 | Loss: -0.007425
+INFO:EPOCH 1602/4000 | STEP: 100|136 | Loss: -0.006224
+INFO:TRAIN EPOCH: 1603|4000
+INFO:EPOCH 1603/4000 | STEP: 0|136 | Loss: -0.008415
+INFO:EPOCH 1603/4000 | STEP: 100|136 | Loss: -0.007464
+INFO:TRAIN EPOCH: 1604|4000
+INFO:EPOCH 1604/4000 | STEP: 0|136 | Loss: -0.006982
+INFO:EPOCH 1604/4000 | STEP: 100|136 | Loss: -0.009469
+INFO:TRAIN EPOCH: 1605|4000
+INFO:EPOCH 1605/4000 | STEP: 0|136 | Loss: -0.008951
+INFO:EPOCH 1605/4000 | STEP: 100|136 | Loss: -0.008532
+INFO:TRAIN EPOCH: 1606|4000
+INFO:EPOCH 1606/4000 | STEP: 0|136 | Loss: -0.007431
+INFO:EPOCH 1606/4000 | STEP: 100|136 | Loss: -0.008043
+INFO:TRAIN EPOCH: 1607|4000
+INFO:EPOCH 1607/4000 | STEP: 0|136 | Loss: -0.007230
+INFO:EPOCH 1607/4000 | STEP: 100|136 | Loss: -0.009427
+INFO:TRAIN EPOCH: 1608|4000
+INFO:EPOCH 1608/4000 | STEP: 0|136 | Loss: -0.007693
+INFO:EPOCH 1608/4000 | STEP: 100|136 | Loss: -0.008275
+INFO:TRAIN EPOCH: 1609|4000
+INFO:EPOCH 1609/4000 | STEP: 0|136 | Loss: -0.007626
+INFO:EPOCH 1609/4000 | STEP: 100|136 | Loss: -0.008878
+INFO:TRAIN EPOCH: 1610|4000
+INFO:EPOCH 1610/4000 | STEP: 0|136 | Loss: -0.008176
+INFO:EPOCH 1610/4000 | STEP: 100|136 | Loss: -0.009102
+INFO:TRAIN EPOCH: 1611|4000
+INFO:EPOCH 1611/4000 | STEP: 0|136 | Loss: -0.005829
+INFO:EPOCH 1611/4000 | STEP: 100|136 | Loss: -0.006824
+INFO:TRAIN EPOCH: 1612|4000
+INFO:EPOCH 1612/4000 | STEP: 0|136 | Loss: -0.007823
+INFO:EPOCH 1612/4000 | STEP: 100|136 | Loss: -0.009396
+INFO:TRAIN EPOCH: 1613|4000
+INFO:EPOCH 1613/4000 | STEP: 0|136 | Loss: -0.008686
+INFO:EPOCH 1613/4000 | STEP: 100|136 | Loss: -0.009251
+INFO:TRAIN EPOCH: 1614|4000
+INFO:EPOCH 1614/4000 | STEP: 0|136 | Loss: -0.009082
+INFO:EPOCH 1614/4000 | STEP: 100|136 | Loss: -0.007695
+INFO:TRAIN EPOCH: 1615|4000
+INFO:EPOCH 1615/4000 | STEP: 0|136 | Loss: -0.008846
+INFO:EPOCH 1615/4000 | STEP: 100|136 | Loss: -0.008677
+INFO:TRAIN EPOCH: 1616|4000
+INFO:EPOCH 1616/4000 | STEP: 0|136 | Loss: -0.006346
+INFO:EPOCH 1616/4000 | STEP: 100|136 | Loss: -0.006844
+INFO:TRAIN EPOCH: 1617|4000
+INFO:EPOCH 1617/4000 | STEP: 0|136 | Loss: -0.008477
+INFO:EPOCH 1617/4000 | STEP: 100|136 | Loss: -0.008410
+INFO:TRAIN EPOCH: 1618|4000
+INFO:EPOCH 1618/4000 | STEP: 0|136 | Loss: -0.007504
+INFO:EPOCH 1618/4000 | STEP: 100|136 | Loss: -0.008987
+INFO:TRAIN EPOCH: 1619|4000
+INFO:EPOCH 1619/4000 | STEP: 0|136 | Loss: -0.008838
+INFO:VAL NDCG@10, IoU=0.3: 0.147456
+INFO:VAL NDCG@10, IoU=0.5: 0.128699
+INFO:VAL NDCG@10, IoU=0.7: 0.085378
+INFO:VAL NDCG@20, IoU=0.3: 0.140396
+INFO:VAL NDCG@20, IoU=0.5: 0.122968
+INFO:VAL NDCG@20, IoU=0.7: 0.082598
+INFO:VAL NDCG@40, IoU=0.3: 0.147068
+INFO:VAL NDCG@40, IoU=0.5: 0.126794
+INFO:VAL NDCG@40, IoU=0.7: 0.084310
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147379
+INFO:TEST NDCG@10, IoU=0.5: 0.128452
+INFO:TEST NDCG@10, IoU=0.7: 0.085673
+INFO:TEST NDCG@20, IoU=0.3: 0.139535
+INFO:TEST NDCG@20, IoU=0.5: 0.120368
+INFO:TEST NDCG@20, IoU=0.7: 0.079308
+INFO:TEST NDCG@40, IoU=0.3: 0.144842
+INFO:TEST NDCG@40, IoU=0.5: 0.124543
+INFO:TEST NDCG@40, IoU=0.7: 0.081527
+INFO:
+INFO:EPOCH 1619/4000 | STEP: 100|136 | Loss: -0.018131
+INFO:TRAIN EPOCH: 1620|4000
+INFO:EPOCH 1620/4000 | STEP: 0|136 | Loss: 0.015823
+INFO:EPOCH 1620/4000 | STEP: 100|136 | Loss: -0.009118
+INFO:TRAIN EPOCH: 1621|4000
+INFO:EPOCH 1621/4000 | STEP: 0|136 | Loss: -0.008769
+INFO:EPOCH 1621/4000 | STEP: 100|136 | Loss: -0.009147
+INFO:TRAIN EPOCH: 1622|4000
+INFO:EPOCH 1622/4000 | STEP: 0|136 | Loss: -0.009915
+INFO:EPOCH 1622/4000 | STEP: 100|136 | Loss: -0.007397
+INFO:TRAIN EPOCH: 1623|4000
+INFO:EPOCH 1623/4000 | STEP: 0|136 | Loss: -0.007938
+INFO:EPOCH 1623/4000 | STEP: 100|136 | Loss: -0.008772
+INFO:TRAIN EPOCH: 1624|4000
+INFO:EPOCH 1624/4000 | STEP: 0|136 | Loss: -0.008991
+INFO:EPOCH 1624/4000 | STEP: 100|136 | Loss: -0.008370
+INFO:TRAIN EPOCH: 1625|4000
+INFO:EPOCH 1625/4000 | STEP: 0|136 | Loss: -0.009220
+INFO:EPOCH 1625/4000 | STEP: 100|136 | Loss: -0.007251
+INFO:TRAIN EPOCH: 1626|4000
+INFO:EPOCH 1626/4000 | STEP: 0|136 | Loss: -0.008930
+INFO:EPOCH 1626/4000 | STEP: 100|136 | Loss: -0.008659
+INFO:TRAIN EPOCH: 1627|4000
+INFO:EPOCH 1627/4000 | STEP: 0|136 | Loss: -0.009692
+INFO:EPOCH 1627/4000 | STEP: 100|136 | Loss: -0.007991
+INFO:TRAIN EPOCH: 1628|4000
+INFO:EPOCH 1628/4000 | STEP: 0|136 | Loss: -0.006412
+INFO:EPOCH 1628/4000 | STEP: 100|136 | Loss: -0.008985
+INFO:TRAIN EPOCH: 1629|4000
+INFO:EPOCH 1629/4000 | STEP: 0|136 | Loss: -0.008233
+INFO:EPOCH 1629/4000 | STEP: 100|136 | Loss: -0.008368
+INFO:TRAIN EPOCH: 1630|4000
+INFO:EPOCH 1630/4000 | STEP: 0|136 | Loss: -0.010511
+INFO:EPOCH 1630/4000 | STEP: 100|136 | Loss: -0.007758
+INFO:TRAIN EPOCH: 1631|4000
+INFO:EPOCH 1631/4000 | STEP: 0|136 | Loss: -0.009486
+INFO:EPOCH 1631/4000 | STEP: 100|136 | Loss: -0.009010
+INFO:TRAIN EPOCH: 1632|4000
+INFO:EPOCH 1632/4000 | STEP: 0|136 | Loss: -0.009145
+INFO:EPOCH 1632/4000 | STEP: 100|136 | Loss: -0.007873
+INFO:TRAIN EPOCH: 1633|4000
+INFO:EPOCH 1633/4000 | STEP: 0|136 | Loss: -0.008775
+INFO:EPOCH 1633/4000 | STEP: 100|136 | Loss: -0.009068
+INFO:TRAIN EPOCH: 1634|4000
+INFO:EPOCH 1634/4000 | STEP: 0|136 | Loss: -0.006058
+INFO:EPOCH 1634/4000 | STEP: 100|136 | Loss: -0.007714
+INFO:TRAIN EPOCH: 1635|4000
+INFO:EPOCH 1635/4000 | STEP: 0|136 | Loss: -0.007915
+INFO:EPOCH 1635/4000 | STEP: 100|136 | Loss: -0.006996
+INFO:TRAIN EPOCH: 1636|4000
+INFO:EPOCH 1636/4000 | STEP: 0|136 | Loss: -0.009354
+INFO:EPOCH 1636/4000 | STEP: 100|136 | Loss: -0.010190
+INFO:TRAIN EPOCH: 1637|4000
+INFO:EPOCH 1637/4000 | STEP: 0|136 | Loss: -0.010248
+INFO:EPOCH 1637/4000 | STEP: 100|136 | Loss: -0.008366
+INFO:TRAIN EPOCH: 1638|4000
+INFO:EPOCH 1638/4000 | STEP: 0|136 | Loss: -0.008961
+INFO:EPOCH 1638/4000 | STEP: 100|136 | Loss: -0.008262
+INFO:TRAIN EPOCH: 1639|4000
+INFO:EPOCH 1639/4000 | STEP: 0|136 | Loss: -0.008691
+INFO:VAL NDCG@10, IoU=0.3: 0.147623
+INFO:VAL NDCG@10, IoU=0.5: 0.128370
+INFO:VAL NDCG@10, IoU=0.7: 0.085810
+INFO:VAL NDCG@20, IoU=0.3: 0.140917
+INFO:VAL NDCG@20, IoU=0.5: 0.121931
+INFO:VAL NDCG@20, IoU=0.7: 0.081131
+INFO:VAL NDCG@40, IoU=0.3: 0.144956
+INFO:VAL NDCG@40, IoU=0.5: 0.124558
+INFO:VAL NDCG@40, IoU=0.7: 0.082785
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.145655
+INFO:TEST NDCG@10, IoU=0.5: 0.126664
+INFO:TEST NDCG@10, IoU=0.7: 0.083605
+INFO:TEST NDCG@20, IoU=0.3: 0.139070
+INFO:TEST NDCG@20, IoU=0.5: 0.119958
+INFO:TEST NDCG@20, IoU=0.7: 0.078300
+INFO:TEST NDCG@40, IoU=0.3: 0.144076
+INFO:TEST NDCG@40, IoU=0.5: 0.123597
+INFO:TEST NDCG@40, IoU=0.7: 0.080810
+INFO:
+INFO:EPOCH 1639/4000 | STEP: 100|136 | Loss: -0.018163
+INFO:TRAIN EPOCH: 1640|4000
+INFO:EPOCH 1640/4000 | STEP: 0|136 | Loss: 0.014829
+INFO:EPOCH 1640/4000 | STEP: 100|136 | Loss: -0.009068
+INFO:TRAIN EPOCH: 1641|4000
+INFO:EPOCH 1641/4000 | STEP: 0|136 | Loss: -0.007823
+INFO:EPOCH 1641/4000 | STEP: 100|136 | Loss: -0.008321
+INFO:TRAIN EPOCH: 1642|4000
+INFO:EPOCH 1642/4000 | STEP: 0|136 | Loss: -0.007418
+INFO:EPOCH 1642/4000 | STEP: 100|136 | Loss: -0.009594
+INFO:TRAIN EPOCH: 1643|4000
+INFO:EPOCH 1643/4000 | STEP: 0|136 | Loss: -0.007667
+INFO:EPOCH 1643/4000 | STEP: 100|136 | Loss: -0.009941
+INFO:TRAIN EPOCH: 1644|4000
+INFO:EPOCH 1644/4000 | STEP: 0|136 | Loss: -0.008251
+INFO:EPOCH 1644/4000 | STEP: 100|136 | Loss: -0.008154
+INFO:TRAIN EPOCH: 1645|4000
+INFO:EPOCH 1645/4000 | STEP: 0|136 | Loss: -0.008589
+INFO:EPOCH 1645/4000 | STEP: 100|136 | Loss: -0.005936
+INFO:TRAIN EPOCH: 1646|4000
+INFO:EPOCH 1646/4000 | STEP: 0|136 | Loss: -0.008972
+INFO:EPOCH 1646/4000 | STEP: 100|136 | Loss: -0.009441
+INFO:TRAIN EPOCH: 1647|4000
+INFO:EPOCH 1647/4000 | STEP: 0|136 | Loss: -0.010213
+INFO:EPOCH 1647/4000 | STEP: 100|136 | Loss: -0.009239
+INFO:TRAIN EPOCH: 1648|4000
+INFO:EPOCH 1648/4000 | STEP: 0|136 | Loss: -0.006182
+INFO:EPOCH 1648/4000 | STEP: 100|136 | Loss: -0.007960
+INFO:TRAIN EPOCH: 1649|4000
+INFO:EPOCH 1649/4000 | STEP: 0|136 | Loss: -0.007984
+INFO:EPOCH 1649/4000 | STEP: 100|136 | Loss: -0.006543
+INFO:TRAIN EPOCH: 1650|4000
+INFO:EPOCH 1650/4000 | STEP: 0|136 | Loss: -0.008711
+INFO:EPOCH 1650/4000 | STEP: 100|136 | Loss: -0.009313
+INFO:TRAIN EPOCH: 1651|4000
+INFO:EPOCH 1651/4000 | STEP: 0|136 | Loss: -0.009669
+INFO:EPOCH 1651/4000 | STEP: 100|136 | Loss: -0.009842
+INFO:TRAIN EPOCH: 1652|4000
+INFO:EPOCH 1652/4000 | STEP: 0|136 | Loss: -0.008971
+INFO:EPOCH 1652/4000 | STEP: 100|136 | Loss: -0.008121
+INFO:TRAIN EPOCH: 1653|4000
+INFO:EPOCH 1653/4000 | STEP: 0|136 | Loss: -0.009281
+INFO:EPOCH 1653/4000 | STEP: 100|136 | Loss: -0.007362
+INFO:TRAIN EPOCH: 1654|4000
+INFO:EPOCH 1654/4000 | STEP: 0|136 | Loss: -0.009304
+INFO:EPOCH 1654/4000 | STEP: 100|136 | Loss: -0.007693
+INFO:TRAIN EPOCH: 1655|4000
+INFO:EPOCH 1655/4000 | STEP: 0|136 | Loss: -0.009062
+INFO:EPOCH 1655/4000 | STEP: 100|136 | Loss: -0.009696
+INFO:TRAIN EPOCH: 1656|4000
+INFO:EPOCH 1656/4000 | STEP: 0|136 | Loss: -0.008118
+INFO:EPOCH 1656/4000 | STEP: 100|136 | Loss: -0.008355
+INFO:TRAIN EPOCH: 1657|4000
+INFO:EPOCH 1657/4000 | STEP: 0|136 | Loss: -0.008485
+INFO:EPOCH 1657/4000 | STEP: 100|136 | Loss: -0.008666
+INFO:TRAIN EPOCH: 1658|4000
+INFO:EPOCH 1658/4000 | STEP: 0|136 | Loss: -0.009540
+INFO:EPOCH 1658/4000 | STEP: 100|136 | Loss: -0.009221
+INFO:TRAIN EPOCH: 1659|4000
+INFO:EPOCH 1659/4000 | STEP: 0|136 | Loss: -0.009315
+INFO:VAL NDCG@10, IoU=0.3: 0.147655
+INFO:VAL NDCG@10, IoU=0.5: 0.125235
+INFO:VAL NDCG@10, IoU=0.7: 0.084426
+INFO:VAL NDCG@20, IoU=0.3: 0.141080
+INFO:VAL NDCG@20, IoU=0.5: 0.120202
+INFO:VAL NDCG@20, IoU=0.7: 0.080332
+INFO:VAL NDCG@40, IoU=0.3: 0.146185
+INFO:VAL NDCG@40, IoU=0.5: 0.124005
+INFO:VAL NDCG@40, IoU=0.7: 0.082580
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147022
+INFO:TEST NDCG@10, IoU=0.5: 0.127815
+INFO:TEST NDCG@10, IoU=0.7: 0.084672
+INFO:TEST NDCG@20, IoU=0.3: 0.139264
+INFO:TEST NDCG@20, IoU=0.5: 0.120567
+INFO:TEST NDCG@20, IoU=0.7: 0.079580
+INFO:TEST NDCG@40, IoU=0.3: 0.143847
+INFO:TEST NDCG@40, IoU=0.5: 0.123863
+INFO:TEST NDCG@40, IoU=0.7: 0.081169
+INFO:
+INFO:EPOCH 1659/4000 | STEP: 100|136 | Loss: -0.017538
+INFO:TRAIN EPOCH: 1660|4000
+INFO:EPOCH 1660/4000 | STEP: 0|136 | Loss: 0.012452
+INFO:EPOCH 1660/4000 | STEP: 100|136 | Loss: -0.009690
+INFO:TRAIN EPOCH: 1661|4000
+INFO:EPOCH 1661/4000 | STEP: 0|136 | Loss: -0.008991
+INFO:EPOCH 1661/4000 | STEP: 100|136 | Loss: -0.009828
+INFO:TRAIN EPOCH: 1662|4000
+INFO:EPOCH 1662/4000 | STEP: 0|136 | Loss: -0.009459
+INFO:EPOCH 1662/4000 | STEP: 100|136 | Loss: -0.008795
+INFO:TRAIN EPOCH: 1663|4000
+INFO:EPOCH 1663/4000 | STEP: 0|136 | Loss: -0.009268
+INFO:EPOCH 1663/4000 | STEP: 100|136 | Loss: -0.009146
+INFO:TRAIN EPOCH: 1664|4000
+INFO:EPOCH 1664/4000 | STEP: 0|136 | Loss: -0.009988
+INFO:EPOCH 1664/4000 | STEP: 100|136 | Loss: -0.007703
+INFO:TRAIN EPOCH: 1665|4000
+INFO:EPOCH 1665/4000 | STEP: 0|136 | Loss: -0.007826
+INFO:EPOCH 1665/4000 | STEP: 100|136 | Loss: -0.007939
+INFO:TRAIN EPOCH: 1666|4000
+INFO:EPOCH 1666/4000 | STEP: 0|136 | Loss: -0.008428
+INFO:EPOCH 1666/4000 | STEP: 100|136 | Loss: -0.009381
+INFO:TRAIN EPOCH: 1667|4000
+INFO:EPOCH 1667/4000 | STEP: 0|136 | Loss: -0.009512
+INFO:EPOCH 1667/4000 | STEP: 100|136 | Loss: -0.009055
+INFO:TRAIN EPOCH: 1668|4000
+INFO:EPOCH 1668/4000 | STEP: 0|136 | Loss: -0.008787
+INFO:EPOCH 1668/4000 | STEP: 100|136 | Loss: -0.008468
+INFO:TRAIN EPOCH: 1669|4000
+INFO:EPOCH 1669/4000 | STEP: 0|136 | Loss: -0.008105
+INFO:EPOCH 1669/4000 | STEP: 100|136 | Loss: -0.010448
+INFO:TRAIN EPOCH: 1670|4000
+INFO:EPOCH 1670/4000 | STEP: 0|136 | Loss: -0.008147
+INFO:EPOCH 1670/4000 | STEP: 100|136 | Loss: -0.007774
+INFO:TRAIN EPOCH: 1671|4000
+INFO:EPOCH 1671/4000 | STEP: 0|136 | Loss: -0.008026
+INFO:EPOCH 1671/4000 | STEP: 100|136 | Loss: -0.006923
+INFO:TRAIN EPOCH: 1672|4000
+INFO:EPOCH 1672/4000 | STEP: 0|136 | Loss: -0.007897
+INFO:EPOCH 1672/4000 | STEP: 100|136 | Loss: -0.009355
+INFO:TRAIN EPOCH: 1673|4000
+INFO:EPOCH 1673/4000 | STEP: 0|136 | Loss: -0.009752
+INFO:EPOCH 1673/4000 | STEP: 100|136 | Loss: -0.008363
+INFO:TRAIN EPOCH: 1674|4000
+INFO:EPOCH 1674/4000 | STEP: 0|136 | Loss: -0.008030
+INFO:EPOCH 1674/4000 | STEP: 100|136 | Loss: -0.008771
+INFO:TRAIN EPOCH: 1675|4000
+INFO:EPOCH 1675/4000 | STEP: 0|136 | Loss: -0.008324
+INFO:EPOCH 1675/4000 | STEP: 100|136 | Loss: -0.008561
+INFO:TRAIN EPOCH: 1676|4000
+INFO:EPOCH 1676/4000 | STEP: 0|136 | Loss: -0.010079
+INFO:EPOCH 1676/4000 | STEP: 100|136 | Loss: -0.010194
+INFO:TRAIN EPOCH: 1677|4000
+INFO:EPOCH 1677/4000 | STEP: 0|136 | Loss: -0.008695
+INFO:EPOCH 1677/4000 | STEP: 100|136 | Loss: -0.009798
+INFO:TRAIN EPOCH: 1678|4000
+INFO:EPOCH 1678/4000 | STEP: 0|136 | Loss: -0.010538
+INFO:EPOCH 1678/4000 | STEP: 100|136 | Loss: -0.008002
+INFO:TRAIN EPOCH: 1679|4000
+INFO:EPOCH 1679/4000 | STEP: 0|136 | Loss: -0.008467
+INFO:VAL NDCG@10, IoU=0.3: 0.145583
+INFO:VAL NDCG@10, IoU=0.5: 0.125614
+INFO:VAL NDCG@10, IoU=0.7: 0.084306
+INFO:VAL NDCG@20, IoU=0.3: 0.140012
+INFO:VAL NDCG@20, IoU=0.5: 0.120645
+INFO:VAL NDCG@20, IoU=0.7: 0.081007
+INFO:VAL NDCG@40, IoU=0.3: 0.146975
+INFO:VAL NDCG@40, IoU=0.5: 0.125664
+INFO:VAL NDCG@40, IoU=0.7: 0.082866
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147687
+INFO:TEST NDCG@10, IoU=0.5: 0.128386
+INFO:TEST NDCG@10, IoU=0.7: 0.084907
+INFO:TEST NDCG@20, IoU=0.3: 0.140003
+INFO:TEST NDCG@20, IoU=0.5: 0.120900
+INFO:TEST NDCG@20, IoU=0.7: 0.079904
+INFO:TEST NDCG@40, IoU=0.3: 0.144595
+INFO:TEST NDCG@40, IoU=0.5: 0.124173
+INFO:TEST NDCG@40, IoU=0.7: 0.081492
+INFO:
+INFO:EPOCH 1679/4000 | STEP: 100|136 | Loss: -0.018443
+INFO:TRAIN EPOCH: 1680|4000
+INFO:EPOCH 1680/4000 | STEP: 0|136 | Loss: 0.013317
+INFO:EPOCH 1680/4000 | STEP: 100|136 | Loss: -0.007843
+INFO:TRAIN EPOCH: 1681|4000
+INFO:EPOCH 1681/4000 | STEP: 0|136 | Loss: -0.009120
+INFO:EPOCH 1681/4000 | STEP: 100|136 | Loss: -0.009102
+INFO:TRAIN EPOCH: 1682|4000
+INFO:EPOCH 1682/4000 | STEP: 0|136 | Loss: -0.009912
+INFO:EPOCH 1682/4000 | STEP: 100|136 | Loss: -0.008890
+INFO:TRAIN EPOCH: 1683|4000
+INFO:EPOCH 1683/4000 | STEP: 0|136 | Loss: -0.009516
+INFO:EPOCH 1683/4000 | STEP: 100|136 | Loss: -0.010463
+INFO:TRAIN EPOCH: 1684|4000
+INFO:EPOCH 1684/4000 | STEP: 0|136 | Loss: -0.007683
+INFO:EPOCH 1684/4000 | STEP: 100|136 | Loss: -0.007790
+INFO:TRAIN EPOCH: 1685|4000
+INFO:EPOCH 1685/4000 | STEP: 0|136 | Loss: -0.010374
+INFO:EPOCH 1685/4000 | STEP: 100|136 | Loss: -0.008827
+INFO:TRAIN EPOCH: 1686|4000
+INFO:EPOCH 1686/4000 | STEP: 0|136 | Loss: -0.007657
+INFO:EPOCH 1686/4000 | STEP: 100|136 | Loss: -0.009399
+INFO:TRAIN EPOCH: 1687|4000
+INFO:EPOCH 1687/4000 | STEP: 0|136 | Loss: -0.009112
+INFO:EPOCH 1687/4000 | STEP: 100|136 | Loss: -0.008855
+INFO:TRAIN EPOCH: 1688|4000
+INFO:EPOCH 1688/4000 | STEP: 0|136 | Loss: -0.008998
+INFO:EPOCH 1688/4000 | STEP: 100|136 | Loss: -0.008809
+INFO:TRAIN EPOCH: 1689|4000
+INFO:EPOCH 1689/4000 | STEP: 0|136 | Loss: -0.008452
+INFO:EPOCH 1689/4000 | STEP: 100|136 | Loss: -0.008099
+INFO:TRAIN EPOCH: 1690|4000
+INFO:EPOCH 1690/4000 | STEP: 0|136 | Loss: -0.009964
+INFO:EPOCH 1690/4000 | STEP: 100|136 | Loss: -0.009174
+INFO:TRAIN EPOCH: 1691|4000
+INFO:EPOCH 1691/4000 | STEP: 0|136 | Loss: -0.009214
+INFO:EPOCH 1691/4000 | STEP: 100|136 | Loss: -0.008152
+INFO:TRAIN EPOCH: 1692|4000
+INFO:EPOCH 1692/4000 | STEP: 0|136 | Loss: -0.008123
+INFO:EPOCH 1692/4000 | STEP: 100|136 | Loss: -0.009245
+INFO:TRAIN EPOCH: 1693|4000
+INFO:EPOCH 1693/4000 | STEP: 0|136 | Loss: -0.009239
+INFO:EPOCH 1693/4000 | STEP: 100|136 | Loss: -0.009270
+INFO:TRAIN EPOCH: 1694|4000
+INFO:EPOCH 1694/4000 | STEP: 0|136 | Loss: -0.008438
+INFO:EPOCH 1694/4000 | STEP: 100|136 | Loss: -0.009754
+INFO:TRAIN EPOCH: 1695|4000
+INFO:EPOCH 1695/4000 | STEP: 0|136 | Loss: -0.008553
+INFO:EPOCH 1695/4000 | STEP: 100|136 | Loss: -0.007517
+INFO:TRAIN EPOCH: 1696|4000
+INFO:EPOCH 1696/4000 | STEP: 0|136 | Loss: -0.006168
+INFO:EPOCH 1696/4000 | STEP: 100|136 | Loss: -0.008793
+INFO:TRAIN EPOCH: 1697|4000
+INFO:EPOCH 1697/4000 | STEP: 0|136 | Loss: -0.008109
+INFO:EPOCH 1697/4000 | STEP: 100|136 | Loss: -0.009875
+INFO:TRAIN EPOCH: 1698|4000
+INFO:EPOCH 1698/4000 | STEP: 0|136 | Loss: -0.009130
+INFO:EPOCH 1698/4000 | STEP: 100|136 | Loss: -0.008228
+INFO:TRAIN EPOCH: 1699|4000
+INFO:EPOCH 1699/4000 | STEP: 0|136 | Loss: -0.010892
+INFO:VAL NDCG@10, IoU=0.3: 0.148458
+INFO:VAL NDCG@10, IoU=0.5: 0.129611
+INFO:VAL NDCG@10, IoU=0.7: 0.086173
+INFO:VAL NDCG@20, IoU=0.3: 0.140582
+INFO:VAL NDCG@20, IoU=0.5: 0.122743
+INFO:VAL NDCG@20, IoU=0.7: 0.081971
+INFO:VAL NDCG@40, IoU=0.3: 0.147497
+INFO:VAL NDCG@40, IoU=0.5: 0.127379
+INFO:VAL NDCG@40, IoU=0.7: 0.084514
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147008
+INFO:TEST NDCG@10, IoU=0.5: 0.128581
+INFO:TEST NDCG@10, IoU=0.7: 0.085465
+INFO:TEST NDCG@20, IoU=0.3: 0.139320
+INFO:TEST NDCG@20, IoU=0.5: 0.120862
+INFO:TEST NDCG@20, IoU=0.7: 0.079465
+INFO:TEST NDCG@40, IoU=0.3: 0.144016
+INFO:TEST NDCG@40, IoU=0.5: 0.124105
+INFO:TEST NDCG@40, IoU=0.7: 0.081395
+INFO:
+INFO:EPOCH 1699/4000 | STEP: 100|136 | Loss: -0.017841
+INFO:TRAIN EPOCH: 1700|4000
+INFO:EPOCH 1700/4000 | STEP: 0|136 | Loss: 0.013617
+INFO:EPOCH 1700/4000 | STEP: 100|136 | Loss: -0.008447
+INFO:TRAIN EPOCH: 1701|4000
+INFO:EPOCH 1701/4000 | STEP: 0|136 | Loss: -0.009348
+INFO:EPOCH 1701/4000 | STEP: 100|136 | Loss: -0.008732
+INFO:TRAIN EPOCH: 1702|4000
+INFO:EPOCH 1702/4000 | STEP: 0|136 | Loss: -0.010135
+INFO:EPOCH 1702/4000 | STEP: 100|136 | Loss: -0.008783
+INFO:TRAIN EPOCH: 1703|4000
+INFO:EPOCH 1703/4000 | STEP: 0|136 | Loss: -0.008533
+INFO:EPOCH 1703/4000 | STEP: 100|136 | Loss: -0.008017
+INFO:TRAIN EPOCH: 1704|4000
+INFO:EPOCH 1704/4000 | STEP: 0|136 | Loss: -0.009326
+INFO:EPOCH 1704/4000 | STEP: 100|136 | Loss: -0.009216
+INFO:TRAIN EPOCH: 1705|4000
+INFO:EPOCH 1705/4000 | STEP: 0|136 | Loss: -0.009558
+INFO:EPOCH 1705/4000 | STEP: 100|136 | Loss: -0.009889
+INFO:TRAIN EPOCH: 1706|4000
+INFO:EPOCH 1706/4000 | STEP: 0|136 | Loss: -0.007763
+INFO:EPOCH 1706/4000 | STEP: 100|136 | Loss: -0.007875
+INFO:TRAIN EPOCH: 1707|4000
+INFO:EPOCH 1707/4000 | STEP: 0|136 | Loss: -0.009448
+INFO:EPOCH 1707/4000 | STEP: 100|136 | Loss: -0.010542
+INFO:TRAIN EPOCH: 1708|4000
+INFO:EPOCH 1708/4000 | STEP: 0|136 | Loss: -0.009168
+INFO:EPOCH 1708/4000 | STEP: 100|136 | Loss: -0.008002
+INFO:TRAIN EPOCH: 1709|4000
+INFO:EPOCH 1709/4000 | STEP: 0|136 | Loss: -0.005947
+INFO:EPOCH 1709/4000 | STEP: 100|136 | Loss: -0.008803
+INFO:TRAIN EPOCH: 1710|4000
+INFO:EPOCH 1710/4000 | STEP: 0|136 | Loss: -0.008532
+INFO:EPOCH 1710/4000 | STEP: 100|136 | Loss: -0.010213
+INFO:TRAIN EPOCH: 1711|4000
+INFO:EPOCH 1711/4000 | STEP: 0|136 | Loss: -0.008642
+INFO:EPOCH 1711/4000 | STEP: 100|136 | Loss: -0.009214
+INFO:TRAIN EPOCH: 1712|4000
+INFO:EPOCH 1712/4000 | STEP: 0|136 | Loss: -0.007957
+INFO:EPOCH 1712/4000 | STEP: 100|136 | Loss: -0.009936
+INFO:TRAIN EPOCH: 1713|4000
+INFO:EPOCH 1713/4000 | STEP: 0|136 | Loss: -0.009903
+INFO:EPOCH 1713/4000 | STEP: 100|136 | Loss: -0.009851
+INFO:TRAIN EPOCH: 1714|4000
+INFO:EPOCH 1714/4000 | STEP: 0|136 | Loss: -0.009276
+INFO:EPOCH 1714/4000 | STEP: 100|136 | Loss: -0.008798
+INFO:TRAIN EPOCH: 1715|4000
+INFO:EPOCH 1715/4000 | STEP: 0|136 | Loss: -0.009596
+INFO:EPOCH 1715/4000 | STEP: 100|136 | Loss: -0.009246
+INFO:TRAIN EPOCH: 1716|4000
+INFO:EPOCH 1716/4000 | STEP: 0|136 | Loss: -0.009162
+INFO:EPOCH 1716/4000 | STEP: 100|136 | Loss: -0.009563
+INFO:TRAIN EPOCH: 1717|4000
+INFO:EPOCH 1717/4000 | STEP: 0|136 | Loss: -0.010544
+INFO:EPOCH 1717/4000 | STEP: 100|136 | Loss: -0.009732
+INFO:TRAIN EPOCH: 1718|4000
+INFO:EPOCH 1718/4000 | STEP: 0|136 | Loss: -0.008899
+INFO:EPOCH 1718/4000 | STEP: 100|136 | Loss: -0.010145
+INFO:TRAIN EPOCH: 1719|4000
+INFO:EPOCH 1719/4000 | STEP: 0|136 | Loss: -0.010040
+INFO:VAL NDCG@10, IoU=0.3: 0.150709
+INFO:VAL NDCG@10, IoU=0.5: 0.131489
+INFO:VAL NDCG@10, IoU=0.7: 0.086807
+INFO:VAL NDCG@20, IoU=0.3: 0.143206
+INFO:VAL NDCG@20, IoU=0.5: 0.123798
+INFO:VAL NDCG@20, IoU=0.7: 0.082927
+INFO:VAL NDCG@40, IoU=0.3: 0.149210
+INFO:VAL NDCG@40, IoU=0.5: 0.128533
+INFO:VAL NDCG@40, IoU=0.7: 0.084715
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147615
+INFO:TEST NDCG@10, IoU=0.5: 0.129410
+INFO:TEST NDCG@10, IoU=0.7: 0.086164
+INFO:TEST NDCG@20, IoU=0.3: 0.139928
+INFO:TEST NDCG@20, IoU=0.5: 0.121716
+INFO:TEST NDCG@20, IoU=0.7: 0.080595
+INFO:TEST NDCG@40, IoU=0.3: 0.144733
+INFO:TEST NDCG@40, IoU=0.5: 0.125037
+INFO:TEST NDCG@40, IoU=0.7: 0.082062
+INFO:
+INFO:EPOCH 1719/4000 | STEP: 100|136 | Loss: -0.018218
+INFO:TRAIN EPOCH: 1720|4000
+INFO:EPOCH 1720/4000 | STEP: 0|136 | Loss: 0.013227
+INFO:EPOCH 1720/4000 | STEP: 100|136 | Loss: -0.008676
+INFO:TRAIN EPOCH: 1721|4000
+INFO:EPOCH 1721/4000 | STEP: 0|136 | Loss: -0.009564
+INFO:EPOCH 1721/4000 | STEP: 100|136 | Loss: -0.008931
+INFO:TRAIN EPOCH: 1722|4000
+INFO:EPOCH 1722/4000 | STEP: 0|136 | Loss: -0.009708
+INFO:EPOCH 1722/4000 | STEP: 100|136 | Loss: -0.009788
+INFO:TRAIN EPOCH: 1723|4000
+INFO:EPOCH 1723/4000 | STEP: 0|136 | Loss: -0.011745
+INFO:EPOCH 1723/4000 | STEP: 100|136 | Loss: -0.009243
+INFO:TRAIN EPOCH: 1724|4000
+INFO:EPOCH 1724/4000 | STEP: 0|136 | Loss: -0.009104
+INFO:EPOCH 1724/4000 | STEP: 100|136 | Loss: -0.007925
+INFO:TRAIN EPOCH: 1725|4000
+INFO:EPOCH 1725/4000 | STEP: 0|136 | Loss: -0.009559
+INFO:EPOCH 1725/4000 | STEP: 100|136 | Loss: -0.010037
+INFO:TRAIN EPOCH: 1726|4000
+INFO:EPOCH 1726/4000 | STEP: 0|136 | Loss: -0.009384
+INFO:EPOCH 1726/4000 | STEP: 100|136 | Loss: -0.008913
+INFO:TRAIN EPOCH: 1727|4000
+INFO:EPOCH 1727/4000 | STEP: 0|136 | Loss: -0.006457
+INFO:EPOCH 1727/4000 | STEP: 100|136 | Loss: -0.008634
+INFO:TRAIN EPOCH: 1728|4000
+INFO:EPOCH 1728/4000 | STEP: 0|136 | Loss: -0.008697
+INFO:EPOCH 1728/4000 | STEP: 100|136 | Loss: -0.007829
+INFO:TRAIN EPOCH: 1729|4000
+INFO:EPOCH 1729/4000 | STEP: 0|136 | Loss: -0.010395
+INFO:EPOCH 1729/4000 | STEP: 100|136 | Loss: -0.009525
+INFO:TRAIN EPOCH: 1730|4000
+INFO:EPOCH 1730/4000 | STEP: 0|136 | Loss: -0.007909
+INFO:EPOCH 1730/4000 | STEP: 100|136 | Loss: -0.009688
+INFO:TRAIN EPOCH: 1731|4000
+INFO:EPOCH 1731/4000 | STEP: 0|136 | Loss: -0.009278
+INFO:EPOCH 1731/4000 | STEP: 100|136 | Loss: -0.009507
+INFO:TRAIN EPOCH: 1732|4000
+INFO:EPOCH 1732/4000 | STEP: 0|136 | Loss: -0.010019
+INFO:EPOCH 1732/4000 | STEP: 100|136 | Loss: -0.009451
+INFO:TRAIN EPOCH: 1733|4000
+INFO:EPOCH 1733/4000 | STEP: 0|136 | Loss: -0.010101
+INFO:EPOCH 1733/4000 | STEP: 100|136 | Loss: -0.008550
+INFO:TRAIN EPOCH: 1734|4000
+INFO:EPOCH 1734/4000 | STEP: 0|136 | Loss: -0.009163
+INFO:EPOCH 1734/4000 | STEP: 100|136 | Loss: -0.009536
+INFO:TRAIN EPOCH: 1735|4000
+INFO:EPOCH 1735/4000 | STEP: 0|136 | Loss: -0.009186
+INFO:EPOCH 1735/4000 | STEP: 100|136 | Loss: -0.010957
+INFO:TRAIN EPOCH: 1736|4000
+INFO:EPOCH 1736/4000 | STEP: 0|136 | Loss: -0.007812
+INFO:EPOCH 1736/4000 | STEP: 100|136 | Loss: -0.008598
+INFO:TRAIN EPOCH: 1737|4000
+INFO:EPOCH 1737/4000 | STEP: 0|136 | Loss: -0.009699
+INFO:EPOCH 1737/4000 | STEP: 100|136 | Loss: -0.008344
+INFO:TRAIN EPOCH: 1738|4000
+INFO:EPOCH 1738/4000 | STEP: 0|136 | Loss: -0.007198
+INFO:EPOCH 1738/4000 | STEP: 100|136 | Loss: -0.009558
+INFO:TRAIN EPOCH: 1739|4000
+INFO:EPOCH 1739/4000 | STEP: 0|136 | Loss: -0.008354
+INFO:VAL NDCG@10, IoU=0.3: 0.148652
+INFO:VAL NDCG@10, IoU=0.5: 0.128800
+INFO:VAL NDCG@10, IoU=0.7: 0.084830
+INFO:VAL NDCG@20, IoU=0.3: 0.142072
+INFO:VAL NDCG@20, IoU=0.5: 0.122406
+INFO:VAL NDCG@20, IoU=0.7: 0.081672
+INFO:VAL NDCG@40, IoU=0.3: 0.148121
+INFO:VAL NDCG@40, IoU=0.5: 0.127135
+INFO:VAL NDCG@40, IoU=0.7: 0.084045
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148726
+INFO:TEST NDCG@10, IoU=0.5: 0.129950
+INFO:TEST NDCG@10, IoU=0.7: 0.086877
+INFO:TEST NDCG@20, IoU=0.3: 0.140788
+INFO:TEST NDCG@20, IoU=0.5: 0.122118
+INFO:TEST NDCG@20, IoU=0.7: 0.081354
+INFO:TEST NDCG@40, IoU=0.3: 0.146066
+INFO:TEST NDCG@40, IoU=0.5: 0.125868
+INFO:TEST NDCG@40, IoU=0.7: 0.083005
+INFO:
+INFO:EPOCH 1739/4000 | STEP: 100|136 | Loss: -0.017984
+INFO:TRAIN EPOCH: 1740|4000
+INFO:EPOCH 1740/4000 | STEP: 0|136 | Loss: 0.015037
+INFO:EPOCH 1740/4000 | STEP: 100|136 | Loss: -0.008231
+INFO:TRAIN EPOCH: 1741|4000
+INFO:EPOCH 1741/4000 | STEP: 0|136 | Loss: -0.009194
+INFO:EPOCH 1741/4000 | STEP: 100|136 | Loss: -0.008548
+INFO:TRAIN EPOCH: 1742|4000
+INFO:EPOCH 1742/4000 | STEP: 0|136 | Loss: -0.009150
+INFO:EPOCH 1742/4000 | STEP: 100|136 | Loss: -0.008165
+INFO:TRAIN EPOCH: 1743|4000
+INFO:EPOCH 1743/4000 | STEP: 0|136 | Loss: -0.009187
+INFO:EPOCH 1743/4000 | STEP: 100|136 | Loss: -0.009136
+INFO:TRAIN EPOCH: 1744|4000
+INFO:EPOCH 1744/4000 | STEP: 0|136 | Loss: -0.007457
+INFO:EPOCH 1744/4000 | STEP: 100|136 | Loss: -0.008753
+INFO:TRAIN EPOCH: 1745|4000
+INFO:EPOCH 1745/4000 | STEP: 0|136 | Loss: -0.008818
+INFO:EPOCH 1745/4000 | STEP: 100|136 | Loss: -0.008811
+INFO:TRAIN EPOCH: 1746|4000
+INFO:EPOCH 1746/4000 | STEP: 0|136 | Loss: -0.008828
+INFO:EPOCH 1746/4000 | STEP: 100|136 | Loss: -0.009744
+INFO:TRAIN EPOCH: 1747|4000
+INFO:EPOCH 1747/4000 | STEP: 0|136 | Loss: -0.010436
+INFO:EPOCH 1747/4000 | STEP: 100|136 | Loss: -0.008659
+INFO:TRAIN EPOCH: 1748|4000
+INFO:EPOCH 1748/4000 | STEP: 0|136 | Loss: -0.008819
+INFO:EPOCH 1748/4000 | STEP: 100|136 | Loss: -0.007927
+INFO:TRAIN EPOCH: 1749|4000
+INFO:EPOCH 1749/4000 | STEP: 0|136 | Loss: -0.009572
+INFO:EPOCH 1749/4000 | STEP: 100|136 | Loss: -0.006999
+INFO:TRAIN EPOCH: 1750|4000
+INFO:EPOCH 1750/4000 | STEP: 0|136 | Loss: -0.011119
+INFO:EPOCH 1750/4000 | STEP: 100|136 | Loss: -0.008731
+INFO:TRAIN EPOCH: 1751|4000
+INFO:EPOCH 1751/4000 | STEP: 0|136 | Loss: -0.009645
+INFO:EPOCH 1751/4000 | STEP: 100|136 | Loss: -0.009541
+INFO:TRAIN EPOCH: 1752|4000
+INFO:EPOCH 1752/4000 | STEP: 0|136 | Loss: -0.009422
+INFO:EPOCH 1752/4000 | STEP: 100|136 | Loss: -0.008637
+INFO:TRAIN EPOCH: 1753|4000
+INFO:EPOCH 1753/4000 | STEP: 0|136 | Loss: -0.008651
+INFO:EPOCH 1753/4000 | STEP: 100|136 | Loss: -0.009270
+INFO:TRAIN EPOCH: 1754|4000
+INFO:EPOCH 1754/4000 | STEP: 0|136 | Loss: -0.008943
+INFO:EPOCH 1754/4000 | STEP: 100|136 | Loss: -0.008833
+INFO:TRAIN EPOCH: 1755|4000
+INFO:EPOCH 1755/4000 | STEP: 0|136 | Loss: -0.009727
+INFO:EPOCH 1755/4000 | STEP: 100|136 | Loss: -0.007841
+INFO:TRAIN EPOCH: 1756|4000
+INFO:EPOCH 1756/4000 | STEP: 0|136 | Loss: -0.007831
+INFO:EPOCH 1756/4000 | STEP: 100|136 | Loss: -0.009287
+INFO:TRAIN EPOCH: 1757|4000
+INFO:EPOCH 1757/4000 | STEP: 0|136 | Loss: -0.009017
+INFO:EPOCH 1757/4000 | STEP: 100|136 | Loss: -0.009392
+INFO:TRAIN EPOCH: 1758|4000
+INFO:EPOCH 1758/4000 | STEP: 0|136 | Loss: -0.009932
+INFO:EPOCH 1758/4000 | STEP: 100|136 | Loss: -0.008736
+INFO:TRAIN EPOCH: 1759|4000
+INFO:EPOCH 1759/4000 | STEP: 0|136 | Loss: -0.007920
+INFO:VAL NDCG@10, IoU=0.3: 0.149675
+INFO:VAL NDCG@10, IoU=0.5: 0.128892
+INFO:VAL NDCG@10, IoU=0.7: 0.086211
+INFO:VAL NDCG@20, IoU=0.3: 0.142591
+INFO:VAL NDCG@20, IoU=0.5: 0.121633
+INFO:VAL NDCG@20, IoU=0.7: 0.080926
+INFO:VAL NDCG@40, IoU=0.3: 0.148108
+INFO:VAL NDCG@40, IoU=0.5: 0.126278
+INFO:VAL NDCG@40, IoU=0.7: 0.083901
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147679
+INFO:TEST NDCG@10, IoU=0.5: 0.129044
+INFO:TEST NDCG@10, IoU=0.7: 0.087162
+INFO:TEST NDCG@20, IoU=0.3: 0.139989
+INFO:TEST NDCG@20, IoU=0.5: 0.121476
+INFO:TEST NDCG@20, IoU=0.7: 0.081300
+INFO:TEST NDCG@40, IoU=0.3: 0.144955
+INFO:TEST NDCG@40, IoU=0.5: 0.125119
+INFO:TEST NDCG@40, IoU=0.7: 0.083189
+INFO:
+INFO:EPOCH 1759/4000 | STEP: 100|136 | Loss: -0.017153
+INFO:TRAIN EPOCH: 1760|4000
+INFO:EPOCH 1760/4000 | STEP: 0|136 | Loss: 0.013438
+INFO:EPOCH 1760/4000 | STEP: 100|136 | Loss: -0.008451
+INFO:TRAIN EPOCH: 1761|4000
+INFO:EPOCH 1761/4000 | STEP: 0|136 | Loss: -0.009507
+INFO:EPOCH 1761/4000 | STEP: 100|136 | Loss: -0.010290
+INFO:TRAIN EPOCH: 1762|4000
+INFO:EPOCH 1762/4000 | STEP: 0|136 | Loss: -0.009157
+INFO:EPOCH 1762/4000 | STEP: 100|136 | Loss: -0.009016
+INFO:TRAIN EPOCH: 1763|4000
+INFO:EPOCH 1763/4000 | STEP: 0|136 | Loss: -0.009097
+INFO:EPOCH 1763/4000 | STEP: 100|136 | Loss: -0.008349
+INFO:TRAIN EPOCH: 1764|4000
+INFO:EPOCH 1764/4000 | STEP: 0|136 | Loss: -0.010263
+INFO:EPOCH 1764/4000 | STEP: 100|136 | Loss: -0.009787
+INFO:TRAIN EPOCH: 1765|4000
+INFO:EPOCH 1765/4000 | STEP: 0|136 | Loss: -0.009123
+INFO:EPOCH 1765/4000 | STEP: 100|136 | Loss: -0.009920
+INFO:TRAIN EPOCH: 1766|4000
+INFO:EPOCH 1766/4000 | STEP: 0|136 | Loss: -0.008218
+INFO:EPOCH 1766/4000 | STEP: 100|136 | Loss: -0.009979
+INFO:TRAIN EPOCH: 1767|4000
+INFO:EPOCH 1767/4000 | STEP: 0|136 | Loss: -0.008128
+INFO:EPOCH 1767/4000 | STEP: 100|136 | Loss: -0.009352
+INFO:TRAIN EPOCH: 1768|4000
+INFO:EPOCH 1768/4000 | STEP: 0|136 | Loss: -0.009883
+INFO:EPOCH 1768/4000 | STEP: 100|136 | Loss: -0.009719
+INFO:TRAIN EPOCH: 1769|4000
+INFO:EPOCH 1769/4000 | STEP: 0|136 | Loss: -0.008062
+INFO:EPOCH 1769/4000 | STEP: 100|136 | Loss: -0.009446
+INFO:TRAIN EPOCH: 1770|4000
+INFO:EPOCH 1770/4000 | STEP: 0|136 | Loss: -0.010210
+INFO:EPOCH 1770/4000 | STEP: 100|136 | Loss: -0.010835
+INFO:TRAIN EPOCH: 1771|4000
+INFO:EPOCH 1771/4000 | STEP: 0|136 | Loss: -0.009803
+INFO:EPOCH 1771/4000 | STEP: 100|136 | Loss: -0.009816
+INFO:TRAIN EPOCH: 1772|4000
+INFO:EPOCH 1772/4000 | STEP: 0|136 | Loss: -0.009254
+INFO:EPOCH 1772/4000 | STEP: 100|136 | Loss: -0.011030
+INFO:TRAIN EPOCH: 1773|4000
+INFO:EPOCH 1773/4000 | STEP: 0|136 | Loss: -0.008113
+INFO:EPOCH 1773/4000 | STEP: 100|136 | Loss: -0.010633
+INFO:TRAIN EPOCH: 1774|4000
+INFO:EPOCH 1774/4000 | STEP: 0|136 | Loss: -0.007931
+INFO:EPOCH 1774/4000 | STEP: 100|136 | Loss: -0.009763
+INFO:TRAIN EPOCH: 1775|4000
+INFO:EPOCH 1775/4000 | STEP: 0|136 | Loss: -0.006929
+INFO:EPOCH 1775/4000 | STEP: 100|136 | Loss: -0.008209
+INFO:TRAIN EPOCH: 1776|4000
+INFO:EPOCH 1776/4000 | STEP: 0|136 | Loss: -0.009802
+INFO:EPOCH 1776/4000 | STEP: 100|136 | Loss: -0.010708
+INFO:TRAIN EPOCH: 1777|4000
+INFO:EPOCH 1777/4000 | STEP: 0|136 | Loss: -0.009458
+INFO:EPOCH 1777/4000 | STEP: 100|136 | Loss: -0.008973
+INFO:TRAIN EPOCH: 1778|4000
+INFO:EPOCH 1778/4000 | STEP: 0|136 | Loss: -0.009356
+INFO:EPOCH 1778/4000 | STEP: 100|136 | Loss: -0.008151
+INFO:TRAIN EPOCH: 1779|4000
+INFO:EPOCH 1779/4000 | STEP: 0|136 | Loss: -0.009362
+INFO:VAL NDCG@10, IoU=0.3: 0.145489
+INFO:VAL NDCG@10, IoU=0.5: 0.125124
+INFO:VAL NDCG@10, IoU=0.7: 0.080597
+INFO:VAL NDCG@20, IoU=0.3: 0.139419
+INFO:VAL NDCG@20, IoU=0.5: 0.119418
+INFO:VAL NDCG@20, IoU=0.7: 0.077231
+INFO:VAL NDCG@40, IoU=0.3: 0.144725
+INFO:VAL NDCG@40, IoU=0.5: 0.123569
+INFO:VAL NDCG@40, IoU=0.7: 0.079602
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148574
+INFO:TEST NDCG@10, IoU=0.5: 0.130843
+INFO:TEST NDCG@10, IoU=0.7: 0.086255
+INFO:TEST NDCG@20, IoU=0.3: 0.140945
+INFO:TEST NDCG@20, IoU=0.5: 0.123018
+INFO:TEST NDCG@20, IoU=0.7: 0.081070
+INFO:TEST NDCG@40, IoU=0.3: 0.145587
+INFO:TEST NDCG@40, IoU=0.5: 0.126196
+INFO:TEST NDCG@40, IoU=0.7: 0.082784
+INFO:
+INFO:EPOCH 1779/4000 | STEP: 100|136 | Loss: -0.018218
+INFO:TRAIN EPOCH: 1780|4000
+INFO:EPOCH 1780/4000 | STEP: 0|136 | Loss: 0.011864
+INFO:EPOCH 1780/4000 | STEP: 100|136 | Loss: -0.008082
+INFO:TRAIN EPOCH: 1781|4000
+INFO:EPOCH 1781/4000 | STEP: 0|136 | Loss: -0.009894
+INFO:EPOCH 1781/4000 | STEP: 100|136 | Loss: -0.009837
+INFO:TRAIN EPOCH: 1782|4000
+INFO:EPOCH 1782/4000 | STEP: 0|136 | Loss: -0.009877
+INFO:EPOCH 1782/4000 | STEP: 100|136 | Loss: -0.010379
+INFO:TRAIN EPOCH: 1783|4000
+INFO:EPOCH 1783/4000 | STEP: 0|136 | Loss: -0.008050
+INFO:EPOCH 1783/4000 | STEP: 100|136 | Loss: -0.008628
+INFO:TRAIN EPOCH: 1784|4000
+INFO:EPOCH 1784/4000 | STEP: 0|136 | Loss: -0.008740
+INFO:EPOCH 1784/4000 | STEP: 100|136 | Loss: -0.009691
+INFO:TRAIN EPOCH: 1785|4000
+INFO:EPOCH 1785/4000 | STEP: 0|136 | Loss: -0.007725
+INFO:EPOCH 1785/4000 | STEP: 100|136 | Loss: -0.009653
+INFO:TRAIN EPOCH: 1786|4000
+INFO:EPOCH 1786/4000 | STEP: 0|136 | Loss: -0.009884
+INFO:EPOCH 1786/4000 | STEP: 100|136 | Loss: -0.009213
+INFO:TRAIN EPOCH: 1787|4000
+INFO:EPOCH 1787/4000 | STEP: 0|136 | Loss: -0.009565
+INFO:EPOCH 1787/4000 | STEP: 100|136 | Loss: -0.009124
+INFO:TRAIN EPOCH: 1788|4000
+INFO:EPOCH 1788/4000 | STEP: 0|136 | Loss: -0.010066
+INFO:EPOCH 1788/4000 | STEP: 100|136 | Loss: -0.009268
+INFO:TRAIN EPOCH: 1789|4000
+INFO:EPOCH 1789/4000 | STEP: 0|136 | Loss: -0.008583
+INFO:EPOCH 1789/4000 | STEP: 100|136 | Loss: -0.009764
+INFO:TRAIN EPOCH: 1790|4000
+INFO:EPOCH 1790/4000 | STEP: 0|136 | Loss: -0.009598
+INFO:EPOCH 1790/4000 | STEP: 100|136 | Loss: -0.009812
+INFO:TRAIN EPOCH: 1791|4000
+INFO:EPOCH 1791/4000 | STEP: 0|136 | Loss: -0.010437
+INFO:EPOCH 1791/4000 | STEP: 100|136 | Loss: -0.009958
+INFO:TRAIN EPOCH: 1792|4000
+INFO:EPOCH 1792/4000 | STEP: 0|136 | Loss: -0.009561
+INFO:EPOCH 1792/4000 | STEP: 100|136 | Loss: -0.009957
+INFO:TRAIN EPOCH: 1793|4000
+INFO:EPOCH 1793/4000 | STEP: 0|136 | Loss: -0.011080
+INFO:EPOCH 1793/4000 | STEP: 100|136 | Loss: -0.009439
+INFO:TRAIN EPOCH: 1794|4000
+INFO:EPOCH 1794/4000 | STEP: 0|136 | Loss: -0.008365
+INFO:EPOCH 1794/4000 | STEP: 100|136 | Loss: -0.008813
+INFO:TRAIN EPOCH: 1795|4000
+INFO:EPOCH 1795/4000 | STEP: 0|136 | Loss: -0.010156
+INFO:EPOCH 1795/4000 | STEP: 100|136 | Loss: -0.009370
+INFO:TRAIN EPOCH: 1796|4000
+INFO:EPOCH 1796/4000 | STEP: 0|136 | Loss: -0.008636
+INFO:EPOCH 1796/4000 | STEP: 100|136 | Loss: -0.008788
+INFO:TRAIN EPOCH: 1797|4000
+INFO:EPOCH 1797/4000 | STEP: 0|136 | Loss: -0.008842
+INFO:EPOCH 1797/4000 | STEP: 100|136 | Loss: -0.008396
+INFO:TRAIN EPOCH: 1798|4000
+INFO:EPOCH 1798/4000 | STEP: 0|136 | Loss: -0.007580
+INFO:EPOCH 1798/4000 | STEP: 100|136 | Loss: -0.009494
+INFO:TRAIN EPOCH: 1799|4000
+INFO:EPOCH 1799/4000 | STEP: 0|136 | Loss: -0.008299
+INFO:VAL NDCG@10, IoU=0.3: 0.149389
+INFO:VAL NDCG@10, IoU=0.5: 0.129349
+INFO:VAL NDCG@10, IoU=0.7: 0.085242
+INFO:VAL NDCG@20, IoU=0.3: 0.141244
+INFO:VAL NDCG@20, IoU=0.5: 0.121570
+INFO:VAL NDCG@20, IoU=0.7: 0.079980
+INFO:VAL NDCG@40, IoU=0.3: 0.145736
+INFO:VAL NDCG@40, IoU=0.5: 0.125209
+INFO:VAL NDCG@40, IoU=0.7: 0.081858
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146455
+INFO:TEST NDCG@10, IoU=0.5: 0.128683
+INFO:TEST NDCG@10, IoU=0.7: 0.086355
+INFO:TEST NDCG@20, IoU=0.3: 0.139279
+INFO:TEST NDCG@20, IoU=0.5: 0.121737
+INFO:TEST NDCG@20, IoU=0.7: 0.081301
+INFO:TEST NDCG@40, IoU=0.3: 0.144412
+INFO:TEST NDCG@40, IoU=0.5: 0.125137
+INFO:TEST NDCG@40, IoU=0.7: 0.082705
+INFO:
+INFO:EPOCH 1799/4000 | STEP: 100|136 | Loss: -0.018249
+INFO:TRAIN EPOCH: 1800|4000
+INFO:EPOCH 1800/4000 | STEP: 0|136 | Loss: 0.012298
+INFO:EPOCH 1800/4000 | STEP: 100|136 | Loss: -0.009732
+INFO:TRAIN EPOCH: 1801|4000
+INFO:EPOCH 1801/4000 | STEP: 0|136 | Loss: -0.009488
+INFO:EPOCH 1801/4000 | STEP: 100|136 | Loss: -0.009194
+INFO:TRAIN EPOCH: 1802|4000
+INFO:EPOCH 1802/4000 | STEP: 0|136 | Loss: -0.009372
+INFO:EPOCH 1802/4000 | STEP: 100|136 | Loss: -0.009352
+INFO:TRAIN EPOCH: 1803|4000
+INFO:EPOCH 1803/4000 | STEP: 0|136 | Loss: -0.009982
+INFO:EPOCH 1803/4000 | STEP: 100|136 | Loss: -0.008884
+INFO:TRAIN EPOCH: 1804|4000
+INFO:EPOCH 1804/4000 | STEP: 0|136 | Loss: -0.008682
+INFO:EPOCH 1804/4000 | STEP: 100|136 | Loss: -0.009711
+INFO:TRAIN EPOCH: 1805|4000
+INFO:EPOCH 1805/4000 | STEP: 0|136 | Loss: -0.008673
+INFO:EPOCH 1805/4000 | STEP: 100|136 | Loss: -0.008775
+INFO:TRAIN EPOCH: 1806|4000
+INFO:EPOCH 1806/4000 | STEP: 0|136 | Loss: -0.010291
+INFO:EPOCH 1806/4000 | STEP: 100|136 | Loss: -0.007681
+INFO:TRAIN EPOCH: 1807|4000
+INFO:EPOCH 1807/4000 | STEP: 0|136 | Loss: -0.011325
+INFO:EPOCH 1807/4000 | STEP: 100|136 | Loss: -0.009980
+INFO:TRAIN EPOCH: 1808|4000
+INFO:EPOCH 1808/4000 | STEP: 0|136 | Loss: -0.009399
+INFO:EPOCH 1808/4000 | STEP: 100|136 | Loss: -0.009782
+INFO:TRAIN EPOCH: 1809|4000
+INFO:EPOCH 1809/4000 | STEP: 0|136 | Loss: -0.010418
+INFO:EPOCH 1809/4000 | STEP: 100|136 | Loss: -0.008826
+INFO:TRAIN EPOCH: 1810|4000
+INFO:EPOCH 1810/4000 | STEP: 0|136 | Loss: -0.008303
+INFO:EPOCH 1810/4000 | STEP: 100|136 | Loss: -0.008308
+INFO:TRAIN EPOCH: 1811|4000
+INFO:EPOCH 1811/4000 | STEP: 0|136 | Loss: -0.010697
+INFO:EPOCH 1811/4000 | STEP: 100|136 | Loss: -0.008507
+INFO:TRAIN EPOCH: 1812|4000
+INFO:EPOCH 1812/4000 | STEP: 0|136 | Loss: -0.009035
+INFO:EPOCH 1812/4000 | STEP: 100|136 | Loss: -0.010375
+INFO:TRAIN EPOCH: 1813|4000
+INFO:EPOCH 1813/4000 | STEP: 0|136 | Loss: -0.009726
+INFO:EPOCH 1813/4000 | STEP: 100|136 | Loss: -0.009071
+INFO:TRAIN EPOCH: 1814|4000
+INFO:EPOCH 1814/4000 | STEP: 0|136 | Loss: -0.011102
+INFO:EPOCH 1814/4000 | STEP: 100|136 | Loss: -0.008897
+INFO:TRAIN EPOCH: 1815|4000
+INFO:EPOCH 1815/4000 | STEP: 0|136 | Loss: -0.009387
+INFO:EPOCH 1815/4000 | STEP: 100|136 | Loss: -0.009593
+INFO:TRAIN EPOCH: 1816|4000
+INFO:EPOCH 1816/4000 | STEP: 0|136 | Loss: -0.010668
+INFO:EPOCH 1816/4000 | STEP: 100|136 | Loss: -0.008703
+INFO:TRAIN EPOCH: 1817|4000
+INFO:EPOCH 1817/4000 | STEP: 0|136 | Loss: -0.008496
+INFO:EPOCH 1817/4000 | STEP: 100|136 | Loss: -0.010853
+INFO:TRAIN EPOCH: 1818|4000
+INFO:EPOCH 1818/4000 | STEP: 0|136 | Loss: -0.009151
+INFO:EPOCH 1818/4000 | STEP: 100|136 | Loss: -0.009309
+INFO:TRAIN EPOCH: 1819|4000
+INFO:EPOCH 1819/4000 | STEP: 0|136 | Loss: -0.009844
+INFO:VAL NDCG@10, IoU=0.3: 0.144392
+INFO:VAL NDCG@10, IoU=0.5: 0.124331
+INFO:VAL NDCG@10, IoU=0.7: 0.081003
+INFO:VAL NDCG@20, IoU=0.3: 0.139124
+INFO:VAL NDCG@20, IoU=0.5: 0.119501
+INFO:VAL NDCG@20, IoU=0.7: 0.078403
+INFO:VAL NDCG@40, IoU=0.3: 0.144164
+INFO:VAL NDCG@40, IoU=0.5: 0.122536
+INFO:VAL NDCG@40, IoU=0.7: 0.080225
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146270
+INFO:TEST NDCG@10, IoU=0.5: 0.129051
+INFO:TEST NDCG@10, IoU=0.7: 0.085950
+INFO:TEST NDCG@20, IoU=0.3: 0.140136
+INFO:TEST NDCG@20, IoU=0.5: 0.122583
+INFO:TEST NDCG@20, IoU=0.7: 0.081378
+INFO:TEST NDCG@40, IoU=0.3: 0.144922
+INFO:TEST NDCG@40, IoU=0.5: 0.125742
+INFO:TEST NDCG@40, IoU=0.7: 0.082898
+INFO:
+INFO:EPOCH 1819/4000 | STEP: 100|136 | Loss: -0.018011
+INFO:TRAIN EPOCH: 1820|4000
+INFO:EPOCH 1820/4000 | STEP: 0|136 | Loss: 0.012606
+INFO:EPOCH 1820/4000 | STEP: 100|136 | Loss: -0.009056
+INFO:TRAIN EPOCH: 1821|4000
+INFO:EPOCH 1821/4000 | STEP: 0|136 | Loss: -0.010627
+INFO:EPOCH 1821/4000 | STEP: 100|136 | Loss: -0.008779
+INFO:TRAIN EPOCH: 1822|4000
+INFO:EPOCH 1822/4000 | STEP: 0|136 | Loss: -0.009531
+INFO:EPOCH 1822/4000 | STEP: 100|136 | Loss: -0.011197
+INFO:TRAIN EPOCH: 1823|4000
+INFO:EPOCH 1823/4000 | STEP: 0|136 | Loss: -0.011007
+INFO:EPOCH 1823/4000 | STEP: 100|136 | Loss: -0.008184
+INFO:TRAIN EPOCH: 1824|4000
+INFO:EPOCH 1824/4000 | STEP: 0|136 | Loss: -0.008233
+INFO:EPOCH 1824/4000 | STEP: 100|136 | Loss: -0.010943
+INFO:TRAIN EPOCH: 1825|4000
+INFO:EPOCH 1825/4000 | STEP: 0|136 | Loss: -0.008293
+INFO:EPOCH 1825/4000 | STEP: 100|136 | Loss: -0.009201
+INFO:TRAIN EPOCH: 1826|4000
+INFO:EPOCH 1826/4000 | STEP: 0|136 | Loss: -0.009716
+INFO:EPOCH 1826/4000 | STEP: 100|136 | Loss: -0.009557
+INFO:TRAIN EPOCH: 1827|4000
+INFO:EPOCH 1827/4000 | STEP: 0|136 | Loss: -0.008961
+INFO:EPOCH 1827/4000 | STEP: 100|136 | Loss: -0.009298
+INFO:TRAIN EPOCH: 1828|4000
+INFO:EPOCH 1828/4000 | STEP: 0|136 | Loss: -0.010266
+INFO:EPOCH 1828/4000 | STEP: 100|136 | Loss: -0.009242
+INFO:TRAIN EPOCH: 1829|4000
+INFO:EPOCH 1829/4000 | STEP: 0|136 | Loss: -0.010468
+INFO:EPOCH 1829/4000 | STEP: 100|136 | Loss: -0.009818
+INFO:TRAIN EPOCH: 1830|4000
+INFO:EPOCH 1830/4000 | STEP: 0|136 | Loss: -0.009855
+INFO:EPOCH 1830/4000 | STEP: 100|136 | Loss: -0.009690
+INFO:TRAIN EPOCH: 1831|4000
+INFO:EPOCH 1831/4000 | STEP: 0|136 | Loss: -0.009319
+INFO:EPOCH 1831/4000 | STEP: 100|136 | Loss: -0.006981
+INFO:TRAIN EPOCH: 1832|4000
+INFO:EPOCH 1832/4000 | STEP: 0|136 | Loss: -0.011467
+INFO:EPOCH 1832/4000 | STEP: 100|136 | Loss: -0.009367
+INFO:TRAIN EPOCH: 1833|4000
+INFO:EPOCH 1833/4000 | STEP: 0|136 | Loss: -0.010379
+INFO:EPOCH 1833/4000 | STEP: 100|136 | Loss: -0.010091
+INFO:TRAIN EPOCH: 1834|4000
+INFO:EPOCH 1834/4000 | STEP: 0|136 | Loss: -0.009501
+INFO:EPOCH 1834/4000 | STEP: 100|136 | Loss: -0.008902
+INFO:TRAIN EPOCH: 1835|4000
+INFO:EPOCH 1835/4000 | STEP: 0|136 | Loss: -0.009398
+INFO:EPOCH 1835/4000 | STEP: 100|136 | Loss: -0.008513
+INFO:TRAIN EPOCH: 1836|4000
+INFO:EPOCH 1836/4000 | STEP: 0|136 | Loss: -0.010576
+INFO:EPOCH 1836/4000 | STEP: 100|136 | Loss: -0.009971
+INFO:TRAIN EPOCH: 1837|4000
+INFO:EPOCH 1837/4000 | STEP: 0|136 | Loss: -0.011053
+INFO:EPOCH 1837/4000 | STEP: 100|136 | Loss: -0.010207
+INFO:TRAIN EPOCH: 1838|4000
+INFO:EPOCH 1838/4000 | STEP: 0|136 | Loss: -0.008775
+INFO:EPOCH 1838/4000 | STEP: 100|136 | Loss: -0.010622
+INFO:TRAIN EPOCH: 1839|4000
+INFO:EPOCH 1839/4000 | STEP: 0|136 | Loss: -0.009772
+INFO:VAL NDCG@10, IoU=0.3: 0.147427
+INFO:VAL NDCG@10, IoU=0.5: 0.126803
+INFO:VAL NDCG@10, IoU=0.7: 0.084421
+INFO:VAL NDCG@20, IoU=0.3: 0.140337
+INFO:VAL NDCG@20, IoU=0.5: 0.120478
+INFO:VAL NDCG@20, IoU=0.7: 0.080207
+INFO:VAL NDCG@40, IoU=0.3: 0.145444
+INFO:VAL NDCG@40, IoU=0.5: 0.123520
+INFO:VAL NDCG@40, IoU=0.7: 0.081658
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147055
+INFO:TEST NDCG@10, IoU=0.5: 0.128759
+INFO:TEST NDCG@10, IoU=0.7: 0.086190
+INFO:TEST NDCG@20, IoU=0.3: 0.139505
+INFO:TEST NDCG@20, IoU=0.5: 0.121128
+INFO:TEST NDCG@20, IoU=0.7: 0.080472
+INFO:TEST NDCG@40, IoU=0.3: 0.144789
+INFO:TEST NDCG@40, IoU=0.5: 0.125095
+INFO:TEST NDCG@40, IoU=0.7: 0.082562
+INFO:
+INFO:EPOCH 1839/4000 | STEP: 100|136 | Loss: -0.018074
+INFO:TRAIN EPOCH: 1840|4000
+INFO:EPOCH 1840/4000 | STEP: 0|136 | Loss: 0.014315
+INFO:EPOCH 1840/4000 | STEP: 100|136 | Loss: -0.009923
+INFO:TRAIN EPOCH: 1841|4000
+INFO:EPOCH 1841/4000 | STEP: 0|136 | Loss: -0.009191
+INFO:EPOCH 1841/4000 | STEP: 100|136 | Loss: -0.009952
+INFO:TRAIN EPOCH: 1842|4000
+INFO:EPOCH 1842/4000 | STEP: 0|136 | Loss: -0.009143
+INFO:EPOCH 1842/4000 | STEP: 100|136 | Loss: -0.009539
+INFO:TRAIN EPOCH: 1843|4000
+INFO:EPOCH 1843/4000 | STEP: 0|136 | Loss: -0.008031
+INFO:EPOCH 1843/4000 | STEP: 100|136 | Loss: -0.010434
+INFO:TRAIN EPOCH: 1844|4000
+INFO:EPOCH 1844/4000 | STEP: 0|136 | Loss: -0.010506
+INFO:EPOCH 1844/4000 | STEP: 100|136 | Loss: -0.009194
+INFO:TRAIN EPOCH: 1845|4000
+INFO:EPOCH 1845/4000 | STEP: 0|136 | Loss: -0.010864
+INFO:EPOCH 1845/4000 | STEP: 100|136 | Loss: -0.009608
+INFO:TRAIN EPOCH: 1846|4000
+INFO:EPOCH 1846/4000 | STEP: 0|136 | Loss: -0.009821
+INFO:EPOCH 1846/4000 | STEP: 100|136 | Loss: -0.009016
+INFO:TRAIN EPOCH: 1847|4000
+INFO:EPOCH 1847/4000 | STEP: 0|136 | Loss: -0.010657
+INFO:EPOCH 1847/4000 | STEP: 100|136 | Loss: -0.010624
+INFO:TRAIN EPOCH: 1848|4000
+INFO:EPOCH 1848/4000 | STEP: 0|136 | Loss: -0.008275
+INFO:EPOCH 1848/4000 | STEP: 100|136 | Loss: -0.010493
+INFO:TRAIN EPOCH: 1849|4000
+INFO:EPOCH 1849/4000 | STEP: 0|136 | Loss: -0.010650
+INFO:EPOCH 1849/4000 | STEP: 100|136 | Loss: -0.010281
+INFO:TRAIN EPOCH: 1850|4000
+INFO:EPOCH 1850/4000 | STEP: 0|136 | Loss: -0.008322
+INFO:EPOCH 1850/4000 | STEP: 100|136 | Loss: -0.008942
+INFO:TRAIN EPOCH: 1851|4000
+INFO:EPOCH 1851/4000 | STEP: 0|136 | Loss: -0.009304
+INFO:EPOCH 1851/4000 | STEP: 100|136 | Loss: -0.007656
+INFO:TRAIN EPOCH: 1852|4000
+INFO:EPOCH 1852/4000 | STEP: 0|136 | Loss: -0.010552
+INFO:EPOCH 1852/4000 | STEP: 100|136 | Loss: -0.009559
+INFO:TRAIN EPOCH: 1853|4000
+INFO:EPOCH 1853/4000 | STEP: 0|136 | Loss: -0.009874
+INFO:EPOCH 1853/4000 | STEP: 100|136 | Loss: -0.010233
+INFO:TRAIN EPOCH: 1854|4000
+INFO:EPOCH 1854/4000 | STEP: 0|136 | Loss: -0.008953
+INFO:EPOCH 1854/4000 | STEP: 100|136 | Loss: -0.009139
+INFO:TRAIN EPOCH: 1855|4000
+INFO:EPOCH 1855/4000 | STEP: 0|136 | Loss: -0.009252
+INFO:EPOCH 1855/4000 | STEP: 100|136 | Loss: -0.010668
+INFO:TRAIN EPOCH: 1856|4000
+INFO:EPOCH 1856/4000 | STEP: 0|136 | Loss: -0.009991
+INFO:EPOCH 1856/4000 | STEP: 100|136 | Loss: -0.009399
+INFO:TRAIN EPOCH: 1857|4000
+INFO:EPOCH 1857/4000 | STEP: 0|136 | Loss: -0.010783
+INFO:EPOCH 1857/4000 | STEP: 100|136 | Loss: -0.010238
+INFO:TRAIN EPOCH: 1858|4000
+INFO:EPOCH 1858/4000 | STEP: 0|136 | Loss: -0.009442
+INFO:EPOCH 1858/4000 | STEP: 100|136 | Loss: -0.010138
+INFO:TRAIN EPOCH: 1859|4000
+INFO:EPOCH 1859/4000 | STEP: 0|136 | Loss: -0.009942
+INFO:VAL NDCG@10, IoU=0.3: 0.145578
+INFO:VAL NDCG@10, IoU=0.5: 0.125875
+INFO:VAL NDCG@10, IoU=0.7: 0.083653
+INFO:VAL NDCG@20, IoU=0.3: 0.139082
+INFO:VAL NDCG@20, IoU=0.5: 0.119943
+INFO:VAL NDCG@20, IoU=0.7: 0.079569
+INFO:VAL NDCG@40, IoU=0.3: 0.143814
+INFO:VAL NDCG@40, IoU=0.5: 0.123747
+INFO:VAL NDCG@40, IoU=0.7: 0.081907
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.144558
+INFO:TEST NDCG@10, IoU=0.5: 0.126370
+INFO:TEST NDCG@10, IoU=0.7: 0.084632
+INFO:TEST NDCG@20, IoU=0.3: 0.138595
+INFO:TEST NDCG@20, IoU=0.5: 0.120081
+INFO:TEST NDCG@20, IoU=0.7: 0.079362
+INFO:TEST NDCG@40, IoU=0.3: 0.143657
+INFO:TEST NDCG@40, IoU=0.5: 0.123467
+INFO:TEST NDCG@40, IoU=0.7: 0.081298
+INFO:
+INFO:EPOCH 1859/4000 | STEP: 100|136 | Loss: -0.017893
+INFO:TRAIN EPOCH: 1860|4000
+INFO:EPOCH 1860/4000 | STEP: 0|136 | Loss: 0.013137
+INFO:EPOCH 1860/4000 | STEP: 100|136 | Loss: -0.008958
+INFO:TRAIN EPOCH: 1861|4000
+INFO:EPOCH 1861/4000 | STEP: 0|136 | Loss: -0.009940
+INFO:EPOCH 1861/4000 | STEP: 100|136 | Loss: -0.009898
+INFO:TRAIN EPOCH: 1862|4000
+INFO:EPOCH 1862/4000 | STEP: 0|136 | Loss: -0.009549
+INFO:EPOCH 1862/4000 | STEP: 100|136 | Loss: -0.010538
+INFO:TRAIN EPOCH: 1863|4000
+INFO:EPOCH 1863/4000 | STEP: 0|136 | Loss: -0.009227
+INFO:EPOCH 1863/4000 | STEP: 100|136 | Loss: -0.010580
+INFO:TRAIN EPOCH: 1864|4000
+INFO:EPOCH 1864/4000 | STEP: 0|136 | Loss: -0.010038
+INFO:EPOCH 1864/4000 | STEP: 100|136 | Loss: -0.010811
+INFO:TRAIN EPOCH: 1865|4000
+INFO:EPOCH 1865/4000 | STEP: 0|136 | Loss: -0.010831
+INFO:EPOCH 1865/4000 | STEP: 100|136 | Loss: -0.010190
+INFO:TRAIN EPOCH: 1866|4000
+INFO:EPOCH 1866/4000 | STEP: 0|136 | Loss: -0.009579
+INFO:EPOCH 1866/4000 | STEP: 100|136 | Loss: -0.008855
+INFO:TRAIN EPOCH: 1867|4000
+INFO:EPOCH 1867/4000 | STEP: 0|136 | Loss: -0.010313
+INFO:EPOCH 1867/4000 | STEP: 100|136 | Loss: -0.008712
+INFO:TRAIN EPOCH: 1868|4000
+INFO:EPOCH 1868/4000 | STEP: 0|136 | Loss: -0.010055
+INFO:EPOCH 1868/4000 | STEP: 100|136 | Loss: -0.009727
+INFO:TRAIN EPOCH: 1869|4000
+INFO:EPOCH 1869/4000 | STEP: 0|136 | Loss: -0.009724
+INFO:EPOCH 1869/4000 | STEP: 100|136 | Loss: -0.008923
+INFO:TRAIN EPOCH: 1870|4000
+INFO:EPOCH 1870/4000 | STEP: 0|136 | Loss: -0.010561
+INFO:EPOCH 1870/4000 | STEP: 100|136 | Loss: -0.009427
+INFO:TRAIN EPOCH: 1871|4000
+INFO:EPOCH 1871/4000 | STEP: 0|136 | Loss: -0.010368
+INFO:EPOCH 1871/4000 | STEP: 100|136 | Loss: -0.008568
+INFO:TRAIN EPOCH: 1872|4000
+INFO:EPOCH 1872/4000 | STEP: 0|136 | Loss: -0.008238
+INFO:EPOCH 1872/4000 | STEP: 100|136 | Loss: -0.009429
+INFO:TRAIN EPOCH: 1873|4000
+INFO:EPOCH 1873/4000 | STEP: 0|136 | Loss: -0.009978
+INFO:EPOCH 1873/4000 | STEP: 100|136 | Loss: -0.008725
+INFO:TRAIN EPOCH: 1874|4000
+INFO:EPOCH 1874/4000 | STEP: 0|136 | Loss: -0.008968
+INFO:EPOCH 1874/4000 | STEP: 100|136 | Loss: -0.008813
+INFO:TRAIN EPOCH: 1875|4000
+INFO:EPOCH 1875/4000 | STEP: 0|136 | Loss: -0.011075
+INFO:EPOCH 1875/4000 | STEP: 100|136 | Loss: -0.009308
+INFO:TRAIN EPOCH: 1876|4000
+INFO:EPOCH 1876/4000 | STEP: 0|136 | Loss: -0.008894
+INFO:EPOCH 1876/4000 | STEP: 100|136 | Loss: -0.009249
+INFO:TRAIN EPOCH: 1877|4000
+INFO:EPOCH 1877/4000 | STEP: 0|136 | Loss: -0.009377
+INFO:EPOCH 1877/4000 | STEP: 100|136 | Loss: -0.009818
+INFO:TRAIN EPOCH: 1878|4000
+INFO:EPOCH 1878/4000 | STEP: 0|136 | Loss: -0.011322
+INFO:EPOCH 1878/4000 | STEP: 100|136 | Loss: -0.009668
+INFO:TRAIN EPOCH: 1879|4000
+INFO:EPOCH 1879/4000 | STEP: 0|136 | Loss: -0.009796
+INFO:VAL NDCG@10, IoU=0.3: 0.146868
+INFO:VAL NDCG@10, IoU=0.5: 0.127759
+INFO:VAL NDCG@10, IoU=0.7: 0.084582
+INFO:VAL NDCG@20, IoU=0.3: 0.141546
+INFO:VAL NDCG@20, IoU=0.5: 0.122032
+INFO:VAL NDCG@20, IoU=0.7: 0.081133
+INFO:VAL NDCG@40, IoU=0.3: 0.146603
+INFO:VAL NDCG@40, IoU=0.5: 0.125968
+INFO:VAL NDCG@40, IoU=0.7: 0.083173
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146927
+INFO:TEST NDCG@10, IoU=0.5: 0.128844
+INFO:TEST NDCG@10, IoU=0.7: 0.086085
+INFO:TEST NDCG@20, IoU=0.3: 0.139752
+INFO:TEST NDCG@20, IoU=0.5: 0.121708
+INFO:TEST NDCG@20, IoU=0.7: 0.080511
+INFO:TEST NDCG@40, IoU=0.3: 0.145063
+INFO:TEST NDCG@40, IoU=0.5: 0.125214
+INFO:TEST NDCG@40, IoU=0.7: 0.082207
+INFO:
+INFO:EPOCH 1879/4000 | STEP: 100|136 | Loss: -0.018551
+INFO:TRAIN EPOCH: 1880|4000
+INFO:EPOCH 1880/4000 | STEP: 0|136 | Loss: 0.012033
+INFO:EPOCH 1880/4000 | STEP: 100|136 | Loss: -0.009911
+INFO:TRAIN EPOCH: 1881|4000
+INFO:EPOCH 1881/4000 | STEP: 0|136 | Loss: -0.009908
+INFO:EPOCH 1881/4000 | STEP: 100|136 | Loss: -0.010460
+INFO:TRAIN EPOCH: 1882|4000
+INFO:EPOCH 1882/4000 | STEP: 0|136 | Loss: -0.009282
+INFO:EPOCH 1882/4000 | STEP: 100|136 | Loss: -0.010856
+INFO:TRAIN EPOCH: 1883|4000
+INFO:EPOCH 1883/4000 | STEP: 0|136 | Loss: -0.010141
+INFO:EPOCH 1883/4000 | STEP: 100|136 | Loss: -0.010187
+INFO:TRAIN EPOCH: 1884|4000
+INFO:EPOCH 1884/4000 | STEP: 0|136 | Loss: -0.009951
+INFO:EPOCH 1884/4000 | STEP: 100|136 | Loss: -0.009593
+INFO:TRAIN EPOCH: 1885|4000
+INFO:EPOCH 1885/4000 | STEP: 0|136 | Loss: -0.010534
+INFO:EPOCH 1885/4000 | STEP: 100|136 | Loss: -0.010886
+INFO:TRAIN EPOCH: 1886|4000
+INFO:EPOCH 1886/4000 | STEP: 0|136 | Loss: -0.009138
+INFO:EPOCH 1886/4000 | STEP: 100|136 | Loss: -0.009800
+INFO:TRAIN EPOCH: 1887|4000
+INFO:EPOCH 1887/4000 | STEP: 0|136 | Loss: -0.011537
+INFO:EPOCH 1887/4000 | STEP: 100|136 | Loss: -0.010246
+INFO:TRAIN EPOCH: 1888|4000
+INFO:EPOCH 1888/4000 | STEP: 0|136 | Loss: -0.007854
+INFO:EPOCH 1888/4000 | STEP: 100|136 | Loss: -0.010581
+INFO:TRAIN EPOCH: 1889|4000
+INFO:EPOCH 1889/4000 | STEP: 0|136 | Loss: -0.009997
+INFO:EPOCH 1889/4000 | STEP: 100|136 | Loss: -0.010532
+INFO:TRAIN EPOCH: 1890|4000
+INFO:EPOCH 1890/4000 | STEP: 0|136 | Loss: -0.008053
+INFO:EPOCH 1890/4000 | STEP: 100|136 | Loss: -0.010529
+INFO:TRAIN EPOCH: 1891|4000
+INFO:EPOCH 1891/4000 | STEP: 0|136 | Loss: -0.010159
+INFO:EPOCH 1891/4000 | STEP: 100|136 | Loss: -0.009200
+INFO:TRAIN EPOCH: 1892|4000
+INFO:EPOCH 1892/4000 | STEP: 0|136 | Loss: -0.010652
+INFO:EPOCH 1892/4000 | STEP: 100|136 | Loss: -0.009475
+INFO:TRAIN EPOCH: 1893|4000
+INFO:EPOCH 1893/4000 | STEP: 0|136 | Loss: -0.010026
+INFO:EPOCH 1893/4000 | STEP: 100|136 | Loss: -0.008910
+INFO:TRAIN EPOCH: 1894|4000
+INFO:EPOCH 1894/4000 | STEP: 0|136 | Loss: -0.008569
+INFO:EPOCH 1894/4000 | STEP: 100|136 | Loss: -0.010453
+INFO:TRAIN EPOCH: 1895|4000
+INFO:EPOCH 1895/4000 | STEP: 0|136 | Loss: -0.008774
+INFO:EPOCH 1895/4000 | STEP: 100|136 | Loss: -0.009171
+INFO:TRAIN EPOCH: 1896|4000
+INFO:EPOCH 1896/4000 | STEP: 0|136 | Loss: -0.008300
+INFO:EPOCH 1896/4000 | STEP: 100|136 | Loss: -0.009972
+INFO:TRAIN EPOCH: 1897|4000
+INFO:EPOCH 1897/4000 | STEP: 0|136 | Loss: -0.010669
+INFO:EPOCH 1897/4000 | STEP: 100|136 | Loss: -0.011075
+INFO:TRAIN EPOCH: 1898|4000
+INFO:EPOCH 1898/4000 | STEP: 0|136 | Loss: -0.009195
+INFO:EPOCH 1898/4000 | STEP: 100|136 | Loss: -0.008525
+INFO:TRAIN EPOCH: 1899|4000
+INFO:EPOCH 1899/4000 | STEP: 0|136 | Loss: -0.010223
+INFO:VAL NDCG@10, IoU=0.3: 0.149107
+INFO:VAL NDCG@10, IoU=0.5: 0.131809
+INFO:VAL NDCG@10, IoU=0.7: 0.087804
+INFO:VAL NDCG@20, IoU=0.3: 0.142472
+INFO:VAL NDCG@20, IoU=0.5: 0.124713
+INFO:VAL NDCG@20, IoU=0.7: 0.083140
+INFO:VAL NDCG@40, IoU=0.3: 0.146989
+INFO:VAL NDCG@40, IoU=0.5: 0.128097
+INFO:VAL NDCG@40, IoU=0.7: 0.083750
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147481
+INFO:TEST NDCG@10, IoU=0.5: 0.128963
+INFO:TEST NDCG@10, IoU=0.7: 0.086042
+INFO:TEST NDCG@20, IoU=0.3: 0.141021
+INFO:TEST NDCG@20, IoU=0.5: 0.122411
+INFO:TEST NDCG@20, IoU=0.7: 0.081597
+INFO:TEST NDCG@40, IoU=0.3: 0.145545
+INFO:TEST NDCG@40, IoU=0.5: 0.125253
+INFO:TEST NDCG@40, IoU=0.7: 0.083012
+INFO:
+INFO:EPOCH 1899/4000 | STEP: 100|136 | Loss: -0.018382
+INFO:TRAIN EPOCH: 1900|4000
+INFO:EPOCH 1900/4000 | STEP: 0|136 | Loss: 0.015244
+INFO:EPOCH 1900/4000 | STEP: 100|136 | Loss: -0.010847
+INFO:TRAIN EPOCH: 1901|4000
+INFO:EPOCH 1901/4000 | STEP: 0|136 | Loss: -0.010500
+INFO:EPOCH 1901/4000 | STEP: 100|136 | Loss: -0.008768
+INFO:TRAIN EPOCH: 1902|4000
+INFO:EPOCH 1902/4000 | STEP: 0|136 | Loss: -0.008470
+INFO:EPOCH 1902/4000 | STEP: 100|136 | Loss: -0.009766
+INFO:TRAIN EPOCH: 1903|4000
+INFO:EPOCH 1903/4000 | STEP: 0|136 | Loss: -0.009544
+INFO:EPOCH 1903/4000 | STEP: 100|136 | Loss: -0.009465
+INFO:TRAIN EPOCH: 1904|4000
+INFO:EPOCH 1904/4000 | STEP: 0|136 | Loss: -0.010304
+INFO:EPOCH 1904/4000 | STEP: 100|136 | Loss: -0.010631
+INFO:TRAIN EPOCH: 1905|4000
+INFO:EPOCH 1905/4000 | STEP: 0|136 | Loss: -0.009283
+INFO:EPOCH 1905/4000 | STEP: 100|136 | Loss: -0.010789
+INFO:TRAIN EPOCH: 1906|4000
+INFO:EPOCH 1906/4000 | STEP: 0|136 | Loss: -0.011572
+INFO:EPOCH 1906/4000 | STEP: 100|136 | Loss: -0.009139
+INFO:TRAIN EPOCH: 1907|4000
+INFO:EPOCH 1907/4000 | STEP: 0|136 | Loss: -0.011127
+INFO:EPOCH 1907/4000 | STEP: 100|136 | Loss: -0.010975
+INFO:TRAIN EPOCH: 1908|4000
+INFO:EPOCH 1908/4000 | STEP: 0|136 | Loss: -0.010733
+INFO:EPOCH 1908/4000 | STEP: 100|136 | Loss: -0.010485
+INFO:TRAIN EPOCH: 1909|4000
+INFO:EPOCH 1909/4000 | STEP: 0|136 | Loss: -0.010145
+INFO:EPOCH 1909/4000 | STEP: 100|136 | Loss: -0.010984
+INFO:TRAIN EPOCH: 1910|4000
+INFO:EPOCH 1910/4000 | STEP: 0|136 | Loss: -0.010723
+INFO:EPOCH 1910/4000 | STEP: 100|136 | Loss: -0.010390
+INFO:TRAIN EPOCH: 1911|4000
+INFO:EPOCH 1911/4000 | STEP: 0|136 | Loss: -0.010389
+INFO:EPOCH 1911/4000 | STEP: 100|136 | Loss: -0.011589
+INFO:TRAIN EPOCH: 1912|4000
+INFO:EPOCH 1912/4000 | STEP: 0|136 | Loss: -0.010847
+INFO:EPOCH 1912/4000 | STEP: 100|136 | Loss: -0.009570
+INFO:TRAIN EPOCH: 1913|4000
+INFO:EPOCH 1913/4000 | STEP: 0|136 | Loss: -0.009394
+INFO:EPOCH 1913/4000 | STEP: 100|136 | Loss: -0.010990
+INFO:TRAIN EPOCH: 1914|4000
+INFO:EPOCH 1914/4000 | STEP: 0|136 | Loss: -0.010752
+INFO:EPOCH 1914/4000 | STEP: 100|136 | Loss: -0.011096
+INFO:TRAIN EPOCH: 1915|4000
+INFO:EPOCH 1915/4000 | STEP: 0|136 | Loss: -0.008656
+INFO:EPOCH 1915/4000 | STEP: 100|136 | Loss: -0.009689
+INFO:TRAIN EPOCH: 1916|4000
+INFO:EPOCH 1916/4000 | STEP: 0|136 | Loss: -0.008981
+INFO:EPOCH 1916/4000 | STEP: 100|136 | Loss: -0.011642
+INFO:TRAIN EPOCH: 1917|4000
+INFO:EPOCH 1917/4000 | STEP: 0|136 | Loss: -0.010605
+INFO:EPOCH 1917/4000 | STEP: 100|136 | Loss: -0.010520
+INFO:TRAIN EPOCH: 1918|4000
+INFO:EPOCH 1918/4000 | STEP: 0|136 | Loss: -0.010743
+INFO:EPOCH 1918/4000 | STEP: 100|136 | Loss: -0.010653
+INFO:TRAIN EPOCH: 1919|4000
+INFO:EPOCH 1919/4000 | STEP: 0|136 | Loss: -0.009769
+INFO:VAL NDCG@10, IoU=0.3: 0.149230
+INFO:VAL NDCG@10, IoU=0.5: 0.129638
+INFO:VAL NDCG@10, IoU=0.7: 0.086161
+INFO:VAL NDCG@20, IoU=0.3: 0.141345
+INFO:VAL NDCG@20, IoU=0.5: 0.122779
+INFO:VAL NDCG@20, IoU=0.7: 0.081289
+INFO:VAL NDCG@40, IoU=0.3: 0.146792
+INFO:VAL NDCG@40, IoU=0.5: 0.126324
+INFO:VAL NDCG@40, IoU=0.7: 0.082071
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149275
+INFO:TEST NDCG@10, IoU=0.5: 0.131007
+INFO:TEST NDCG@10, IoU=0.7: 0.086763
+INFO:TEST NDCG@20, IoU=0.3: 0.141672
+INFO:TEST NDCG@20, IoU=0.5: 0.123617
+INFO:TEST NDCG@20, IoU=0.7: 0.081202
+INFO:TEST NDCG@40, IoU=0.3: 0.145709
+INFO:TEST NDCG@40, IoU=0.5: 0.126150
+INFO:TEST NDCG@40, IoU=0.7: 0.082574
+INFO:
+INFO:EPOCH 1919/4000 | STEP: 100|136 | Loss: -0.018009
+INFO:TRAIN EPOCH: 1920|4000
+INFO:EPOCH 1920/4000 | STEP: 0|136 | Loss: 0.014691
+INFO:EPOCH 1920/4000 | STEP: 100|136 | Loss: -0.009094
+INFO:TRAIN EPOCH: 1921|4000
+INFO:EPOCH 1921/4000 | STEP: 0|136 | Loss: -0.010189
+INFO:EPOCH 1921/4000 | STEP: 100|136 | Loss: -0.010734
+INFO:TRAIN EPOCH: 1922|4000
+INFO:EPOCH 1922/4000 | STEP: 0|136 | Loss: -0.010397
+INFO:EPOCH 1922/4000 | STEP: 100|136 | Loss: -0.008751
+INFO:TRAIN EPOCH: 1923|4000
+INFO:EPOCH 1923/4000 | STEP: 0|136 | Loss: -0.009712
+INFO:EPOCH 1923/4000 | STEP: 100|136 | Loss: -0.009426
+INFO:TRAIN EPOCH: 1924|4000
+INFO:EPOCH 1924/4000 | STEP: 0|136 | Loss: -0.010440
+INFO:EPOCH 1924/4000 | STEP: 100|136 | Loss: -0.008889
+INFO:TRAIN EPOCH: 1925|4000
+INFO:EPOCH 1925/4000 | STEP: 0|136 | Loss: -0.008661
+INFO:EPOCH 1925/4000 | STEP: 100|136 | Loss: -0.010509
+INFO:TRAIN EPOCH: 1926|4000
+INFO:EPOCH 1926/4000 | STEP: 0|136 | Loss: -0.010539
+INFO:EPOCH 1926/4000 | STEP: 100|136 | Loss: -0.010138
+INFO:TRAIN EPOCH: 1927|4000
+INFO:EPOCH 1927/4000 | STEP: 0|136 | Loss: -0.010829
+INFO:EPOCH 1927/4000 | STEP: 100|136 | Loss: -0.009315
+INFO:TRAIN EPOCH: 1928|4000
+INFO:EPOCH 1928/4000 | STEP: 0|136 | Loss: -0.009510
+INFO:EPOCH 1928/4000 | STEP: 100|136 | Loss: -0.010658
+INFO:TRAIN EPOCH: 1929|4000
+INFO:EPOCH 1929/4000 | STEP: 0|136 | Loss: -0.009491
+INFO:EPOCH 1929/4000 | STEP: 100|136 | Loss: -0.009995
+INFO:TRAIN EPOCH: 1930|4000
+INFO:EPOCH 1930/4000 | STEP: 0|136 | Loss: -0.009419
+INFO:EPOCH 1930/4000 | STEP: 100|136 | Loss: -0.009779
+INFO:TRAIN EPOCH: 1931|4000
+INFO:EPOCH 1931/4000 | STEP: 0|136 | Loss: -0.010324
+INFO:EPOCH 1931/4000 | STEP: 100|136 | Loss: -0.008646
+INFO:TRAIN EPOCH: 1932|4000
+INFO:EPOCH 1932/4000 | STEP: 0|136 | Loss: -0.010078
+INFO:EPOCH 1932/4000 | STEP: 100|136 | Loss: -0.010212
+INFO:TRAIN EPOCH: 1933|4000
+INFO:EPOCH 1933/4000 | STEP: 0|136 | Loss: -0.009355
+INFO:EPOCH 1933/4000 | STEP: 100|136 | Loss: -0.010748
+INFO:TRAIN EPOCH: 1934|4000
+INFO:EPOCH 1934/4000 | STEP: 0|136 | Loss: -0.010524
+INFO:EPOCH 1934/4000 | STEP: 100|136 | Loss: -0.010915
+INFO:TRAIN EPOCH: 1935|4000
+INFO:EPOCH 1935/4000 | STEP: 0|136 | Loss: -0.009141
+INFO:EPOCH 1935/4000 | STEP: 100|136 | Loss: -0.010200
+INFO:TRAIN EPOCH: 1936|4000
+INFO:EPOCH 1936/4000 | STEP: 0|136 | Loss: -0.010927
+INFO:EPOCH 1936/4000 | STEP: 100|136 | Loss: -0.008935
+INFO:TRAIN EPOCH: 1937|4000
+INFO:EPOCH 1937/4000 | STEP: 0|136 | Loss: -0.010500
+INFO:EPOCH 1937/4000 | STEP: 100|136 | Loss: -0.010478
+INFO:TRAIN EPOCH: 1938|4000
+INFO:EPOCH 1938/4000 | STEP: 0|136 | Loss: -0.010652
+INFO:EPOCH 1938/4000 | STEP: 100|136 | Loss: -0.009965
+INFO:TRAIN EPOCH: 1939|4000
+INFO:EPOCH 1939/4000 | STEP: 0|136 | Loss: -0.010861
+INFO:VAL NDCG@10, IoU=0.3: 0.149719
+INFO:VAL NDCG@10, IoU=0.5: 0.130484
+INFO:VAL NDCG@10, IoU=0.7: 0.086540
+INFO:VAL NDCG@20, IoU=0.3: 0.142696
+INFO:VAL NDCG@20, IoU=0.5: 0.122405
+INFO:VAL NDCG@20, IoU=0.7: 0.081329
+INFO:VAL NDCG@40, IoU=0.3: 0.146695
+INFO:VAL NDCG@40, IoU=0.5: 0.125812
+INFO:VAL NDCG@40, IoU=0.7: 0.082167
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146992
+INFO:TEST NDCG@10, IoU=0.5: 0.129192
+INFO:TEST NDCG@10, IoU=0.7: 0.085585
+INFO:TEST NDCG@20, IoU=0.3: 0.140330
+INFO:TEST NDCG@20, IoU=0.5: 0.122202
+INFO:TEST NDCG@20, IoU=0.7: 0.080623
+INFO:TEST NDCG@40, IoU=0.3: 0.145295
+INFO:TEST NDCG@40, IoU=0.5: 0.125563
+INFO:TEST NDCG@40, IoU=0.7: 0.082566
+INFO:
+INFO:EPOCH 1939/4000 | STEP: 100|136 | Loss: -0.018602
+INFO:TRAIN EPOCH: 1940|4000
+INFO:EPOCH 1940/4000 | STEP: 0|136 | Loss: 0.012813
+INFO:EPOCH 1940/4000 | STEP: 100|136 | Loss: -0.009524
+INFO:TRAIN EPOCH: 1941|4000
+INFO:EPOCH 1941/4000 | STEP: 0|136 | Loss: -0.011853
+INFO:EPOCH 1941/4000 | STEP: 100|136 | Loss: -0.009479
+INFO:TRAIN EPOCH: 1942|4000
+INFO:EPOCH 1942/4000 | STEP: 0|136 | Loss: -0.010767
+INFO:EPOCH 1942/4000 | STEP: 100|136 | Loss: -0.009920
+INFO:TRAIN EPOCH: 1943|4000
+INFO:EPOCH 1943/4000 | STEP: 0|136 | Loss: -0.011113
+INFO:EPOCH 1943/4000 | STEP: 100|136 | Loss: -0.010038
+INFO:TRAIN EPOCH: 1944|4000
+INFO:EPOCH 1944/4000 | STEP: 0|136 | Loss: -0.010483
+INFO:EPOCH 1944/4000 | STEP: 100|136 | Loss: -0.009538
+INFO:TRAIN EPOCH: 1945|4000
+INFO:EPOCH 1945/4000 | STEP: 0|136 | Loss: -0.010462
+INFO:EPOCH 1945/4000 | STEP: 100|136 | Loss: -0.009871
+INFO:TRAIN EPOCH: 1946|4000
+INFO:EPOCH 1946/4000 | STEP: 0|136 | Loss: -0.010654
+INFO:EPOCH 1946/4000 | STEP: 100|136 | Loss: -0.011360
+INFO:TRAIN EPOCH: 1947|4000
+INFO:EPOCH 1947/4000 | STEP: 0|136 | Loss: -0.010657
+INFO:EPOCH 1947/4000 | STEP: 100|136 | Loss: -0.011245
+INFO:TRAIN EPOCH: 1948|4000
+INFO:EPOCH 1948/4000 | STEP: 0|136 | Loss: -0.010720
+INFO:EPOCH 1948/4000 | STEP: 100|136 | Loss: -0.011555
+INFO:TRAIN EPOCH: 1949|4000
+INFO:EPOCH 1949/4000 | STEP: 0|136 | Loss: -0.010034
+INFO:EPOCH 1949/4000 | STEP: 100|136 | Loss: -0.010595
+INFO:TRAIN EPOCH: 1950|4000
+INFO:EPOCH 1950/4000 | STEP: 0|136 | Loss: -0.008403
+INFO:EPOCH 1950/4000 | STEP: 100|136 | Loss: -0.008566
+INFO:TRAIN EPOCH: 1951|4000
+INFO:EPOCH 1951/4000 | STEP: 0|136 | Loss: -0.011425
+INFO:EPOCH 1951/4000 | STEP: 100|136 | Loss: -0.010092
+INFO:TRAIN EPOCH: 1952|4000
+INFO:EPOCH 1952/4000 | STEP: 0|136 | Loss: -0.008986
+INFO:EPOCH 1952/4000 | STEP: 100|136 | Loss: -0.009335
+INFO:TRAIN EPOCH: 1953|4000
+INFO:EPOCH 1953/4000 | STEP: 0|136 | Loss: -0.010451
+INFO:EPOCH 1953/4000 | STEP: 100|136 | Loss: -0.011011
+INFO:TRAIN EPOCH: 1954|4000
+INFO:EPOCH 1954/4000 | STEP: 0|136 | Loss: -0.010143
+INFO:EPOCH 1954/4000 | STEP: 100|136 | Loss: -0.010082
+INFO:TRAIN EPOCH: 1955|4000
+INFO:EPOCH 1955/4000 | STEP: 0|136 | Loss: -0.010046
+INFO:EPOCH 1955/4000 | STEP: 100|136 | Loss: -0.010456
+INFO:TRAIN EPOCH: 1956|4000
+INFO:EPOCH 1956/4000 | STEP: 0|136 | Loss: -0.011452
+INFO:EPOCH 1956/4000 | STEP: 100|136 | Loss: -0.010864
+INFO:TRAIN EPOCH: 1957|4000
+INFO:EPOCH 1957/4000 | STEP: 0|136 | Loss: -0.009914
+INFO:EPOCH 1957/4000 | STEP: 100|136 | Loss: -0.009800
+INFO:TRAIN EPOCH: 1958|4000
+INFO:EPOCH 1958/4000 | STEP: 0|136 | Loss: -0.009979
+INFO:EPOCH 1958/4000 | STEP: 100|136 | Loss: -0.011218
+INFO:TRAIN EPOCH: 1959|4000
+INFO:EPOCH 1959/4000 | STEP: 0|136 | Loss: -0.010865
+INFO:VAL NDCG@10, IoU=0.3: 0.147132
+INFO:VAL NDCG@10, IoU=0.5: 0.126492
+INFO:VAL NDCG@10, IoU=0.7: 0.085841
+INFO:VAL NDCG@20, IoU=0.3: 0.140651
+INFO:VAL NDCG@20, IoU=0.5: 0.120719
+INFO:VAL NDCG@20, IoU=0.7: 0.081646
+INFO:VAL NDCG@40, IoU=0.3: 0.144679
+INFO:VAL NDCG@40, IoU=0.5: 0.124272
+INFO:VAL NDCG@40, IoU=0.7: 0.083125
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146836
+INFO:TEST NDCG@10, IoU=0.5: 0.128755
+INFO:TEST NDCG@10, IoU=0.7: 0.086254
+INFO:TEST NDCG@20, IoU=0.3: 0.140632
+INFO:TEST NDCG@20, IoU=0.5: 0.122373
+INFO:TEST NDCG@20, IoU=0.7: 0.081178
+INFO:TEST NDCG@40, IoU=0.3: 0.145891
+INFO:TEST NDCG@40, IoU=0.5: 0.125934
+INFO:TEST NDCG@40, IoU=0.7: 0.083172
+INFO:
+INFO:EPOCH 1959/4000 | STEP: 100|136 | Loss: -0.018105
+INFO:TRAIN EPOCH: 1960|4000
+INFO:EPOCH 1960/4000 | STEP: 0|136 | Loss: 0.012337
+INFO:EPOCH 1960/4000 | STEP: 100|136 | Loss: -0.011265
+INFO:TRAIN EPOCH: 1961|4000
+INFO:EPOCH 1961/4000 | STEP: 0|136 | Loss: -0.010136
+INFO:EPOCH 1961/4000 | STEP: 100|136 | Loss: -0.009240
+INFO:TRAIN EPOCH: 1962|4000
+INFO:EPOCH 1962/4000 | STEP: 0|136 | Loss: -0.010967
+INFO:EPOCH 1962/4000 | STEP: 100|136 | Loss: -0.010049
+INFO:TRAIN EPOCH: 1963|4000
+INFO:EPOCH 1963/4000 | STEP: 0|136 | Loss: -0.011331
+INFO:EPOCH 1963/4000 | STEP: 100|136 | Loss: -0.009806
+INFO:TRAIN EPOCH: 1964|4000
+INFO:EPOCH 1964/4000 | STEP: 0|136 | Loss: -0.011121
+INFO:EPOCH 1964/4000 | STEP: 100|136 | Loss: -0.010617
+INFO:TRAIN EPOCH: 1965|4000
+INFO:EPOCH 1965/4000 | STEP: 0|136 | Loss: -0.010841
+INFO:EPOCH 1965/4000 | STEP: 100|136 | Loss: -0.009985
+INFO:TRAIN EPOCH: 1966|4000
+INFO:EPOCH 1966/4000 | STEP: 0|136 | Loss: -0.010736
+INFO:EPOCH 1966/4000 | STEP: 100|136 | Loss: -0.010570
+INFO:TRAIN EPOCH: 1967|4000
+INFO:EPOCH 1967/4000 | STEP: 0|136 | Loss: -0.011416
+INFO:EPOCH 1967/4000 | STEP: 100|136 | Loss: -0.010579
+INFO:TRAIN EPOCH: 1968|4000
+INFO:EPOCH 1968/4000 | STEP: 0|136 | Loss: -0.009560
+INFO:EPOCH 1968/4000 | STEP: 100|136 | Loss: -0.011088
+INFO:TRAIN EPOCH: 1969|4000
+INFO:EPOCH 1969/4000 | STEP: 0|136 | Loss: -0.008819
+INFO:EPOCH 1969/4000 | STEP: 100|136 | Loss: -0.009306
+INFO:TRAIN EPOCH: 1970|4000
+INFO:EPOCH 1970/4000 | STEP: 0|136 | Loss: -0.009442
+INFO:EPOCH 1970/4000 | STEP: 100|136 | Loss: -0.011112
+INFO:TRAIN EPOCH: 1971|4000
+INFO:EPOCH 1971/4000 | STEP: 0|136 | Loss: -0.011266
+INFO:EPOCH 1971/4000 | STEP: 100|136 | Loss: -0.010508
+INFO:TRAIN EPOCH: 1972|4000
+INFO:EPOCH 1972/4000 | STEP: 0|136 | Loss: -0.010553
+INFO:EPOCH 1972/4000 | STEP: 100|136 | Loss: -0.010248
+INFO:TRAIN EPOCH: 1973|4000
+INFO:EPOCH 1973/4000 | STEP: 0|136 | Loss: -0.010314
+INFO:EPOCH 1973/4000 | STEP: 100|136 | Loss: -0.010907
+INFO:TRAIN EPOCH: 1974|4000
+INFO:EPOCH 1974/4000 | STEP: 0|136 | Loss: -0.010677
+INFO:EPOCH 1974/4000 | STEP: 100|136 | Loss: -0.011010
+INFO:TRAIN EPOCH: 1975|4000
+INFO:EPOCH 1975/4000 | STEP: 0|136 | Loss: -0.011665
+INFO:EPOCH 1975/4000 | STEP: 100|136 | Loss: -0.009455
+INFO:TRAIN EPOCH: 1976|4000
+INFO:EPOCH 1976/4000 | STEP: 0|136 | Loss: -0.009161
+INFO:EPOCH 1976/4000 | STEP: 100|136 | Loss: -0.009266
+INFO:TRAIN EPOCH: 1977|4000
+INFO:EPOCH 1977/4000 | STEP: 0|136 | Loss: -0.009860
+INFO:EPOCH 1977/4000 | STEP: 100|136 | Loss: -0.009140
+INFO:TRAIN EPOCH: 1978|4000
+INFO:EPOCH 1978/4000 | STEP: 0|136 | Loss: -0.008991
+INFO:EPOCH 1978/4000 | STEP: 100|136 | Loss: -0.010339
+INFO:TRAIN EPOCH: 1979|4000
+INFO:EPOCH 1979/4000 | STEP: 0|136 | Loss: -0.010019
+INFO:VAL NDCG@10, IoU=0.3: 0.148108
+INFO:VAL NDCG@10, IoU=0.5: 0.128556
+INFO:VAL NDCG@10, IoU=0.7: 0.085593
+INFO:VAL NDCG@20, IoU=0.3: 0.142502
+INFO:VAL NDCG@20, IoU=0.5: 0.122955
+INFO:VAL NDCG@20, IoU=0.7: 0.081158
+INFO:VAL NDCG@40, IoU=0.3: 0.148078
+INFO:VAL NDCG@40, IoU=0.5: 0.126269
+INFO:VAL NDCG@40, IoU=0.7: 0.082267
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147479
+INFO:TEST NDCG@10, IoU=0.5: 0.128841
+INFO:TEST NDCG@10, IoU=0.7: 0.085654
+INFO:TEST NDCG@20, IoU=0.3: 0.140475
+INFO:TEST NDCG@20, IoU=0.5: 0.121704
+INFO:TEST NDCG@20, IoU=0.7: 0.080724
+INFO:TEST NDCG@40, IoU=0.3: 0.145458
+INFO:TEST NDCG@40, IoU=0.5: 0.125276
+INFO:TEST NDCG@40, IoU=0.7: 0.082482
+INFO:
+INFO:EPOCH 1979/4000 | STEP: 100|136 | Loss: -0.017530
+INFO:TRAIN EPOCH: 1980|4000
+INFO:EPOCH 1980/4000 | STEP: 0|136 | Loss: 0.011391
+INFO:EPOCH 1980/4000 | STEP: 100|136 | Loss: -0.009468
+INFO:TRAIN EPOCH: 1981|4000
+INFO:EPOCH 1981/4000 | STEP: 0|136 | Loss: -0.009836
+INFO:EPOCH 1981/4000 | STEP: 100|136 | Loss: -0.011259
+INFO:TRAIN EPOCH: 1982|4000
+INFO:EPOCH 1982/4000 | STEP: 0|136 | Loss: -0.011606
+INFO:EPOCH 1982/4000 | STEP: 100|136 | Loss: -0.010092
+INFO:TRAIN EPOCH: 1983|4000
+INFO:EPOCH 1983/4000 | STEP: 0|136 | Loss: -0.010863
+INFO:EPOCH 1983/4000 | STEP: 100|136 | Loss: -0.009367
+INFO:TRAIN EPOCH: 1984|4000
+INFO:EPOCH 1984/4000 | STEP: 0|136 | Loss: -0.009923
+INFO:EPOCH 1984/4000 | STEP: 100|136 | Loss: -0.009698
+INFO:TRAIN EPOCH: 1985|4000
+INFO:EPOCH 1985/4000 | STEP: 0|136 | Loss: -0.011020
+INFO:EPOCH 1985/4000 | STEP: 100|136 | Loss: -0.009159
+INFO:TRAIN EPOCH: 1986|4000
+INFO:EPOCH 1986/4000 | STEP: 0|136 | Loss: -0.010148
+INFO:EPOCH 1986/4000 | STEP: 100|136 | Loss: -0.011002
+INFO:TRAIN EPOCH: 1987|4000
+INFO:EPOCH 1987/4000 | STEP: 0|136 | Loss: -0.009621
+INFO:EPOCH 1987/4000 | STEP: 100|136 | Loss: -0.008753
+INFO:TRAIN EPOCH: 1988|4000
+INFO:EPOCH 1988/4000 | STEP: 0|136 | Loss: -0.010136
+INFO:EPOCH 1988/4000 | STEP: 100|136 | Loss: -0.010628
+INFO:TRAIN EPOCH: 1989|4000
+INFO:EPOCH 1989/4000 | STEP: 0|136 | Loss: -0.009451
+INFO:EPOCH 1989/4000 | STEP: 100|136 | Loss: -0.011172
+INFO:TRAIN EPOCH: 1990|4000
+INFO:EPOCH 1990/4000 | STEP: 0|136 | Loss: -0.010029
+INFO:EPOCH 1990/4000 | STEP: 100|136 | Loss: -0.011360
+INFO:TRAIN EPOCH: 1991|4000
+INFO:EPOCH 1991/4000 | STEP: 0|136 | Loss: -0.009977
+INFO:EPOCH 1991/4000 | STEP: 100|136 | Loss: -0.010654
+INFO:TRAIN EPOCH: 1992|4000
+INFO:EPOCH 1992/4000 | STEP: 0|136 | Loss: -0.011201
+INFO:EPOCH 1992/4000 | STEP: 100|136 | Loss: -0.010096
+INFO:TRAIN EPOCH: 1993|4000
+INFO:EPOCH 1993/4000 | STEP: 0|136 | Loss: -0.011721
+INFO:EPOCH 1993/4000 | STEP: 100|136 | Loss: -0.011496
+INFO:TRAIN EPOCH: 1994|4000
+INFO:EPOCH 1994/4000 | STEP: 0|136 | Loss: -0.009825
+INFO:EPOCH 1994/4000 | STEP: 100|136 | Loss: -0.011111
+INFO:TRAIN EPOCH: 1995|4000
+INFO:EPOCH 1995/4000 | STEP: 0|136 | Loss: -0.011323
+INFO:EPOCH 1995/4000 | STEP: 100|136 | Loss: -0.010861
+INFO:TRAIN EPOCH: 1996|4000
+INFO:EPOCH 1996/4000 | STEP: 0|136 | Loss: -0.011707
+INFO:EPOCH 1996/4000 | STEP: 100|136 | Loss: -0.009656
+INFO:TRAIN EPOCH: 1997|4000
+INFO:EPOCH 1997/4000 | STEP: 0|136 | Loss: -0.010832
+INFO:EPOCH 1997/4000 | STEP: 100|136 | Loss: -0.010959
+INFO:TRAIN EPOCH: 1998|4000
+INFO:EPOCH 1998/4000 | STEP: 0|136 | Loss: -0.011960
+INFO:EPOCH 1998/4000 | STEP: 100|136 | Loss: -0.010711
+INFO:TRAIN EPOCH: 1999|4000
+INFO:EPOCH 1999/4000 | STEP: 0|136 | Loss: -0.009773
+INFO:VAL NDCG@10, IoU=0.3: 0.149063
+INFO:VAL NDCG@10, IoU=0.5: 0.127057
+INFO:VAL NDCG@10, IoU=0.7: 0.085923
+INFO:VAL NDCG@20, IoU=0.3: 0.141556
+INFO:VAL NDCG@20, IoU=0.5: 0.119833
+INFO:VAL NDCG@20, IoU=0.7: 0.080725
+INFO:VAL NDCG@40, IoU=0.3: 0.148166
+INFO:VAL NDCG@40, IoU=0.5: 0.125164
+INFO:VAL NDCG@40, IoU=0.7: 0.082495
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147887
+INFO:TEST NDCG@10, IoU=0.5: 0.129626
+INFO:TEST NDCG@10, IoU=0.7: 0.085971
+INFO:TEST NDCG@20, IoU=0.3: 0.141002
+INFO:TEST NDCG@20, IoU=0.5: 0.122744
+INFO:TEST NDCG@20, IoU=0.7: 0.081036
+INFO:TEST NDCG@40, IoU=0.3: 0.146271
+INFO:TEST NDCG@40, IoU=0.5: 0.126425
+INFO:TEST NDCG@40, IoU=0.7: 0.082962
+INFO:
+INFO:EPOCH 1999/4000 | STEP: 100|136 | Loss: -0.018249
+INFO:TRAIN EPOCH: 2000|4000
+INFO:EPOCH 2000/4000 | STEP: 0|136 | Loss: 0.011123
+INFO:EPOCH 2000/4000 | STEP: 100|136 | Loss: -0.011007
+INFO:TRAIN EPOCH: 2001|4000
+INFO:EPOCH 2001/4000 | STEP: 0|136 | Loss: -0.011173
+INFO:EPOCH 2001/4000 | STEP: 100|136 | Loss: -0.010311
+INFO:TRAIN EPOCH: 2002|4000
+INFO:EPOCH 2002/4000 | STEP: 0|136 | Loss: -0.011121
+INFO:EPOCH 2002/4000 | STEP: 100|136 | Loss: -0.009195
+INFO:TRAIN EPOCH: 2003|4000
+INFO:EPOCH 2003/4000 | STEP: 0|136 | Loss: -0.011230
+INFO:EPOCH 2003/4000 | STEP: 100|136 | Loss: -0.008165
+INFO:TRAIN EPOCH: 2004|4000
+INFO:EPOCH 2004/4000 | STEP: 0|136 | Loss: -0.010958
+INFO:EPOCH 2004/4000 | STEP: 100|136 | Loss: -0.010444
+INFO:TRAIN EPOCH: 2005|4000
+INFO:EPOCH 2005/4000 | STEP: 0|136 | Loss: -0.010579
+INFO:EPOCH 2005/4000 | STEP: 100|136 | Loss: -0.010321
+INFO:TRAIN EPOCH: 2006|4000
+INFO:EPOCH 2006/4000 | STEP: 0|136 | Loss: -0.011063
+INFO:EPOCH 2006/4000 | STEP: 100|136 | Loss: -0.010980
+INFO:TRAIN EPOCH: 2007|4000
+INFO:EPOCH 2007/4000 | STEP: 0|136 | Loss: -0.011328
+INFO:EPOCH 2007/4000 | STEP: 100|136 | Loss: -0.010642
+INFO:TRAIN EPOCH: 2008|4000
+INFO:EPOCH 2008/4000 | STEP: 0|136 | Loss: -0.010950
+INFO:EPOCH 2008/4000 | STEP: 100|136 | Loss: -0.009206
+INFO:TRAIN EPOCH: 2009|4000
+INFO:EPOCH 2009/4000 | STEP: 0|136 | Loss: -0.009856
+INFO:EPOCH 2009/4000 | STEP: 100|136 | Loss: -0.010403
+INFO:TRAIN EPOCH: 2010|4000
+INFO:EPOCH 2010/4000 | STEP: 0|136 | Loss: -0.011270
+INFO:EPOCH 2010/4000 | STEP: 100|136 | Loss: -0.010461
+INFO:TRAIN EPOCH: 2011|4000
+INFO:EPOCH 2011/4000 | STEP: 0|136 | Loss: -0.010443
+INFO:EPOCH 2011/4000 | STEP: 100|136 | Loss: -0.011649
+INFO:TRAIN EPOCH: 2012|4000
+INFO:EPOCH 2012/4000 | STEP: 0|136 | Loss: -0.009302
+INFO:EPOCH 2012/4000 | STEP: 100|136 | Loss: -0.009619
+INFO:TRAIN EPOCH: 2013|4000
+INFO:EPOCH 2013/4000 | STEP: 0|136 | Loss: -0.009263
+INFO:EPOCH 2013/4000 | STEP: 100|136 | Loss: -0.012296
+INFO:TRAIN EPOCH: 2014|4000
+INFO:EPOCH 2014/4000 | STEP: 0|136 | Loss: -0.011643
+INFO:EPOCH 2014/4000 | STEP: 100|136 | Loss: -0.011430
+INFO:TRAIN EPOCH: 2015|4000
+INFO:EPOCH 2015/4000 | STEP: 0|136 | Loss: -0.009468
+INFO:EPOCH 2015/4000 | STEP: 100|136 | Loss: -0.009915
+INFO:TRAIN EPOCH: 2016|4000
+INFO:EPOCH 2016/4000 | STEP: 0|136 | Loss: -0.010518
+INFO:EPOCH 2016/4000 | STEP: 100|136 | Loss: -0.010701
+INFO:TRAIN EPOCH: 2017|4000
+INFO:EPOCH 2017/4000 | STEP: 0|136 | Loss: -0.011556
+INFO:EPOCH 2017/4000 | STEP: 100|136 | Loss: -0.009034
+INFO:TRAIN EPOCH: 2018|4000
+INFO:EPOCH 2018/4000 | STEP: 0|136 | Loss: -0.010303
+INFO:EPOCH 2018/4000 | STEP: 100|136 | Loss: -0.011097
+INFO:TRAIN EPOCH: 2019|4000
+INFO:EPOCH 2019/4000 | STEP: 0|136 | Loss: -0.009389
+INFO:VAL NDCG@10, IoU=0.3: 0.148697
+INFO:VAL NDCG@10, IoU=0.5: 0.130581
+INFO:VAL NDCG@10, IoU=0.7: 0.088980
+INFO:VAL NDCG@20, IoU=0.3: 0.143958
+INFO:VAL NDCG@20, IoU=0.5: 0.124823
+INFO:VAL NDCG@20, IoU=0.7: 0.084640
+INFO:VAL NDCG@40, IoU=0.3: 0.147679
+INFO:VAL NDCG@40, IoU=0.5: 0.126921
+INFO:VAL NDCG@40, IoU=0.7: 0.085506
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147293
+INFO:TEST NDCG@10, IoU=0.5: 0.129134
+INFO:TEST NDCG@10, IoU=0.7: 0.086169
+INFO:TEST NDCG@20, IoU=0.3: 0.140185
+INFO:TEST NDCG@20, IoU=0.5: 0.121940
+INFO:TEST NDCG@20, IoU=0.7: 0.081045
+INFO:TEST NDCG@40, IoU=0.3: 0.145831
+INFO:TEST NDCG@40, IoU=0.5: 0.125714
+INFO:TEST NDCG@40, IoU=0.7: 0.082996
+INFO:
+INFO:EPOCH 2019/4000 | STEP: 100|136 | Loss: -0.018168
+INFO:TRAIN EPOCH: 2020|4000
+INFO:EPOCH 2020/4000 | STEP: 0|136 | Loss: 0.013010
+INFO:EPOCH 2020/4000 | STEP: 100|136 | Loss: -0.010580
+INFO:TRAIN EPOCH: 2021|4000
+INFO:EPOCH 2021/4000 | STEP: 0|136 | Loss: -0.010361
+INFO:EPOCH 2021/4000 | STEP: 100|136 | Loss: -0.010968
+INFO:TRAIN EPOCH: 2022|4000
+INFO:EPOCH 2022/4000 | STEP: 0|136 | Loss: -0.011421
+INFO:EPOCH 2022/4000 | STEP: 100|136 | Loss: -0.010992
+INFO:TRAIN EPOCH: 2023|4000
+INFO:EPOCH 2023/4000 | STEP: 0|136 | Loss: -0.011082
+INFO:EPOCH 2023/4000 | STEP: 100|136 | Loss: -0.009605
+INFO:TRAIN EPOCH: 2024|4000
+INFO:EPOCH 2024/4000 | STEP: 0|136 | Loss: -0.009990
+INFO:EPOCH 2024/4000 | STEP: 100|136 | Loss: -0.010934
+INFO:TRAIN EPOCH: 2025|4000
+INFO:EPOCH 2025/4000 | STEP: 0|136 | Loss: -0.012028
+INFO:EPOCH 2025/4000 | STEP: 100|136 | Loss: -0.010026
+INFO:TRAIN EPOCH: 2026|4000
+INFO:EPOCH 2026/4000 | STEP: 0|136 | Loss: -0.010136
+INFO:EPOCH 2026/4000 | STEP: 100|136 | Loss: -0.009805
+INFO:TRAIN EPOCH: 2027|4000
+INFO:EPOCH 2027/4000 | STEP: 0|136 | Loss: -0.011463
+INFO:EPOCH 2027/4000 | STEP: 100|136 | Loss: -0.009802
+INFO:TRAIN EPOCH: 2028|4000
+INFO:EPOCH 2028/4000 | STEP: 0|136 | Loss: -0.009998
+INFO:EPOCH 2028/4000 | STEP: 100|136 | Loss: -0.008887
+INFO:TRAIN EPOCH: 2029|4000
+INFO:EPOCH 2029/4000 | STEP: 0|136 | Loss: -0.009414
+INFO:EPOCH 2029/4000 | STEP: 100|136 | Loss: -0.011280
+INFO:TRAIN EPOCH: 2030|4000
+INFO:EPOCH 2030/4000 | STEP: 0|136 | Loss: -0.010196
+INFO:EPOCH 2030/4000 | STEP: 100|136 | Loss: -0.010681
+INFO:TRAIN EPOCH: 2031|4000
+INFO:EPOCH 2031/4000 | STEP: 0|136 | Loss: -0.011054
+INFO:EPOCH 2031/4000 | STEP: 100|136 | Loss: -0.010897
+INFO:TRAIN EPOCH: 2032|4000
+INFO:EPOCH 2032/4000 | STEP: 0|136 | Loss: -0.010554
+INFO:EPOCH 2032/4000 | STEP: 100|136 | Loss: -0.010416
+INFO:TRAIN EPOCH: 2033|4000
+INFO:EPOCH 2033/4000 | STEP: 0|136 | Loss: -0.011002
+INFO:EPOCH 2033/4000 | STEP: 100|136 | Loss: -0.011815
+INFO:TRAIN EPOCH: 2034|4000
+INFO:EPOCH 2034/4000 | STEP: 0|136 | Loss: -0.009228
+INFO:EPOCH 2034/4000 | STEP: 100|136 | Loss: -0.010194
+INFO:TRAIN EPOCH: 2035|4000
+INFO:EPOCH 2035/4000 | STEP: 0|136 | Loss: -0.009636
+INFO:EPOCH 2035/4000 | STEP: 100|136 | Loss: -0.010690
+INFO:TRAIN EPOCH: 2036|4000
+INFO:EPOCH 2036/4000 | STEP: 0|136 | Loss: -0.011249
+INFO:EPOCH 2036/4000 | STEP: 100|136 | Loss: -0.010503
+INFO:TRAIN EPOCH: 2037|4000
+INFO:EPOCH 2037/4000 | STEP: 0|136 | Loss: -0.011249
+INFO:EPOCH 2037/4000 | STEP: 100|136 | Loss: -0.011894
+INFO:TRAIN EPOCH: 2038|4000
+INFO:EPOCH 2038/4000 | STEP: 0|136 | Loss: -0.009452
+INFO:EPOCH 2038/4000 | STEP: 100|136 | Loss: -0.010642
+INFO:TRAIN EPOCH: 2039|4000
+INFO:EPOCH 2039/4000 | STEP: 0|136 | Loss: -0.009941
+INFO:VAL NDCG@10, IoU=0.3: 0.151796
+INFO:VAL NDCG@10, IoU=0.5: 0.130963
+INFO:VAL NDCG@10, IoU=0.7: 0.086270
+INFO:VAL NDCG@20, IoU=0.3: 0.144030
+INFO:VAL NDCG@20, IoU=0.5: 0.124096
+INFO:VAL NDCG@20, IoU=0.7: 0.082404
+INFO:VAL NDCG@40, IoU=0.3: 0.148330
+INFO:VAL NDCG@40, IoU=0.5: 0.126429
+INFO:VAL NDCG@40, IoU=0.7: 0.083605
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147448
+INFO:TEST NDCG@10, IoU=0.5: 0.129230
+INFO:TEST NDCG@10, IoU=0.7: 0.086863
+INFO:TEST NDCG@20, IoU=0.3: 0.140844
+INFO:TEST NDCG@20, IoU=0.5: 0.122551
+INFO:TEST NDCG@20, IoU=0.7: 0.081535
+INFO:TEST NDCG@40, IoU=0.3: 0.145937
+INFO:TEST NDCG@40, IoU=0.5: 0.125944
+INFO:TEST NDCG@40, IoU=0.7: 0.083411
+INFO:
+INFO:EPOCH 2039/4000 | STEP: 100|136 | Loss: -0.018216
+INFO:TRAIN EPOCH: 2040|4000
+INFO:EPOCH 2040/4000 | STEP: 0|136 | Loss: 0.008452
+INFO:EPOCH 2040/4000 | STEP: 100|136 | Loss: -0.010311
+INFO:TRAIN EPOCH: 2041|4000
+INFO:EPOCH 2041/4000 | STEP: 0|136 | Loss: -0.011022
+INFO:EPOCH 2041/4000 | STEP: 100|136 | Loss: -0.011428
+INFO:TRAIN EPOCH: 2042|4000
+INFO:EPOCH 2042/4000 | STEP: 0|136 | Loss: -0.010662
+INFO:EPOCH 2042/4000 | STEP: 100|136 | Loss: -0.011210
+INFO:TRAIN EPOCH: 2043|4000
+INFO:EPOCH 2043/4000 | STEP: 0|136 | Loss: -0.010361
+INFO:EPOCH 2043/4000 | STEP: 100|136 | Loss: -0.010902
+INFO:TRAIN EPOCH: 2044|4000
+INFO:EPOCH 2044/4000 | STEP: 0|136 | Loss: -0.011201
+INFO:EPOCH 2044/4000 | STEP: 100|136 | Loss: -0.011267
+INFO:TRAIN EPOCH: 2045|4000
+INFO:EPOCH 2045/4000 | STEP: 0|136 | Loss: -0.011441
+INFO:EPOCH 2045/4000 | STEP: 100|136 | Loss: -0.009732
+INFO:TRAIN EPOCH: 2046|4000
+INFO:EPOCH 2046/4000 | STEP: 0|136 | Loss: -0.010994
+INFO:EPOCH 2046/4000 | STEP: 100|136 | Loss: -0.011252
+INFO:TRAIN EPOCH: 2047|4000
+INFO:EPOCH 2047/4000 | STEP: 0|136 | Loss: -0.010719
+INFO:EPOCH 2047/4000 | STEP: 100|136 | Loss: -0.010740
+INFO:TRAIN EPOCH: 2048|4000
+INFO:EPOCH 2048/4000 | STEP: 0|136 | Loss: -0.011312
+INFO:EPOCH 2048/4000 | STEP: 100|136 | Loss: -0.010871
+INFO:TRAIN EPOCH: 2049|4000
+INFO:EPOCH 2049/4000 | STEP: 0|136 | Loss: -0.010812
+INFO:EPOCH 2049/4000 | STEP: 100|136 | Loss: -0.010455
+INFO:TRAIN EPOCH: 2050|4000
+INFO:EPOCH 2050/4000 | STEP: 0|136 | Loss: -0.010315
+INFO:EPOCH 2050/4000 | STEP: 100|136 | Loss: -0.010959
+INFO:TRAIN EPOCH: 2051|4000
+INFO:EPOCH 2051/4000 | STEP: 0|136 | Loss: -0.010441
+INFO:EPOCH 2051/4000 | STEP: 100|136 | Loss: -0.011164
+INFO:TRAIN EPOCH: 2052|4000
+INFO:EPOCH 2052/4000 | STEP: 0|136 | Loss: -0.010097
+INFO:EPOCH 2052/4000 | STEP: 100|136 | Loss: -0.008457
+INFO:TRAIN EPOCH: 2053|4000
+INFO:EPOCH 2053/4000 | STEP: 0|136 | Loss: -0.008935
+INFO:EPOCH 2053/4000 | STEP: 100|136 | Loss: -0.011046
+INFO:TRAIN EPOCH: 2054|4000
+INFO:EPOCH 2054/4000 | STEP: 0|136 | Loss: -0.010634
+INFO:EPOCH 2054/4000 | STEP: 100|136 | Loss: -0.011103
+INFO:TRAIN EPOCH: 2055|4000
+INFO:EPOCH 2055/4000 | STEP: 0|136 | Loss: -0.009118
+INFO:EPOCH 2055/4000 | STEP: 100|136 | Loss: -0.010375
+INFO:TRAIN EPOCH: 2056|4000
+INFO:EPOCH 2056/4000 | STEP: 0|136 | Loss: -0.012021
+INFO:EPOCH 2056/4000 | STEP: 100|136 | Loss: -0.009064
+INFO:TRAIN EPOCH: 2057|4000
+INFO:EPOCH 2057/4000 | STEP: 0|136 | Loss: -0.011817
+INFO:EPOCH 2057/4000 | STEP: 100|136 | Loss: -0.010386
+INFO:TRAIN EPOCH: 2058|4000
+INFO:EPOCH 2058/4000 | STEP: 0|136 | Loss: -0.011910
+INFO:EPOCH 2058/4000 | STEP: 100|136 | Loss: -0.011948
+INFO:TRAIN EPOCH: 2059|4000
+INFO:EPOCH 2059/4000 | STEP: 0|136 | Loss: -0.012026
+INFO:VAL NDCG@10, IoU=0.3: 0.147905
+INFO:VAL NDCG@10, IoU=0.5: 0.126716
+INFO:VAL NDCG@10, IoU=0.7: 0.083900
+INFO:VAL NDCG@20, IoU=0.3: 0.139389
+INFO:VAL NDCG@20, IoU=0.5: 0.118084
+INFO:VAL NDCG@20, IoU=0.7: 0.078465
+INFO:VAL NDCG@40, IoU=0.3: 0.145666
+INFO:VAL NDCG@40, IoU=0.5: 0.122894
+INFO:VAL NDCG@40, IoU=0.7: 0.081151
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148161
+INFO:TEST NDCG@10, IoU=0.5: 0.130196
+INFO:TEST NDCG@10, IoU=0.7: 0.087103
+INFO:TEST NDCG@20, IoU=0.3: 0.140765
+INFO:TEST NDCG@20, IoU=0.5: 0.122975
+INFO:TEST NDCG@20, IoU=0.7: 0.081281
+INFO:TEST NDCG@40, IoU=0.3: 0.145557
+INFO:TEST NDCG@40, IoU=0.5: 0.126394
+INFO:TEST NDCG@40, IoU=0.7: 0.083417
+INFO:
+INFO:EPOCH 2059/4000 | STEP: 100|136 | Loss: -0.018069
+INFO:TRAIN EPOCH: 2060|4000
+INFO:EPOCH 2060/4000 | STEP: 0|136 | Loss: 0.009551
+INFO:EPOCH 2060/4000 | STEP: 100|136 | Loss: -0.010281
+INFO:TRAIN EPOCH: 2061|4000
+INFO:EPOCH 2061/4000 | STEP: 0|136 | Loss: -0.010071
+INFO:EPOCH 2061/4000 | STEP: 100|136 | Loss: -0.008712
+INFO:TRAIN EPOCH: 2062|4000
+INFO:EPOCH 2062/4000 | STEP: 0|136 | Loss: -0.011269
+INFO:EPOCH 2062/4000 | STEP: 100|136 | Loss: -0.008838
+INFO:TRAIN EPOCH: 2063|4000
+INFO:EPOCH 2063/4000 | STEP: 0|136 | Loss: -0.010834
+INFO:EPOCH 2063/4000 | STEP: 100|136 | Loss: -0.009077
+INFO:TRAIN EPOCH: 2064|4000
+INFO:EPOCH 2064/4000 | STEP: 0|136 | Loss: -0.010842
+INFO:EPOCH 2064/4000 | STEP: 100|136 | Loss: -0.008469
+INFO:TRAIN EPOCH: 2065|4000
+INFO:EPOCH 2065/4000 | STEP: 0|136 | Loss: -0.008947
+INFO:EPOCH 2065/4000 | STEP: 100|136 | Loss: -0.011252
+INFO:TRAIN EPOCH: 2066|4000
+INFO:EPOCH 2066/4000 | STEP: 0|136 | Loss: -0.008786
+INFO:EPOCH 2066/4000 | STEP: 100|136 | Loss: -0.009396
+INFO:TRAIN EPOCH: 2067|4000
+INFO:EPOCH 2067/4000 | STEP: 0|136 | Loss: -0.009374
+INFO:EPOCH 2067/4000 | STEP: 100|136 | Loss: -0.010125
+INFO:TRAIN EPOCH: 2068|4000
+INFO:EPOCH 2068/4000 | STEP: 0|136 | Loss: -0.011099
+INFO:EPOCH 2068/4000 | STEP: 100|136 | Loss: -0.009581
+INFO:TRAIN EPOCH: 2069|4000
+INFO:EPOCH 2069/4000 | STEP: 0|136 | Loss: -0.012209
+INFO:EPOCH 2069/4000 | STEP: 100|136 | Loss: -0.011016
+INFO:TRAIN EPOCH: 2070|4000
+INFO:EPOCH 2070/4000 | STEP: 0|136 | Loss: -0.010865
+INFO:EPOCH 2070/4000 | STEP: 100|136 | Loss: -0.011376
+INFO:TRAIN EPOCH: 2071|4000
+INFO:EPOCH 2071/4000 | STEP: 0|136 | Loss: -0.009001
+INFO:EPOCH 2071/4000 | STEP: 100|136 | Loss: -0.009442
+INFO:TRAIN EPOCH: 2072|4000
+INFO:EPOCH 2072/4000 | STEP: 0|136 | Loss: -0.011419
+INFO:EPOCH 2072/4000 | STEP: 100|136 | Loss: -0.011356
+INFO:TRAIN EPOCH: 2073|4000
+INFO:EPOCH 2073/4000 | STEP: 0|136 | Loss: -0.011540
+INFO:EPOCH 2073/4000 | STEP: 100|136 | Loss: -0.012026
+INFO:TRAIN EPOCH: 2074|4000
+INFO:EPOCH 2074/4000 | STEP: 0|136 | Loss: -0.009448
+INFO:EPOCH 2074/4000 | STEP: 100|136 | Loss: -0.011170
+INFO:TRAIN EPOCH: 2075|4000
+INFO:EPOCH 2075/4000 | STEP: 0|136 | Loss: -0.010471
+INFO:EPOCH 2075/4000 | STEP: 100|136 | Loss: -0.010269
+INFO:TRAIN EPOCH: 2076|4000
+INFO:EPOCH 2076/4000 | STEP: 0|136 | Loss: -0.009223
+INFO:EPOCH 2076/4000 | STEP: 100|136 | Loss: -0.010328
+INFO:TRAIN EPOCH: 2077|4000
+INFO:EPOCH 2077/4000 | STEP: 0|136 | Loss: -0.011777
+INFO:EPOCH 2077/4000 | STEP: 100|136 | Loss: -0.012541
+INFO:TRAIN EPOCH: 2078|4000
+INFO:EPOCH 2078/4000 | STEP: 0|136 | Loss: -0.011585
+INFO:EPOCH 2078/4000 | STEP: 100|136 | Loss: -0.008787
+INFO:TRAIN EPOCH: 2079|4000
+INFO:EPOCH 2079/4000 | STEP: 0|136 | Loss: -0.011570
+INFO:VAL NDCG@10, IoU=0.3: 0.148545
+INFO:VAL NDCG@10, IoU=0.5: 0.128714
+INFO:VAL NDCG@10, IoU=0.7: 0.085093
+INFO:VAL NDCG@20, IoU=0.3: 0.141281
+INFO:VAL NDCG@20, IoU=0.5: 0.120577
+INFO:VAL NDCG@20, IoU=0.7: 0.079941
+INFO:VAL NDCG@40, IoU=0.3: 0.146219
+INFO:VAL NDCG@40, IoU=0.5: 0.123751
+INFO:VAL NDCG@40, IoU=0.7: 0.081431
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146633
+INFO:TEST NDCG@10, IoU=0.5: 0.128483
+INFO:TEST NDCG@10, IoU=0.7: 0.086413
+INFO:TEST NDCG@20, IoU=0.3: 0.139538
+INFO:TEST NDCG@20, IoU=0.5: 0.121210
+INFO:TEST NDCG@20, IoU=0.7: 0.080821
+INFO:TEST NDCG@40, IoU=0.3: 0.144482
+INFO:TEST NDCG@40, IoU=0.5: 0.124747
+INFO:TEST NDCG@40, IoU=0.7: 0.082666
+INFO:
+INFO:EPOCH 2079/4000 | STEP: 100|136 | Loss: -0.017167
+INFO:TRAIN EPOCH: 2080|4000
+INFO:EPOCH 2080/4000 | STEP: 0|136 | Loss: 0.008738
+INFO:EPOCH 2080/4000 | STEP: 100|136 | Loss: -0.009562
+INFO:TRAIN EPOCH: 2081|4000
+INFO:EPOCH 2081/4000 | STEP: 0|136 | Loss: -0.010877
+INFO:EPOCH 2081/4000 | STEP: 100|136 | Loss: -0.010637
+INFO:TRAIN EPOCH: 2082|4000
+INFO:EPOCH 2082/4000 | STEP: 0|136 | Loss: -0.010985
+INFO:EPOCH 2082/4000 | STEP: 100|136 | Loss: -0.011634
+INFO:TRAIN EPOCH: 2083|4000
+INFO:EPOCH 2083/4000 | STEP: 0|136 | Loss: -0.011180
+INFO:EPOCH 2083/4000 | STEP: 100|136 | Loss: -0.009080
+INFO:TRAIN EPOCH: 2084|4000
+INFO:EPOCH 2084/4000 | STEP: 0|136 | Loss: -0.008663
+INFO:EPOCH 2084/4000 | STEP: 100|136 | Loss: -0.010711
+INFO:TRAIN EPOCH: 2085|4000
+INFO:EPOCH 2085/4000 | STEP: 0|136 | Loss: -0.010575
+INFO:EPOCH 2085/4000 | STEP: 100|136 | Loss: -0.010111
+INFO:TRAIN EPOCH: 2086|4000
+INFO:EPOCH 2086/4000 | STEP: 0|136 | Loss: -0.009501
+INFO:EPOCH 2086/4000 | STEP: 100|136 | Loss: -0.010122
+INFO:TRAIN EPOCH: 2087|4000
+INFO:EPOCH 2087/4000 | STEP: 0|136 | Loss: -0.010960
+INFO:EPOCH 2087/4000 | STEP: 100|136 | Loss: -0.010762
+INFO:TRAIN EPOCH: 2088|4000
+INFO:EPOCH 2088/4000 | STEP: 0|136 | Loss: -0.010865
+INFO:EPOCH 2088/4000 | STEP: 100|136 | Loss: -0.011219
+INFO:TRAIN EPOCH: 2089|4000
+INFO:EPOCH 2089/4000 | STEP: 0|136 | Loss: -0.011490
+INFO:EPOCH 2089/4000 | STEP: 100|136 | Loss: -0.009808
+INFO:TRAIN EPOCH: 2090|4000
+INFO:EPOCH 2090/4000 | STEP: 0|136 | Loss: -0.009667
+INFO:EPOCH 2090/4000 | STEP: 100|136 | Loss: -0.010019
+INFO:TRAIN EPOCH: 2091|4000
+INFO:EPOCH 2091/4000 | STEP: 0|136 | Loss: -0.012002
+INFO:EPOCH 2091/4000 | STEP: 100|136 | Loss: -0.011381
+INFO:TRAIN EPOCH: 2092|4000
+INFO:EPOCH 2092/4000 | STEP: 0|136 | Loss: -0.009705
+INFO:EPOCH 2092/4000 | STEP: 100|136 | Loss: -0.010494
+INFO:TRAIN EPOCH: 2093|4000
+INFO:EPOCH 2093/4000 | STEP: 0|136 | Loss: -0.010635
+INFO:EPOCH 2093/4000 | STEP: 100|136 | Loss: -0.011785
+INFO:TRAIN EPOCH: 2094|4000
+INFO:EPOCH 2094/4000 | STEP: 0|136 | Loss: -0.009675
+INFO:EPOCH 2094/4000 | STEP: 100|136 | Loss: -0.009890
+INFO:TRAIN EPOCH: 2095|4000
+INFO:EPOCH 2095/4000 | STEP: 0|136 | Loss: -0.009365
+INFO:EPOCH 2095/4000 | STEP: 100|136 | Loss: -0.011788
+INFO:TRAIN EPOCH: 2096|4000
+INFO:EPOCH 2096/4000 | STEP: 0|136 | Loss: -0.010415
+INFO:EPOCH 2096/4000 | STEP: 100|136 | Loss: -0.009162
+INFO:TRAIN EPOCH: 2097|4000
+INFO:EPOCH 2097/4000 | STEP: 0|136 | Loss: -0.010822
+INFO:EPOCH 2097/4000 | STEP: 100|136 | Loss: -0.011689
+INFO:TRAIN EPOCH: 2098|4000
+INFO:EPOCH 2098/4000 | STEP: 0|136 | Loss: -0.010446
+INFO:EPOCH 2098/4000 | STEP: 100|136 | Loss: -0.010610
+INFO:TRAIN EPOCH: 2099|4000
+INFO:EPOCH 2099/4000 | STEP: 0|136 | Loss: -0.011383
+INFO:VAL NDCG@10, IoU=0.3: 0.151311
+INFO:VAL NDCG@10, IoU=0.5: 0.131796
+INFO:VAL NDCG@10, IoU=0.7: 0.088268
+INFO:VAL NDCG@20, IoU=0.3: 0.143931
+INFO:VAL NDCG@20, IoU=0.5: 0.125166
+INFO:VAL NDCG@20, IoU=0.7: 0.082818
+INFO:VAL NDCG@40, IoU=0.3: 0.149156
+INFO:VAL NDCG@40, IoU=0.5: 0.128162
+INFO:VAL NDCG@40, IoU=0.7: 0.084577
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147807
+INFO:TEST NDCG@10, IoU=0.5: 0.130640
+INFO:TEST NDCG@10, IoU=0.7: 0.087467
+INFO:TEST NDCG@20, IoU=0.3: 0.140733
+INFO:TEST NDCG@20, IoU=0.5: 0.123172
+INFO:TEST NDCG@20, IoU=0.7: 0.082054
+INFO:TEST NDCG@40, IoU=0.3: 0.145796
+INFO:TEST NDCG@40, IoU=0.5: 0.126685
+INFO:TEST NDCG@40, IoU=0.7: 0.083964
+INFO:
+INFO:EPOCH 2099/4000 | STEP: 100|136 | Loss: -0.018176
+INFO:TRAIN EPOCH: 2100|4000
+INFO:EPOCH 2100/4000 | STEP: 0|136 | Loss: 0.012310
+INFO:EPOCH 2100/4000 | STEP: 100|136 | Loss: -0.010826
+INFO:TRAIN EPOCH: 2101|4000
+INFO:EPOCH 2101/4000 | STEP: 0|136 | Loss: -0.007238
+INFO:EPOCH 2101/4000 | STEP: 100|136 | Loss: -0.009831
+INFO:TRAIN EPOCH: 2102|4000
+INFO:EPOCH 2102/4000 | STEP: 0|136 | Loss: -0.008809
+INFO:EPOCH 2102/4000 | STEP: 100|136 | Loss: -0.010694
+INFO:TRAIN EPOCH: 2103|4000
+INFO:EPOCH 2103/4000 | STEP: 0|136 | Loss: -0.011226
+INFO:EPOCH 2103/4000 | STEP: 100|136 | Loss: -0.011512
+INFO:TRAIN EPOCH: 2104|4000
+INFO:EPOCH 2104/4000 | STEP: 0|136 | Loss: -0.011059
+INFO:EPOCH 2104/4000 | STEP: 100|136 | Loss: -0.011036
+INFO:TRAIN EPOCH: 2105|4000
+INFO:EPOCH 2105/4000 | STEP: 0|136 | Loss: -0.011756
+INFO:EPOCH 2105/4000 | STEP: 100|136 | Loss: -0.011145
+INFO:TRAIN EPOCH: 2106|4000
+INFO:EPOCH 2106/4000 | STEP: 0|136 | Loss: -0.010162
+INFO:EPOCH 2106/4000 | STEP: 100|136 | Loss: -0.009303
+INFO:TRAIN EPOCH: 2107|4000
+INFO:EPOCH 2107/4000 | STEP: 0|136 | Loss: -0.011080
+INFO:EPOCH 2107/4000 | STEP: 100|136 | Loss: -0.011456
+INFO:TRAIN EPOCH: 2108|4000
+INFO:EPOCH 2108/4000 | STEP: 0|136 | Loss: -0.011177
+INFO:EPOCH 2108/4000 | STEP: 100|136 | Loss: -0.011136
+INFO:TRAIN EPOCH: 2109|4000
+INFO:EPOCH 2109/4000 | STEP: 0|136 | Loss: -0.011376
+INFO:EPOCH 2109/4000 | STEP: 100|136 | Loss: -0.010658
+INFO:TRAIN EPOCH: 2110|4000
+INFO:EPOCH 2110/4000 | STEP: 0|136 | Loss: -0.010948
+INFO:EPOCH 2110/4000 | STEP: 100|136 | Loss: -0.011276
+INFO:TRAIN EPOCH: 2111|4000
+INFO:EPOCH 2111/4000 | STEP: 0|136 | Loss: -0.009318
+INFO:EPOCH 2111/4000 | STEP: 100|136 | Loss: -0.010163
+INFO:TRAIN EPOCH: 2112|4000
+INFO:EPOCH 2112/4000 | STEP: 0|136 | Loss: -0.010897
+INFO:EPOCH 2112/4000 | STEP: 100|136 | Loss: -0.011665
+INFO:TRAIN EPOCH: 2113|4000
+INFO:EPOCH 2113/4000 | STEP: 0|136 | Loss: -0.010892
+INFO:EPOCH 2113/4000 | STEP: 100|136 | Loss: -0.010067
+INFO:TRAIN EPOCH: 2114|4000
+INFO:EPOCH 2114/4000 | STEP: 0|136 | Loss: -0.009303
+INFO:EPOCH 2114/4000 | STEP: 100|136 | Loss: -0.008610
+INFO:TRAIN EPOCH: 2115|4000
+INFO:EPOCH 2115/4000 | STEP: 0|136 | Loss: -0.012087
+INFO:EPOCH 2115/4000 | STEP: 100|136 | Loss: -0.011004
+INFO:TRAIN EPOCH: 2116|4000
+INFO:EPOCH 2116/4000 | STEP: 0|136 | Loss: -0.010789
+INFO:EPOCH 2116/4000 | STEP: 100|136 | Loss: -0.010951
+INFO:TRAIN EPOCH: 2117|4000
+INFO:EPOCH 2117/4000 | STEP: 0|136 | Loss: -0.011905
+INFO:EPOCH 2117/4000 | STEP: 100|136 | Loss: -0.009928
+INFO:TRAIN EPOCH: 2118|4000
+INFO:EPOCH 2118/4000 | STEP: 0|136 | Loss: -0.011566
+INFO:EPOCH 2118/4000 | STEP: 100|136 | Loss: -0.009583
+INFO:TRAIN EPOCH: 2119|4000
+INFO:EPOCH 2119/4000 | STEP: 0|136 | Loss: -0.009907
+INFO:VAL NDCG@10, IoU=0.3: 0.148969
+INFO:VAL NDCG@10, IoU=0.5: 0.129019
+INFO:VAL NDCG@10, IoU=0.7: 0.086966
+INFO:VAL NDCG@20, IoU=0.3: 0.143563
+INFO:VAL NDCG@20, IoU=0.5: 0.124109
+INFO:VAL NDCG@20, IoU=0.7: 0.083062
+INFO:VAL NDCG@40, IoU=0.3: 0.149446
+INFO:VAL NDCG@40, IoU=0.5: 0.127894
+INFO:VAL NDCG@40, IoU=0.7: 0.084839
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149084
+INFO:TEST NDCG@10, IoU=0.5: 0.131017
+INFO:TEST NDCG@10, IoU=0.7: 0.087494
+INFO:TEST NDCG@20, IoU=0.3: 0.141452
+INFO:TEST NDCG@20, IoU=0.5: 0.123701
+INFO:TEST NDCG@20, IoU=0.7: 0.082068
+INFO:TEST NDCG@40, IoU=0.3: 0.146336
+INFO:TEST NDCG@40, IoU=0.5: 0.126389
+INFO:TEST NDCG@40, IoU=0.7: 0.083532
+INFO:
+INFO:EPOCH 2119/4000 | STEP: 100|136 | Loss: -0.018497
+INFO:TRAIN EPOCH: 2120|4000
+INFO:EPOCH 2120/4000 | STEP: 0|136 | Loss: 0.009513
+INFO:EPOCH 2120/4000 | STEP: 100|136 | Loss: -0.011403
+INFO:TRAIN EPOCH: 2121|4000
+INFO:EPOCH 2121/4000 | STEP: 0|136 | Loss: -0.011377
+INFO:EPOCH 2121/4000 | STEP: 100|136 | Loss: -0.010472
+INFO:TRAIN EPOCH: 2122|4000
+INFO:EPOCH 2122/4000 | STEP: 0|136 | Loss: -0.010877
+INFO:EPOCH 2122/4000 | STEP: 100|136 | Loss: -0.011438
+INFO:TRAIN EPOCH: 2123|4000
+INFO:EPOCH 2123/4000 | STEP: 0|136 | Loss: -0.010895
+INFO:EPOCH 2123/4000 | STEP: 100|136 | Loss: -0.010626
+INFO:TRAIN EPOCH: 2124|4000
+INFO:EPOCH 2124/4000 | STEP: 0|136 | Loss: -0.011550
+INFO:EPOCH 2124/4000 | STEP: 100|136 | Loss: -0.010050
+INFO:TRAIN EPOCH: 2125|4000
+INFO:EPOCH 2125/4000 | STEP: 0|136 | Loss: -0.011556
+INFO:EPOCH 2125/4000 | STEP: 100|136 | Loss: -0.010255
+INFO:TRAIN EPOCH: 2126|4000
+INFO:EPOCH 2126/4000 | STEP: 0|136 | Loss: -0.011463
+INFO:EPOCH 2126/4000 | STEP: 100|136 | Loss: -0.010023
+INFO:TRAIN EPOCH: 2127|4000
+INFO:EPOCH 2127/4000 | STEP: 0|136 | Loss: -0.011753
+INFO:EPOCH 2127/4000 | STEP: 100|136 | Loss: -0.011377
+INFO:TRAIN EPOCH: 2128|4000
+INFO:EPOCH 2128/4000 | STEP: 0|136 | Loss: -0.010775
+INFO:EPOCH 2128/4000 | STEP: 100|136 | Loss: -0.011104
+INFO:TRAIN EPOCH: 2129|4000
+INFO:EPOCH 2129/4000 | STEP: 0|136 | Loss: -0.011122
+INFO:EPOCH 2129/4000 | STEP: 100|136 | Loss: -0.010232
+INFO:TRAIN EPOCH: 2130|4000
+INFO:EPOCH 2130/4000 | STEP: 0|136 | Loss: -0.010868
+INFO:EPOCH 2130/4000 | STEP: 100|136 | Loss: -0.011023
+INFO:TRAIN EPOCH: 2131|4000
+INFO:EPOCH 2131/4000 | STEP: 0|136 | Loss: -0.009604
+INFO:EPOCH 2131/4000 | STEP: 100|136 | Loss: -0.010906
+INFO:TRAIN EPOCH: 2132|4000
+INFO:EPOCH 2132/4000 | STEP: 0|136 | Loss: -0.010594
+INFO:EPOCH 2132/4000 | STEP: 100|136 | Loss: -0.010316
+INFO:TRAIN EPOCH: 2133|4000
+INFO:EPOCH 2133/4000 | STEP: 0|136 | Loss: -0.009753
+INFO:EPOCH 2133/4000 | STEP: 100|136 | Loss: -0.011697
+INFO:TRAIN EPOCH: 2134|4000
+INFO:EPOCH 2134/4000 | STEP: 0|136 | Loss: -0.011477
+INFO:EPOCH 2134/4000 | STEP: 100|136 | Loss: -0.011376
+INFO:TRAIN EPOCH: 2135|4000
+INFO:EPOCH 2135/4000 | STEP: 0|136 | Loss: -0.011108
+INFO:EPOCH 2135/4000 | STEP: 100|136 | Loss: -0.011455
+INFO:TRAIN EPOCH: 2136|4000
+INFO:EPOCH 2136/4000 | STEP: 0|136 | Loss: -0.011070
+INFO:EPOCH 2136/4000 | STEP: 100|136 | Loss: -0.010673
+INFO:TRAIN EPOCH: 2137|4000
+INFO:EPOCH 2137/4000 | STEP: 0|136 | Loss: -0.011076
+INFO:EPOCH 2137/4000 | STEP: 100|136 | Loss: -0.011544
+INFO:TRAIN EPOCH: 2138|4000
+INFO:EPOCH 2138/4000 | STEP: 0|136 | Loss: -0.012446
+INFO:EPOCH 2138/4000 | STEP: 100|136 | Loss: -0.011224
+INFO:TRAIN EPOCH: 2139|4000
+INFO:EPOCH 2139/4000 | STEP: 0|136 | Loss: -0.011766
+INFO:VAL NDCG@10, IoU=0.3: 0.148532
+INFO:VAL NDCG@10, IoU=0.5: 0.129854
+INFO:VAL NDCG@10, IoU=0.7: 0.087394
+INFO:VAL NDCG@20, IoU=0.3: 0.144611
+INFO:VAL NDCG@20, IoU=0.5: 0.125593
+INFO:VAL NDCG@20, IoU=0.7: 0.084576
+INFO:VAL NDCG@40, IoU=0.3: 0.150457
+INFO:VAL NDCG@40, IoU=0.5: 0.128728
+INFO:VAL NDCG@40, IoU=0.7: 0.086120
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150288
+INFO:TEST NDCG@10, IoU=0.5: 0.131901
+INFO:TEST NDCG@10, IoU=0.7: 0.088006
+INFO:TEST NDCG@20, IoU=0.3: 0.141863
+INFO:TEST NDCG@20, IoU=0.5: 0.123577
+INFO:TEST NDCG@20, IoU=0.7: 0.081842
+INFO:TEST NDCG@40, IoU=0.3: 0.146783
+INFO:TEST NDCG@40, IoU=0.5: 0.126738
+INFO:TEST NDCG@40, IoU=0.7: 0.083728
+INFO:
+INFO:EPOCH 2139/4000 | STEP: 100|136 | Loss: -0.019170
+INFO:TRAIN EPOCH: 2140|4000
+INFO:EPOCH 2140/4000 | STEP: 0|136 | Loss: 0.012939
+INFO:EPOCH 2140/4000 | STEP: 100|136 | Loss: -0.011214
+INFO:TRAIN EPOCH: 2141|4000
+INFO:EPOCH 2141/4000 | STEP: 0|136 | Loss: -0.011035
+INFO:EPOCH 2141/4000 | STEP: 100|136 | Loss: -0.010308
+INFO:TRAIN EPOCH: 2142|4000
+INFO:EPOCH 2142/4000 | STEP: 0|136 | Loss: -0.011771
+INFO:EPOCH 2142/4000 | STEP: 100|136 | Loss: -0.010617
+INFO:TRAIN EPOCH: 2143|4000
+INFO:EPOCH 2143/4000 | STEP: 0|136 | Loss: -0.011314
+INFO:EPOCH 2143/4000 | STEP: 100|136 | Loss: -0.012444
+INFO:TRAIN EPOCH: 2144|4000
+INFO:EPOCH 2144/4000 | STEP: 0|136 | Loss: -0.011334
+INFO:EPOCH 2144/4000 | STEP: 100|136 | Loss: -0.012385
+INFO:TRAIN EPOCH: 2145|4000
+INFO:EPOCH 2145/4000 | STEP: 0|136 | Loss: -0.009857
+INFO:EPOCH 2145/4000 | STEP: 100|136 | Loss: -0.011120
+INFO:TRAIN EPOCH: 2146|4000
+INFO:EPOCH 2146/4000 | STEP: 0|136 | Loss: -0.010075
+INFO:EPOCH 2146/4000 | STEP: 100|136 | Loss: -0.011996
+INFO:TRAIN EPOCH: 2147|4000
+INFO:EPOCH 2147/4000 | STEP: 0|136 | Loss: -0.011608
+INFO:EPOCH 2147/4000 | STEP: 100|136 | Loss: -0.011563
+INFO:TRAIN EPOCH: 2148|4000
+INFO:EPOCH 2148/4000 | STEP: 0|136 | Loss: -0.010785
+INFO:EPOCH 2148/4000 | STEP: 100|136 | Loss: -0.011362
+INFO:TRAIN EPOCH: 2149|4000
+INFO:EPOCH 2149/4000 | STEP: 0|136 | Loss: -0.009834
+INFO:EPOCH 2149/4000 | STEP: 100|136 | Loss: -0.009865
+INFO:TRAIN EPOCH: 2150|4000
+INFO:EPOCH 2150/4000 | STEP: 0|136 | Loss: -0.011216
+INFO:EPOCH 2150/4000 | STEP: 100|136 | Loss: -0.011311
+INFO:TRAIN EPOCH: 2151|4000
+INFO:EPOCH 2151/4000 | STEP: 0|136 | Loss: -0.012403
+INFO:EPOCH 2151/4000 | STEP: 100|136 | Loss: -0.010098
+INFO:TRAIN EPOCH: 2152|4000
+INFO:EPOCH 2152/4000 | STEP: 0|136 | Loss: -0.011134
+INFO:EPOCH 2152/4000 | STEP: 100|136 | Loss: -0.011578
+INFO:TRAIN EPOCH: 2153|4000
+INFO:EPOCH 2153/4000 | STEP: 0|136 | Loss: -0.011360
+INFO:EPOCH 2153/4000 | STEP: 100|136 | Loss: -0.009118
+INFO:TRAIN EPOCH: 2154|4000
+INFO:EPOCH 2154/4000 | STEP: 0|136 | Loss: -0.012038
+INFO:EPOCH 2154/4000 | STEP: 100|136 | Loss: -0.010884
+INFO:TRAIN EPOCH: 2155|4000
+INFO:EPOCH 2155/4000 | STEP: 0|136 | Loss: -0.011146
+INFO:EPOCH 2155/4000 | STEP: 100|136 | Loss: -0.010727
+INFO:TRAIN EPOCH: 2156|4000
+INFO:EPOCH 2156/4000 | STEP: 0|136 | Loss: -0.009580
+INFO:EPOCH 2156/4000 | STEP: 100|136 | Loss: -0.010263
+INFO:TRAIN EPOCH: 2157|4000
+INFO:EPOCH 2157/4000 | STEP: 0|136 | Loss: -0.012572
+INFO:EPOCH 2157/4000 | STEP: 100|136 | Loss: -0.009537
+INFO:TRAIN EPOCH: 2158|4000
+INFO:EPOCH 2158/4000 | STEP: 0|136 | Loss: -0.012003
+INFO:EPOCH 2158/4000 | STEP: 100|136 | Loss: -0.010760
+INFO:TRAIN EPOCH: 2159|4000
+INFO:EPOCH 2159/4000 | STEP: 0|136 | Loss: -0.010539
+INFO:VAL NDCG@10, IoU=0.3: 0.151368
+INFO:VAL NDCG@10, IoU=0.5: 0.133016
+INFO:VAL NDCG@10, IoU=0.7: 0.090635
+INFO:VAL NDCG@20, IoU=0.3: 0.143988
+INFO:VAL NDCG@20, IoU=0.5: 0.125074
+INFO:VAL NDCG@20, IoU=0.7: 0.084710
+INFO:VAL NDCG@40, IoU=0.3: 0.149436
+INFO:VAL NDCG@40, IoU=0.5: 0.128645
+INFO:VAL NDCG@40, IoU=0.7: 0.086603
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148529
+INFO:TEST NDCG@10, IoU=0.5: 0.130213
+INFO:TEST NDCG@10, IoU=0.7: 0.087415
+INFO:TEST NDCG@20, IoU=0.3: 0.140786
+INFO:TEST NDCG@20, IoU=0.5: 0.122599
+INFO:TEST NDCG@20, IoU=0.7: 0.081524
+INFO:TEST NDCG@40, IoU=0.3: 0.146088
+INFO:TEST NDCG@40, IoU=0.5: 0.126151
+INFO:TEST NDCG@40, IoU=0.7: 0.083309
+INFO:
+INFO:EPOCH 2159/4000 | STEP: 100|136 | Loss: -0.017820
+INFO:TRAIN EPOCH: 2160|4000
+INFO:EPOCH 2160/4000 | STEP: 0|136 | Loss: 0.009529
+INFO:EPOCH 2160/4000 | STEP: 100|136 | Loss: -0.011092
+INFO:TRAIN EPOCH: 2161|4000
+INFO:EPOCH 2161/4000 | STEP: 0|136 | Loss: -0.011952
+INFO:EPOCH 2161/4000 | STEP: 100|136 | Loss: -0.010764
+INFO:TRAIN EPOCH: 2162|4000
+INFO:EPOCH 2162/4000 | STEP: 0|136 | Loss: -0.010708
+INFO:EPOCH 2162/4000 | STEP: 100|136 | Loss: -0.010006
+INFO:TRAIN EPOCH: 2163|4000
+INFO:EPOCH 2163/4000 | STEP: 0|136 | Loss: -0.011277
+INFO:EPOCH 2163/4000 | STEP: 100|136 | Loss: -0.009844
+INFO:TRAIN EPOCH: 2164|4000
+INFO:EPOCH 2164/4000 | STEP: 0|136 | Loss: -0.012014
+INFO:EPOCH 2164/4000 | STEP: 100|136 | Loss: -0.011360
+INFO:TRAIN EPOCH: 2165|4000
+INFO:EPOCH 2165/4000 | STEP: 0|136 | Loss: -0.011472
+INFO:EPOCH 2165/4000 | STEP: 100|136 | Loss: -0.010100
+INFO:TRAIN EPOCH: 2166|4000
+INFO:EPOCH 2166/4000 | STEP: 0|136 | Loss: -0.011384
+INFO:EPOCH 2166/4000 | STEP: 100|136 | Loss: -0.010962
+INFO:TRAIN EPOCH: 2167|4000
+INFO:EPOCH 2167/4000 | STEP: 0|136 | Loss: -0.009683
+INFO:EPOCH 2167/4000 | STEP: 100|136 | Loss: -0.011966
+INFO:TRAIN EPOCH: 2168|4000
+INFO:EPOCH 2168/4000 | STEP: 0|136 | Loss: -0.010377
+INFO:EPOCH 2168/4000 | STEP: 100|136 | Loss: -0.011045
+INFO:TRAIN EPOCH: 2169|4000
+INFO:EPOCH 2169/4000 | STEP: 0|136 | Loss: -0.012198
+INFO:EPOCH 2169/4000 | STEP: 100|136 | Loss: -0.009956
+INFO:TRAIN EPOCH: 2170|4000
+INFO:EPOCH 2170/4000 | STEP: 0|136 | Loss: -0.012236
+INFO:EPOCH 2170/4000 | STEP: 100|136 | Loss: -0.010381
+INFO:TRAIN EPOCH: 2171|4000
+INFO:EPOCH 2171/4000 | STEP: 0|136 | Loss: -0.010257
+INFO:EPOCH 2171/4000 | STEP: 100|136 | Loss: -0.010465
+INFO:TRAIN EPOCH: 2172|4000
+INFO:EPOCH 2172/4000 | STEP: 0|136 | Loss: -0.011920
+INFO:EPOCH 2172/4000 | STEP: 100|136 | Loss: -0.011494
+INFO:TRAIN EPOCH: 2173|4000
+INFO:EPOCH 2173/4000 | STEP: 0|136 | Loss: -0.012113
+INFO:EPOCH 2173/4000 | STEP: 100|136 | Loss: -0.010214
+INFO:TRAIN EPOCH: 2174|4000
+INFO:EPOCH 2174/4000 | STEP: 0|136 | Loss: -0.010794
+INFO:EPOCH 2174/4000 | STEP: 100|136 | Loss: -0.011403
+INFO:TRAIN EPOCH: 2175|4000
+INFO:EPOCH 2175/4000 | STEP: 0|136 | Loss: -0.011364
+INFO:EPOCH 2175/4000 | STEP: 100|136 | Loss: -0.011081
+INFO:TRAIN EPOCH: 2176|4000
+INFO:EPOCH 2176/4000 | STEP: 0|136 | Loss: -0.010915
+INFO:EPOCH 2176/4000 | STEP: 100|136 | Loss: -0.012508
+INFO:TRAIN EPOCH: 2177|4000
+INFO:EPOCH 2177/4000 | STEP: 0|136 | Loss: -0.011853
+INFO:EPOCH 2177/4000 | STEP: 100|136 | Loss: -0.011436
+INFO:TRAIN EPOCH: 2178|4000
+INFO:EPOCH 2178/4000 | STEP: 0|136 | Loss: -0.011163
+INFO:EPOCH 2178/4000 | STEP: 100|136 | Loss: -0.011509
+INFO:TRAIN EPOCH: 2179|4000
+INFO:EPOCH 2179/4000 | STEP: 0|136 | Loss: -0.010262
+INFO:VAL NDCG@10, IoU=0.3: 0.150535
+INFO:VAL NDCG@10, IoU=0.5: 0.131109
+INFO:VAL NDCG@10, IoU=0.7: 0.087788
+INFO:VAL NDCG@20, IoU=0.3: 0.144387
+INFO:VAL NDCG@20, IoU=0.5: 0.125316
+INFO:VAL NDCG@20, IoU=0.7: 0.083733
+INFO:VAL NDCG@40, IoU=0.3: 0.148490
+INFO:VAL NDCG@40, IoU=0.5: 0.128352
+INFO:VAL NDCG@40, IoU=0.7: 0.084240
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146243
+INFO:TEST NDCG@10, IoU=0.5: 0.128856
+INFO:TEST NDCG@10, IoU=0.7: 0.086431
+INFO:TEST NDCG@20, IoU=0.3: 0.138913
+INFO:TEST NDCG@20, IoU=0.5: 0.121768
+INFO:TEST NDCG@20, IoU=0.7: 0.080710
+INFO:TEST NDCG@40, IoU=0.3: 0.144648
+INFO:TEST NDCG@40, IoU=0.5: 0.126003
+INFO:TEST NDCG@40, IoU=0.7: 0.082933
+INFO:
+INFO:EPOCH 2179/4000 | STEP: 100|136 | Loss: -0.018538
+INFO:TRAIN EPOCH: 2180|4000
+INFO:EPOCH 2180/4000 | STEP: 0|136 | Loss: 0.008615
+INFO:EPOCH 2180/4000 | STEP: 100|136 | Loss: -0.010560
+INFO:TRAIN EPOCH: 2181|4000
+INFO:EPOCH 2181/4000 | STEP: 0|136 | Loss: -0.010517
+INFO:EPOCH 2181/4000 | STEP: 100|136 | Loss: -0.011179
+INFO:TRAIN EPOCH: 2182|4000
+INFO:EPOCH 2182/4000 | STEP: 0|136 | Loss: -0.009217
+INFO:EPOCH 2182/4000 | STEP: 100|136 | Loss: -0.012006
+INFO:TRAIN EPOCH: 2183|4000
+INFO:EPOCH 2183/4000 | STEP: 0|136 | Loss: -0.011513
+INFO:EPOCH 2183/4000 | STEP: 100|136 | Loss: -0.010880
+INFO:TRAIN EPOCH: 2184|4000
+INFO:EPOCH 2184/4000 | STEP: 0|136 | Loss: -0.011878
+INFO:EPOCH 2184/4000 | STEP: 100|136 | Loss: -0.011003
+INFO:TRAIN EPOCH: 2185|4000
+INFO:EPOCH 2185/4000 | STEP: 0|136 | Loss: -0.011511
+INFO:EPOCH 2185/4000 | STEP: 100|136 | Loss: -0.010873
+INFO:TRAIN EPOCH: 2186|4000
+INFO:EPOCH 2186/4000 | STEP: 0|136 | Loss: -0.011602
+INFO:EPOCH 2186/4000 | STEP: 100|136 | Loss: -0.011660
+INFO:TRAIN EPOCH: 2187|4000
+INFO:EPOCH 2187/4000 | STEP: 0|136 | Loss: -0.010804
+INFO:EPOCH 2187/4000 | STEP: 100|136 | Loss: -0.009362
+INFO:TRAIN EPOCH: 2188|4000
+INFO:EPOCH 2188/4000 | STEP: 0|136 | Loss: -0.011774
+INFO:EPOCH 2188/4000 | STEP: 100|136 | Loss: -0.012166
+INFO:TRAIN EPOCH: 2189|4000
+INFO:EPOCH 2189/4000 | STEP: 0|136 | Loss: -0.010518
+INFO:EPOCH 2189/4000 | STEP: 100|136 | Loss: -0.009713
+INFO:TRAIN EPOCH: 2190|4000
+INFO:EPOCH 2190/4000 | STEP: 0|136 | Loss: -0.011802
+INFO:EPOCH 2190/4000 | STEP: 100|136 | Loss: -0.009781
+INFO:TRAIN EPOCH: 2191|4000
+INFO:EPOCH 2191/4000 | STEP: 0|136 | Loss: -0.010057
+INFO:EPOCH 2191/4000 | STEP: 100|136 | Loss: -0.010628
+INFO:TRAIN EPOCH: 2192|4000
+INFO:EPOCH 2192/4000 | STEP: 0|136 | Loss: -0.009331
+INFO:EPOCH 2192/4000 | STEP: 100|136 | Loss: -0.010773
+INFO:TRAIN EPOCH: 2193|4000
+INFO:EPOCH 2193/4000 | STEP: 0|136 | Loss: -0.011625
+INFO:EPOCH 2193/4000 | STEP: 100|136 | Loss: -0.010941
+INFO:TRAIN EPOCH: 2194|4000
+INFO:EPOCH 2194/4000 | STEP: 0|136 | Loss: -0.010967
+INFO:EPOCH 2194/4000 | STEP: 100|136 | Loss: -0.010187
+INFO:TRAIN EPOCH: 2195|4000
+INFO:EPOCH 2195/4000 | STEP: 0|136 | Loss: -0.012142
+INFO:EPOCH 2195/4000 | STEP: 100|136 | Loss: -0.011927
+INFO:TRAIN EPOCH: 2196|4000
+INFO:EPOCH 2196/4000 | STEP: 0|136 | Loss: -0.008860
+INFO:EPOCH 2196/4000 | STEP: 100|136 | Loss: -0.010694
+INFO:TRAIN EPOCH: 2197|4000
+INFO:EPOCH 2197/4000 | STEP: 0|136 | Loss: -0.010718
+INFO:EPOCH 2197/4000 | STEP: 100|136 | Loss: -0.010115
+INFO:TRAIN EPOCH: 2198|4000
+INFO:EPOCH 2198/4000 | STEP: 0|136 | Loss: -0.011357
+INFO:EPOCH 2198/4000 | STEP: 100|136 | Loss: -0.009329
+INFO:TRAIN EPOCH: 2199|4000
+INFO:EPOCH 2199/4000 | STEP: 0|136 | Loss: -0.011925
+INFO:VAL NDCG@10, IoU=0.3: 0.148286
+INFO:VAL NDCG@10, IoU=0.5: 0.128679
+INFO:VAL NDCG@10, IoU=0.7: 0.086269
+INFO:VAL NDCG@20, IoU=0.3: 0.142072
+INFO:VAL NDCG@20, IoU=0.5: 0.123177
+INFO:VAL NDCG@20, IoU=0.7: 0.082234
+INFO:VAL NDCG@40, IoU=0.3: 0.149017
+INFO:VAL NDCG@40, IoU=0.5: 0.128005
+INFO:VAL NDCG@40, IoU=0.7: 0.084725
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148750
+INFO:TEST NDCG@10, IoU=0.5: 0.131057
+INFO:TEST NDCG@10, IoU=0.7: 0.087733
+INFO:TEST NDCG@20, IoU=0.3: 0.142033
+INFO:TEST NDCG@20, IoU=0.5: 0.123999
+INFO:TEST NDCG@20, IoU=0.7: 0.082453
+INFO:TEST NDCG@40, IoU=0.3: 0.145674
+INFO:TEST NDCG@40, IoU=0.5: 0.126586
+INFO:TEST NDCG@40, IoU=0.7: 0.083779
+INFO:
+INFO:EPOCH 2199/4000 | STEP: 100|136 | Loss: -0.019371
+INFO:TRAIN EPOCH: 2200|4000
+INFO:EPOCH 2200/4000 | STEP: 0|136 | Loss: 0.011536
+INFO:EPOCH 2200/4000 | STEP: 100|136 | Loss: -0.012705
+INFO:TRAIN EPOCH: 2201|4000
+INFO:EPOCH 2201/4000 | STEP: 0|136 | Loss: -0.012169
+INFO:EPOCH 2201/4000 | STEP: 100|136 | Loss: -0.012079
+INFO:TRAIN EPOCH: 2202|4000
+INFO:EPOCH 2202/4000 | STEP: 0|136 | Loss: -0.012288
+INFO:EPOCH 2202/4000 | STEP: 100|136 | Loss: -0.012150
+INFO:TRAIN EPOCH: 2203|4000
+INFO:EPOCH 2203/4000 | STEP: 0|136 | Loss: -0.011814
+INFO:EPOCH 2203/4000 | STEP: 100|136 | Loss: -0.011470
+INFO:TRAIN EPOCH: 2204|4000
+INFO:EPOCH 2204/4000 | STEP: 0|136 | Loss: -0.011632
+INFO:EPOCH 2204/4000 | STEP: 100|136 | Loss: -0.011851
+INFO:TRAIN EPOCH: 2205|4000
+INFO:EPOCH 2205/4000 | STEP: 0|136 | Loss: -0.011675
+INFO:EPOCH 2205/4000 | STEP: 100|136 | Loss: -0.012076
+INFO:TRAIN EPOCH: 2206|4000
+INFO:EPOCH 2206/4000 | STEP: 0|136 | Loss: -0.012812
+INFO:EPOCH 2206/4000 | STEP: 100|136 | Loss: -0.010907
+INFO:TRAIN EPOCH: 2207|4000
+INFO:EPOCH 2207/4000 | STEP: 0|136 | Loss: -0.011962
+INFO:EPOCH 2207/4000 | STEP: 100|136 | Loss: -0.010944
+INFO:TRAIN EPOCH: 2208|4000
+INFO:EPOCH 2208/4000 | STEP: 0|136 | Loss: -0.011084
+INFO:EPOCH 2208/4000 | STEP: 100|136 | Loss: -0.011017
+INFO:TRAIN EPOCH: 2209|4000
+INFO:EPOCH 2209/4000 | STEP: 0|136 | Loss: -0.010371
+INFO:EPOCH 2209/4000 | STEP: 100|136 | Loss: -0.010551
+INFO:TRAIN EPOCH: 2210|4000
+INFO:EPOCH 2210/4000 | STEP: 0|136 | Loss: -0.011431
+INFO:EPOCH 2210/4000 | STEP: 100|136 | Loss: -0.009397
+INFO:TRAIN EPOCH: 2211|4000
+INFO:EPOCH 2211/4000 | STEP: 0|136 | Loss: -0.009864
+INFO:EPOCH 2211/4000 | STEP: 100|136 | Loss: -0.011195
+INFO:TRAIN EPOCH: 2212|4000
+INFO:EPOCH 2212/4000 | STEP: 0|136 | Loss: -0.011751
+INFO:EPOCH 2212/4000 | STEP: 100|136 | Loss: -0.011472
+INFO:TRAIN EPOCH: 2213|4000
+INFO:EPOCH 2213/4000 | STEP: 0|136 | Loss: -0.011033
+INFO:EPOCH 2213/4000 | STEP: 100|136 | Loss: -0.012248
+INFO:TRAIN EPOCH: 2214|4000
+INFO:EPOCH 2214/4000 | STEP: 0|136 | Loss: -0.011110
+INFO:EPOCH 2214/4000 | STEP: 100|136 | Loss: -0.010741
+INFO:TRAIN EPOCH: 2215|4000
+INFO:EPOCH 2215/4000 | STEP: 0|136 | Loss: -0.010018
+INFO:EPOCH 2215/4000 | STEP: 100|136 | Loss: -0.011321
+INFO:TRAIN EPOCH: 2216|4000
+INFO:EPOCH 2216/4000 | STEP: 0|136 | Loss: -0.010012
+INFO:EPOCH 2216/4000 | STEP: 100|136 | Loss: -0.010524
+INFO:TRAIN EPOCH: 2217|4000
+INFO:EPOCH 2217/4000 | STEP: 0|136 | Loss: -0.012291
+INFO:EPOCH 2217/4000 | STEP: 100|136 | Loss: -0.010772
+INFO:TRAIN EPOCH: 2218|4000
+INFO:EPOCH 2218/4000 | STEP: 0|136 | Loss: -0.011732
+INFO:EPOCH 2218/4000 | STEP: 100|136 | Loss: -0.011770
+INFO:TRAIN EPOCH: 2219|4000
+INFO:EPOCH 2219/4000 | STEP: 0|136 | Loss: -0.012923
+INFO:VAL NDCG@10, IoU=0.3: 0.149096
+INFO:VAL NDCG@10, IoU=0.5: 0.129219
+INFO:VAL NDCG@10, IoU=0.7: 0.087566
+INFO:VAL NDCG@20, IoU=0.3: 0.143987
+INFO:VAL NDCG@20, IoU=0.5: 0.124435
+INFO:VAL NDCG@20, IoU=0.7: 0.084302
+INFO:VAL NDCG@40, IoU=0.3: 0.147631
+INFO:VAL NDCG@40, IoU=0.5: 0.126630
+INFO:VAL NDCG@40, IoU=0.7: 0.085015
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149256
+INFO:TEST NDCG@10, IoU=0.5: 0.131435
+INFO:TEST NDCG@10, IoU=0.7: 0.087532
+INFO:TEST NDCG@20, IoU=0.3: 0.141061
+INFO:TEST NDCG@20, IoU=0.5: 0.123276
+INFO:TEST NDCG@20, IoU=0.7: 0.081316
+INFO:TEST NDCG@40, IoU=0.3: 0.145257
+INFO:TEST NDCG@40, IoU=0.5: 0.126048
+INFO:TEST NDCG@40, IoU=0.7: 0.082639
+INFO:
+INFO:EPOCH 2219/4000 | STEP: 100|136 | Loss: -0.017612
+INFO:TRAIN EPOCH: 2220|4000
+INFO:EPOCH 2220/4000 | STEP: 0|136 | Loss: 0.011652
+INFO:EPOCH 2220/4000 | STEP: 100|136 | Loss: -0.012133
+INFO:TRAIN EPOCH: 2221|4000
+INFO:EPOCH 2221/4000 | STEP: 0|136 | Loss: -0.011482
+INFO:EPOCH 2221/4000 | STEP: 100|136 | Loss: -0.010387
+INFO:TRAIN EPOCH: 2222|4000
+INFO:EPOCH 2222/4000 | STEP: 0|136 | Loss: -0.011572
+INFO:EPOCH 2222/4000 | STEP: 100|136 | Loss: -0.012290
+INFO:TRAIN EPOCH: 2223|4000
+INFO:EPOCH 2223/4000 | STEP: 0|136 | Loss: -0.012360
+INFO:EPOCH 2223/4000 | STEP: 100|136 | Loss: -0.011998
+INFO:TRAIN EPOCH: 2224|4000
+INFO:EPOCH 2224/4000 | STEP: 0|136 | Loss: -0.012137
+INFO:EPOCH 2224/4000 | STEP: 100|136 | Loss: -0.011905
+INFO:TRAIN EPOCH: 2225|4000
+INFO:EPOCH 2225/4000 | STEP: 0|136 | Loss: -0.011041
+INFO:EPOCH 2225/4000 | STEP: 100|136 | Loss: -0.012223
+INFO:TRAIN EPOCH: 2226|4000
+INFO:EPOCH 2226/4000 | STEP: 0|136 | Loss: -0.012520
+INFO:EPOCH 2226/4000 | STEP: 100|136 | Loss: -0.009635
+INFO:TRAIN EPOCH: 2227|4000
+INFO:EPOCH 2227/4000 | STEP: 0|136 | Loss: -0.011617
+INFO:EPOCH 2227/4000 | STEP: 100|136 | Loss: -0.011073
+INFO:TRAIN EPOCH: 2228|4000
+INFO:EPOCH 2228/4000 | STEP: 0|136 | Loss: -0.012192
+INFO:EPOCH 2228/4000 | STEP: 100|136 | Loss: -0.012677
+INFO:TRAIN EPOCH: 2229|4000
+INFO:EPOCH 2229/4000 | STEP: 0|136 | Loss: -0.011602
+INFO:EPOCH 2229/4000 | STEP: 100|136 | Loss: -0.009746
+INFO:TRAIN EPOCH: 2230|4000
+INFO:EPOCH 2230/4000 | STEP: 0|136 | Loss: -0.011041
+INFO:EPOCH 2230/4000 | STEP: 100|136 | Loss: -0.009614
+INFO:TRAIN EPOCH: 2231|4000
+INFO:EPOCH 2231/4000 | STEP: 0|136 | Loss: -0.012381
+INFO:EPOCH 2231/4000 | STEP: 100|136 | Loss: -0.012361
+INFO:TRAIN EPOCH: 2232|4000
+INFO:EPOCH 2232/4000 | STEP: 0|136 | Loss: -0.011163
+INFO:EPOCH 2232/4000 | STEP: 100|136 | Loss: -0.010048
+INFO:TRAIN EPOCH: 2233|4000
+INFO:EPOCH 2233/4000 | STEP: 0|136 | Loss: -0.009795
+INFO:EPOCH 2233/4000 | STEP: 100|136 | Loss: -0.009123
+INFO:TRAIN EPOCH: 2234|4000
+INFO:EPOCH 2234/4000 | STEP: 0|136 | Loss: -0.012774
+INFO:EPOCH 2234/4000 | STEP: 100|136 | Loss: -0.011090
+INFO:TRAIN EPOCH: 2235|4000
+INFO:EPOCH 2235/4000 | STEP: 0|136 | Loss: -0.012631
+INFO:EPOCH 2235/4000 | STEP: 100|136 | Loss: -0.011112
+INFO:TRAIN EPOCH: 2236|4000
+INFO:EPOCH 2236/4000 | STEP: 0|136 | Loss: -0.012211
+INFO:EPOCH 2236/4000 | STEP: 100|136 | Loss: -0.010731
+INFO:TRAIN EPOCH: 2237|4000
+INFO:EPOCH 2237/4000 | STEP: 0|136 | Loss: -0.011731
+INFO:EPOCH 2237/4000 | STEP: 100|136 | Loss: -0.011175
+INFO:TRAIN EPOCH: 2238|4000
+INFO:EPOCH 2238/4000 | STEP: 0|136 | Loss: -0.011447
+INFO:EPOCH 2238/4000 | STEP: 100|136 | Loss: -0.010754
+INFO:TRAIN EPOCH: 2239|4000
+INFO:EPOCH 2239/4000 | STEP: 0|136 | Loss: -0.011414
+INFO:VAL NDCG@10, IoU=0.3: 0.150016
+INFO:VAL NDCG@10, IoU=0.5: 0.130782
+INFO:VAL NDCG@10, IoU=0.7: 0.087142
+INFO:VAL NDCG@20, IoU=0.3: 0.144267
+INFO:VAL NDCG@20, IoU=0.5: 0.125207
+INFO:VAL NDCG@20, IoU=0.7: 0.083418
+INFO:VAL NDCG@40, IoU=0.3: 0.149972
+INFO:VAL NDCG@40, IoU=0.5: 0.129417
+INFO:VAL NDCG@40, IoU=0.7: 0.084589
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148692
+INFO:TEST NDCG@10, IoU=0.5: 0.130273
+INFO:TEST NDCG@10, IoU=0.7: 0.087386
+INFO:TEST NDCG@20, IoU=0.3: 0.141902
+INFO:TEST NDCG@20, IoU=0.5: 0.123930
+INFO:TEST NDCG@20, IoU=0.7: 0.081574
+INFO:TEST NDCG@40, IoU=0.3: 0.146099
+INFO:TEST NDCG@40, IoU=0.5: 0.126788
+INFO:TEST NDCG@40, IoU=0.7: 0.083287
+INFO:
+INFO:EPOCH 2239/4000 | STEP: 100|136 | Loss: -0.018648
+INFO:TRAIN EPOCH: 2240|4000
+INFO:EPOCH 2240/4000 | STEP: 0|136 | Loss: 0.011398
+INFO:EPOCH 2240/4000 | STEP: 100|136 | Loss: -0.011235
+INFO:TRAIN EPOCH: 2241|4000
+INFO:EPOCH 2241/4000 | STEP: 0|136 | Loss: -0.010439
+INFO:EPOCH 2241/4000 | STEP: 100|136 | Loss: -0.011561
+INFO:TRAIN EPOCH: 2242|4000
+INFO:EPOCH 2242/4000 | STEP: 0|136 | Loss: -0.010319
+INFO:EPOCH 2242/4000 | STEP: 100|136 | Loss: -0.009299
+INFO:TRAIN EPOCH: 2243|4000
+INFO:EPOCH 2243/4000 | STEP: 0|136 | Loss: -0.011112
+INFO:EPOCH 2243/4000 | STEP: 100|136 | Loss: -0.012089
+INFO:TRAIN EPOCH: 2244|4000
+INFO:EPOCH 2244/4000 | STEP: 0|136 | Loss: -0.011050
+INFO:EPOCH 2244/4000 | STEP: 100|136 | Loss: -0.012434
+INFO:TRAIN EPOCH: 2245|4000
+INFO:EPOCH 2245/4000 | STEP: 0|136 | Loss: -0.011088
+INFO:EPOCH 2245/4000 | STEP: 100|136 | Loss: -0.010722
+INFO:TRAIN EPOCH: 2246|4000
+INFO:EPOCH 2246/4000 | STEP: 0|136 | Loss: -0.010536
+INFO:EPOCH 2246/4000 | STEP: 100|136 | Loss: -0.010963
+INFO:TRAIN EPOCH: 2247|4000
+INFO:EPOCH 2247/4000 | STEP: 0|136 | Loss: -0.012276
+INFO:EPOCH 2247/4000 | STEP: 100|136 | Loss: -0.010039
+INFO:TRAIN EPOCH: 2248|4000
+INFO:EPOCH 2248/4000 | STEP: 0|136 | Loss: -0.010968
+INFO:EPOCH 2248/4000 | STEP: 100|136 | Loss: -0.010638
+INFO:TRAIN EPOCH: 2249|4000
+INFO:EPOCH 2249/4000 | STEP: 0|136 | Loss: -0.012268
+INFO:EPOCH 2249/4000 | STEP: 100|136 | Loss: -0.010806
+INFO:TRAIN EPOCH: 2250|4000
+INFO:EPOCH 2250/4000 | STEP: 0|136 | Loss: -0.010517
+INFO:EPOCH 2250/4000 | STEP: 100|136 | Loss: -0.011347
+INFO:TRAIN EPOCH: 2251|4000
+INFO:EPOCH 2251/4000 | STEP: 0|136 | Loss: -0.011711
+INFO:EPOCH 2251/4000 | STEP: 100|136 | Loss: -0.012202
+INFO:TRAIN EPOCH: 2252|4000
+INFO:EPOCH 2252/4000 | STEP: 0|136 | Loss: -0.011812
+INFO:EPOCH 2252/4000 | STEP: 100|136 | Loss: -0.011921
+INFO:TRAIN EPOCH: 2253|4000
+INFO:EPOCH 2253/4000 | STEP: 0|136 | Loss: -0.011925
+INFO:EPOCH 2253/4000 | STEP: 100|136 | Loss: -0.012455
+INFO:TRAIN EPOCH: 2254|4000
+INFO:EPOCH 2254/4000 | STEP: 0|136 | Loss: -0.013093
+INFO:EPOCH 2254/4000 | STEP: 100|136 | Loss: -0.009526
+INFO:TRAIN EPOCH: 2255|4000
+INFO:EPOCH 2255/4000 | STEP: 0|136 | Loss: -0.012012
+INFO:EPOCH 2255/4000 | STEP: 100|136 | Loss: -0.011260
+INFO:TRAIN EPOCH: 2256|4000
+INFO:EPOCH 2256/4000 | STEP: 0|136 | Loss: -0.010996
+INFO:EPOCH 2256/4000 | STEP: 100|136 | Loss: -0.010694
+INFO:TRAIN EPOCH: 2257|4000
+INFO:EPOCH 2257/4000 | STEP: 0|136 | Loss: -0.011266
+INFO:EPOCH 2257/4000 | STEP: 100|136 | Loss: -0.009295
+INFO:TRAIN EPOCH: 2258|4000
+INFO:EPOCH 2258/4000 | STEP: 0|136 | Loss: -0.011173
+INFO:EPOCH 2258/4000 | STEP: 100|136 | Loss: -0.011960
+INFO:TRAIN EPOCH: 2259|4000
+INFO:EPOCH 2259/4000 | STEP: 0|136 | Loss: -0.011111
+INFO:VAL NDCG@10, IoU=0.3: 0.147772
+INFO:VAL NDCG@10, IoU=0.5: 0.129566
+INFO:VAL NDCG@10, IoU=0.7: 0.087215
+INFO:VAL NDCG@20, IoU=0.3: 0.143931
+INFO:VAL NDCG@20, IoU=0.5: 0.125157
+INFO:VAL NDCG@20, IoU=0.7: 0.083680
+INFO:VAL NDCG@40, IoU=0.3: 0.148960
+INFO:VAL NDCG@40, IoU=0.5: 0.128424
+INFO:VAL NDCG@40, IoU=0.7: 0.084586
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149706
+INFO:TEST NDCG@10, IoU=0.5: 0.130829
+INFO:TEST NDCG@10, IoU=0.7: 0.087953
+INFO:TEST NDCG@20, IoU=0.3: 0.141779
+INFO:TEST NDCG@20, IoU=0.5: 0.123207
+INFO:TEST NDCG@20, IoU=0.7: 0.081969
+INFO:TEST NDCG@40, IoU=0.3: 0.145923
+INFO:TEST NDCG@40, IoU=0.5: 0.125967
+INFO:TEST NDCG@40, IoU=0.7: 0.083329
+INFO:
+INFO:EPOCH 2259/4000 | STEP: 100|136 | Loss: -0.018992
+INFO:TRAIN EPOCH: 2260|4000
+INFO:EPOCH 2260/4000 | STEP: 0|136 | Loss: 0.009286
+INFO:EPOCH 2260/4000 | STEP: 100|136 | Loss: -0.011349
+INFO:TRAIN EPOCH: 2261|4000
+INFO:EPOCH 2261/4000 | STEP: 0|136 | Loss: -0.010198
+INFO:EPOCH 2261/4000 | STEP: 100|136 | Loss: -0.010037
+INFO:TRAIN EPOCH: 2262|4000
+INFO:EPOCH 2262/4000 | STEP: 0|136 | Loss: -0.010456
+INFO:EPOCH 2262/4000 | STEP: 100|136 | Loss: -0.011971
+INFO:TRAIN EPOCH: 2263|4000
+INFO:EPOCH 2263/4000 | STEP: 0|136 | Loss: -0.011652
+INFO:EPOCH 2263/4000 | STEP: 100|136 | Loss: -0.011491
+INFO:TRAIN EPOCH: 2264|4000
+INFO:EPOCH 2264/4000 | STEP: 0|136 | Loss: -0.011651
+INFO:EPOCH 2264/4000 | STEP: 100|136 | Loss: -0.010681
+INFO:TRAIN EPOCH: 2265|4000
+INFO:EPOCH 2265/4000 | STEP: 0|136 | Loss: -0.011492
+INFO:EPOCH 2265/4000 | STEP: 100|136 | Loss: -0.011601
+INFO:TRAIN EPOCH: 2266|4000
+INFO:EPOCH 2266/4000 | STEP: 0|136 | Loss: -0.010691
+INFO:EPOCH 2266/4000 | STEP: 100|136 | Loss: -0.011490
+INFO:TRAIN EPOCH: 2267|4000
+INFO:EPOCH 2267/4000 | STEP: 0|136 | Loss: -0.012871
+INFO:EPOCH 2267/4000 | STEP: 100|136 | Loss: -0.011476
+INFO:TRAIN EPOCH: 2268|4000
+INFO:EPOCH 2268/4000 | STEP: 0|136 | Loss: -0.012032
+INFO:EPOCH 2268/4000 | STEP: 100|136 | Loss: -0.011206
+INFO:TRAIN EPOCH: 2269|4000
+INFO:EPOCH 2269/4000 | STEP: 0|136 | Loss: -0.012609
+INFO:EPOCH 2269/4000 | STEP: 100|136 | Loss: -0.011355
+INFO:TRAIN EPOCH: 2270|4000
+INFO:EPOCH 2270/4000 | STEP: 0|136 | Loss: -0.011735
+INFO:EPOCH 2270/4000 | STEP: 100|136 | Loss: -0.011064
+INFO:TRAIN EPOCH: 2271|4000
+INFO:EPOCH 2271/4000 | STEP: 0|136 | Loss: -0.012386
+INFO:EPOCH 2271/4000 | STEP: 100|136 | Loss: -0.012029
+INFO:TRAIN EPOCH: 2272|4000
+INFO:EPOCH 2272/4000 | STEP: 0|136 | Loss: -0.010361
+INFO:EPOCH 2272/4000 | STEP: 100|136 | Loss: -0.010742
+INFO:TRAIN EPOCH: 2273|4000
+INFO:EPOCH 2273/4000 | STEP: 0|136 | Loss: -0.011280
+INFO:EPOCH 2273/4000 | STEP: 100|136 | Loss: -0.011520
+INFO:TRAIN EPOCH: 2274|4000
+INFO:EPOCH 2274/4000 | STEP: 0|136 | Loss: -0.012245
+INFO:EPOCH 2274/4000 | STEP: 100|136 | Loss: -0.011830
+INFO:TRAIN EPOCH: 2275|4000
+INFO:EPOCH 2275/4000 | STEP: 0|136 | Loss: -0.012196
+INFO:EPOCH 2275/4000 | STEP: 100|136 | Loss: -0.011074
+INFO:TRAIN EPOCH: 2276|4000
+INFO:EPOCH 2276/4000 | STEP: 0|136 | Loss: -0.010784
+INFO:EPOCH 2276/4000 | STEP: 100|136 | Loss: -0.009851
+INFO:TRAIN EPOCH: 2277|4000
+INFO:EPOCH 2277/4000 | STEP: 0|136 | Loss: -0.011054
+INFO:EPOCH 2277/4000 | STEP: 100|136 | Loss: -0.011258
+INFO:TRAIN EPOCH: 2278|4000
+INFO:EPOCH 2278/4000 | STEP: 0|136 | Loss: -0.010832
+INFO:EPOCH 2278/4000 | STEP: 100|136 | Loss: -0.010271
+INFO:TRAIN EPOCH: 2279|4000
+INFO:EPOCH 2279/4000 | STEP: 0|136 | Loss: -0.011123
+INFO:VAL NDCG@10, IoU=0.3: 0.154168
+INFO:VAL NDCG@10, IoU=0.5: 0.132914
+INFO:VAL NDCG@10, IoU=0.7: 0.090112
+INFO:VAL NDCG@20, IoU=0.3: 0.145718
+INFO:VAL NDCG@20, IoU=0.5: 0.125632
+INFO:VAL NDCG@20, IoU=0.7: 0.084993
+INFO:VAL NDCG@40, IoU=0.3: 0.150038
+INFO:VAL NDCG@40, IoU=0.5: 0.128799
+INFO:VAL NDCG@40, IoU=0.7: 0.086335
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148438
+INFO:TEST NDCG@10, IoU=0.5: 0.131048
+INFO:TEST NDCG@10, IoU=0.7: 0.087939
+INFO:TEST NDCG@20, IoU=0.3: 0.141500
+INFO:TEST NDCG@20, IoU=0.5: 0.123697
+INFO:TEST NDCG@20, IoU=0.7: 0.082241
+INFO:TEST NDCG@40, IoU=0.3: 0.145787
+INFO:TEST NDCG@40, IoU=0.5: 0.126333
+INFO:TEST NDCG@40, IoU=0.7: 0.083570
+INFO:
+INFO:EPOCH 2279/4000 | STEP: 100|136 | Loss: -0.019558
+INFO:TRAIN EPOCH: 2280|4000
+INFO:EPOCH 2280/4000 | STEP: 0|136 | Loss: 0.008314
+INFO:EPOCH 2280/4000 | STEP: 100|136 | Loss: -0.012028
+INFO:TRAIN EPOCH: 2281|4000
+INFO:EPOCH 2281/4000 | STEP: 0|136 | Loss: -0.011390
+INFO:EPOCH 2281/4000 | STEP: 100|136 | Loss: -0.011667
+INFO:TRAIN EPOCH: 2282|4000
+INFO:EPOCH 2282/4000 | STEP: 0|136 | Loss: -0.012253
+INFO:EPOCH 2282/4000 | STEP: 100|136 | Loss: -0.012415
+INFO:TRAIN EPOCH: 2283|4000
+INFO:EPOCH 2283/4000 | STEP: 0|136 | Loss: -0.011678
+INFO:EPOCH 2283/4000 | STEP: 100|136 | Loss: -0.011838
+INFO:TRAIN EPOCH: 2284|4000
+INFO:EPOCH 2284/4000 | STEP: 0|136 | Loss: -0.011805
+INFO:EPOCH 2284/4000 | STEP: 100|136 | Loss: -0.011807
+INFO:TRAIN EPOCH: 2285|4000
+INFO:EPOCH 2285/4000 | STEP: 0|136 | Loss: -0.011801
+INFO:EPOCH 2285/4000 | STEP: 100|136 | Loss: -0.010627
+INFO:TRAIN EPOCH: 2286|4000
+INFO:EPOCH 2286/4000 | STEP: 0|136 | Loss: -0.012190
+INFO:EPOCH 2286/4000 | STEP: 100|136 | Loss: -0.012778
+INFO:TRAIN EPOCH: 2287|4000
+INFO:EPOCH 2287/4000 | STEP: 0|136 | Loss: -0.011898
+INFO:EPOCH 2287/4000 | STEP: 100|136 | Loss: -0.012243
+INFO:TRAIN EPOCH: 2288|4000
+INFO:EPOCH 2288/4000 | STEP: 0|136 | Loss: -0.012717
+INFO:EPOCH 2288/4000 | STEP: 100|136 | Loss: -0.012375
+INFO:TRAIN EPOCH: 2289|4000
+INFO:EPOCH 2289/4000 | STEP: 0|136 | Loss: -0.012840
+INFO:EPOCH 2289/4000 | STEP: 100|136 | Loss: -0.010586
+INFO:TRAIN EPOCH: 2290|4000
+INFO:EPOCH 2290/4000 | STEP: 0|136 | Loss: -0.010255
+INFO:EPOCH 2290/4000 | STEP: 100|136 | Loss: -0.011873
+INFO:TRAIN EPOCH: 2291|4000
+INFO:EPOCH 2291/4000 | STEP: 0|136 | Loss: -0.011534
+INFO:EPOCH 2291/4000 | STEP: 100|136 | Loss: -0.011514
+INFO:TRAIN EPOCH: 2292|4000
+INFO:EPOCH 2292/4000 | STEP: 0|136 | Loss: -0.011110
+INFO:EPOCH 2292/4000 | STEP: 100|136 | Loss: -0.011845
+INFO:TRAIN EPOCH: 2293|4000
+INFO:EPOCH 2293/4000 | STEP: 0|136 | Loss: -0.011852
+INFO:EPOCH 2293/4000 | STEP: 100|136 | Loss: -0.012238
+INFO:TRAIN EPOCH: 2294|4000
+INFO:EPOCH 2294/4000 | STEP: 0|136 | Loss: -0.011690
+INFO:EPOCH 2294/4000 | STEP: 100|136 | Loss: -0.012068
+INFO:TRAIN EPOCH: 2295|4000
+INFO:EPOCH 2295/4000 | STEP: 0|136 | Loss: -0.011240
+INFO:EPOCH 2295/4000 | STEP: 100|136 | Loss: -0.009867
+INFO:TRAIN EPOCH: 2296|4000
+INFO:EPOCH 2296/4000 | STEP: 0|136 | Loss: -0.012278
+INFO:EPOCH 2296/4000 | STEP: 100|136 | Loss: -0.011046
+INFO:TRAIN EPOCH: 2297|4000
+INFO:EPOCH 2297/4000 | STEP: 0|136 | Loss: -0.012391
+INFO:EPOCH 2297/4000 | STEP: 100|136 | Loss: -0.010400
+INFO:TRAIN EPOCH: 2298|4000
+INFO:EPOCH 2298/4000 | STEP: 0|136 | Loss: -0.010791
+INFO:EPOCH 2298/4000 | STEP: 100|136 | Loss: -0.010895
+INFO:TRAIN EPOCH: 2299|4000
+INFO:EPOCH 2299/4000 | STEP: 0|136 | Loss: -0.013359
+INFO:VAL NDCG@10, IoU=0.3: 0.148378
+INFO:VAL NDCG@10, IoU=0.5: 0.128708
+INFO:VAL NDCG@10, IoU=0.7: 0.087878
+INFO:VAL NDCG@20, IoU=0.3: 0.144337
+INFO:VAL NDCG@20, IoU=0.5: 0.123738
+INFO:VAL NDCG@20, IoU=0.7: 0.084119
+INFO:VAL NDCG@40, IoU=0.3: 0.147893
+INFO:VAL NDCG@40, IoU=0.5: 0.126460
+INFO:VAL NDCG@40, IoU=0.7: 0.085438
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148063
+INFO:TEST NDCG@10, IoU=0.5: 0.130158
+INFO:TEST NDCG@10, IoU=0.7: 0.087693
+INFO:TEST NDCG@20, IoU=0.3: 0.140615
+INFO:TEST NDCG@20, IoU=0.5: 0.122508
+INFO:TEST NDCG@20, IoU=0.7: 0.081541
+INFO:TEST NDCG@40, IoU=0.3: 0.145027
+INFO:TEST NDCG@40, IoU=0.5: 0.125241
+INFO:TEST NDCG@40, IoU=0.7: 0.083049
+INFO:
+INFO:EPOCH 2299/4000 | STEP: 100|136 | Loss: -0.018393
+INFO:TRAIN EPOCH: 2300|4000
+INFO:EPOCH 2300/4000 | STEP: 0|136 | Loss: 0.010546
+INFO:EPOCH 2300/4000 | STEP: 100|136 | Loss: -0.012055
+INFO:TRAIN EPOCH: 2301|4000
+INFO:EPOCH 2301/4000 | STEP: 0|136 | Loss: -0.012776
+INFO:EPOCH 2301/4000 | STEP: 100|136 | Loss: -0.011263
+INFO:TRAIN EPOCH: 2302|4000
+INFO:EPOCH 2302/4000 | STEP: 0|136 | Loss: -0.011955
+INFO:EPOCH 2302/4000 | STEP: 100|136 | Loss: -0.012143
+INFO:TRAIN EPOCH: 2303|4000
+INFO:EPOCH 2303/4000 | STEP: 0|136 | Loss: -0.012281
+INFO:EPOCH 2303/4000 | STEP: 100|136 | Loss: -0.011933
+INFO:TRAIN EPOCH: 2304|4000
+INFO:EPOCH 2304/4000 | STEP: 0|136 | Loss: -0.011170
+INFO:EPOCH 2304/4000 | STEP: 100|136 | Loss: -0.011339
+INFO:TRAIN EPOCH: 2305|4000
+INFO:EPOCH 2305/4000 | STEP: 0|136 | Loss: -0.011339
+INFO:EPOCH 2305/4000 | STEP: 100|136 | Loss: -0.010753
+INFO:TRAIN EPOCH: 2306|4000
+INFO:EPOCH 2306/4000 | STEP: 0|136 | Loss: -0.011658
+INFO:EPOCH 2306/4000 | STEP: 100|136 | Loss: -0.012276
+INFO:TRAIN EPOCH: 2307|4000
+INFO:EPOCH 2307/4000 | STEP: 0|136 | Loss: -0.011688
+INFO:EPOCH 2307/4000 | STEP: 100|136 | Loss: -0.011244
+INFO:TRAIN EPOCH: 2308|4000
+INFO:EPOCH 2308/4000 | STEP: 0|136 | Loss: -0.009450
+INFO:EPOCH 2308/4000 | STEP: 100|136 | Loss: -0.011342
+INFO:TRAIN EPOCH: 2309|4000
+INFO:EPOCH 2309/4000 | STEP: 0|136 | Loss: -0.011301
+INFO:EPOCH 2309/4000 | STEP: 100|136 | Loss: -0.011124
+INFO:TRAIN EPOCH: 2310|4000
+INFO:EPOCH 2310/4000 | STEP: 0|136 | Loss: -0.012775
+INFO:EPOCH 2310/4000 | STEP: 100|136 | Loss: -0.012441
+INFO:TRAIN EPOCH: 2311|4000
+INFO:EPOCH 2311/4000 | STEP: 0|136 | Loss: -0.012189
+INFO:EPOCH 2311/4000 | STEP: 100|136 | Loss: -0.011907
+INFO:TRAIN EPOCH: 2312|4000
+INFO:EPOCH 2312/4000 | STEP: 0|136 | Loss: -0.009946
+INFO:EPOCH 2312/4000 | STEP: 100|136 | Loss: -0.011116
+INFO:TRAIN EPOCH: 2313|4000
+INFO:EPOCH 2313/4000 | STEP: 0|136 | Loss: -0.012565
+INFO:EPOCH 2313/4000 | STEP: 100|136 | Loss: -0.011971
+INFO:TRAIN EPOCH: 2314|4000
+INFO:EPOCH 2314/4000 | STEP: 0|136 | Loss: -0.011389
+INFO:EPOCH 2314/4000 | STEP: 100|136 | Loss: -0.012091
+INFO:TRAIN EPOCH: 2315|4000
+INFO:EPOCH 2315/4000 | STEP: 0|136 | Loss: -0.011180
+INFO:EPOCH 2315/4000 | STEP: 100|136 | Loss: -0.011293
+INFO:TRAIN EPOCH: 2316|4000
+INFO:EPOCH 2316/4000 | STEP: 0|136 | Loss: -0.011445
+INFO:EPOCH 2316/4000 | STEP: 100|136 | Loss: -0.012094
+INFO:TRAIN EPOCH: 2317|4000
+INFO:EPOCH 2317/4000 | STEP: 0|136 | Loss: -0.011480
+INFO:EPOCH 2317/4000 | STEP: 100|136 | Loss: -0.012352
+INFO:TRAIN EPOCH: 2318|4000
+INFO:EPOCH 2318/4000 | STEP: 0|136 | Loss: -0.010506
+INFO:EPOCH 2318/4000 | STEP: 100|136 | Loss: -0.011810
+INFO:TRAIN EPOCH: 2319|4000
+INFO:EPOCH 2319/4000 | STEP: 0|136 | Loss: -0.010979
+INFO:VAL NDCG@10, IoU=0.3: 0.147528
+INFO:VAL NDCG@10, IoU=0.5: 0.128498
+INFO:VAL NDCG@10, IoU=0.7: 0.087444
+INFO:VAL NDCG@20, IoU=0.3: 0.141876
+INFO:VAL NDCG@20, IoU=0.5: 0.122600
+INFO:VAL NDCG@20, IoU=0.7: 0.083315
+INFO:VAL NDCG@40, IoU=0.3: 0.147622
+INFO:VAL NDCG@40, IoU=0.5: 0.127123
+INFO:VAL NDCG@40, IoU=0.7: 0.084855
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150363
+INFO:TEST NDCG@10, IoU=0.5: 0.132197
+INFO:TEST NDCG@10, IoU=0.7: 0.088547
+INFO:TEST NDCG@20, IoU=0.3: 0.142889
+INFO:TEST NDCG@20, IoU=0.5: 0.124363
+INFO:TEST NDCG@20, IoU=0.7: 0.082714
+INFO:TEST NDCG@40, IoU=0.3: 0.147560
+INFO:TEST NDCG@40, IoU=0.5: 0.127632
+INFO:TEST NDCG@40, IoU=0.7: 0.084466
+INFO:
+INFO:EPOCH 2319/4000 | STEP: 100|136 | Loss: -0.019295
+INFO:TRAIN EPOCH: 2320|4000
+INFO:EPOCH 2320/4000 | STEP: 0|136 | Loss: 0.007732
+INFO:EPOCH 2320/4000 | STEP: 100|136 | Loss: -0.012244
+INFO:TRAIN EPOCH: 2321|4000
+INFO:EPOCH 2321/4000 | STEP: 0|136 | Loss: -0.011458
+INFO:EPOCH 2321/4000 | STEP: 100|136 | Loss: -0.011839
+INFO:TRAIN EPOCH: 2322|4000
+INFO:EPOCH 2322/4000 | STEP: 0|136 | Loss: -0.012190
+INFO:EPOCH 2322/4000 | STEP: 100|136 | Loss: -0.012478
+INFO:TRAIN EPOCH: 2323|4000
+INFO:EPOCH 2323/4000 | STEP: 0|136 | Loss: -0.012343
+INFO:EPOCH 2323/4000 | STEP: 100|136 | Loss: -0.011774
+INFO:TRAIN EPOCH: 2324|4000
+INFO:EPOCH 2324/4000 | STEP: 0|136 | Loss: -0.012583
+INFO:EPOCH 2324/4000 | STEP: 100|136 | Loss: -0.011078
+INFO:TRAIN EPOCH: 2325|4000
+INFO:EPOCH 2325/4000 | STEP: 0|136 | Loss: -0.009426
+INFO:EPOCH 2325/4000 | STEP: 100|136 | Loss: -0.011820
+INFO:TRAIN EPOCH: 2326|4000
+INFO:EPOCH 2326/4000 | STEP: 0|136 | Loss: -0.011186
+INFO:EPOCH 2326/4000 | STEP: 100|136 | Loss: -0.010574
+INFO:TRAIN EPOCH: 2327|4000
+INFO:EPOCH 2327/4000 | STEP: 0|136 | Loss: -0.012568
+INFO:EPOCH 2327/4000 | STEP: 100|136 | Loss: -0.012294
+INFO:TRAIN EPOCH: 2328|4000
+INFO:EPOCH 2328/4000 | STEP: 0|136 | Loss: -0.011639
+INFO:EPOCH 2328/4000 | STEP: 100|136 | Loss: -0.010521
+INFO:TRAIN EPOCH: 2329|4000
+INFO:EPOCH 2329/4000 | STEP: 0|136 | Loss: -0.010964
+INFO:EPOCH 2329/4000 | STEP: 100|136 | Loss: -0.011240
+INFO:TRAIN EPOCH: 2330|4000
+INFO:EPOCH 2330/4000 | STEP: 0|136 | Loss: -0.012372
+INFO:EPOCH 2330/4000 | STEP: 100|136 | Loss: -0.011644
+INFO:TRAIN EPOCH: 2331|4000
+INFO:EPOCH 2331/4000 | STEP: 0|136 | Loss: -0.012771
+INFO:EPOCH 2331/4000 | STEP: 100|136 | Loss: -0.012344
+INFO:TRAIN EPOCH: 2332|4000
+INFO:EPOCH 2332/4000 | STEP: 0|136 | Loss: -0.013165
+INFO:EPOCH 2332/4000 | STEP: 100|136 | Loss: -0.013226
+INFO:TRAIN EPOCH: 2333|4000
+INFO:EPOCH 2333/4000 | STEP: 0|136 | Loss: -0.011587
+INFO:EPOCH 2333/4000 | STEP: 100|136 | Loss: -0.010941
+INFO:TRAIN EPOCH: 2334|4000
+INFO:EPOCH 2334/4000 | STEP: 0|136 | Loss: -0.010464
+INFO:EPOCH 2334/4000 | STEP: 100|136 | Loss: -0.012510
+INFO:TRAIN EPOCH: 2335|4000
+INFO:EPOCH 2335/4000 | STEP: 0|136 | Loss: -0.012669
+INFO:EPOCH 2335/4000 | STEP: 100|136 | Loss: -0.012783
+INFO:TRAIN EPOCH: 2336|4000
+INFO:EPOCH 2336/4000 | STEP: 0|136 | Loss: -0.013025
+INFO:EPOCH 2336/4000 | STEP: 100|136 | Loss: -0.010849
+INFO:TRAIN EPOCH: 2337|4000
+INFO:EPOCH 2337/4000 | STEP: 0|136 | Loss: -0.012743
+INFO:EPOCH 2337/4000 | STEP: 100|136 | Loss: -0.010887
+INFO:TRAIN EPOCH: 2338|4000
+INFO:EPOCH 2338/4000 | STEP: 0|136 | Loss: -0.011198
+INFO:EPOCH 2338/4000 | STEP: 100|136 | Loss: -0.011936
+INFO:TRAIN EPOCH: 2339|4000
+INFO:EPOCH 2339/4000 | STEP: 0|136 | Loss: -0.011790
+INFO:VAL NDCG@10, IoU=0.3: 0.149581
+INFO:VAL NDCG@10, IoU=0.5: 0.128886
+INFO:VAL NDCG@10, IoU=0.7: 0.087503
+INFO:VAL NDCG@20, IoU=0.3: 0.143558
+INFO:VAL NDCG@20, IoU=0.5: 0.123078
+INFO:VAL NDCG@20, IoU=0.7: 0.083333
+INFO:VAL NDCG@40, IoU=0.3: 0.147195
+INFO:VAL NDCG@40, IoU=0.5: 0.125187
+INFO:VAL NDCG@40, IoU=0.7: 0.084019
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149022
+INFO:TEST NDCG@10, IoU=0.5: 0.130855
+INFO:TEST NDCG@10, IoU=0.7: 0.088108
+INFO:TEST NDCG@20, IoU=0.3: 0.142673
+INFO:TEST NDCG@20, IoU=0.5: 0.124138
+INFO:TEST NDCG@20, IoU=0.7: 0.083005
+INFO:TEST NDCG@40, IoU=0.3: 0.146445
+INFO:TEST NDCG@40, IoU=0.5: 0.126668
+INFO:TEST NDCG@40, IoU=0.7: 0.084515
+INFO:
+INFO:EPOCH 2339/4000 | STEP: 100|136 | Loss: -0.019175
+INFO:TRAIN EPOCH: 2340|4000
+INFO:EPOCH 2340/4000 | STEP: 0|136 | Loss: 0.008805
+INFO:EPOCH 2340/4000 | STEP: 100|136 | Loss: -0.011214
+INFO:TRAIN EPOCH: 2341|4000
+INFO:EPOCH 2341/4000 | STEP: 0|136 | Loss: -0.009990
+INFO:EPOCH 2341/4000 | STEP: 100|136 | Loss: -0.011189
+INFO:TRAIN EPOCH: 2342|4000
+INFO:EPOCH 2342/4000 | STEP: 0|136 | Loss: -0.012489
+INFO:EPOCH 2342/4000 | STEP: 100|136 | Loss: -0.012273
+INFO:TRAIN EPOCH: 2343|4000
+INFO:EPOCH 2343/4000 | STEP: 0|136 | Loss: -0.011724
+INFO:EPOCH 2343/4000 | STEP: 100|136 | Loss: -0.012029
+INFO:TRAIN EPOCH: 2344|4000
+INFO:EPOCH 2344/4000 | STEP: 0|136 | Loss: -0.011564
+INFO:EPOCH 2344/4000 | STEP: 100|136 | Loss: -0.012221
+INFO:TRAIN EPOCH: 2345|4000
+INFO:EPOCH 2345/4000 | STEP: 0|136 | Loss: -0.012507
+INFO:EPOCH 2345/4000 | STEP: 100|136 | Loss: -0.010776
+INFO:TRAIN EPOCH: 2346|4000
+INFO:EPOCH 2346/4000 | STEP: 0|136 | Loss: -0.010918
+INFO:EPOCH 2346/4000 | STEP: 100|136 | Loss: -0.011425
+INFO:TRAIN EPOCH: 2347|4000
+INFO:EPOCH 2347/4000 | STEP: 0|136 | Loss: -0.012442
+INFO:EPOCH 2347/4000 | STEP: 100|136 | Loss: -0.011130
+INFO:TRAIN EPOCH: 2348|4000
+INFO:EPOCH 2348/4000 | STEP: 0|136 | Loss: -0.010869
+INFO:EPOCH 2348/4000 | STEP: 100|136 | Loss: -0.011360
+INFO:TRAIN EPOCH: 2349|4000
+INFO:EPOCH 2349/4000 | STEP: 0|136 | Loss: -0.011937
+INFO:EPOCH 2349/4000 | STEP: 100|136 | Loss: -0.012681
+INFO:TRAIN EPOCH: 2350|4000
+INFO:EPOCH 2350/4000 | STEP: 0|136 | Loss: -0.009993
+INFO:EPOCH 2350/4000 | STEP: 100|136 | Loss: -0.012238
+INFO:TRAIN EPOCH: 2351|4000
+INFO:EPOCH 2351/4000 | STEP: 0|136 | Loss: -0.011514
+INFO:EPOCH 2351/4000 | STEP: 100|136 | Loss: -0.011737
+INFO:TRAIN EPOCH: 2352|4000
+INFO:EPOCH 2352/4000 | STEP: 0|136 | Loss: -0.010763
+INFO:EPOCH 2352/4000 | STEP: 100|136 | Loss: -0.011242
+INFO:TRAIN EPOCH: 2353|4000
+INFO:EPOCH 2353/4000 | STEP: 0|136 | Loss: -0.010601
+INFO:EPOCH 2353/4000 | STEP: 100|136 | Loss: -0.011054
+INFO:TRAIN EPOCH: 2354|4000
+INFO:EPOCH 2354/4000 | STEP: 0|136 | Loss: -0.009631
+INFO:EPOCH 2354/4000 | STEP: 100|136 | Loss: -0.011303
+INFO:TRAIN EPOCH: 2355|4000
+INFO:EPOCH 2355/4000 | STEP: 0|136 | Loss: -0.011722
+INFO:EPOCH 2355/4000 | STEP: 100|136 | Loss: -0.011103
+INFO:TRAIN EPOCH: 2356|4000
+INFO:EPOCH 2356/4000 | STEP: 0|136 | Loss: -0.012425
+INFO:EPOCH 2356/4000 | STEP: 100|136 | Loss: -0.010939
+INFO:TRAIN EPOCH: 2357|4000
+INFO:EPOCH 2357/4000 | STEP: 0|136 | Loss: -0.012904
+INFO:EPOCH 2357/4000 | STEP: 100|136 | Loss: -0.011395
+INFO:TRAIN EPOCH: 2358|4000
+INFO:EPOCH 2358/4000 | STEP: 0|136 | Loss: -0.011460
+INFO:EPOCH 2358/4000 | STEP: 100|136 | Loss: -0.011004
+INFO:TRAIN EPOCH: 2359|4000
+INFO:EPOCH 2359/4000 | STEP: 0|136 | Loss: -0.011736
+INFO:VAL NDCG@10, IoU=0.3: 0.149491
+INFO:VAL NDCG@10, IoU=0.5: 0.131603
+INFO:VAL NDCG@10, IoU=0.7: 0.089124
+INFO:VAL NDCG@20, IoU=0.3: 0.142527
+INFO:VAL NDCG@20, IoU=0.5: 0.123843
+INFO:VAL NDCG@20, IoU=0.7: 0.083715
+INFO:VAL NDCG@40, IoU=0.3: 0.148920
+INFO:VAL NDCG@40, IoU=0.5: 0.127980
+INFO:VAL NDCG@40, IoU=0.7: 0.085498
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149557
+INFO:TEST NDCG@10, IoU=0.5: 0.131499
+INFO:TEST NDCG@10, IoU=0.7: 0.088753
+INFO:TEST NDCG@20, IoU=0.3: 0.141261
+INFO:TEST NDCG@20, IoU=0.5: 0.123551
+INFO:TEST NDCG@20, IoU=0.7: 0.082581
+INFO:TEST NDCG@40, IoU=0.3: 0.146017
+INFO:TEST NDCG@40, IoU=0.5: 0.126606
+INFO:TEST NDCG@40, IoU=0.7: 0.084224
+INFO:
+INFO:EPOCH 2359/4000 | STEP: 100|136 | Loss: -0.018574
+INFO:TRAIN EPOCH: 2360|4000
+INFO:EPOCH 2360/4000 | STEP: 0|136 | Loss: 0.009950
+INFO:EPOCH 2360/4000 | STEP: 100|136 | Loss: -0.012162
+INFO:TRAIN EPOCH: 2361|4000
+INFO:EPOCH 2361/4000 | STEP: 0|136 | Loss: -0.013587
+INFO:EPOCH 2361/4000 | STEP: 100|136 | Loss: -0.013117
+INFO:TRAIN EPOCH: 2362|4000
+INFO:EPOCH 2362/4000 | STEP: 0|136 | Loss: -0.011773
+INFO:EPOCH 2362/4000 | STEP: 100|136 | Loss: -0.011818
+INFO:TRAIN EPOCH: 2363|4000
+INFO:EPOCH 2363/4000 | STEP: 0|136 | Loss: -0.012421
+INFO:EPOCH 2363/4000 | STEP: 100|136 | Loss: -0.011314
+INFO:TRAIN EPOCH: 2364|4000
+INFO:EPOCH 2364/4000 | STEP: 0|136 | Loss: -0.012784
+INFO:EPOCH 2364/4000 | STEP: 100|136 | Loss: -0.010978
+INFO:TRAIN EPOCH: 2365|4000
+INFO:EPOCH 2365/4000 | STEP: 0|136 | Loss: -0.012391
+INFO:EPOCH 2365/4000 | STEP: 100|136 | Loss: -0.011137
+INFO:TRAIN EPOCH: 2366|4000
+INFO:EPOCH 2366/4000 | STEP: 0|136 | Loss: -0.010996
+INFO:EPOCH 2366/4000 | STEP: 100|136 | Loss: -0.012094
+INFO:TRAIN EPOCH: 2367|4000
+INFO:EPOCH 2367/4000 | STEP: 0|136 | Loss: -0.012350
+INFO:EPOCH 2367/4000 | STEP: 100|136 | Loss: -0.012344
+INFO:TRAIN EPOCH: 2368|4000
+INFO:EPOCH 2368/4000 | STEP: 0|136 | Loss: -0.012314
+INFO:EPOCH 2368/4000 | STEP: 100|136 | Loss: -0.011679
+INFO:TRAIN EPOCH: 2369|4000
+INFO:EPOCH 2369/4000 | STEP: 0|136 | Loss: -0.012366
+INFO:EPOCH 2369/4000 | STEP: 100|136 | Loss: -0.011642
+INFO:TRAIN EPOCH: 2370|4000
+INFO:EPOCH 2370/4000 | STEP: 0|136 | Loss: -0.011642
+INFO:EPOCH 2370/4000 | STEP: 100|136 | Loss: -0.012754
+INFO:TRAIN EPOCH: 2371|4000
+INFO:EPOCH 2371/4000 | STEP: 0|136 | Loss: -0.012464
+INFO:EPOCH 2371/4000 | STEP: 100|136 | Loss: -0.011650
+INFO:TRAIN EPOCH: 2372|4000
+INFO:EPOCH 2372/4000 | STEP: 0|136 | Loss: -0.010391
+INFO:EPOCH 2372/4000 | STEP: 100|136 | Loss: -0.011849
+INFO:TRAIN EPOCH: 2373|4000
+INFO:EPOCH 2373/4000 | STEP: 0|136 | Loss: -0.012253
+INFO:EPOCH 2373/4000 | STEP: 100|136 | Loss: -0.011696
+INFO:TRAIN EPOCH: 2374|4000
+INFO:EPOCH 2374/4000 | STEP: 0|136 | Loss: -0.011894
+INFO:EPOCH 2374/4000 | STEP: 100|136 | Loss: -0.012229
+INFO:TRAIN EPOCH: 2375|4000
+INFO:EPOCH 2375/4000 | STEP: 0|136 | Loss: -0.012563
+INFO:EPOCH 2375/4000 | STEP: 100|136 | Loss: -0.011868
+INFO:TRAIN EPOCH: 2376|4000
+INFO:EPOCH 2376/4000 | STEP: 0|136 | Loss: -0.012111
+INFO:EPOCH 2376/4000 | STEP: 100|136 | Loss: -0.011727
+INFO:TRAIN EPOCH: 2377|4000
+INFO:EPOCH 2377/4000 | STEP: 0|136 | Loss: -0.013139
+INFO:EPOCH 2377/4000 | STEP: 100|136 | Loss: -0.011988
+INFO:TRAIN EPOCH: 2378|4000
+INFO:EPOCH 2378/4000 | STEP: 0|136 | Loss: -0.012673
+INFO:EPOCH 2378/4000 | STEP: 100|136 | Loss: -0.013232
+INFO:TRAIN EPOCH: 2379|4000
+INFO:EPOCH 2379/4000 | STEP: 0|136 | Loss: -0.012454
+INFO:VAL NDCG@10, IoU=0.3: 0.150712
+INFO:VAL NDCG@10, IoU=0.5: 0.131836
+INFO:VAL NDCG@10, IoU=0.7: 0.089232
+INFO:VAL NDCG@20, IoU=0.3: 0.142395
+INFO:VAL NDCG@20, IoU=0.5: 0.123416
+INFO:VAL NDCG@20, IoU=0.7: 0.083624
+INFO:VAL NDCG@40, IoU=0.3: 0.148296
+INFO:VAL NDCG@40, IoU=0.5: 0.127671
+INFO:VAL NDCG@40, IoU=0.7: 0.085530
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149566
+INFO:TEST NDCG@10, IoU=0.5: 0.131796
+INFO:TEST NDCG@10, IoU=0.7: 0.088805
+INFO:TEST NDCG@20, IoU=0.3: 0.141818
+INFO:TEST NDCG@20, IoU=0.5: 0.123946
+INFO:TEST NDCG@20, IoU=0.7: 0.082956
+INFO:TEST NDCG@40, IoU=0.3: 0.146983
+INFO:TEST NDCG@40, IoU=0.5: 0.127755
+INFO:TEST NDCG@40, IoU=0.7: 0.084935
+INFO:
+INFO:EPOCH 2379/4000 | STEP: 100|136 | Loss: -0.018690
+INFO:TRAIN EPOCH: 2380|4000
+INFO:EPOCH 2380/4000 | STEP: 0|136 | Loss: 0.008176
+INFO:EPOCH 2380/4000 | STEP: 100|136 | Loss: -0.010660
+INFO:TRAIN EPOCH: 2381|4000
+INFO:EPOCH 2381/4000 | STEP: 0|136 | Loss: -0.011532
+INFO:EPOCH 2381/4000 | STEP: 100|136 | Loss: -0.012174
+INFO:TRAIN EPOCH: 2382|4000
+INFO:EPOCH 2382/4000 | STEP: 0|136 | Loss: -0.012408
+INFO:EPOCH 2382/4000 | STEP: 100|136 | Loss: -0.012265
+INFO:TRAIN EPOCH: 2383|4000
+INFO:EPOCH 2383/4000 | STEP: 0|136 | Loss: -0.013324
+INFO:EPOCH 2383/4000 | STEP: 100|136 | Loss: -0.012660
+INFO:TRAIN EPOCH: 2384|4000
+INFO:EPOCH 2384/4000 | STEP: 0|136 | Loss: -0.011934
+INFO:EPOCH 2384/4000 | STEP: 100|136 | Loss: -0.011927
+INFO:TRAIN EPOCH: 2385|4000
+INFO:EPOCH 2385/4000 | STEP: 0|136 | Loss: -0.012169
+INFO:EPOCH 2385/4000 | STEP: 100|136 | Loss: -0.009730
+INFO:TRAIN EPOCH: 2386|4000
+INFO:EPOCH 2386/4000 | STEP: 0|136 | Loss: -0.011635
+INFO:EPOCH 2386/4000 | STEP: 100|136 | Loss: -0.010915
+INFO:TRAIN EPOCH: 2387|4000
+INFO:EPOCH 2387/4000 | STEP: 0|136 | Loss: -0.012988
+INFO:EPOCH 2387/4000 | STEP: 100|136 | Loss: -0.012037
+INFO:TRAIN EPOCH: 2388|4000
+INFO:EPOCH 2388/4000 | STEP: 0|136 | Loss: -0.011426
+INFO:EPOCH 2388/4000 | STEP: 100|136 | Loss: -0.012147
+INFO:TRAIN EPOCH: 2389|4000
+INFO:EPOCH 2389/4000 | STEP: 0|136 | Loss: -0.011947
+INFO:EPOCH 2389/4000 | STEP: 100|136 | Loss: -0.010335
+INFO:TRAIN EPOCH: 2390|4000
+INFO:EPOCH 2390/4000 | STEP: 0|136 | Loss: -0.011307
+INFO:EPOCH 2390/4000 | STEP: 100|136 | Loss: -0.010616
+INFO:TRAIN EPOCH: 2391|4000
+INFO:EPOCH 2391/4000 | STEP: 0|136 | Loss: -0.011729
+INFO:EPOCH 2391/4000 | STEP: 100|136 | Loss: -0.012593
+INFO:TRAIN EPOCH: 2392|4000
+INFO:EPOCH 2392/4000 | STEP: 0|136 | Loss: -0.011939
+INFO:EPOCH 2392/4000 | STEP: 100|136 | Loss: -0.010751
+INFO:TRAIN EPOCH: 2393|4000
+INFO:EPOCH 2393/4000 | STEP: 0|136 | Loss: -0.011248
+INFO:EPOCH 2393/4000 | STEP: 100|136 | Loss: -0.012454
+INFO:TRAIN EPOCH: 2394|4000
+INFO:EPOCH 2394/4000 | STEP: 0|136 | Loss: -0.011011
+INFO:EPOCH 2394/4000 | STEP: 100|136 | Loss: -0.013036
+INFO:TRAIN EPOCH: 2395|4000
+INFO:EPOCH 2395/4000 | STEP: 0|136 | Loss: -0.012175
+INFO:EPOCH 2395/4000 | STEP: 100|136 | Loss: -0.013004
+INFO:TRAIN EPOCH: 2396|4000
+INFO:EPOCH 2396/4000 | STEP: 0|136 | Loss: -0.012025
+INFO:EPOCH 2396/4000 | STEP: 100|136 | Loss: -0.011990
+INFO:TRAIN EPOCH: 2397|4000
+INFO:EPOCH 2397/4000 | STEP: 0|136 | Loss: -0.010819
+INFO:EPOCH 2397/4000 | STEP: 100|136 | Loss: -0.010960
+INFO:TRAIN EPOCH: 2398|4000
+INFO:EPOCH 2398/4000 | STEP: 0|136 | Loss: -0.011510
+INFO:EPOCH 2398/4000 | STEP: 100|136 | Loss: -0.010267
+INFO:TRAIN EPOCH: 2399|4000
+INFO:EPOCH 2399/4000 | STEP: 0|136 | Loss: -0.012496
+INFO:VAL NDCG@10, IoU=0.3: 0.149994
+INFO:VAL NDCG@10, IoU=0.5: 0.130936
+INFO:VAL NDCG@10, IoU=0.7: 0.089507
+INFO:VAL NDCG@20, IoU=0.3: 0.141843
+INFO:VAL NDCG@20, IoU=0.5: 0.123003
+INFO:VAL NDCG@20, IoU=0.7: 0.083510
+INFO:VAL NDCG@40, IoU=0.3: 0.148365
+INFO:VAL NDCG@40, IoU=0.5: 0.127204
+INFO:VAL NDCG@40, IoU=0.7: 0.085346
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149243
+INFO:TEST NDCG@10, IoU=0.5: 0.131137
+INFO:TEST NDCG@10, IoU=0.7: 0.087877
+INFO:TEST NDCG@20, IoU=0.3: 0.141397
+INFO:TEST NDCG@20, IoU=0.5: 0.123253
+INFO:TEST NDCG@20, IoU=0.7: 0.082116
+INFO:TEST NDCG@40, IoU=0.3: 0.146488
+INFO:TEST NDCG@40, IoU=0.5: 0.126848
+INFO:TEST NDCG@40, IoU=0.7: 0.083978
+INFO:
+INFO:EPOCH 2399/4000 | STEP: 100|136 | Loss: -0.018855
+INFO:TRAIN EPOCH: 2400|4000
+INFO:EPOCH 2400/4000 | STEP: 0|136 | Loss: 0.010190
+INFO:EPOCH 2400/4000 | STEP: 100|136 | Loss: -0.010639
+INFO:TRAIN EPOCH: 2401|4000
+INFO:EPOCH 2401/4000 | STEP: 0|136 | Loss: -0.011708
+INFO:EPOCH 2401/4000 | STEP: 100|136 | Loss: -0.012307
+INFO:TRAIN EPOCH: 2402|4000
+INFO:EPOCH 2402/4000 | STEP: 0|136 | Loss: -0.010548
+INFO:EPOCH 2402/4000 | STEP: 100|136 | Loss: -0.010971
+INFO:TRAIN EPOCH: 2403|4000
+INFO:EPOCH 2403/4000 | STEP: 0|136 | Loss: -0.011452
+INFO:EPOCH 2403/4000 | STEP: 100|136 | Loss: -0.012951
+INFO:TRAIN EPOCH: 2404|4000
+INFO:EPOCH 2404/4000 | STEP: 0|136 | Loss: -0.011008
+INFO:EPOCH 2404/4000 | STEP: 100|136 | Loss: -0.010902
+INFO:TRAIN EPOCH: 2405|4000
+INFO:EPOCH 2405/4000 | STEP: 0|136 | Loss: -0.012387
+INFO:EPOCH 2405/4000 | STEP: 100|136 | Loss: -0.011438
+INFO:TRAIN EPOCH: 2406|4000
+INFO:EPOCH 2406/4000 | STEP: 0|136 | Loss: -0.012573
+INFO:EPOCH 2406/4000 | STEP: 100|136 | Loss: -0.011908
+INFO:TRAIN EPOCH: 2407|4000
+INFO:EPOCH 2407/4000 | STEP: 0|136 | Loss: -0.011346
+INFO:EPOCH 2407/4000 | STEP: 100|136 | Loss: -0.012391
+INFO:TRAIN EPOCH: 2408|4000
+INFO:EPOCH 2408/4000 | STEP: 0|136 | Loss: -0.010312
+INFO:EPOCH 2408/4000 | STEP: 100|136 | Loss: -0.011963
+INFO:TRAIN EPOCH: 2409|4000
+INFO:EPOCH 2409/4000 | STEP: 0|136 | Loss: -0.012599
+INFO:EPOCH 2409/4000 | STEP: 100|136 | Loss: -0.011646
+INFO:TRAIN EPOCH: 2410|4000
+INFO:EPOCH 2410/4000 | STEP: 0|136 | Loss: -0.012362
+INFO:EPOCH 2410/4000 | STEP: 100|136 | Loss: -0.011466
+INFO:TRAIN EPOCH: 2411|4000
+INFO:EPOCH 2411/4000 | STEP: 0|136 | Loss: -0.011384
+INFO:EPOCH 2411/4000 | STEP: 100|136 | Loss: -0.011935
+INFO:TRAIN EPOCH: 2412|4000
+INFO:EPOCH 2412/4000 | STEP: 0|136 | Loss: -0.012026
+INFO:EPOCH 2412/4000 | STEP: 100|136 | Loss: -0.010947
+INFO:TRAIN EPOCH: 2413|4000
+INFO:EPOCH 2413/4000 | STEP: 0|136 | Loss: -0.012569
+INFO:EPOCH 2413/4000 | STEP: 100|136 | Loss: -0.012235
+INFO:TRAIN EPOCH: 2414|4000
+INFO:EPOCH 2414/4000 | STEP: 0|136 | Loss: -0.011907
+INFO:EPOCH 2414/4000 | STEP: 100|136 | Loss: -0.011204
+INFO:TRAIN EPOCH: 2415|4000
+INFO:EPOCH 2415/4000 | STEP: 0|136 | Loss: -0.010295
+INFO:EPOCH 2415/4000 | STEP: 100|136 | Loss: -0.011243
+INFO:TRAIN EPOCH: 2416|4000
+INFO:EPOCH 2416/4000 | STEP: 0|136 | Loss: -0.013507
+INFO:EPOCH 2416/4000 | STEP: 100|136 | Loss: -0.010543
+INFO:TRAIN EPOCH: 2417|4000
+INFO:EPOCH 2417/4000 | STEP: 0|136 | Loss: -0.011189
+INFO:EPOCH 2417/4000 | STEP: 100|136 | Loss: -0.012743
+INFO:TRAIN EPOCH: 2418|4000
+INFO:EPOCH 2418/4000 | STEP: 0|136 | Loss: -0.011732
+INFO:EPOCH 2418/4000 | STEP: 100|136 | Loss: -0.012517
+INFO:TRAIN EPOCH: 2419|4000
+INFO:EPOCH 2419/4000 | STEP: 0|136 | Loss: -0.012415
+INFO:VAL NDCG@10, IoU=0.3: 0.147798
+INFO:VAL NDCG@10, IoU=0.5: 0.127695
+INFO:VAL NDCG@10, IoU=0.7: 0.085513
+INFO:VAL NDCG@20, IoU=0.3: 0.141644
+INFO:VAL NDCG@20, IoU=0.5: 0.122244
+INFO:VAL NDCG@20, IoU=0.7: 0.081912
+INFO:VAL NDCG@40, IoU=0.3: 0.147278
+INFO:VAL NDCG@40, IoU=0.5: 0.125433
+INFO:VAL NDCG@40, IoU=0.7: 0.082472
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148345
+INFO:TEST NDCG@10, IoU=0.5: 0.131063
+INFO:TEST NDCG@10, IoU=0.7: 0.087763
+INFO:TEST NDCG@20, IoU=0.3: 0.141960
+INFO:TEST NDCG@20, IoU=0.5: 0.124010
+INFO:TEST NDCG@20, IoU=0.7: 0.082346
+INFO:TEST NDCG@40, IoU=0.3: 0.146234
+INFO:TEST NDCG@40, IoU=0.5: 0.127128
+INFO:TEST NDCG@40, IoU=0.7: 0.084025
+INFO:
+INFO:EPOCH 2419/4000 | STEP: 100|136 | Loss: -0.018356
+INFO:TRAIN EPOCH: 2420|4000
+INFO:EPOCH 2420/4000 | STEP: 0|136 | Loss: 0.006907
+INFO:EPOCH 2420/4000 | STEP: 100|136 | Loss: -0.011183
+INFO:TRAIN EPOCH: 2421|4000
+INFO:EPOCH 2421/4000 | STEP: 0|136 | Loss: -0.012454
+INFO:EPOCH 2421/4000 | STEP: 100|136 | Loss: -0.012466
+INFO:TRAIN EPOCH: 2422|4000
+INFO:EPOCH 2422/4000 | STEP: 0|136 | Loss: -0.013227
+INFO:EPOCH 2422/4000 | STEP: 100|136 | Loss: -0.012003
+INFO:TRAIN EPOCH: 2423|4000
+INFO:EPOCH 2423/4000 | STEP: 0|136 | Loss: -0.011787
+INFO:EPOCH 2423/4000 | STEP: 100|136 | Loss: -0.012331
+INFO:TRAIN EPOCH: 2424|4000
+INFO:EPOCH 2424/4000 | STEP: 0|136 | Loss: -0.012057
+INFO:EPOCH 2424/4000 | STEP: 100|136 | Loss: -0.011893
+INFO:TRAIN EPOCH: 2425|4000
+INFO:EPOCH 2425/4000 | STEP: 0|136 | Loss: -0.011687
+INFO:EPOCH 2425/4000 | STEP: 100|136 | Loss: -0.011778
+INFO:TRAIN EPOCH: 2426|4000
+INFO:EPOCH 2426/4000 | STEP: 0|136 | Loss: -0.010130
+INFO:EPOCH 2426/4000 | STEP: 100|136 | Loss: -0.011256
+INFO:TRAIN EPOCH: 2427|4000
+INFO:EPOCH 2427/4000 | STEP: 0|136 | Loss: -0.012966
+INFO:EPOCH 2427/4000 | STEP: 100|136 | Loss: -0.011088
+INFO:TRAIN EPOCH: 2428|4000
+INFO:EPOCH 2428/4000 | STEP: 0|136 | Loss: -0.012216
+INFO:EPOCH 2428/4000 | STEP: 100|136 | Loss: -0.012314
+INFO:TRAIN EPOCH: 2429|4000
+INFO:EPOCH 2429/4000 | STEP: 0|136 | Loss: -0.011940
+INFO:EPOCH 2429/4000 | STEP: 100|136 | Loss: -0.012319
+INFO:TRAIN EPOCH: 2430|4000
+INFO:EPOCH 2430/4000 | STEP: 0|136 | Loss: -0.011815
+INFO:EPOCH 2430/4000 | STEP: 100|136 | Loss: -0.011627
+INFO:TRAIN EPOCH: 2431|4000
+INFO:EPOCH 2431/4000 | STEP: 0|136 | Loss: -0.011939
+INFO:EPOCH 2431/4000 | STEP: 100|136 | Loss: -0.013197
+INFO:TRAIN EPOCH: 2432|4000
+INFO:EPOCH 2432/4000 | STEP: 0|136 | Loss: -0.011477
+INFO:EPOCH 2432/4000 | STEP: 100|136 | Loss: -0.013502
+INFO:TRAIN EPOCH: 2433|4000
+INFO:EPOCH 2433/4000 | STEP: 0|136 | Loss: -0.012223
+INFO:EPOCH 2433/4000 | STEP: 100|136 | Loss: -0.011462
+INFO:TRAIN EPOCH: 2434|4000
+INFO:EPOCH 2434/4000 | STEP: 0|136 | Loss: -0.013112
+INFO:EPOCH 2434/4000 | STEP: 100|136 | Loss: -0.009623
+INFO:TRAIN EPOCH: 2435|4000
+INFO:EPOCH 2435/4000 | STEP: 0|136 | Loss: -0.011549
+INFO:EPOCH 2435/4000 | STEP: 100|136 | Loss: -0.009910
+INFO:TRAIN EPOCH: 2436|4000
+INFO:EPOCH 2436/4000 | STEP: 0|136 | Loss: -0.013526
+INFO:EPOCH 2436/4000 | STEP: 100|136 | Loss: -0.011995
+INFO:TRAIN EPOCH: 2437|4000
+INFO:EPOCH 2437/4000 | STEP: 0|136 | Loss: -0.012810
+INFO:EPOCH 2437/4000 | STEP: 100|136 | Loss: -0.010821
+INFO:TRAIN EPOCH: 2438|4000
+INFO:EPOCH 2438/4000 | STEP: 0|136 | Loss: -0.012313
+INFO:EPOCH 2438/4000 | STEP: 100|136 | Loss: -0.011922
+INFO:TRAIN EPOCH: 2439|4000
+INFO:EPOCH 2439/4000 | STEP: 0|136 | Loss: -0.012539
+INFO:VAL NDCG@10, IoU=0.3: 0.153003
+INFO:VAL NDCG@10, IoU=0.5: 0.134254
+INFO:VAL NDCG@10, IoU=0.7: 0.090365
+INFO:VAL NDCG@20, IoU=0.3: 0.145193
+INFO:VAL NDCG@20, IoU=0.5: 0.126096
+INFO:VAL NDCG@20, IoU=0.7: 0.084375
+INFO:VAL NDCG@40, IoU=0.3: 0.149807
+INFO:VAL NDCG@40, IoU=0.5: 0.128892
+INFO:VAL NDCG@40, IoU=0.7: 0.085030
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149633
+INFO:TEST NDCG@10, IoU=0.5: 0.131701
+INFO:TEST NDCG@10, IoU=0.7: 0.087707
+INFO:TEST NDCG@20, IoU=0.3: 0.142143
+INFO:TEST NDCG@20, IoU=0.5: 0.124035
+INFO:TEST NDCG@20, IoU=0.7: 0.082061
+INFO:TEST NDCG@40, IoU=0.3: 0.146726
+INFO:TEST NDCG@40, IoU=0.5: 0.127232
+INFO:TEST NDCG@40, IoU=0.7: 0.083982
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.153003
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.134254
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.090365
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.145193
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.126096
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.084375
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.149807
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.128892
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.085030
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.149633
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.131701
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.087707
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.142143
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.124035
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.082061
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.146726
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.127232
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.083982
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 2439/4000 | STEP: 100|136 | Loss: -0.018335
+INFO:TRAIN EPOCH: 2440|4000
+INFO:EPOCH 2440/4000 | STEP: 0|136 | Loss: 0.009587
+INFO:EPOCH 2440/4000 | STEP: 100|136 | Loss: -0.012409
+INFO:TRAIN EPOCH: 2441|4000
+INFO:EPOCH 2441/4000 | STEP: 0|136 | Loss: -0.012978
+INFO:EPOCH 2441/4000 | STEP: 100|136 | Loss: -0.012845
+INFO:TRAIN EPOCH: 2442|4000
+INFO:EPOCH 2442/4000 | STEP: 0|136 | Loss: -0.012936
+INFO:EPOCH 2442/4000 | STEP: 100|136 | Loss: -0.012892
+INFO:TRAIN EPOCH: 2443|4000
+INFO:EPOCH 2443/4000 | STEP: 0|136 | Loss: -0.011775
+INFO:EPOCH 2443/4000 | STEP: 100|136 | Loss: -0.012546
+INFO:TRAIN EPOCH: 2444|4000
+INFO:EPOCH 2444/4000 | STEP: 0|136 | Loss: -0.012327
+INFO:EPOCH 2444/4000 | STEP: 100|136 | Loss: -0.009583
+INFO:TRAIN EPOCH: 2445|4000
+INFO:EPOCH 2445/4000 | STEP: 0|136 | Loss: -0.010057
+INFO:EPOCH 2445/4000 | STEP: 100|136 | Loss: -0.011135
+INFO:TRAIN EPOCH: 2446|4000
+INFO:EPOCH 2446/4000 | STEP: 0|136 | Loss: -0.011934
+INFO:EPOCH 2446/4000 | STEP: 100|136 | Loss: -0.012354
+INFO:TRAIN EPOCH: 2447|4000
+INFO:EPOCH 2447/4000 | STEP: 0|136 | Loss: -0.012336
+INFO:EPOCH 2447/4000 | STEP: 100|136 | Loss: -0.011349
+INFO:TRAIN EPOCH: 2448|4000
+INFO:EPOCH 2448/4000 | STEP: 0|136 | Loss: -0.012833
+INFO:EPOCH 2448/4000 | STEP: 100|136 | Loss: -0.011403
+INFO:TRAIN EPOCH: 2449|4000
+INFO:EPOCH 2449/4000 | STEP: 0|136 | Loss: -0.010060
+INFO:EPOCH 2449/4000 | STEP: 100|136 | Loss: -0.011413
+INFO:TRAIN EPOCH: 2450|4000
+INFO:EPOCH 2450/4000 | STEP: 0|136 | Loss: -0.012368
+INFO:EPOCH 2450/4000 | STEP: 100|136 | Loss: -0.012319
+INFO:TRAIN EPOCH: 2451|4000
+INFO:EPOCH 2451/4000 | STEP: 0|136 | Loss: -0.012297
+INFO:EPOCH 2451/4000 | STEP: 100|136 | Loss: -0.011655
+INFO:TRAIN EPOCH: 2452|4000
+INFO:EPOCH 2452/4000 | STEP: 0|136 | Loss: -0.012764
+INFO:EPOCH 2452/4000 | STEP: 100|136 | Loss: -0.011967
+INFO:TRAIN EPOCH: 2453|4000
+INFO:EPOCH 2453/4000 | STEP: 0|136 | Loss: -0.012136
+INFO:EPOCH 2453/4000 | STEP: 100|136 | Loss: -0.011070
+INFO:TRAIN EPOCH: 2454|4000
+INFO:EPOCH 2454/4000 | STEP: 0|136 | Loss: -0.012606
+INFO:EPOCH 2454/4000 | STEP: 100|136 | Loss: -0.011271
+INFO:TRAIN EPOCH: 2455|4000
+INFO:EPOCH 2455/4000 | STEP: 0|136 | Loss: -0.012597
+INFO:EPOCH 2455/4000 | STEP: 100|136 | Loss: -0.012526
+INFO:TRAIN EPOCH: 2456|4000
+INFO:EPOCH 2456/4000 | STEP: 0|136 | Loss: -0.010972
+INFO:EPOCH 2456/4000 | STEP: 100|136 | Loss: -0.010587
+INFO:TRAIN EPOCH: 2457|4000
+INFO:EPOCH 2457/4000 | STEP: 0|136 | Loss: -0.012055
+INFO:EPOCH 2457/4000 | STEP: 100|136 | Loss: -0.012495
+INFO:TRAIN EPOCH: 2458|4000
+INFO:EPOCH 2458/4000 | STEP: 0|136 | Loss: -0.010471
+INFO:EPOCH 2458/4000 | STEP: 100|136 | Loss: -0.013572
+INFO:TRAIN EPOCH: 2459|4000
+INFO:EPOCH 2459/4000 | STEP: 0|136 | Loss: -0.012144
+INFO:VAL NDCG@10, IoU=0.3: 0.150779
+INFO:VAL NDCG@10, IoU=0.5: 0.133247
+INFO:VAL NDCG@10, IoU=0.7: 0.089938
+INFO:VAL NDCG@20, IoU=0.3: 0.142054
+INFO:VAL NDCG@20, IoU=0.5: 0.124731
+INFO:VAL NDCG@20, IoU=0.7: 0.084222
+INFO:VAL NDCG@40, IoU=0.3: 0.147562
+INFO:VAL NDCG@40, IoU=0.5: 0.127851
+INFO:VAL NDCG@40, IoU=0.7: 0.084973
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.146971
+INFO:TEST NDCG@10, IoU=0.5: 0.129214
+INFO:TEST NDCG@10, IoU=0.7: 0.085789
+INFO:TEST NDCG@20, IoU=0.3: 0.139977
+INFO:TEST NDCG@20, IoU=0.5: 0.122058
+INFO:TEST NDCG@20, IoU=0.7: 0.080832
+INFO:TEST NDCG@40, IoU=0.3: 0.144583
+INFO:TEST NDCG@40, IoU=0.5: 0.125566
+INFO:TEST NDCG@40, IoU=0.7: 0.082778
+INFO:
+INFO:EPOCH 2459/4000 | STEP: 100|136 | Loss: -0.018272
+INFO:TRAIN EPOCH: 2460|4000
+INFO:EPOCH 2460/4000 | STEP: 0|136 | Loss: 0.009143
+INFO:EPOCH 2460/4000 | STEP: 100|136 | Loss: -0.010873
+INFO:TRAIN EPOCH: 2461|4000
+INFO:EPOCH 2461/4000 | STEP: 0|136 | Loss: -0.010425
+INFO:EPOCH 2461/4000 | STEP: 100|136 | Loss: -0.012376
+INFO:TRAIN EPOCH: 2462|4000
+INFO:EPOCH 2462/4000 | STEP: 0|136 | Loss: -0.012324
+INFO:EPOCH 2462/4000 | STEP: 100|136 | Loss: -0.012199
+INFO:TRAIN EPOCH: 2463|4000
+INFO:EPOCH 2463/4000 | STEP: 0|136 | Loss: -0.012410
+INFO:EPOCH 2463/4000 | STEP: 100|136 | Loss: -0.011326
+INFO:TRAIN EPOCH: 2464|4000
+INFO:EPOCH 2464/4000 | STEP: 0|136 | Loss: -0.012071
+INFO:EPOCH 2464/4000 | STEP: 100|136 | Loss: -0.011248
+INFO:TRAIN EPOCH: 2465|4000
+INFO:EPOCH 2465/4000 | STEP: 0|136 | Loss: -0.011624
+INFO:EPOCH 2465/4000 | STEP: 100|136 | Loss: -0.010952
+INFO:TRAIN EPOCH: 2466|4000
+INFO:EPOCH 2466/4000 | STEP: 0|136 | Loss: -0.011551
+INFO:EPOCH 2466/4000 | STEP: 100|136 | Loss: -0.012423
+INFO:TRAIN EPOCH: 2467|4000
+INFO:EPOCH 2467/4000 | STEP: 0|136 | Loss: -0.012571
+INFO:EPOCH 2467/4000 | STEP: 100|136 | Loss: -0.010056
+INFO:TRAIN EPOCH: 2468|4000
+INFO:EPOCH 2468/4000 | STEP: 0|136 | Loss: -0.012635
+INFO:EPOCH 2468/4000 | STEP: 100|136 | Loss: -0.010894
+INFO:TRAIN EPOCH: 2469|4000
+INFO:EPOCH 2469/4000 | STEP: 0|136 | Loss: -0.012575
+INFO:EPOCH 2469/4000 | STEP: 100|136 | Loss: -0.011422
+INFO:TRAIN EPOCH: 2470|4000
+INFO:EPOCH 2470/4000 | STEP: 0|136 | Loss: -0.012126
+INFO:EPOCH 2470/4000 | STEP: 100|136 | Loss: -0.010023
+INFO:TRAIN EPOCH: 2471|4000
+INFO:EPOCH 2471/4000 | STEP: 0|136 | Loss: -0.010916
+INFO:EPOCH 2471/4000 | STEP: 100|136 | Loss: -0.011872
+INFO:TRAIN EPOCH: 2472|4000
+INFO:EPOCH 2472/4000 | STEP: 0|136 | Loss: -0.012670
+INFO:EPOCH 2472/4000 | STEP: 100|136 | Loss: -0.011373
+INFO:TRAIN EPOCH: 2473|4000
+INFO:EPOCH 2473/4000 | STEP: 0|136 | Loss: -0.012634
+INFO:EPOCH 2473/4000 | STEP: 100|136 | Loss: -0.011928
+INFO:TRAIN EPOCH: 2474|4000
+INFO:EPOCH 2474/4000 | STEP: 0|136 | Loss: -0.012095
+INFO:EPOCH 2474/4000 | STEP: 100|136 | Loss: -0.012726
+INFO:TRAIN EPOCH: 2475|4000
+INFO:EPOCH 2475/4000 | STEP: 0|136 | Loss: -0.013320
+INFO:EPOCH 2475/4000 | STEP: 100|136 | Loss: -0.012508
+INFO:TRAIN EPOCH: 2476|4000
+INFO:EPOCH 2476/4000 | STEP: 0|136 | Loss: -0.011947
+INFO:EPOCH 2476/4000 | STEP: 100|136 | Loss: -0.012203
+INFO:TRAIN EPOCH: 2477|4000
+INFO:EPOCH 2477/4000 | STEP: 0|136 | Loss: -0.012245
+INFO:EPOCH 2477/4000 | STEP: 100|136 | Loss: -0.010835
+INFO:TRAIN EPOCH: 2478|4000
+INFO:EPOCH 2478/4000 | STEP: 0|136 | Loss: -0.011349
+INFO:EPOCH 2478/4000 | STEP: 100|136 | Loss: -0.011943
+INFO:TRAIN EPOCH: 2479|4000
+INFO:EPOCH 2479/4000 | STEP: 0|136 | Loss: -0.012408
+INFO:VAL NDCG@10, IoU=0.3: 0.153775
+INFO:VAL NDCG@10, IoU=0.5: 0.133538
+INFO:VAL NDCG@10, IoU=0.7: 0.090051
+INFO:VAL NDCG@20, IoU=0.3: 0.146224
+INFO:VAL NDCG@20, IoU=0.5: 0.127083
+INFO:VAL NDCG@20, IoU=0.7: 0.085580
+INFO:VAL NDCG@40, IoU=0.3: 0.149471
+INFO:VAL NDCG@40, IoU=0.5: 0.128594
+INFO:VAL NDCG@40, IoU=0.7: 0.086008
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149190
+INFO:TEST NDCG@10, IoU=0.5: 0.131017
+INFO:TEST NDCG@10, IoU=0.7: 0.088042
+INFO:TEST NDCG@20, IoU=0.3: 0.141576
+INFO:TEST NDCG@20, IoU=0.5: 0.123555
+INFO:TEST NDCG@20, IoU=0.7: 0.082139
+INFO:TEST NDCG@40, IoU=0.3: 0.146658
+INFO:TEST NDCG@40, IoU=0.5: 0.127091
+INFO:TEST NDCG@40, IoU=0.7: 0.083809
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.153775
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.133538
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.090051
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.146224
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.127083
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.085580
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.149471
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.128594
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.086008
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.149190
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.131017
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.088042
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.141576
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.123555
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.082139
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.146658
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.127091
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.083809
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 2479/4000 | STEP: 100|136 | Loss: -0.019004
+INFO:TRAIN EPOCH: 2480|4000
+INFO:EPOCH 2480/4000 | STEP: 0|136 | Loss: 0.011644
+INFO:EPOCH 2480/4000 | STEP: 100|136 | Loss: -0.012656
+INFO:TRAIN EPOCH: 2481|4000
+INFO:EPOCH 2481/4000 | STEP: 0|136 | Loss: -0.013781
+INFO:EPOCH 2481/4000 | STEP: 100|136 | Loss: -0.012243
+INFO:TRAIN EPOCH: 2482|4000
+INFO:EPOCH 2482/4000 | STEP: 0|136 | Loss: -0.012848
+INFO:EPOCH 2482/4000 | STEP: 100|136 | Loss: -0.012741
+INFO:TRAIN EPOCH: 2483|4000
+INFO:EPOCH 2483/4000 | STEP: 0|136 | Loss: -0.012359
+INFO:EPOCH 2483/4000 | STEP: 100|136 | Loss: -0.011126
+INFO:TRAIN EPOCH: 2484|4000
+INFO:EPOCH 2484/4000 | STEP: 0|136 | Loss: -0.011701
+INFO:EPOCH 2484/4000 | STEP: 100|136 | Loss: -0.013881
+INFO:TRAIN EPOCH: 2485|4000
+INFO:EPOCH 2485/4000 | STEP: 0|136 | Loss: -0.012959
+INFO:EPOCH 2485/4000 | STEP: 100|136 | Loss: -0.012476
+INFO:TRAIN EPOCH: 2486|4000
+INFO:EPOCH 2486/4000 | STEP: 0|136 | Loss: -0.010978
+INFO:EPOCH 2486/4000 | STEP: 100|136 | Loss: -0.012559
+INFO:TRAIN EPOCH: 2487|4000
+INFO:EPOCH 2487/4000 | STEP: 0|136 | Loss: -0.013175
+INFO:EPOCH 2487/4000 | STEP: 100|136 | Loss: -0.012695
+INFO:TRAIN EPOCH: 2488|4000
+INFO:EPOCH 2488/4000 | STEP: 0|136 | Loss: -0.012246
+INFO:EPOCH 2488/4000 | STEP: 100|136 | Loss: -0.012383
+INFO:TRAIN EPOCH: 2489|4000
+INFO:EPOCH 2489/4000 | STEP: 0|136 | Loss: -0.011618
+INFO:EPOCH 2489/4000 | STEP: 100|136 | Loss: -0.011593
+INFO:TRAIN EPOCH: 2490|4000
+INFO:EPOCH 2490/4000 | STEP: 0|136 | Loss: -0.009932
+INFO:EPOCH 2490/4000 | STEP: 100|136 | Loss: -0.012648
+INFO:TRAIN EPOCH: 2491|4000
+INFO:EPOCH 2491/4000 | STEP: 0|136 | Loss: -0.011910
+INFO:EPOCH 2491/4000 | STEP: 100|136 | Loss: -0.011165
+INFO:TRAIN EPOCH: 2492|4000
+INFO:EPOCH 2492/4000 | STEP: 0|136 | Loss: -0.011809
+INFO:EPOCH 2492/4000 | STEP: 100|136 | Loss: -0.011429
+INFO:TRAIN EPOCH: 2493|4000
+INFO:EPOCH 2493/4000 | STEP: 0|136 | Loss: -0.011817
+INFO:EPOCH 2493/4000 | STEP: 100|136 | Loss: -0.012938
+INFO:TRAIN EPOCH: 2494|4000
+INFO:EPOCH 2494/4000 | STEP: 0|136 | Loss: -0.010485
+INFO:EPOCH 2494/4000 | STEP: 100|136 | Loss: -0.012044
+INFO:TRAIN EPOCH: 2495|4000
+INFO:EPOCH 2495/4000 | STEP: 0|136 | Loss: -0.012326
+INFO:EPOCH 2495/4000 | STEP: 100|136 | Loss: -0.012822
+INFO:TRAIN EPOCH: 2496|4000
+INFO:EPOCH 2496/4000 | STEP: 0|136 | Loss: -0.010374
+INFO:EPOCH 2496/4000 | STEP: 100|136 | Loss: -0.012610
+INFO:TRAIN EPOCH: 2497|4000
+INFO:EPOCH 2497/4000 | STEP: 0|136 | Loss: -0.012310
+INFO:EPOCH 2497/4000 | STEP: 100|136 | Loss: -0.010110
+INFO:TRAIN EPOCH: 2498|4000
+INFO:EPOCH 2498/4000 | STEP: 0|136 | Loss: -0.012862
+INFO:EPOCH 2498/4000 | STEP: 100|136 | Loss: -0.012480
+INFO:TRAIN EPOCH: 2499|4000
+INFO:EPOCH 2499/4000 | STEP: 0|136 | Loss: -0.012044
+INFO:VAL NDCG@10, IoU=0.3: 0.152260
+INFO:VAL NDCG@10, IoU=0.5: 0.132331
+INFO:VAL NDCG@10, IoU=0.7: 0.089030
+INFO:VAL NDCG@20, IoU=0.3: 0.143354
+INFO:VAL NDCG@20, IoU=0.5: 0.123815
+INFO:VAL NDCG@20, IoU=0.7: 0.083178
+INFO:VAL NDCG@40, IoU=0.3: 0.150032
+INFO:VAL NDCG@40, IoU=0.5: 0.128652
+INFO:VAL NDCG@40, IoU=0.7: 0.085810
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148881
+INFO:TEST NDCG@10, IoU=0.5: 0.131509
+INFO:TEST NDCG@10, IoU=0.7: 0.088170
+INFO:TEST NDCG@20, IoU=0.3: 0.141454
+INFO:TEST NDCG@20, IoU=0.5: 0.123873
+INFO:TEST NDCG@20, IoU=0.7: 0.082428
+INFO:TEST NDCG@40, IoU=0.3: 0.146404
+INFO:TEST NDCG@40, IoU=0.5: 0.127268
+INFO:TEST NDCG@40, IoU=0.7: 0.083998
+INFO:
+INFO:EPOCH 2499/4000 | STEP: 100|136 | Loss: -0.018956
+INFO:TRAIN EPOCH: 2500|4000
+INFO:EPOCH 2500/4000 | STEP: 0|136 | Loss: 0.008052
+INFO:EPOCH 2500/4000 | STEP: 100|136 | Loss: -0.011192
+INFO:TRAIN EPOCH: 2501|4000
+INFO:EPOCH 2501/4000 | STEP: 0|136 | Loss: -0.011740
+INFO:EPOCH 2501/4000 | STEP: 100|136 | Loss: -0.011804
+INFO:TRAIN EPOCH: 2502|4000
+INFO:EPOCH 2502/4000 | STEP: 0|136 | Loss: -0.012084
+INFO:EPOCH 2502/4000 | STEP: 100|136 | Loss: -0.012262
+INFO:TRAIN EPOCH: 2503|4000
+INFO:EPOCH 2503/4000 | STEP: 0|136 | Loss: -0.011808
+INFO:EPOCH 2503/4000 | STEP: 100|136 | Loss: -0.012662
+INFO:TRAIN EPOCH: 2504|4000
+INFO:EPOCH 2504/4000 | STEP: 0|136 | Loss: -0.012414
+INFO:EPOCH 2504/4000 | STEP: 100|136 | Loss: -0.012782
+INFO:TRAIN EPOCH: 2505|4000
+INFO:EPOCH 2505/4000 | STEP: 0|136 | Loss: -0.011330
+INFO:EPOCH 2505/4000 | STEP: 100|136 | Loss: -0.011585
+INFO:TRAIN EPOCH: 2506|4000
+INFO:EPOCH 2506/4000 | STEP: 0|136 | Loss: -0.012457
+INFO:EPOCH 2506/4000 | STEP: 100|136 | Loss: -0.012667
+INFO:TRAIN EPOCH: 2507|4000
+INFO:EPOCH 2507/4000 | STEP: 0|136 | Loss: -0.012667
+INFO:EPOCH 2507/4000 | STEP: 100|136 | Loss: -0.012094
+INFO:TRAIN EPOCH: 2508|4000
+INFO:EPOCH 2508/4000 | STEP: 0|136 | Loss: -0.012121
+INFO:EPOCH 2508/4000 | STEP: 100|136 | Loss: -0.011635
+INFO:TRAIN EPOCH: 2509|4000
+INFO:EPOCH 2509/4000 | STEP: 0|136 | Loss: -0.012148
+INFO:EPOCH 2509/4000 | STEP: 100|136 | Loss: -0.013080
+INFO:TRAIN EPOCH: 2510|4000
+INFO:EPOCH 2510/4000 | STEP: 0|136 | Loss: -0.012514
+INFO:EPOCH 2510/4000 | STEP: 100|136 | Loss: -0.012836
+INFO:TRAIN EPOCH: 2511|4000
+INFO:EPOCH 2511/4000 | STEP: 0|136 | Loss: -0.009999
+INFO:EPOCH 2511/4000 | STEP: 100|136 | Loss: -0.011539
+INFO:TRAIN EPOCH: 2512|4000
+INFO:EPOCH 2512/4000 | STEP: 0|136 | Loss: -0.011944
+INFO:EPOCH 2512/4000 | STEP: 100|136 | Loss: -0.011768
+INFO:TRAIN EPOCH: 2513|4000
+INFO:EPOCH 2513/4000 | STEP: 0|136 | Loss: -0.012848
+INFO:EPOCH 2513/4000 | STEP: 100|136 | Loss: -0.011841
+INFO:TRAIN EPOCH: 2514|4000
+INFO:EPOCH 2514/4000 | STEP: 0|136 | Loss: -0.013502
+INFO:EPOCH 2514/4000 | STEP: 100|136 | Loss: -0.012990
+INFO:TRAIN EPOCH: 2515|4000
+INFO:EPOCH 2515/4000 | STEP: 0|136 | Loss: -0.011516
+INFO:EPOCH 2515/4000 | STEP: 100|136 | Loss: -0.010954
+INFO:TRAIN EPOCH: 2516|4000
+INFO:EPOCH 2516/4000 | STEP: 0|136 | Loss: -0.010307
+INFO:EPOCH 2516/4000 | STEP: 100|136 | Loss: -0.011485
+INFO:TRAIN EPOCH: 2517|4000
+INFO:EPOCH 2517/4000 | STEP: 0|136 | Loss: -0.012808
+INFO:EPOCH 2517/4000 | STEP: 100|136 | Loss: -0.011936
+INFO:TRAIN EPOCH: 2518|4000
+INFO:EPOCH 2518/4000 | STEP: 0|136 | Loss: -0.012795
+INFO:EPOCH 2518/4000 | STEP: 100|136 | Loss: -0.011744
+INFO:TRAIN EPOCH: 2519|4000
+INFO:EPOCH 2519/4000 | STEP: 0|136 | Loss: -0.011653
+INFO:VAL NDCG@10, IoU=0.3: 0.150075
+INFO:VAL NDCG@10, IoU=0.5: 0.131873
+INFO:VAL NDCG@10, IoU=0.7: 0.089500
+INFO:VAL NDCG@20, IoU=0.3: 0.144021
+INFO:VAL NDCG@20, IoU=0.5: 0.125433
+INFO:VAL NDCG@20, IoU=0.7: 0.085092
+INFO:VAL NDCG@40, IoU=0.3: 0.149507
+INFO:VAL NDCG@40, IoU=0.5: 0.129298
+INFO:VAL NDCG@40, IoU=0.7: 0.085883
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148338
+INFO:TEST NDCG@10, IoU=0.5: 0.130884
+INFO:TEST NDCG@10, IoU=0.7: 0.087725
+INFO:TEST NDCG@20, IoU=0.3: 0.141068
+INFO:TEST NDCG@20, IoU=0.5: 0.123501
+INFO:TEST NDCG@20, IoU=0.7: 0.082329
+INFO:TEST NDCG@40, IoU=0.3: 0.145936
+INFO:TEST NDCG@40, IoU=0.5: 0.127133
+INFO:TEST NDCG@40, IoU=0.7: 0.084201
+INFO:
+INFO:EPOCH 2519/4000 | STEP: 100|136 | Loss: -0.018589
+INFO:TRAIN EPOCH: 2520|4000
+INFO:EPOCH 2520/4000 | STEP: 0|136 | Loss: 0.008334
+INFO:EPOCH 2520/4000 | STEP: 100|136 | Loss: -0.011990
+INFO:TRAIN EPOCH: 2521|4000
+INFO:EPOCH 2521/4000 | STEP: 0|136 | Loss: -0.010872
+INFO:EPOCH 2521/4000 | STEP: 100|136 | Loss: -0.012230
+INFO:TRAIN EPOCH: 2522|4000
+INFO:EPOCH 2522/4000 | STEP: 0|136 | Loss: -0.011940
+INFO:EPOCH 2522/4000 | STEP: 100|136 | Loss: -0.010883
+INFO:TRAIN EPOCH: 2523|4000
+INFO:EPOCH 2523/4000 | STEP: 0|136 | Loss: -0.012401
+INFO:EPOCH 2523/4000 | STEP: 100|136 | Loss: -0.012085
+INFO:TRAIN EPOCH: 2524|4000
+INFO:EPOCH 2524/4000 | STEP: 0|136 | Loss: -0.012211
+INFO:EPOCH 2524/4000 | STEP: 100|136 | Loss: -0.010406
+INFO:TRAIN EPOCH: 2525|4000
+INFO:EPOCH 2525/4000 | STEP: 0|136 | Loss: -0.013136
+INFO:EPOCH 2525/4000 | STEP: 100|136 | Loss: -0.012403
+INFO:TRAIN EPOCH: 2526|4000
+INFO:EPOCH 2526/4000 | STEP: 0|136 | Loss: -0.012253
+INFO:EPOCH 2526/4000 | STEP: 100|136 | Loss: -0.012148
+INFO:TRAIN EPOCH: 2527|4000
+INFO:EPOCH 2527/4000 | STEP: 0|136 | Loss: -0.012490
+INFO:EPOCH 2527/4000 | STEP: 100|136 | Loss: -0.013139
+INFO:TRAIN EPOCH: 2528|4000
+INFO:EPOCH 2528/4000 | STEP: 0|136 | Loss: -0.011404
+INFO:EPOCH 2528/4000 | STEP: 100|136 | Loss: -0.012508
+INFO:TRAIN EPOCH: 2529|4000
+INFO:EPOCH 2529/4000 | STEP: 0|136 | Loss: -0.011333
+INFO:EPOCH 2529/4000 | STEP: 100|136 | Loss: -0.011939
+INFO:TRAIN EPOCH: 2530|4000
+INFO:EPOCH 2530/4000 | STEP: 0|136 | Loss: -0.012745
+INFO:EPOCH 2530/4000 | STEP: 100|136 | Loss: -0.012818
+INFO:TRAIN EPOCH: 2531|4000
+INFO:EPOCH 2531/4000 | STEP: 0|136 | Loss: -0.013257
+INFO:EPOCH 2531/4000 | STEP: 100|136 | Loss: -0.012145
+INFO:TRAIN EPOCH: 2532|4000
+INFO:EPOCH 2532/4000 | STEP: 0|136 | Loss: -0.012643
+INFO:EPOCH 2532/4000 | STEP: 100|136 | Loss: -0.012696
+INFO:TRAIN EPOCH: 2533|4000
+INFO:EPOCH 2533/4000 | STEP: 0|136 | Loss: -0.012089
+INFO:EPOCH 2533/4000 | STEP: 100|136 | Loss: -0.010627
+INFO:TRAIN EPOCH: 2534|4000
+INFO:EPOCH 2534/4000 | STEP: 0|136 | Loss: -0.012893
+INFO:EPOCH 2534/4000 | STEP: 100|136 | Loss: -0.012973
+INFO:TRAIN EPOCH: 2535|4000
+INFO:EPOCH 2535/4000 | STEP: 0|136 | Loss: -0.013094
+INFO:EPOCH 2535/4000 | STEP: 100|136 | Loss: -0.012848
+INFO:TRAIN EPOCH: 2536|4000
+INFO:EPOCH 2536/4000 | STEP: 0|136 | Loss: -0.012548
+INFO:EPOCH 2536/4000 | STEP: 100|136 | Loss: -0.013064
+INFO:TRAIN EPOCH: 2537|4000
+INFO:EPOCH 2537/4000 | STEP: 0|136 | Loss: -0.013257
+INFO:EPOCH 2537/4000 | STEP: 100|136 | Loss: -0.011583
+INFO:TRAIN EPOCH: 2538|4000
+INFO:EPOCH 2538/4000 | STEP: 0|136 | Loss: -0.013200
+INFO:EPOCH 2538/4000 | STEP: 100|136 | Loss: -0.011931
+INFO:TRAIN EPOCH: 2539|4000
+INFO:EPOCH 2539/4000 | STEP: 0|136 | Loss: -0.011553
+INFO:VAL NDCG@10, IoU=0.3: 0.152012
+INFO:VAL NDCG@10, IoU=0.5: 0.133009
+INFO:VAL NDCG@10, IoU=0.7: 0.090607
+INFO:VAL NDCG@20, IoU=0.3: 0.145432
+INFO:VAL NDCG@20, IoU=0.5: 0.126057
+INFO:VAL NDCG@20, IoU=0.7: 0.085573
+INFO:VAL NDCG@40, IoU=0.3: 0.149532
+INFO:VAL NDCG@40, IoU=0.5: 0.129256
+INFO:VAL NDCG@40, IoU=0.7: 0.087168
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149185
+INFO:TEST NDCG@10, IoU=0.5: 0.131083
+INFO:TEST NDCG@10, IoU=0.7: 0.088262
+INFO:TEST NDCG@20, IoU=0.3: 0.141236
+INFO:TEST NDCG@20, IoU=0.5: 0.123659
+INFO:TEST NDCG@20, IoU=0.7: 0.082427
+INFO:TEST NDCG@40, IoU=0.3: 0.146357
+INFO:TEST NDCG@40, IoU=0.5: 0.127134
+INFO:TEST NDCG@40, IoU=0.7: 0.084268
+INFO:
+INFO:EPOCH 2539/4000 | STEP: 100|136 | Loss: -0.019331
+INFO:TRAIN EPOCH: 2540|4000
+INFO:EPOCH 2540/4000 | STEP: 0|136 | Loss: 0.008306
+INFO:EPOCH 2540/4000 | STEP: 100|136 | Loss: -0.013577
+INFO:TRAIN EPOCH: 2541|4000
+INFO:EPOCH 2541/4000 | STEP: 0|136 | Loss: -0.012773
+INFO:EPOCH 2541/4000 | STEP: 100|136 | Loss: -0.012647
+INFO:TRAIN EPOCH: 2542|4000
+INFO:EPOCH 2542/4000 | STEP: 0|136 | Loss: -0.011867
+INFO:EPOCH 2542/4000 | STEP: 100|136 | Loss: -0.012688
+INFO:TRAIN EPOCH: 2543|4000
+INFO:EPOCH 2543/4000 | STEP: 0|136 | Loss: -0.012983
+INFO:EPOCH 2543/4000 | STEP: 100|136 | Loss: -0.011905
+INFO:TRAIN EPOCH: 2544|4000
+INFO:EPOCH 2544/4000 | STEP: 0|136 | Loss: -0.012591
+INFO:EPOCH 2544/4000 | STEP: 100|136 | Loss: -0.012590
+INFO:TRAIN EPOCH: 2545|4000
+INFO:EPOCH 2545/4000 | STEP: 0|136 | Loss: -0.012077
+INFO:EPOCH 2545/4000 | STEP: 100|136 | Loss: -0.012302
+INFO:TRAIN EPOCH: 2546|4000
+INFO:EPOCH 2546/4000 | STEP: 0|136 | Loss: -0.010498
+INFO:EPOCH 2546/4000 | STEP: 100|136 | Loss: -0.011096
+INFO:TRAIN EPOCH: 2547|4000
+INFO:EPOCH 2547/4000 | STEP: 0|136 | Loss: -0.013279
+INFO:EPOCH 2547/4000 | STEP: 100|136 | Loss: -0.012902
+INFO:TRAIN EPOCH: 2548|4000
+INFO:EPOCH 2548/4000 | STEP: 0|136 | Loss: -0.010883
+INFO:EPOCH 2548/4000 | STEP: 100|136 | Loss: -0.012602
+INFO:TRAIN EPOCH: 2549|4000
+INFO:EPOCH 2549/4000 | STEP: 0|136 | Loss: -0.012741
+INFO:EPOCH 2549/4000 | STEP: 100|136 | Loss: -0.011741
+INFO:TRAIN EPOCH: 2550|4000
+INFO:EPOCH 2550/4000 | STEP: 0|136 | Loss: -0.011499
+INFO:EPOCH 2550/4000 | STEP: 100|136 | Loss: -0.011716
+INFO:TRAIN EPOCH: 2551|4000
+INFO:EPOCH 2551/4000 | STEP: 0|136 | Loss: -0.011927
+INFO:EPOCH 2551/4000 | STEP: 100|136 | Loss: -0.013808
+INFO:TRAIN EPOCH: 2552|4000
+INFO:EPOCH 2552/4000 | STEP: 0|136 | Loss: -0.012193
+INFO:EPOCH 2552/4000 | STEP: 100|136 | Loss: -0.010671
+INFO:TRAIN EPOCH: 2553|4000
+INFO:EPOCH 2553/4000 | STEP: 0|136 | Loss: -0.011378
+INFO:EPOCH 2553/4000 | STEP: 100|136 | Loss: -0.012343
+INFO:TRAIN EPOCH: 2554|4000
+INFO:EPOCH 2554/4000 | STEP: 0|136 | Loss: -0.011266
+INFO:EPOCH 2554/4000 | STEP: 100|136 | Loss: -0.011037
+INFO:TRAIN EPOCH: 2555|4000
+INFO:EPOCH 2555/4000 | STEP: 0|136 | Loss: -0.013162
+INFO:EPOCH 2555/4000 | STEP: 100|136 | Loss: -0.013375
+INFO:TRAIN EPOCH: 2556|4000
+INFO:EPOCH 2556/4000 | STEP: 0|136 | Loss: -0.012251
+INFO:EPOCH 2556/4000 | STEP: 100|136 | Loss: -0.011785
+INFO:TRAIN EPOCH: 2557|4000
+INFO:EPOCH 2557/4000 | STEP: 0|136 | Loss: -0.012146
+INFO:EPOCH 2557/4000 | STEP: 100|136 | Loss: -0.011898
+INFO:TRAIN EPOCH: 2558|4000
+INFO:EPOCH 2558/4000 | STEP: 0|136 | Loss: -0.012037
+INFO:EPOCH 2558/4000 | STEP: 100|136 | Loss: -0.012373
+INFO:TRAIN EPOCH: 2559|4000
+INFO:EPOCH 2559/4000 | STEP: 0|136 | Loss: -0.013315
+INFO:VAL NDCG@10, IoU=0.3: 0.151256
+INFO:VAL NDCG@10, IoU=0.5: 0.131984
+INFO:VAL NDCG@10, IoU=0.7: 0.090645
+INFO:VAL NDCG@20, IoU=0.3: 0.145078
+INFO:VAL NDCG@20, IoU=0.5: 0.125396
+INFO:VAL NDCG@20, IoU=0.7: 0.085194
+INFO:VAL NDCG@40, IoU=0.3: 0.149594
+INFO:VAL NDCG@40, IoU=0.5: 0.128092
+INFO:VAL NDCG@40, IoU=0.7: 0.085534
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149577
+INFO:TEST NDCG@10, IoU=0.5: 0.131886
+INFO:TEST NDCG@10, IoU=0.7: 0.088060
+INFO:TEST NDCG@20, IoU=0.3: 0.142843
+INFO:TEST NDCG@20, IoU=0.5: 0.125126
+INFO:TEST NDCG@20, IoU=0.7: 0.082919
+INFO:TEST NDCG@40, IoU=0.3: 0.147077
+INFO:TEST NDCG@40, IoU=0.5: 0.127920
+INFO:TEST NDCG@40, IoU=0.7: 0.084258
+INFO:
+INFO:EPOCH 2559/4000 | STEP: 100|136 | Loss: -0.019630
+INFO:TRAIN EPOCH: 2560|4000
+INFO:EPOCH 2560/4000 | STEP: 0|136 | Loss: 0.007574
+INFO:EPOCH 2560/4000 | STEP: 100|136 | Loss: -0.012972
+INFO:TRAIN EPOCH: 2561|4000
+INFO:EPOCH 2561/4000 | STEP: 0|136 | Loss: -0.012983
+INFO:EPOCH 2561/4000 | STEP: 100|136 | Loss: -0.012594
+INFO:TRAIN EPOCH: 2562|4000
+INFO:EPOCH 2562/4000 | STEP: 0|136 | Loss: -0.011426
+INFO:EPOCH 2562/4000 | STEP: 100|136 | Loss: -0.010801
+INFO:TRAIN EPOCH: 2563|4000
+INFO:EPOCH 2563/4000 | STEP: 0|136 | Loss: -0.012739
+INFO:EPOCH 2563/4000 | STEP: 100|136 | Loss: -0.011265
+INFO:TRAIN EPOCH: 2564|4000
+INFO:EPOCH 2564/4000 | STEP: 0|136 | Loss: -0.011518
+INFO:EPOCH 2564/4000 | STEP: 100|136 | Loss: -0.012580
+INFO:TRAIN EPOCH: 2565|4000
+INFO:EPOCH 2565/4000 | STEP: 0|136 | Loss: -0.012897
+INFO:EPOCH 2565/4000 | STEP: 100|136 | Loss: -0.012035
+INFO:TRAIN EPOCH: 2566|4000
+INFO:EPOCH 2566/4000 | STEP: 0|136 | Loss: -0.013111
+INFO:EPOCH 2566/4000 | STEP: 100|136 | Loss: -0.011824
+INFO:TRAIN EPOCH: 2567|4000
+INFO:EPOCH 2567/4000 | STEP: 0|136 | Loss: -0.012451
+INFO:EPOCH 2567/4000 | STEP: 100|136 | Loss: -0.012716
+INFO:TRAIN EPOCH: 2568|4000
+INFO:EPOCH 2568/4000 | STEP: 0|136 | Loss: -0.011478
+INFO:EPOCH 2568/4000 | STEP: 100|136 | Loss: -0.012488
+INFO:TRAIN EPOCH: 2569|4000
+INFO:EPOCH 2569/4000 | STEP: 0|136 | Loss: -0.011537
+INFO:EPOCH 2569/4000 | STEP: 100|136 | Loss: -0.011118
+INFO:TRAIN EPOCH: 2570|4000
+INFO:EPOCH 2570/4000 | STEP: 0|136 | Loss: -0.012715
+INFO:EPOCH 2570/4000 | STEP: 100|136 | Loss: -0.012962
+INFO:TRAIN EPOCH: 2571|4000
+INFO:EPOCH 2571/4000 | STEP: 0|136 | Loss: -0.011402
+INFO:EPOCH 2571/4000 | STEP: 100|136 | Loss: -0.012954
+INFO:TRAIN EPOCH: 2572|4000
+INFO:EPOCH 2572/4000 | STEP: 0|136 | Loss: -0.012302
+INFO:EPOCH 2572/4000 | STEP: 100|136 | Loss: -0.011158
+INFO:TRAIN EPOCH: 2573|4000
+INFO:EPOCH 2573/4000 | STEP: 0|136 | Loss: -0.012573
+INFO:EPOCH 2573/4000 | STEP: 100|136 | Loss: -0.013401
+INFO:TRAIN EPOCH: 2574|4000
+INFO:EPOCH 2574/4000 | STEP: 0|136 | Loss: -0.012311
+INFO:EPOCH 2574/4000 | STEP: 100|136 | Loss: -0.011574
+INFO:TRAIN EPOCH: 2575|4000
+INFO:EPOCH 2575/4000 | STEP: 0|136 | Loss: -0.012631
+INFO:EPOCH 2575/4000 | STEP: 100|136 | Loss: -0.013231
+INFO:TRAIN EPOCH: 2576|4000
+INFO:EPOCH 2576/4000 | STEP: 0|136 | Loss: -0.012688
+INFO:EPOCH 2576/4000 | STEP: 100|136 | Loss: -0.012495
+INFO:TRAIN EPOCH: 2577|4000
+INFO:EPOCH 2577/4000 | STEP: 0|136 | Loss: -0.013617
+INFO:EPOCH 2577/4000 | STEP: 100|136 | Loss: -0.013292
+INFO:TRAIN EPOCH: 2578|4000
+INFO:EPOCH 2578/4000 | STEP: 0|136 | Loss: -0.011284
+INFO:EPOCH 2578/4000 | STEP: 100|136 | Loss: -0.011900
+INFO:TRAIN EPOCH: 2579|4000
+INFO:EPOCH 2579/4000 | STEP: 0|136 | Loss: -0.012026
+INFO:VAL NDCG@10, IoU=0.3: 0.154048
+INFO:VAL NDCG@10, IoU=0.5: 0.134000
+INFO:VAL NDCG@10, IoU=0.7: 0.090656
+INFO:VAL NDCG@20, IoU=0.3: 0.148032
+INFO:VAL NDCG@20, IoU=0.5: 0.128041
+INFO:VAL NDCG@20, IoU=0.7: 0.085795
+INFO:VAL NDCG@40, IoU=0.3: 0.151976
+INFO:VAL NDCG@40, IoU=0.5: 0.130928
+INFO:VAL NDCG@40, IoU=0.7: 0.087145
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148369
+INFO:TEST NDCG@10, IoU=0.5: 0.130174
+INFO:TEST NDCG@10, IoU=0.7: 0.088115
+INFO:TEST NDCG@20, IoU=0.3: 0.141385
+INFO:TEST NDCG@20, IoU=0.5: 0.123341
+INFO:TEST NDCG@20, IoU=0.7: 0.082644
+INFO:TEST NDCG@40, IoU=0.3: 0.146312
+INFO:TEST NDCG@40, IoU=0.5: 0.126895
+INFO:TEST NDCG@40, IoU=0.7: 0.084262
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.154048
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.134000
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.090656
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.148032
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.128041
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.085795
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.151976
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.130928
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.087145
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.148369
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.130174
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.088115
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.141385
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.123341
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.082644
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.146312
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.126895
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.084262
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 2579/4000 | STEP: 100|136 | Loss: -0.018683
+INFO:TRAIN EPOCH: 2580|4000
+INFO:EPOCH 2580/4000 | STEP: 0|136 | Loss: 0.005526
+INFO:EPOCH 2580/4000 | STEP: 100|136 | Loss: -0.013637
+INFO:TRAIN EPOCH: 2581|4000
+INFO:EPOCH 2581/4000 | STEP: 0|136 | Loss: -0.013407
+INFO:EPOCH 2581/4000 | STEP: 100|136 | Loss: -0.012732
+INFO:TRAIN EPOCH: 2582|4000
+INFO:EPOCH 2582/4000 | STEP: 0|136 | Loss: -0.011752
+INFO:EPOCH 2582/4000 | STEP: 100|136 | Loss: -0.011964
+INFO:TRAIN EPOCH: 2583|4000
+INFO:EPOCH 2583/4000 | STEP: 0|136 | Loss: -0.013518
+INFO:EPOCH 2583/4000 | STEP: 100|136 | Loss: -0.011825
+INFO:TRAIN EPOCH: 2584|4000
+INFO:EPOCH 2584/4000 | STEP: 0|136 | Loss: -0.011299
+INFO:EPOCH 2584/4000 | STEP: 100|136 | Loss: -0.012881
+INFO:TRAIN EPOCH: 2585|4000
+INFO:EPOCH 2585/4000 | STEP: 0|136 | Loss: -0.010622
+INFO:EPOCH 2585/4000 | STEP: 100|136 | Loss: -0.011546
+INFO:TRAIN EPOCH: 2586|4000
+INFO:EPOCH 2586/4000 | STEP: 0|136 | Loss: -0.013210
+INFO:EPOCH 2586/4000 | STEP: 100|136 | Loss: -0.012897
+INFO:TRAIN EPOCH: 2587|4000
+INFO:EPOCH 2587/4000 | STEP: 0|136 | Loss: -0.013729
+INFO:EPOCH 2587/4000 | STEP: 100|136 | Loss: -0.012744
+INFO:TRAIN EPOCH: 2588|4000
+INFO:EPOCH 2588/4000 | STEP: 0|136 | Loss: -0.010818
+INFO:EPOCH 2588/4000 | STEP: 100|136 | Loss: -0.011975
+INFO:TRAIN EPOCH: 2589|4000
+INFO:EPOCH 2589/4000 | STEP: 0|136 | Loss: -0.011607
+INFO:EPOCH 2589/4000 | STEP: 100|136 | Loss: -0.012843
+INFO:TRAIN EPOCH: 2590|4000
+INFO:EPOCH 2590/4000 | STEP: 0|136 | Loss: -0.012198
+INFO:EPOCH 2590/4000 | STEP: 100|136 | Loss: -0.012525
+INFO:TRAIN EPOCH: 2591|4000
+INFO:EPOCH 2591/4000 | STEP: 0|136 | Loss: -0.012116
+INFO:EPOCH 2591/4000 | STEP: 100|136 | Loss: -0.013650
+INFO:TRAIN EPOCH: 2592|4000
+INFO:EPOCH 2592/4000 | STEP: 0|136 | Loss: -0.012765
+INFO:EPOCH 2592/4000 | STEP: 100|136 | Loss: -0.012592
+INFO:TRAIN EPOCH: 2593|4000
+INFO:EPOCH 2593/4000 | STEP: 0|136 | Loss: -0.010710
+INFO:EPOCH 2593/4000 | STEP: 100|136 | Loss: -0.012644
+INFO:TRAIN EPOCH: 2594|4000
+INFO:EPOCH 2594/4000 | STEP: 0|136 | Loss: -0.013320
+INFO:EPOCH 2594/4000 | STEP: 100|136 | Loss: -0.013046
+INFO:TRAIN EPOCH: 2595|4000
+INFO:EPOCH 2595/4000 | STEP: 0|136 | Loss: -0.011948
+INFO:EPOCH 2595/4000 | STEP: 100|136 | Loss: -0.012112
+INFO:TRAIN EPOCH: 2596|4000
+INFO:EPOCH 2596/4000 | STEP: 0|136 | Loss: -0.012298
+INFO:EPOCH 2596/4000 | STEP: 100|136 | Loss: -0.012578
+INFO:TRAIN EPOCH: 2597|4000
+INFO:EPOCH 2597/4000 | STEP: 0|136 | Loss: -0.012656
+INFO:EPOCH 2597/4000 | STEP: 100|136 | Loss: -0.011975
+INFO:TRAIN EPOCH: 2598|4000
+INFO:EPOCH 2598/4000 | STEP: 0|136 | Loss: -0.011590
+INFO:EPOCH 2598/4000 | STEP: 100|136 | Loss: -0.012925
+INFO:TRAIN EPOCH: 2599|4000
+INFO:EPOCH 2599/4000 | STEP: 0|136 | Loss: -0.012258
+INFO:VAL NDCG@10, IoU=0.3: 0.152963
+INFO:VAL NDCG@10, IoU=0.5: 0.134478
+INFO:VAL NDCG@10, IoU=0.7: 0.093197
+INFO:VAL NDCG@20, IoU=0.3: 0.145535
+INFO:VAL NDCG@20, IoU=0.5: 0.126655
+INFO:VAL NDCG@20, IoU=0.7: 0.085997
+INFO:VAL NDCG@40, IoU=0.3: 0.150172
+INFO:VAL NDCG@40, IoU=0.5: 0.130352
+INFO:VAL NDCG@40, IoU=0.7: 0.087258
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149609
+INFO:TEST NDCG@10, IoU=0.5: 0.131623
+INFO:TEST NDCG@10, IoU=0.7: 0.088551
+INFO:TEST NDCG@20, IoU=0.3: 0.142250
+INFO:TEST NDCG@20, IoU=0.5: 0.124294
+INFO:TEST NDCG@20, IoU=0.7: 0.082673
+INFO:TEST NDCG@40, IoU=0.3: 0.146321
+INFO:TEST NDCG@40, IoU=0.5: 0.127341
+INFO:TEST NDCG@40, IoU=0.7: 0.084577
+INFO:
+INFO:EPOCH 2599/4000 | STEP: 100|136 | Loss: -0.019530
+INFO:TRAIN EPOCH: 2600|4000
+INFO:EPOCH 2600/4000 | STEP: 0|136 | Loss: 0.006953
+INFO:EPOCH 2600/4000 | STEP: 100|136 | Loss: -0.013261
+INFO:TRAIN EPOCH: 2601|4000
+INFO:EPOCH 2601/4000 | STEP: 0|136 | Loss: -0.012838
+INFO:EPOCH 2601/4000 | STEP: 100|136 | Loss: -0.012695
+INFO:TRAIN EPOCH: 2602|4000
+INFO:EPOCH 2602/4000 | STEP: 0|136 | Loss: -0.012778
+INFO:EPOCH 2602/4000 | STEP: 100|136 | Loss: -0.011629
+INFO:TRAIN EPOCH: 2603|4000
+INFO:EPOCH 2603/4000 | STEP: 0|136 | Loss: -0.012878
+INFO:EPOCH 2603/4000 | STEP: 100|136 | Loss: -0.013009
+INFO:TRAIN EPOCH: 2604|4000
+INFO:EPOCH 2604/4000 | STEP: 0|136 | Loss: -0.012301
+INFO:EPOCH 2604/4000 | STEP: 100|136 | Loss: -0.013138
+INFO:TRAIN EPOCH: 2605|4000
+INFO:EPOCH 2605/4000 | STEP: 0|136 | Loss: -0.011746
+INFO:EPOCH 2605/4000 | STEP: 100|136 | Loss: -0.012994
+INFO:TRAIN EPOCH: 2606|4000
+INFO:EPOCH 2606/4000 | STEP: 0|136 | Loss: -0.013284
+INFO:EPOCH 2606/4000 | STEP: 100|136 | Loss: -0.012703
+INFO:TRAIN EPOCH: 2607|4000
+INFO:EPOCH 2607/4000 | STEP: 0|136 | Loss: -0.011511
+INFO:EPOCH 2607/4000 | STEP: 100|136 | Loss: -0.012422
+INFO:TRAIN EPOCH: 2608|4000
+INFO:EPOCH 2608/4000 | STEP: 0|136 | Loss: -0.013110
+INFO:EPOCH 2608/4000 | STEP: 100|136 | Loss: -0.012898
+INFO:TRAIN EPOCH: 2609|4000
+INFO:EPOCH 2609/4000 | STEP: 0|136 | Loss: -0.012827
+INFO:EPOCH 2609/4000 | STEP: 100|136 | Loss: -0.012103
+INFO:TRAIN EPOCH: 2610|4000
+INFO:EPOCH 2610/4000 | STEP: 0|136 | Loss: -0.013360
+INFO:EPOCH 2610/4000 | STEP: 100|136 | Loss: -0.011802
+INFO:TRAIN EPOCH: 2611|4000
+INFO:EPOCH 2611/4000 | STEP: 0|136 | Loss: -0.012549
+INFO:EPOCH 2611/4000 | STEP: 100|136 | Loss: -0.012418
+INFO:TRAIN EPOCH: 2612|4000
+INFO:EPOCH 2612/4000 | STEP: 0|136 | Loss: -0.013035
+INFO:EPOCH 2612/4000 | STEP: 100|136 | Loss: -0.011613
+INFO:TRAIN EPOCH: 2613|4000
+INFO:EPOCH 2613/4000 | STEP: 0|136 | Loss: -0.012613
+INFO:EPOCH 2613/4000 | STEP: 100|136 | Loss: -0.012364
+INFO:TRAIN EPOCH: 2614|4000
+INFO:EPOCH 2614/4000 | STEP: 0|136 | Loss: -0.012581
+INFO:EPOCH 2614/4000 | STEP: 100|136 | Loss: -0.011708
+INFO:TRAIN EPOCH: 2615|4000
+INFO:EPOCH 2615/4000 | STEP: 0|136 | Loss: -0.012276
+INFO:EPOCH 2615/4000 | STEP: 100|136 | Loss: -0.012860
+INFO:TRAIN EPOCH: 2616|4000
+INFO:EPOCH 2616/4000 | STEP: 0|136 | Loss: -0.011647
+INFO:EPOCH 2616/4000 | STEP: 100|136 | Loss: -0.010904
+INFO:TRAIN EPOCH: 2617|4000
+INFO:EPOCH 2617/4000 | STEP: 0|136 | Loss: -0.013825
+INFO:EPOCH 2617/4000 | STEP: 100|136 | Loss: -0.011765
+INFO:TRAIN EPOCH: 2618|4000
+INFO:EPOCH 2618/4000 | STEP: 0|136 | Loss: -0.013235
+INFO:EPOCH 2618/4000 | STEP: 100|136 | Loss: -0.013377
+INFO:TRAIN EPOCH: 2619|4000
+INFO:EPOCH 2619/4000 | STEP: 0|136 | Loss: -0.012418
+INFO:VAL NDCG@10, IoU=0.3: 0.150224
+INFO:VAL NDCG@10, IoU=0.5: 0.132364
+INFO:VAL NDCG@10, IoU=0.7: 0.090554
+INFO:VAL NDCG@20, IoU=0.3: 0.142981
+INFO:VAL NDCG@20, IoU=0.5: 0.125309
+INFO:VAL NDCG@20, IoU=0.7: 0.084599
+INFO:VAL NDCG@40, IoU=0.3: 0.147990
+INFO:VAL NDCG@40, IoU=0.5: 0.128804
+INFO:VAL NDCG@40, IoU=0.7: 0.085839
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149207
+INFO:TEST NDCG@10, IoU=0.5: 0.131673
+INFO:TEST NDCG@10, IoU=0.7: 0.088663
+INFO:TEST NDCG@20, IoU=0.3: 0.142495
+INFO:TEST NDCG@20, IoU=0.5: 0.124926
+INFO:TEST NDCG@20, IoU=0.7: 0.083327
+INFO:TEST NDCG@40, IoU=0.3: 0.146832
+INFO:TEST NDCG@40, IoU=0.5: 0.127906
+INFO:TEST NDCG@40, IoU=0.7: 0.085057
+INFO:
+INFO:EPOCH 2619/4000 | STEP: 100|136 | Loss: -0.018035
+INFO:TRAIN EPOCH: 2620|4000
+INFO:EPOCH 2620/4000 | STEP: 0|136 | Loss: 0.007694
+INFO:EPOCH 2620/4000 | STEP: 100|136 | Loss: -0.013087
+INFO:TRAIN EPOCH: 2621|4000
+INFO:EPOCH 2621/4000 | STEP: 0|136 | Loss: -0.012813
+INFO:EPOCH 2621/4000 | STEP: 100|136 | Loss: -0.013308
+INFO:TRAIN EPOCH: 2622|4000
+INFO:EPOCH 2622/4000 | STEP: 0|136 | Loss: -0.012330
+INFO:EPOCH 2622/4000 | STEP: 100|136 | Loss: -0.013067
+INFO:TRAIN EPOCH: 2623|4000
+INFO:EPOCH 2623/4000 | STEP: 0|136 | Loss: -0.012932
+INFO:EPOCH 2623/4000 | STEP: 100|136 | Loss: -0.012749
+INFO:TRAIN EPOCH: 2624|4000
+INFO:EPOCH 2624/4000 | STEP: 0|136 | Loss: -0.012839
+INFO:EPOCH 2624/4000 | STEP: 100|136 | Loss: -0.011256
+INFO:TRAIN EPOCH: 2625|4000
+INFO:EPOCH 2625/4000 | STEP: 0|136 | Loss: -0.012138
+INFO:EPOCH 2625/4000 | STEP: 100|136 | Loss: -0.013191
+INFO:TRAIN EPOCH: 2626|4000
+INFO:EPOCH 2626/4000 | STEP: 0|136 | Loss: -0.013069
+INFO:EPOCH 2626/4000 | STEP: 100|136 | Loss: -0.011842
+INFO:TRAIN EPOCH: 2627|4000
+INFO:EPOCH 2627/4000 | STEP: 0|136 | Loss: -0.012491
+INFO:EPOCH 2627/4000 | STEP: 100|136 | Loss: -0.012908
+INFO:TRAIN EPOCH: 2628|4000
+INFO:EPOCH 2628/4000 | STEP: 0|136 | Loss: -0.011731
+INFO:EPOCH 2628/4000 | STEP: 100|136 | Loss: -0.011527
+INFO:TRAIN EPOCH: 2629|4000
+INFO:EPOCH 2629/4000 | STEP: 0|136 | Loss: -0.011508
+INFO:EPOCH 2629/4000 | STEP: 100|136 | Loss: -0.013222
+INFO:TRAIN EPOCH: 2630|4000
+INFO:EPOCH 2630/4000 | STEP: 0|136 | Loss: -0.013582
+INFO:EPOCH 2630/4000 | STEP: 100|136 | Loss: -0.011633
+INFO:TRAIN EPOCH: 2631|4000
+INFO:EPOCH 2631/4000 | STEP: 0|136 | Loss: -0.011706
+INFO:EPOCH 2631/4000 | STEP: 100|136 | Loss: -0.013410
+INFO:TRAIN EPOCH: 2632|4000
+INFO:EPOCH 2632/4000 | STEP: 0|136 | Loss: -0.011708
+INFO:EPOCH 2632/4000 | STEP: 100|136 | Loss: -0.012286
+INFO:TRAIN EPOCH: 2633|4000
+INFO:EPOCH 2633/4000 | STEP: 0|136 | Loss: -0.012840
+INFO:EPOCH 2633/4000 | STEP: 100|136 | Loss: -0.011780
+INFO:TRAIN EPOCH: 2634|4000
+INFO:EPOCH 2634/4000 | STEP: 0|136 | Loss: -0.012587
+INFO:EPOCH 2634/4000 | STEP: 100|136 | Loss: -0.013274
+INFO:TRAIN EPOCH: 2635|4000
+INFO:EPOCH 2635/4000 | STEP: 0|136 | Loss: -0.011498
+INFO:EPOCH 2635/4000 | STEP: 100|136 | Loss: -0.012119
+INFO:TRAIN EPOCH: 2636|4000
+INFO:EPOCH 2636/4000 | STEP: 0|136 | Loss: -0.012683
+INFO:EPOCH 2636/4000 | STEP: 100|136 | Loss: -0.013159
+INFO:TRAIN EPOCH: 2637|4000
+INFO:EPOCH 2637/4000 | STEP: 0|136 | Loss: -0.013804
+INFO:EPOCH 2637/4000 | STEP: 100|136 | Loss: -0.010556
+INFO:TRAIN EPOCH: 2638|4000
+INFO:EPOCH 2638/4000 | STEP: 0|136 | Loss: -0.010974
+INFO:EPOCH 2638/4000 | STEP: 100|136 | Loss: -0.011368
+INFO:TRAIN EPOCH: 2639|4000
+INFO:EPOCH 2639/4000 | STEP: 0|136 | Loss: -0.012447
+INFO:VAL NDCG@10, IoU=0.3: 0.152103
+INFO:VAL NDCG@10, IoU=0.5: 0.133417
+INFO:VAL NDCG@10, IoU=0.7: 0.091877
+INFO:VAL NDCG@20, IoU=0.3: 0.144323
+INFO:VAL NDCG@20, IoU=0.5: 0.124398
+INFO:VAL NDCG@20, IoU=0.7: 0.085180
+INFO:VAL NDCG@40, IoU=0.3: 0.148468
+INFO:VAL NDCG@40, IoU=0.5: 0.127585
+INFO:VAL NDCG@40, IoU=0.7: 0.086938
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148846
+INFO:TEST NDCG@10, IoU=0.5: 0.131021
+INFO:TEST NDCG@10, IoU=0.7: 0.088430
+INFO:TEST NDCG@20, IoU=0.3: 0.141356
+INFO:TEST NDCG@20, IoU=0.5: 0.123719
+INFO:TEST NDCG@20, IoU=0.7: 0.082703
+INFO:TEST NDCG@40, IoU=0.3: 0.146898
+INFO:TEST NDCG@40, IoU=0.5: 0.127645
+INFO:TEST NDCG@40, IoU=0.7: 0.084634
+INFO:
+INFO:EPOCH 2639/4000 | STEP: 100|136 | Loss: -0.018166
+INFO:TRAIN EPOCH: 2640|4000
+INFO:EPOCH 2640/4000 | STEP: 0|136 | Loss: 0.009114
+INFO:EPOCH 2640/4000 | STEP: 100|136 | Loss: -0.013369
+INFO:TRAIN EPOCH: 2641|4000
+INFO:EPOCH 2641/4000 | STEP: 0|136 | Loss: -0.012751
+INFO:EPOCH 2641/4000 | STEP: 100|136 | Loss: -0.011614
+INFO:TRAIN EPOCH: 2642|4000
+INFO:EPOCH 2642/4000 | STEP: 0|136 | Loss: -0.011914
+INFO:EPOCH 2642/4000 | STEP: 100|136 | Loss: -0.011438
+INFO:TRAIN EPOCH: 2643|4000
+INFO:EPOCH 2643/4000 | STEP: 0|136 | Loss: -0.012937
+INFO:EPOCH 2643/4000 | STEP: 100|136 | Loss: -0.011107
+INFO:TRAIN EPOCH: 2644|4000
+INFO:EPOCH 2644/4000 | STEP: 0|136 | Loss: -0.011900
+INFO:EPOCH 2644/4000 | STEP: 100|136 | Loss: -0.012544
+INFO:TRAIN EPOCH: 2645|4000
+INFO:EPOCH 2645/4000 | STEP: 0|136 | Loss: -0.012985
+INFO:EPOCH 2645/4000 | STEP: 100|136 | Loss: -0.013075
+INFO:TRAIN EPOCH: 2646|4000
+INFO:EPOCH 2646/4000 | STEP: 0|136 | Loss: -0.012608
+INFO:EPOCH 2646/4000 | STEP: 100|136 | Loss: -0.012310
+INFO:TRAIN EPOCH: 2647|4000
+INFO:EPOCH 2647/4000 | STEP: 0|136 | Loss: -0.012113
+INFO:EPOCH 2647/4000 | STEP: 100|136 | Loss: -0.011723
+INFO:TRAIN EPOCH: 2648|4000
+INFO:EPOCH 2648/4000 | STEP: 0|136 | Loss: -0.012121
+INFO:EPOCH 2648/4000 | STEP: 100|136 | Loss: -0.013018
+INFO:TRAIN EPOCH: 2649|4000
+INFO:EPOCH 2649/4000 | STEP: 0|136 | Loss: -0.012972
+INFO:EPOCH 2649/4000 | STEP: 100|136 | Loss: -0.012990
+INFO:TRAIN EPOCH: 2650|4000
+INFO:EPOCH 2650/4000 | STEP: 0|136 | Loss: -0.013262
+INFO:EPOCH 2650/4000 | STEP: 100|136 | Loss: -0.012130
+INFO:TRAIN EPOCH: 2651|4000
+INFO:EPOCH 2651/4000 | STEP: 0|136 | Loss: -0.013584
+INFO:EPOCH 2651/4000 | STEP: 100|136 | Loss: -0.012825
+INFO:TRAIN EPOCH: 2652|4000
+INFO:EPOCH 2652/4000 | STEP: 0|136 | Loss: -0.012171
+INFO:EPOCH 2652/4000 | STEP: 100|136 | Loss: -0.012316
+INFO:TRAIN EPOCH: 2653|4000
+INFO:EPOCH 2653/4000 | STEP: 0|136 | Loss: -0.012841
+INFO:EPOCH 2653/4000 | STEP: 100|136 | Loss: -0.012731
+INFO:TRAIN EPOCH: 2654|4000
+INFO:EPOCH 2654/4000 | STEP: 0|136 | Loss: -0.012849
+INFO:EPOCH 2654/4000 | STEP: 100|136 | Loss: -0.012558
+INFO:TRAIN EPOCH: 2655|4000
+INFO:EPOCH 2655/4000 | STEP: 0|136 | Loss: -0.013648
+INFO:EPOCH 2655/4000 | STEP: 100|136 | Loss: -0.010944
+INFO:TRAIN EPOCH: 2656|4000
+INFO:EPOCH 2656/4000 | STEP: 0|136 | Loss: -0.012181
+INFO:EPOCH 2656/4000 | STEP: 100|136 | Loss: -0.010796
+INFO:TRAIN EPOCH: 2657|4000
+INFO:EPOCH 2657/4000 | STEP: 0|136 | Loss: -0.012653
+INFO:EPOCH 2657/4000 | STEP: 100|136 | Loss: -0.012057
+INFO:TRAIN EPOCH: 2658|4000
+INFO:EPOCH 2658/4000 | STEP: 0|136 | Loss: -0.012383
+INFO:EPOCH 2658/4000 | STEP: 100|136 | Loss: -0.011771
+INFO:TRAIN EPOCH: 2659|4000
+INFO:EPOCH 2659/4000 | STEP: 0|136 | Loss: -0.013246
+INFO:VAL NDCG@10, IoU=0.3: 0.152277
+INFO:VAL NDCG@10, IoU=0.5: 0.131211
+INFO:VAL NDCG@10, IoU=0.7: 0.089722
+INFO:VAL NDCG@20, IoU=0.3: 0.144073
+INFO:VAL NDCG@20, IoU=0.5: 0.124487
+INFO:VAL NDCG@20, IoU=0.7: 0.084739
+INFO:VAL NDCG@40, IoU=0.3: 0.149032
+INFO:VAL NDCG@40, IoU=0.5: 0.127577
+INFO:VAL NDCG@40, IoU=0.7: 0.086099
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147104
+INFO:TEST NDCG@10, IoU=0.5: 0.130360
+INFO:TEST NDCG@10, IoU=0.7: 0.087842
+INFO:TEST NDCG@20, IoU=0.3: 0.140006
+INFO:TEST NDCG@20, IoU=0.5: 0.123235
+INFO:TEST NDCG@20, IoU=0.7: 0.081982
+INFO:TEST NDCG@40, IoU=0.3: 0.145059
+INFO:TEST NDCG@40, IoU=0.5: 0.126748
+INFO:TEST NDCG@40, IoU=0.7: 0.083847
+INFO:
+INFO:EPOCH 2659/4000 | STEP: 100|136 | Loss: -0.018034
+INFO:TRAIN EPOCH: 2660|4000
+INFO:EPOCH 2660/4000 | STEP: 0|136 | Loss: 0.010590
+INFO:EPOCH 2660/4000 | STEP: 100|136 | Loss: -0.012800
+INFO:TRAIN EPOCH: 2661|4000
+INFO:EPOCH 2661/4000 | STEP: 0|136 | Loss: -0.010795
+INFO:EPOCH 2661/4000 | STEP: 100|136 | Loss: -0.013001
+INFO:TRAIN EPOCH: 2662|4000
+INFO:EPOCH 2662/4000 | STEP: 0|136 | Loss: -0.012878
+INFO:EPOCH 2662/4000 | STEP: 100|136 | Loss: -0.013299
+INFO:TRAIN EPOCH: 2663|4000
+INFO:EPOCH 2663/4000 | STEP: 0|136 | Loss: -0.012359
+INFO:EPOCH 2663/4000 | STEP: 100|136 | Loss: -0.011967
+INFO:TRAIN EPOCH: 2664|4000
+INFO:EPOCH 2664/4000 | STEP: 0|136 | Loss: -0.011697
+INFO:EPOCH 2664/4000 | STEP: 100|136 | Loss: -0.012605
+INFO:TRAIN EPOCH: 2665|4000
+INFO:EPOCH 2665/4000 | STEP: 0|136 | Loss: -0.011553
+INFO:EPOCH 2665/4000 | STEP: 100|136 | Loss: -0.013454
+INFO:TRAIN EPOCH: 2666|4000
+INFO:EPOCH 2666/4000 | STEP: 0|136 | Loss: -0.011965
+INFO:EPOCH 2666/4000 | STEP: 100|136 | Loss: -0.012147
+INFO:TRAIN EPOCH: 2667|4000
+INFO:EPOCH 2667/4000 | STEP: 0|136 | Loss: -0.013344
+INFO:EPOCH 2667/4000 | STEP: 100|136 | Loss: -0.012494
+INFO:TRAIN EPOCH: 2668|4000
+INFO:EPOCH 2668/4000 | STEP: 0|136 | Loss: -0.013125
+INFO:EPOCH 2668/4000 | STEP: 100|136 | Loss: -0.012952
+INFO:TRAIN EPOCH: 2669|4000
+INFO:EPOCH 2669/4000 | STEP: 0|136 | Loss: -0.012113
+INFO:EPOCH 2669/4000 | STEP: 100|136 | Loss: -0.012017
+INFO:TRAIN EPOCH: 2670|4000
+INFO:EPOCH 2670/4000 | STEP: 0|136 | Loss: -0.012036
+INFO:EPOCH 2670/4000 | STEP: 100|136 | Loss: -0.011838
+INFO:TRAIN EPOCH: 2671|4000
+INFO:EPOCH 2671/4000 | STEP: 0|136 | Loss: -0.013064
+INFO:EPOCH 2671/4000 | STEP: 100|136 | Loss: -0.012923
+INFO:TRAIN EPOCH: 2672|4000
+INFO:EPOCH 2672/4000 | STEP: 0|136 | Loss: -0.010493
+INFO:EPOCH 2672/4000 | STEP: 100|136 | Loss: -0.012790
+INFO:TRAIN EPOCH: 2673|4000
+INFO:EPOCH 2673/4000 | STEP: 0|136 | Loss: -0.013750
+INFO:EPOCH 2673/4000 | STEP: 100|136 | Loss: -0.013193
+INFO:TRAIN EPOCH: 2674|4000
+INFO:EPOCH 2674/4000 | STEP: 0|136 | Loss: -0.011596
+INFO:EPOCH 2674/4000 | STEP: 100|136 | Loss: -0.012304
+INFO:TRAIN EPOCH: 2675|4000
+INFO:EPOCH 2675/4000 | STEP: 0|136 | Loss: -0.012456
+INFO:EPOCH 2675/4000 | STEP: 100|136 | Loss: -0.013295
+INFO:TRAIN EPOCH: 2676|4000
+INFO:EPOCH 2676/4000 | STEP: 0|136 | Loss: -0.012460
+INFO:EPOCH 2676/4000 | STEP: 100|136 | Loss: -0.011345
+INFO:TRAIN EPOCH: 2677|4000
+INFO:EPOCH 2677/4000 | STEP: 0|136 | Loss: -0.011550
+INFO:EPOCH 2677/4000 | STEP: 100|136 | Loss: -0.013222
+INFO:TRAIN EPOCH: 2678|4000
+INFO:EPOCH 2678/4000 | STEP: 0|136 | Loss: -0.011250
+INFO:EPOCH 2678/4000 | STEP: 100|136 | Loss: -0.013841
+INFO:TRAIN EPOCH: 2679|4000
+INFO:EPOCH 2679/4000 | STEP: 0|136 | Loss: -0.012241
+INFO:VAL NDCG@10, IoU=0.3: 0.150526
+INFO:VAL NDCG@10, IoU=0.5: 0.130717
+INFO:VAL NDCG@10, IoU=0.7: 0.089029
+INFO:VAL NDCG@20, IoU=0.3: 0.142581
+INFO:VAL NDCG@20, IoU=0.5: 0.124157
+INFO:VAL NDCG@20, IoU=0.7: 0.083915
+INFO:VAL NDCG@40, IoU=0.3: 0.148070
+INFO:VAL NDCG@40, IoU=0.5: 0.128004
+INFO:VAL NDCG@40, IoU=0.7: 0.085354
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.147726
+INFO:TEST NDCG@10, IoU=0.5: 0.130854
+INFO:TEST NDCG@10, IoU=0.7: 0.087851
+INFO:TEST NDCG@20, IoU=0.3: 0.140738
+INFO:TEST NDCG@20, IoU=0.5: 0.123602
+INFO:TEST NDCG@20, IoU=0.7: 0.081892
+INFO:TEST NDCG@40, IoU=0.3: 0.146005
+INFO:TEST NDCG@40, IoU=0.5: 0.127435
+INFO:TEST NDCG@40, IoU=0.7: 0.084268
+INFO:
+INFO:EPOCH 2679/4000 | STEP: 100|136 | Loss: -0.019450
+INFO:TRAIN EPOCH: 2680|4000
+INFO:EPOCH 2680/4000 | STEP: 0|136 | Loss: 0.006112
+INFO:EPOCH 2680/4000 | STEP: 100|136 | Loss: -0.011918
+INFO:TRAIN EPOCH: 2681|4000
+INFO:EPOCH 2681/4000 | STEP: 0|136 | Loss: -0.013504
+INFO:EPOCH 2681/4000 | STEP: 100|136 | Loss: -0.011727
+INFO:TRAIN EPOCH: 2682|4000
+INFO:EPOCH 2682/4000 | STEP: 0|136 | Loss: -0.012880
+INFO:EPOCH 2682/4000 | STEP: 100|136 | Loss: -0.012914
+INFO:TRAIN EPOCH: 2683|4000
+INFO:EPOCH 2683/4000 | STEP: 0|136 | Loss: -0.012555
+INFO:EPOCH 2683/4000 | STEP: 100|136 | Loss: -0.012264
+INFO:TRAIN EPOCH: 2684|4000
+INFO:EPOCH 2684/4000 | STEP: 0|136 | Loss: -0.013125
+INFO:EPOCH 2684/4000 | STEP: 100|136 | Loss: -0.013764
+INFO:TRAIN EPOCH: 2685|4000
+INFO:EPOCH 2685/4000 | STEP: 0|136 | Loss: -0.012336
+INFO:EPOCH 2685/4000 | STEP: 100|136 | Loss: -0.011338
+INFO:TRAIN EPOCH: 2686|4000
+INFO:EPOCH 2686/4000 | STEP: 0|136 | Loss: -0.012503
+INFO:EPOCH 2686/4000 | STEP: 100|136 | Loss: -0.012411
+INFO:TRAIN EPOCH: 2687|4000
+INFO:EPOCH 2687/4000 | STEP: 0|136 | Loss: -0.013596
+INFO:EPOCH 2687/4000 | STEP: 100|136 | Loss: -0.012506
+INFO:TRAIN EPOCH: 2688|4000
+INFO:EPOCH 2688/4000 | STEP: 0|136 | Loss: -0.012327
+INFO:EPOCH 2688/4000 | STEP: 100|136 | Loss: -0.013303
+INFO:TRAIN EPOCH: 2689|4000
+INFO:EPOCH 2689/4000 | STEP: 0|136 | Loss: -0.012633
+INFO:EPOCH 2689/4000 | STEP: 100|136 | Loss: -0.012790
+INFO:TRAIN EPOCH: 2690|4000
+INFO:EPOCH 2690/4000 | STEP: 0|136 | Loss: -0.013365
+INFO:EPOCH 2690/4000 | STEP: 100|136 | Loss: -0.011620
+INFO:TRAIN EPOCH: 2691|4000
+INFO:EPOCH 2691/4000 | STEP: 0|136 | Loss: -0.012818
+INFO:EPOCH 2691/4000 | STEP: 100|136 | Loss: -0.011774
+INFO:TRAIN EPOCH: 2692|4000
+INFO:EPOCH 2692/4000 | STEP: 0|136 | Loss: -0.014470
+INFO:EPOCH 2692/4000 | STEP: 100|136 | Loss: -0.013538
+INFO:TRAIN EPOCH: 2693|4000
+INFO:EPOCH 2693/4000 | STEP: 0|136 | Loss: -0.012246
+INFO:EPOCH 2693/4000 | STEP: 100|136 | Loss: -0.013004
+INFO:TRAIN EPOCH: 2694|4000
+INFO:EPOCH 2694/4000 | STEP: 0|136 | Loss: -0.012787
+INFO:EPOCH 2694/4000 | STEP: 100|136 | Loss: -0.013438
+INFO:TRAIN EPOCH: 2695|4000
+INFO:EPOCH 2695/4000 | STEP: 0|136 | Loss: -0.011885
+INFO:EPOCH 2695/4000 | STEP: 100|136 | Loss: -0.012417
+INFO:TRAIN EPOCH: 2696|4000
+INFO:EPOCH 2696/4000 | STEP: 0|136 | Loss: -0.012594
+INFO:EPOCH 2696/4000 | STEP: 100|136 | Loss: -0.013445
+INFO:TRAIN EPOCH: 2697|4000
+INFO:EPOCH 2697/4000 | STEP: 0|136 | Loss: -0.011651
+INFO:EPOCH 2697/4000 | STEP: 100|136 | Loss: -0.012504
+INFO:TRAIN EPOCH: 2698|4000
+INFO:EPOCH 2698/4000 | STEP: 0|136 | Loss: -0.011984
+INFO:EPOCH 2698/4000 | STEP: 100|136 | Loss: -0.012921
+INFO:TRAIN EPOCH: 2699|4000
+INFO:EPOCH 2699/4000 | STEP: 0|136 | Loss: -0.012232
+INFO:VAL NDCG@10, IoU=0.3: 0.150367
+INFO:VAL NDCG@10, IoU=0.5: 0.131443
+INFO:VAL NDCG@10, IoU=0.7: 0.089621
+INFO:VAL NDCG@20, IoU=0.3: 0.143907
+INFO:VAL NDCG@20, IoU=0.5: 0.125252
+INFO:VAL NDCG@20, IoU=0.7: 0.084220
+INFO:VAL NDCG@40, IoU=0.3: 0.147930
+INFO:VAL NDCG@40, IoU=0.5: 0.127750
+INFO:VAL NDCG@40, IoU=0.7: 0.085745
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149218
+INFO:TEST NDCG@10, IoU=0.5: 0.131912
+INFO:TEST NDCG@10, IoU=0.7: 0.088629
+INFO:TEST NDCG@20, IoU=0.3: 0.142437
+INFO:TEST NDCG@20, IoU=0.5: 0.125287
+INFO:TEST NDCG@20, IoU=0.7: 0.083460
+INFO:TEST NDCG@40, IoU=0.3: 0.147124
+INFO:TEST NDCG@40, IoU=0.5: 0.128472
+INFO:TEST NDCG@40, IoU=0.7: 0.084814
+INFO:
+INFO:EPOCH 2699/4000 | STEP: 100|136 | Loss: -0.019434
+INFO:TRAIN EPOCH: 2700|4000
+INFO:EPOCH 2700/4000 | STEP: 0|136 | Loss: 0.009097
+INFO:EPOCH 2700/4000 | STEP: 100|136 | Loss: -0.011886
+INFO:TRAIN EPOCH: 2701|4000
+INFO:EPOCH 2701/4000 | STEP: 0|136 | Loss: -0.011793
+INFO:EPOCH 2701/4000 | STEP: 100|136 | Loss: -0.012001
+INFO:TRAIN EPOCH: 2702|4000
+INFO:EPOCH 2702/4000 | STEP: 0|136 | Loss: -0.013255
+INFO:EPOCH 2702/4000 | STEP: 100|136 | Loss: -0.012678
+INFO:TRAIN EPOCH: 2703|4000
+INFO:EPOCH 2703/4000 | STEP: 0|136 | Loss: -0.013380
+INFO:EPOCH 2703/4000 | STEP: 100|136 | Loss: -0.012755
+INFO:TRAIN EPOCH: 2704|4000
+INFO:EPOCH 2704/4000 | STEP: 0|136 | Loss: -0.012821
+INFO:EPOCH 2704/4000 | STEP: 100|136 | Loss: -0.011966
+INFO:TRAIN EPOCH: 2705|4000
+INFO:EPOCH 2705/4000 | STEP: 0|136 | Loss: -0.012273
+INFO:EPOCH 2705/4000 | STEP: 100|136 | Loss: -0.012170
+INFO:TRAIN EPOCH: 2706|4000
+INFO:EPOCH 2706/4000 | STEP: 0|136 | Loss: -0.011276
+INFO:EPOCH 2706/4000 | STEP: 100|136 | Loss: -0.012638
+INFO:TRAIN EPOCH: 2707|4000
+INFO:EPOCH 2707/4000 | STEP: 0|136 | Loss: -0.011855
+INFO:EPOCH 2707/4000 | STEP: 100|136 | Loss: -0.012461
+INFO:TRAIN EPOCH: 2708|4000
+INFO:EPOCH 2708/4000 | STEP: 0|136 | Loss: -0.012770
+INFO:EPOCH 2708/4000 | STEP: 100|136 | Loss: -0.012140
+INFO:TRAIN EPOCH: 2709|4000
+INFO:EPOCH 2709/4000 | STEP: 0|136 | Loss: -0.011528
+INFO:EPOCH 2709/4000 | STEP: 100|136 | Loss: -0.013012
+INFO:TRAIN EPOCH: 2710|4000
+INFO:EPOCH 2710/4000 | STEP: 0|136 | Loss: -0.013373
+INFO:EPOCH 2710/4000 | STEP: 100|136 | Loss: -0.012511
+INFO:TRAIN EPOCH: 2711|4000
+INFO:EPOCH 2711/4000 | STEP: 0|136 | Loss: -0.012315
+INFO:EPOCH 2711/4000 | STEP: 100|136 | Loss: -0.012102
+INFO:TRAIN EPOCH: 2712|4000
+INFO:EPOCH 2712/4000 | STEP: 0|136 | Loss: -0.013380
+INFO:EPOCH 2712/4000 | STEP: 100|136 | Loss: -0.012653
+INFO:TRAIN EPOCH: 2713|4000
+INFO:EPOCH 2713/4000 | STEP: 0|136 | Loss: -0.013764
+INFO:EPOCH 2713/4000 | STEP: 100|136 | Loss: -0.010758
+INFO:TRAIN EPOCH: 2714|4000
+INFO:EPOCH 2714/4000 | STEP: 0|136 | Loss: -0.010720
+INFO:EPOCH 2714/4000 | STEP: 100|136 | Loss: -0.013326
+INFO:TRAIN EPOCH: 2715|4000
+INFO:EPOCH 2715/4000 | STEP: 0|136 | Loss: -0.011558
+INFO:EPOCH 2715/4000 | STEP: 100|136 | Loss: -0.012537
+INFO:TRAIN EPOCH: 2716|4000
+INFO:EPOCH 2716/4000 | STEP: 0|136 | Loss: -0.012038
+INFO:EPOCH 2716/4000 | STEP: 100|136 | Loss: -0.013569
+INFO:TRAIN EPOCH: 2717|4000
+INFO:EPOCH 2717/4000 | STEP: 0|136 | Loss: -0.012832
+INFO:EPOCH 2717/4000 | STEP: 100|136 | Loss: -0.013788
+INFO:TRAIN EPOCH: 2718|4000
+INFO:EPOCH 2718/4000 | STEP: 0|136 | Loss: -0.013479
+INFO:EPOCH 2718/4000 | STEP: 100|136 | Loss: -0.012340
+INFO:VAL NDCG@10, IoU=0.3: 0.151701
+INFO:VAL NDCG@10, IoU=0.5: 0.132508
+INFO:VAL NDCG@10, IoU=0.7: 0.090172
+INFO:VAL NDCG@20, IoU=0.3: 0.143281
+INFO:VAL NDCG@20, IoU=0.5: 0.123929
+INFO:VAL NDCG@20, IoU=0.7: 0.084151
+INFO:VAL NDCG@40, IoU=0.3: 0.146951
+INFO:VAL NDCG@40, IoU=0.5: 0.126815
+INFO:VAL NDCG@40, IoU=0.7: 0.084646
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149076
+INFO:TEST NDCG@10, IoU=0.5: 0.131335
+INFO:TEST NDCG@10, IoU=0.7: 0.087957
+INFO:TEST NDCG@20, IoU=0.3: 0.142165
+INFO:TEST NDCG@20, IoU=0.5: 0.124595
+INFO:TEST NDCG@20, IoU=0.7: 0.082997
+INFO:TEST NDCG@40, IoU=0.3: 0.146067
+INFO:TEST NDCG@40, IoU=0.5: 0.127106
+INFO:TEST NDCG@40, IoU=0.7: 0.083967
+INFO:
+INFO:TRAIN EPOCH: 2719|4000
+INFO:EPOCH 2719/4000 | STEP: 0|136 | Loss: -0.013350
+INFO:EPOCH 2719/4000 | STEP: 100|136 | Loss: -0.010615
+INFO:TRAIN EPOCH: 2720|4000
+INFO:EPOCH 2720/4000 | STEP: 0|136 | Loss: -0.012240
+INFO:EPOCH 2720/4000 | STEP: 100|136 | Loss: -0.012113
+INFO:TRAIN EPOCH: 2721|4000
+INFO:EPOCH 2721/4000 | STEP: 0|136 | Loss: -0.013546
+INFO:EPOCH 2721/4000 | STEP: 100|136 | Loss: -0.011342
+INFO:TRAIN EPOCH: 2722|4000
+INFO:EPOCH 2722/4000 | STEP: 0|136 | Loss: -0.013408
+INFO:EPOCH 2722/4000 | STEP: 100|136 | Loss: -0.013224
+INFO:TRAIN EPOCH: 2723|4000
+INFO:EPOCH 2723/4000 | STEP: 0|136 | Loss: -0.012796
+INFO:EPOCH 2723/4000 | STEP: 100|136 | Loss: -0.013124
+INFO:TRAIN EPOCH: 2724|4000
+INFO:EPOCH 2724/4000 | STEP: 0|136 | Loss: -0.012667
+INFO:EPOCH 2724/4000 | STEP: 100|136 | Loss: -0.013372
+INFO:TRAIN EPOCH: 2725|4000
+INFO:EPOCH 2725/4000 | STEP: 0|136 | Loss: -0.013063
+INFO:EPOCH 2725/4000 | STEP: 100|136 | Loss: -0.013218
+INFO:TRAIN EPOCH: 2726|4000
+INFO:EPOCH 2726/4000 | STEP: 0|136 | Loss: -0.014095
+INFO:EPOCH 2726/4000 | STEP: 100|136 | Loss: -0.012446
+INFO:TRAIN EPOCH: 2727|4000
+INFO:EPOCH 2727/4000 | STEP: 0|136 | Loss: -0.013556
+INFO:EPOCH 2727/4000 | STEP: 100|136 | Loss: -0.011924
+INFO:TRAIN EPOCH: 2728|4000
+INFO:EPOCH 2728/4000 | STEP: 0|136 | Loss: -0.011911
+INFO:EPOCH 2728/4000 | STEP: 100|136 | Loss: -0.012308
+INFO:TRAIN EPOCH: 2729|4000
+INFO:EPOCH 2729/4000 | STEP: 0|136 | Loss: -0.012706
+INFO:EPOCH 2729/4000 | STEP: 100|136 | Loss: -0.012228
+INFO:TRAIN EPOCH: 2730|4000
+INFO:EPOCH 2730/4000 | STEP: 0|136 | Loss: -0.012421
+INFO:EPOCH 2730/4000 | STEP: 100|136 | Loss: -0.012613
+INFO:TRAIN EPOCH: 2731|4000
+INFO:EPOCH 2731/4000 | STEP: 0|136 | Loss: -0.012953
+INFO:EPOCH 2731/4000 | STEP: 100|136 | Loss: -0.011217
+INFO:TRAIN EPOCH: 2732|4000
+INFO:EPOCH 2732/4000 | STEP: 0|136 | Loss: -0.011914
+INFO:EPOCH 2732/4000 | STEP: 100|136 | Loss: -0.012336
+INFO:TRAIN EPOCH: 2733|4000
+INFO:EPOCH 2733/4000 | STEP: 0|136 | Loss: -0.012813
+INFO:EPOCH 2733/4000 | STEP: 100|136 | Loss: -0.013276
+INFO:TRAIN EPOCH: 2734|4000
+INFO:EPOCH 2734/4000 | STEP: 0|136 | Loss: -0.013419
+INFO:EPOCH 2734/4000 | STEP: 100|136 | Loss: -0.013237
+INFO:TRAIN EPOCH: 2735|4000
+INFO:EPOCH 2735/4000 | STEP: 0|136 | Loss: -0.013988
+INFO:EPOCH 2735/4000 | STEP: 100|136 | Loss: -0.012638
+INFO:TRAIN EPOCH: 2736|4000
+INFO:EPOCH 2736/4000 | STEP: 0|136 | Loss: -0.012196
+INFO:EPOCH 2736/4000 | STEP: 100|136 | Loss: -0.013443
+INFO:TRAIN EPOCH: 2737|4000
+INFO:EPOCH 2737/4000 | STEP: 0|136 | Loss: -0.012229
+INFO:EPOCH 2737/4000 | STEP: 100|136 | Loss: -0.012844
+INFO:TRAIN EPOCH: 2738|4000
+INFO:EPOCH 2738/4000 | STEP: 0|136 | Loss: -0.012741
+INFO:EPOCH 2738/4000 | STEP: 100|136 | Loss: -0.012548
+INFO:VAL NDCG@10, IoU=0.3: 0.146802
+INFO:VAL NDCG@10, IoU=0.5: 0.128999
+INFO:VAL NDCG@10, IoU=0.7: 0.086945
+INFO:VAL NDCG@20, IoU=0.3: 0.140469
+INFO:VAL NDCG@20, IoU=0.5: 0.123190
+INFO:VAL NDCG@20, IoU=0.7: 0.081719
+INFO:VAL NDCG@40, IoU=0.3: 0.146096
+INFO:VAL NDCG@40, IoU=0.5: 0.126738
+INFO:VAL NDCG@40, IoU=0.7: 0.083518
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150129
+INFO:TEST NDCG@10, IoU=0.5: 0.132579
+INFO:TEST NDCG@10, IoU=0.7: 0.088794
+INFO:TEST NDCG@20, IoU=0.3: 0.143189
+INFO:TEST NDCG@20, IoU=0.5: 0.125881
+INFO:TEST NDCG@20, IoU=0.7: 0.083411
+INFO:TEST NDCG@40, IoU=0.3: 0.147609
+INFO:TEST NDCG@40, IoU=0.5: 0.128585
+INFO:TEST NDCG@40, IoU=0.7: 0.084616
+INFO:
+INFO:TRAIN EPOCH: 2739|4000
+INFO:EPOCH 2739/4000 | STEP: 0|136 | Loss: -0.013438
+INFO:EPOCH 2739/4000 | STEP: 100|136 | Loss: -0.012294
+INFO:TRAIN EPOCH: 2740|4000
+INFO:EPOCH 2740/4000 | STEP: 0|136 | Loss: -0.012082
+INFO:EPOCH 2740/4000 | STEP: 100|136 | Loss: -0.012577
+INFO:TRAIN EPOCH: 2741|4000
+INFO:EPOCH 2741/4000 | STEP: 0|136 | Loss: -0.012078
+INFO:EPOCH 2741/4000 | STEP: 100|136 | Loss: -0.014221
+INFO:TRAIN EPOCH: 2742|4000
+INFO:EPOCH 2742/4000 | STEP: 0|136 | Loss: -0.010480
+INFO:EPOCH 2742/4000 | STEP: 100|136 | Loss: -0.013472
+INFO:TRAIN EPOCH: 2743|4000
+INFO:EPOCH 2743/4000 | STEP: 0|136 | Loss: -0.012886
+INFO:EPOCH 2743/4000 | STEP: 100|136 | Loss: -0.012836
+INFO:TRAIN EPOCH: 2744|4000
+INFO:EPOCH 2744/4000 | STEP: 0|136 | Loss: -0.013180
+INFO:EPOCH 2744/4000 | STEP: 100|136 | Loss: -0.012030
+INFO:TRAIN EPOCH: 2745|4000
+INFO:EPOCH 2745/4000 | STEP: 0|136 | Loss: -0.013348
+INFO:EPOCH 2745/4000 | STEP: 100|136 | Loss: -0.012881
+INFO:TRAIN EPOCH: 2746|4000
+INFO:EPOCH 2746/4000 | STEP: 0|136 | Loss: -0.012629
+INFO:EPOCH 2746/4000 | STEP: 100|136 | Loss: -0.012296
+INFO:TRAIN EPOCH: 2747|4000
+INFO:EPOCH 2747/4000 | STEP: 0|136 | Loss: -0.012775
+INFO:EPOCH 2747/4000 | STEP: 100|136 | Loss: -0.013384
+INFO:TRAIN EPOCH: 2748|4000
+INFO:EPOCH 2748/4000 | STEP: 0|136 | Loss: -0.011917
+INFO:EPOCH 2748/4000 | STEP: 100|136 | Loss: -0.013239
+INFO:TRAIN EPOCH: 2749|4000
+INFO:EPOCH 2749/4000 | STEP: 0|136 | Loss: -0.013141
+INFO:EPOCH 2749/4000 | STEP: 100|136 | Loss: -0.013692
+INFO:TRAIN EPOCH: 2750|4000
+INFO:EPOCH 2750/4000 | STEP: 0|136 | Loss: -0.012996
+INFO:EPOCH 2750/4000 | STEP: 100|136 | Loss: -0.013084
+INFO:TRAIN EPOCH: 2751|4000
+INFO:EPOCH 2751/4000 | STEP: 0|136 | Loss: -0.012780
+INFO:EPOCH 2751/4000 | STEP: 100|136 | Loss: -0.012713
+INFO:TRAIN EPOCH: 2752|4000
+INFO:EPOCH 2752/4000 | STEP: 0|136 | Loss: -0.010360
+INFO:EPOCH 2752/4000 | STEP: 100|136 | Loss: -0.013144
+INFO:TRAIN EPOCH: 2753|4000
+INFO:EPOCH 2753/4000 | STEP: 0|136 | Loss: -0.011683
+INFO:EPOCH 2753/4000 | STEP: 100|136 | Loss: -0.013127
+INFO:TRAIN EPOCH: 2754|4000
+INFO:EPOCH 2754/4000 | STEP: 0|136 | Loss: -0.013497
+INFO:EPOCH 2754/4000 | STEP: 100|136 | Loss: -0.012417
+INFO:TRAIN EPOCH: 2755|4000
+INFO:EPOCH 2755/4000 | STEP: 0|136 | Loss: -0.011993
+INFO:EPOCH 2755/4000 | STEP: 100|136 | Loss: -0.013655
+INFO:TRAIN EPOCH: 2756|4000
+INFO:EPOCH 2756/4000 | STEP: 0|136 | Loss: -0.012043
+INFO:EPOCH 2756/4000 | STEP: 100|136 | Loss: -0.013528
+INFO:TRAIN EPOCH: 2757|4000
+INFO:EPOCH 2757/4000 | STEP: 0|136 | Loss: -0.012796
+INFO:EPOCH 2757/4000 | STEP: 100|136 | Loss: -0.013183
+INFO:TRAIN EPOCH: 2758|4000
+INFO:EPOCH 2758/4000 | STEP: 0|136 | Loss: -0.013270
+INFO:EPOCH 2758/4000 | STEP: 100|136 | Loss: -0.012810
+INFO:VAL NDCG@10, IoU=0.3: 0.153622
+INFO:VAL NDCG@10, IoU=0.5: 0.134226
+INFO:VAL NDCG@10, IoU=0.7: 0.090861
+INFO:VAL NDCG@20, IoU=0.3: 0.145089
+INFO:VAL NDCG@20, IoU=0.5: 0.126279
+INFO:VAL NDCG@20, IoU=0.7: 0.085211
+INFO:VAL NDCG@40, IoU=0.3: 0.148807
+INFO:VAL NDCG@40, IoU=0.5: 0.128839
+INFO:VAL NDCG@40, IoU=0.7: 0.085960
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149848
+INFO:TEST NDCG@10, IoU=0.5: 0.132606
+INFO:TEST NDCG@10, IoU=0.7: 0.089228
+INFO:TEST NDCG@20, IoU=0.3: 0.142087
+INFO:TEST NDCG@20, IoU=0.5: 0.124878
+INFO:TEST NDCG@20, IoU=0.7: 0.083047
+INFO:TEST NDCG@40, IoU=0.3: 0.147715
+INFO:TEST NDCG@40, IoU=0.5: 0.128661
+INFO:TEST NDCG@40, IoU=0.7: 0.085168
+INFO:
+INFO:TRAIN EPOCH: 2759|4000
+INFO:EPOCH 2759/4000 | STEP: 0|136 | Loss: -0.011824
+INFO:EPOCH 2759/4000 | STEP: 100|136 | Loss: -0.012478
+INFO:TRAIN EPOCH: 2760|4000
+INFO:EPOCH 2760/4000 | STEP: 0|136 | Loss: -0.012115
+INFO:EPOCH 2760/4000 | STEP: 100|136 | Loss: -0.013252
+INFO:TRAIN EPOCH: 2761|4000
+INFO:EPOCH 2761/4000 | STEP: 0|136 | Loss: -0.011309
+INFO:EPOCH 2761/4000 | STEP: 100|136 | Loss: -0.012680
+INFO:TRAIN EPOCH: 2762|4000
+INFO:EPOCH 2762/4000 | STEP: 0|136 | Loss: -0.013467
+INFO:EPOCH 2762/4000 | STEP: 100|136 | Loss: -0.012986
+INFO:TRAIN EPOCH: 2763|4000
+INFO:EPOCH 2763/4000 | STEP: 0|136 | Loss: -0.013337
+INFO:EPOCH 2763/4000 | STEP: 100|136 | Loss: -0.013886
+INFO:TRAIN EPOCH: 2764|4000
+INFO:EPOCH 2764/4000 | STEP: 0|136 | Loss: -0.011825
+INFO:EPOCH 2764/4000 | STEP: 100|136 | Loss: -0.012393
+INFO:TRAIN EPOCH: 2765|4000
+INFO:EPOCH 2765/4000 | STEP: 0|136 | Loss: -0.012729
+INFO:EPOCH 2765/4000 | STEP: 100|136 | Loss: -0.013381
+INFO:TRAIN EPOCH: 2766|4000
+INFO:EPOCH 2766/4000 | STEP: 0|136 | Loss: -0.012795
+INFO:EPOCH 2766/4000 | STEP: 100|136 | Loss: -0.012455
+INFO:TRAIN EPOCH: 2767|4000
+INFO:EPOCH 2767/4000 | STEP: 0|136 | Loss: -0.014166
+INFO:EPOCH 2767/4000 | STEP: 100|136 | Loss: -0.012203
+INFO:TRAIN EPOCH: 2768|4000
+INFO:EPOCH 2768/4000 | STEP: 0|136 | Loss: -0.012640
+INFO:EPOCH 2768/4000 | STEP: 100|136 | Loss: -0.013146
+INFO:TRAIN EPOCH: 2769|4000
+INFO:EPOCH 2769/4000 | STEP: 0|136 | Loss: -0.012341
+INFO:EPOCH 2769/4000 | STEP: 100|136 | Loss: -0.012308
+INFO:TRAIN EPOCH: 2770|4000
+INFO:EPOCH 2770/4000 | STEP: 0|136 | Loss: -0.013335
+INFO:EPOCH 2770/4000 | STEP: 100|136 | Loss: -0.012961
+INFO:TRAIN EPOCH: 2771|4000
+INFO:EPOCH 2771/4000 | STEP: 0|136 | Loss: -0.011965
+INFO:EPOCH 2771/4000 | STEP: 100|136 | Loss: -0.011793
+INFO:TRAIN EPOCH: 2772|4000
+INFO:EPOCH 2772/4000 | STEP: 0|136 | Loss: -0.013055
+INFO:EPOCH 2772/4000 | STEP: 100|136 | Loss: -0.013748
+INFO:TRAIN EPOCH: 2773|4000
+INFO:EPOCH 2773/4000 | STEP: 0|136 | Loss: -0.012190
+INFO:EPOCH 2773/4000 | STEP: 100|136 | Loss: -0.012841
+INFO:TRAIN EPOCH: 2774|4000
+INFO:EPOCH 2774/4000 | STEP: 0|136 | Loss: -0.011947
+INFO:EPOCH 2774/4000 | STEP: 100|136 | Loss: -0.012857
+INFO:TRAIN EPOCH: 2775|4000
+INFO:EPOCH 2775/4000 | STEP: 0|136 | Loss: -0.013563
+INFO:EPOCH 2775/4000 | STEP: 100|136 | Loss: -0.012975
+INFO:TRAIN EPOCH: 2776|4000
+INFO:EPOCH 2776/4000 | STEP: 0|136 | Loss: -0.012050
+INFO:EPOCH 2776/4000 | STEP: 100|136 | Loss: -0.013078
+INFO:TRAIN EPOCH: 2777|4000
+INFO:EPOCH 2777/4000 | STEP: 0|136 | Loss: -0.011106
+INFO:EPOCH 2777/4000 | STEP: 100|136 | Loss: -0.013600
+INFO:TRAIN EPOCH: 2778|4000
+INFO:EPOCH 2778/4000 | STEP: 0|136 | Loss: -0.013390
+INFO:EPOCH 2778/4000 | STEP: 100|136 | Loss: -0.011669
+INFO:VAL NDCG@10, IoU=0.3: 0.149240
+INFO:VAL NDCG@10, IoU=0.5: 0.133766
+INFO:VAL NDCG@10, IoU=0.7: 0.091200
+INFO:VAL NDCG@20, IoU=0.3: 0.141868
+INFO:VAL NDCG@20, IoU=0.5: 0.125901
+INFO:VAL NDCG@20, IoU=0.7: 0.085131
+INFO:VAL NDCG@40, IoU=0.3: 0.146464
+INFO:VAL NDCG@40, IoU=0.5: 0.129299
+INFO:VAL NDCG@40, IoU=0.7: 0.086367
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149980
+INFO:TEST NDCG@10, IoU=0.5: 0.132964
+INFO:TEST NDCG@10, IoU=0.7: 0.089138
+INFO:TEST NDCG@20, IoU=0.3: 0.142647
+INFO:TEST NDCG@20, IoU=0.5: 0.125313
+INFO:TEST NDCG@20, IoU=0.7: 0.083350
+INFO:TEST NDCG@40, IoU=0.3: 0.147840
+INFO:TEST NDCG@40, IoU=0.5: 0.128797
+INFO:TEST NDCG@40, IoU=0.7: 0.085299
+INFO:
+INFO:TRAIN EPOCH: 2779|4000
+INFO:EPOCH 2779/4000 | STEP: 0|136 | Loss: -0.012901
+INFO:EPOCH 2779/4000 | STEP: 100|136 | Loss: -0.012022
+INFO:TRAIN EPOCH: 2780|4000
+INFO:EPOCH 2780/4000 | STEP: 0|136 | Loss: -0.013060
+INFO:EPOCH 2780/4000 | STEP: 100|136 | Loss: -0.013720
+INFO:TRAIN EPOCH: 2781|4000
+INFO:EPOCH 2781/4000 | STEP: 0|136 | Loss: -0.012963
+INFO:EPOCH 2781/4000 | STEP: 100|136 | Loss: -0.012488
+INFO:TRAIN EPOCH: 2782|4000
+INFO:EPOCH 2782/4000 | STEP: 0|136 | Loss: -0.012983
+INFO:EPOCH 2782/4000 | STEP: 100|136 | Loss: -0.014047
+INFO:TRAIN EPOCH: 2783|4000
+INFO:EPOCH 2783/4000 | STEP: 0|136 | Loss: -0.013039
+INFO:EPOCH 2783/4000 | STEP: 100|136 | Loss: -0.013886
+INFO:TRAIN EPOCH: 2784|4000
+INFO:EPOCH 2784/4000 | STEP: 0|136 | Loss: -0.012557
+INFO:EPOCH 2784/4000 | STEP: 100|136 | Loss: -0.012375
+INFO:TRAIN EPOCH: 2785|4000
+INFO:EPOCH 2785/4000 | STEP: 0|136 | Loss: -0.012965
+INFO:EPOCH 2785/4000 | STEP: 100|136 | Loss: -0.013358
+INFO:TRAIN EPOCH: 2786|4000
+INFO:EPOCH 2786/4000 | STEP: 0|136 | Loss: -0.011879
+INFO:EPOCH 2786/4000 | STEP: 100|136 | Loss: -0.011286
+INFO:TRAIN EPOCH: 2787|4000
+INFO:EPOCH 2787/4000 | STEP: 0|136 | Loss: -0.012925
+INFO:EPOCH 2787/4000 | STEP: 100|136 | Loss: -0.013099
+INFO:TRAIN EPOCH: 2788|4000
+INFO:EPOCH 2788/4000 | STEP: 0|136 | Loss: -0.013546
+INFO:EPOCH 2788/4000 | STEP: 100|136 | Loss: -0.011915
+INFO:TRAIN EPOCH: 2789|4000
+INFO:EPOCH 2789/4000 | STEP: 0|136 | Loss: -0.012839
+INFO:EPOCH 2789/4000 | STEP: 100|136 | Loss: -0.013320
+INFO:TRAIN EPOCH: 2790|4000
+INFO:EPOCH 2790/4000 | STEP: 0|136 | Loss: -0.012174
+INFO:EPOCH 2790/4000 | STEP: 100|136 | Loss: -0.013277
+INFO:TRAIN EPOCH: 2791|4000
+INFO:EPOCH 2791/4000 | STEP: 0|136 | Loss: -0.013438
+INFO:EPOCH 2791/4000 | STEP: 100|136 | Loss: -0.012203
+INFO:TRAIN EPOCH: 2792|4000
+INFO:EPOCH 2792/4000 | STEP: 0|136 | Loss: -0.013997
+INFO:EPOCH 2792/4000 | STEP: 100|136 | Loss: -0.014124
+INFO:TRAIN EPOCH: 2793|4000
+INFO:EPOCH 2793/4000 | STEP: 0|136 | Loss: -0.012954
+INFO:EPOCH 2793/4000 | STEP: 100|136 | Loss: -0.013029
+INFO:TRAIN EPOCH: 2794|4000
+INFO:EPOCH 2794/4000 | STEP: 0|136 | Loss: -0.013348
+INFO:EPOCH 2794/4000 | STEP: 100|136 | Loss: -0.013682
+INFO:TRAIN EPOCH: 2795|4000
+INFO:EPOCH 2795/4000 | STEP: 0|136 | Loss: -0.012383
+INFO:EPOCH 2795/4000 | STEP: 100|136 | Loss: -0.011813
+INFO:TRAIN EPOCH: 2796|4000
+INFO:EPOCH 2796/4000 | STEP: 0|136 | Loss: -0.012834
+INFO:EPOCH 2796/4000 | STEP: 100|136 | Loss: -0.010788
+INFO:TRAIN EPOCH: 2797|4000
+INFO:EPOCH 2797/4000 | STEP: 0|136 | Loss: -0.013673
+INFO:EPOCH 2797/4000 | STEP: 100|136 | Loss: -0.012520
+INFO:TRAIN EPOCH: 2798|4000
+INFO:EPOCH 2798/4000 | STEP: 0|136 | Loss: -0.012574
+INFO:EPOCH 2798/4000 | STEP: 100|136 | Loss: -0.012455
+INFO:VAL NDCG@10, IoU=0.3: 0.149092
+INFO:VAL NDCG@10, IoU=0.5: 0.131516
+INFO:VAL NDCG@10, IoU=0.7: 0.090842
+INFO:VAL NDCG@20, IoU=0.3: 0.142663
+INFO:VAL NDCG@20, IoU=0.5: 0.124694
+INFO:VAL NDCG@20, IoU=0.7: 0.085121
+INFO:VAL NDCG@40, IoU=0.3: 0.148577
+INFO:VAL NDCG@40, IoU=0.5: 0.128908
+INFO:VAL NDCG@40, IoU=0.7: 0.086594
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150872
+INFO:TEST NDCG@10, IoU=0.5: 0.133021
+INFO:TEST NDCG@10, IoU=0.7: 0.089690
+INFO:TEST NDCG@20, IoU=0.3: 0.142939
+INFO:TEST NDCG@20, IoU=0.5: 0.125171
+INFO:TEST NDCG@20, IoU=0.7: 0.083472
+INFO:TEST NDCG@40, IoU=0.3: 0.147649
+INFO:TEST NDCG@40, IoU=0.5: 0.128562
+INFO:TEST NDCG@40, IoU=0.7: 0.084871
+INFO:
+INFO:TRAIN EPOCH: 2799|4000
+INFO:EPOCH 2799/4000 | STEP: 0|136 | Loss: -0.013311
+INFO:EPOCH 2799/4000 | STEP: 100|136 | Loss: -0.012900
+INFO:TRAIN EPOCH: 2800|4000
+INFO:EPOCH 2800/4000 | STEP: 0|136 | Loss: -0.014030
+INFO:EPOCH 2800/4000 | STEP: 100|136 | Loss: -0.013113
+INFO:TRAIN EPOCH: 2801|4000
+INFO:EPOCH 2801/4000 | STEP: 0|136 | Loss: -0.012516
+INFO:EPOCH 2801/4000 | STEP: 100|136 | Loss: -0.013634
+INFO:TRAIN EPOCH: 2802|4000
+INFO:EPOCH 2802/4000 | STEP: 0|136 | Loss: -0.013534
+INFO:EPOCH 2802/4000 | STEP: 100|136 | Loss: -0.012450
+INFO:TRAIN EPOCH: 2803|4000
+INFO:EPOCH 2803/4000 | STEP: 0|136 | Loss: -0.011932
+INFO:EPOCH 2803/4000 | STEP: 100|136 | Loss: -0.012715
+INFO:TRAIN EPOCH: 2804|4000
+INFO:EPOCH 2804/4000 | STEP: 0|136 | Loss: -0.013698
+INFO:EPOCH 2804/4000 | STEP: 100|136 | Loss: -0.012345
+INFO:TRAIN EPOCH: 2805|4000
+INFO:EPOCH 2805/4000 | STEP: 0|136 | Loss: -0.013472
+INFO:EPOCH 2805/4000 | STEP: 100|136 | Loss: -0.012357
+INFO:TRAIN EPOCH: 2806|4000
+INFO:EPOCH 2806/4000 | STEP: 0|136 | Loss: -0.013156
+INFO:EPOCH 2806/4000 | STEP: 100|136 | Loss: -0.010764
+INFO:TRAIN EPOCH: 2807|4000
+INFO:EPOCH 2807/4000 | STEP: 0|136 | Loss: -0.013262
+INFO:EPOCH 2807/4000 | STEP: 100|136 | Loss: -0.011212
+INFO:TRAIN EPOCH: 2808|4000
+INFO:EPOCH 2808/4000 | STEP: 0|136 | Loss: -0.012824
+INFO:EPOCH 2808/4000 | STEP: 100|136 | Loss: -0.012274
+INFO:TRAIN EPOCH: 2809|4000
+INFO:EPOCH 2809/4000 | STEP: 0|136 | Loss: -0.013804
+INFO:EPOCH 2809/4000 | STEP: 100|136 | Loss: -0.013055
+INFO:TRAIN EPOCH: 2810|4000
+INFO:EPOCH 2810/4000 | STEP: 0|136 | Loss: -0.013816
+INFO:EPOCH 2810/4000 | STEP: 100|136 | Loss: -0.012108
+INFO:TRAIN EPOCH: 2811|4000
+INFO:EPOCH 2811/4000 | STEP: 0|136 | Loss: -0.013231
+INFO:EPOCH 2811/4000 | STEP: 100|136 | Loss: -0.010897
+INFO:TRAIN EPOCH: 2812|4000
+INFO:EPOCH 2812/4000 | STEP: 0|136 | Loss: -0.012651
+INFO:EPOCH 2812/4000 | STEP: 100|136 | Loss: -0.013019
+INFO:TRAIN EPOCH: 2813|4000
+INFO:EPOCH 2813/4000 | STEP: 0|136 | Loss: -0.013403
+INFO:EPOCH 2813/4000 | STEP: 100|136 | Loss: -0.012238
+INFO:TRAIN EPOCH: 2814|4000
+INFO:EPOCH 2814/4000 | STEP: 0|136 | Loss: -0.012963
+INFO:EPOCH 2814/4000 | STEP: 100|136 | Loss: -0.013486
+INFO:TRAIN EPOCH: 2815|4000
+INFO:EPOCH 2815/4000 | STEP: 0|136 | Loss: -0.011525
+INFO:EPOCH 2815/4000 | STEP: 100|136 | Loss: -0.012132
+INFO:TRAIN EPOCH: 2816|4000
+INFO:EPOCH 2816/4000 | STEP: 0|136 | Loss: -0.011733
+INFO:EPOCH 2816/4000 | STEP: 100|136 | Loss: -0.012327
+INFO:TRAIN EPOCH: 2817|4000
+INFO:EPOCH 2817/4000 | STEP: 0|136 | Loss: -0.012073
+INFO:EPOCH 2817/4000 | STEP: 100|136 | Loss: -0.013315
+INFO:TRAIN EPOCH: 2818|4000
+INFO:EPOCH 2818/4000 | STEP: 0|136 | Loss: -0.011820
+INFO:EPOCH 2818/4000 | STEP: 100|136 | Loss: -0.013348
+INFO:VAL NDCG@10, IoU=0.3: 0.152628
+INFO:VAL NDCG@10, IoU=0.5: 0.135037
+INFO:VAL NDCG@10, IoU=0.7: 0.092754
+INFO:VAL NDCG@20, IoU=0.3: 0.142766
+INFO:VAL NDCG@20, IoU=0.5: 0.125981
+INFO:VAL NDCG@20, IoU=0.7: 0.085525
+INFO:VAL NDCG@40, IoU=0.3: 0.148308
+INFO:VAL NDCG@40, IoU=0.5: 0.129416
+INFO:VAL NDCG@40, IoU=0.7: 0.086224
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150939
+INFO:TEST NDCG@10, IoU=0.5: 0.133218
+INFO:TEST NDCG@10, IoU=0.7: 0.089559
+INFO:TEST NDCG@20, IoU=0.3: 0.142905
+INFO:TEST NDCG@20, IoU=0.5: 0.125414
+INFO:TEST NDCG@20, IoU=0.7: 0.083672
+INFO:TEST NDCG@40, IoU=0.3: 0.148008
+INFO:TEST NDCG@40, IoU=0.5: 0.128827
+INFO:TEST NDCG@40, IoU=0.7: 0.085259
+INFO:
+INFO:TRAIN EPOCH: 2819|4000
+INFO:EPOCH 2819/4000 | STEP: 0|136 | Loss: -0.012727
+INFO:EPOCH 2819/4000 | STEP: 100|136 | Loss: -0.013393
+INFO:TRAIN EPOCH: 2820|4000
+INFO:EPOCH 2820/4000 | STEP: 0|136 | Loss: -0.012909
+INFO:EPOCH 2820/4000 | STEP: 100|136 | Loss: -0.011934
+INFO:TRAIN EPOCH: 2821|4000
+INFO:EPOCH 2821/4000 | STEP: 0|136 | Loss: -0.013321
+INFO:EPOCH 2821/4000 | STEP: 100|136 | Loss: -0.011684
+INFO:TRAIN EPOCH: 2822|4000
+INFO:EPOCH 2822/4000 | STEP: 0|136 | Loss: -0.012974
+INFO:EPOCH 2822/4000 | STEP: 100|136 | Loss: -0.012835
+INFO:TRAIN EPOCH: 2823|4000
+INFO:EPOCH 2823/4000 | STEP: 0|136 | Loss: -0.014169
+INFO:EPOCH 2823/4000 | STEP: 100|136 | Loss: -0.012620
+INFO:TRAIN EPOCH: 2824|4000
+INFO:EPOCH 2824/4000 | STEP: 0|136 | Loss: -0.013161
+INFO:EPOCH 2824/4000 | STEP: 100|136 | Loss: -0.012142
+INFO:TRAIN EPOCH: 2825|4000
+INFO:EPOCH 2825/4000 | STEP: 0|136 | Loss: -0.012136
+INFO:EPOCH 2825/4000 | STEP: 100|136 | Loss: -0.013216
+INFO:TRAIN EPOCH: 2826|4000
+INFO:EPOCH 2826/4000 | STEP: 0|136 | Loss: -0.013250
+INFO:EPOCH 2826/4000 | STEP: 100|136 | Loss: -0.012800
+INFO:TRAIN EPOCH: 2827|4000
+INFO:EPOCH 2827/4000 | STEP: 0|136 | Loss: -0.011239
+INFO:EPOCH 2827/4000 | STEP: 100|136 | Loss: -0.013285
+INFO:TRAIN EPOCH: 2828|4000
+INFO:EPOCH 2828/4000 | STEP: 0|136 | Loss: -0.013594
+INFO:EPOCH 2828/4000 | STEP: 100|136 | Loss: -0.011959
+INFO:TRAIN EPOCH: 2829|4000
+INFO:EPOCH 2829/4000 | STEP: 0|136 | Loss: -0.012500
+INFO:EPOCH 2829/4000 | STEP: 100|136 | Loss: -0.012953
+INFO:TRAIN EPOCH: 2830|4000
+INFO:EPOCH 2830/4000 | STEP: 0|136 | Loss: -0.013715
+INFO:EPOCH 2830/4000 | STEP: 100|136 | Loss: -0.012973
+INFO:TRAIN EPOCH: 2831|4000
+INFO:EPOCH 2831/4000 | STEP: 0|136 | Loss: -0.013523
+INFO:EPOCH 2831/4000 | STEP: 100|136 | Loss: -0.012956
+INFO:TRAIN EPOCH: 2832|4000
+INFO:EPOCH 2832/4000 | STEP: 0|136 | Loss: -0.012385
+INFO:EPOCH 2832/4000 | STEP: 100|136 | Loss: -0.013617
+INFO:TRAIN EPOCH: 2833|4000
+INFO:EPOCH 2833/4000 | STEP: 0|136 | Loss: -0.013045
+INFO:EPOCH 2833/4000 | STEP: 100|136 | Loss: -0.011557
+INFO:TRAIN EPOCH: 2834|4000
+INFO:EPOCH 2834/4000 | STEP: 0|136 | Loss: -0.013133
+INFO:EPOCH 2834/4000 | STEP: 100|136 | Loss: -0.012418
+INFO:TRAIN EPOCH: 2835|4000
+INFO:EPOCH 2835/4000 | STEP: 0|136 | Loss: -0.013082
+INFO:EPOCH 2835/4000 | STEP: 100|136 | Loss: -0.012459
+INFO:TRAIN EPOCH: 2836|4000
+INFO:EPOCH 2836/4000 | STEP: 0|136 | Loss: -0.013501
+INFO:EPOCH 2836/4000 | STEP: 100|136 | Loss: -0.011602
+INFO:TRAIN EPOCH: 2837|4000
+INFO:EPOCH 2837/4000 | STEP: 0|136 | Loss: -0.012673
+INFO:EPOCH 2837/4000 | STEP: 100|136 | Loss: -0.013886
+INFO:TRAIN EPOCH: 2838|4000
+INFO:EPOCH 2838/4000 | STEP: 0|136 | Loss: -0.013175
+INFO:EPOCH 2838/4000 | STEP: 100|136 | Loss: -0.012381
+INFO:VAL NDCG@10, IoU=0.3: 0.152288
+INFO:VAL NDCG@10, IoU=0.5: 0.133421
+INFO:VAL NDCG@10, IoU=0.7: 0.090672
+INFO:VAL NDCG@20, IoU=0.3: 0.142970
+INFO:VAL NDCG@20, IoU=0.5: 0.125169
+INFO:VAL NDCG@20, IoU=0.7: 0.084038
+INFO:VAL NDCG@40, IoU=0.3: 0.147893
+INFO:VAL NDCG@40, IoU=0.5: 0.128835
+INFO:VAL NDCG@40, IoU=0.7: 0.085643
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149474
+INFO:TEST NDCG@10, IoU=0.5: 0.132505
+INFO:TEST NDCG@10, IoU=0.7: 0.089218
+INFO:TEST NDCG@20, IoU=0.3: 0.141953
+INFO:TEST NDCG@20, IoU=0.5: 0.124954
+INFO:TEST NDCG@20, IoU=0.7: 0.083572
+INFO:TEST NDCG@40, IoU=0.3: 0.146761
+INFO:TEST NDCG@40, IoU=0.5: 0.128076
+INFO:TEST NDCG@40, IoU=0.7: 0.085129
+INFO:
+INFO:TRAIN EPOCH: 2839|4000
+INFO:EPOCH 2839/4000 | STEP: 0|136 | Loss: -0.013041
+INFO:EPOCH 2839/4000 | STEP: 100|136 | Loss: -0.013571
+INFO:TRAIN EPOCH: 2840|4000
+INFO:EPOCH 2840/4000 | STEP: 0|136 | Loss: -0.012988
+INFO:EPOCH 2840/4000 | STEP: 100|136 | Loss: -0.013546
+INFO:TRAIN EPOCH: 2841|4000
+INFO:EPOCH 2841/4000 | STEP: 0|136 | Loss: -0.013390
+INFO:EPOCH 2841/4000 | STEP: 100|136 | Loss: -0.011865
+INFO:TRAIN EPOCH: 2842|4000
+INFO:EPOCH 2842/4000 | STEP: 0|136 | Loss: -0.013992
+INFO:EPOCH 2842/4000 | STEP: 100|136 | Loss: -0.014053
+INFO:TRAIN EPOCH: 2843|4000
+INFO:EPOCH 2843/4000 | STEP: 0|136 | Loss: -0.014166
+INFO:EPOCH 2843/4000 | STEP: 100|136 | Loss: -0.013601
+INFO:TRAIN EPOCH: 2844|4000
+INFO:EPOCH 2844/4000 | STEP: 0|136 | Loss: -0.012811
+INFO:EPOCH 2844/4000 | STEP: 100|136 | Loss: -0.013449
+INFO:TRAIN EPOCH: 2845|4000
+INFO:EPOCH 2845/4000 | STEP: 0|136 | Loss: -0.012091
+INFO:EPOCH 2845/4000 | STEP: 100|136 | Loss: -0.012591
+INFO:TRAIN EPOCH: 2846|4000
+INFO:EPOCH 2846/4000 | STEP: 0|136 | Loss: -0.013592
+INFO:EPOCH 2846/4000 | STEP: 100|136 | Loss: -0.012765
+INFO:TRAIN EPOCH: 2847|4000
+INFO:EPOCH 2847/4000 | STEP: 0|136 | Loss: -0.013137
+INFO:EPOCH 2847/4000 | STEP: 100|136 | Loss: -0.013029
+INFO:TRAIN EPOCH: 2848|4000
+INFO:EPOCH 2848/4000 | STEP: 0|136 | Loss: -0.012609
+INFO:EPOCH 2848/4000 | STEP: 100|136 | Loss: -0.012276
+INFO:TRAIN EPOCH: 2849|4000
+INFO:EPOCH 2849/4000 | STEP: 0|136 | Loss: -0.012355
+INFO:EPOCH 2849/4000 | STEP: 100|136 | Loss: -0.011995
+INFO:TRAIN EPOCH: 2850|4000
+INFO:EPOCH 2850/4000 | STEP: 0|136 | Loss: -0.011650
+INFO:EPOCH 2850/4000 | STEP: 100|136 | Loss: -0.012376
+INFO:TRAIN EPOCH: 2851|4000
+INFO:EPOCH 2851/4000 | STEP: 0|136 | Loss: -0.014124
+INFO:EPOCH 2851/4000 | STEP: 100|136 | Loss: -0.013052
+INFO:TRAIN EPOCH: 2852|4000
+INFO:EPOCH 2852/4000 | STEP: 0|136 | Loss: -0.012710
+INFO:EPOCH 2852/4000 | STEP: 100|136 | Loss: -0.013477
+INFO:TRAIN EPOCH: 2853|4000
+INFO:EPOCH 2853/4000 | STEP: 0|136 | Loss: -0.011280
+INFO:EPOCH 2853/4000 | STEP: 100|136 | Loss: -0.012520
+INFO:TRAIN EPOCH: 2854|4000
+INFO:EPOCH 2854/4000 | STEP: 0|136 | Loss: -0.012931
+INFO:EPOCH 2854/4000 | STEP: 100|136 | Loss: -0.013016
+INFO:TRAIN EPOCH: 2855|4000
+INFO:EPOCH 2855/4000 | STEP: 0|136 | Loss: -0.012457
+INFO:EPOCH 2855/4000 | STEP: 100|136 | Loss: -0.013109
+INFO:TRAIN EPOCH: 2856|4000
+INFO:EPOCH 2856/4000 | STEP: 0|136 | Loss: -0.012715
+INFO:EPOCH 2856/4000 | STEP: 100|136 | Loss: -0.012694
+INFO:TRAIN EPOCH: 2857|4000
+INFO:EPOCH 2857/4000 | STEP: 0|136 | Loss: -0.014165
+INFO:EPOCH 2857/4000 | STEP: 100|136 | Loss: -0.013268
+INFO:TRAIN EPOCH: 2858|4000
+INFO:EPOCH 2858/4000 | STEP: 0|136 | Loss: -0.013641
+INFO:EPOCH 2858/4000 | STEP: 100|136 | Loss: -0.012704
+INFO:VAL NDCG@10, IoU=0.3: 0.148526
+INFO:VAL NDCG@10, IoU=0.5: 0.130066
+INFO:VAL NDCG@10, IoU=0.7: 0.087887
+INFO:VAL NDCG@20, IoU=0.3: 0.143587
+INFO:VAL NDCG@20, IoU=0.5: 0.125725
+INFO:VAL NDCG@20, IoU=0.7: 0.084866
+INFO:VAL NDCG@40, IoU=0.3: 0.148265
+INFO:VAL NDCG@40, IoU=0.5: 0.128602
+INFO:VAL NDCG@40, IoU=0.7: 0.085903
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148710
+INFO:TEST NDCG@10, IoU=0.5: 0.132067
+INFO:TEST NDCG@10, IoU=0.7: 0.088105
+INFO:TEST NDCG@20, IoU=0.3: 0.141788
+INFO:TEST NDCG@20, IoU=0.5: 0.124930
+INFO:TEST NDCG@20, IoU=0.7: 0.083073
+INFO:TEST NDCG@40, IoU=0.3: 0.146612
+INFO:TEST NDCG@40, IoU=0.5: 0.128130
+INFO:TEST NDCG@40, IoU=0.7: 0.084637
+INFO:
+INFO:TRAIN EPOCH: 2859|4000
+INFO:EPOCH 2859/4000 | STEP: 0|136 | Loss: -0.011762
+INFO:EPOCH 2859/4000 | STEP: 100|136 | Loss: -0.013561
+INFO:TRAIN EPOCH: 2860|4000
+INFO:EPOCH 2860/4000 | STEP: 0|136 | Loss: -0.012168
+INFO:EPOCH 2860/4000 | STEP: 100|136 | Loss: -0.013462
+INFO:TRAIN EPOCH: 2861|4000
+INFO:EPOCH 2861/4000 | STEP: 0|136 | Loss: -0.013126
+INFO:EPOCH 2861/4000 | STEP: 100|136 | Loss: -0.013038
+INFO:TRAIN EPOCH: 2862|4000
+INFO:EPOCH 2862/4000 | STEP: 0|136 | Loss: -0.013593
+INFO:EPOCH 2862/4000 | STEP: 100|136 | Loss: -0.013456
+INFO:TRAIN EPOCH: 2863|4000
+INFO:EPOCH 2863/4000 | STEP: 0|136 | Loss: -0.012480
+INFO:EPOCH 2863/4000 | STEP: 100|136 | Loss: -0.012538
+INFO:TRAIN EPOCH: 2864|4000
+INFO:EPOCH 2864/4000 | STEP: 0|136 | Loss: -0.013094
+INFO:EPOCH 2864/4000 | STEP: 100|136 | Loss: -0.012227
+INFO:TRAIN EPOCH: 2865|4000
+INFO:EPOCH 2865/4000 | STEP: 0|136 | Loss: -0.012993
+INFO:EPOCH 2865/4000 | STEP: 100|136 | Loss: -0.013766
+INFO:TRAIN EPOCH: 2866|4000
+INFO:EPOCH 2866/4000 | STEP: 0|136 | Loss: -0.013676
+INFO:EPOCH 2866/4000 | STEP: 100|136 | Loss: -0.012728
+INFO:TRAIN EPOCH: 2867|4000
+INFO:EPOCH 2867/4000 | STEP: 0|136 | Loss: -0.012704
+INFO:EPOCH 2867/4000 | STEP: 100|136 | Loss: -0.013083
+INFO:TRAIN EPOCH: 2868|4000
+INFO:EPOCH 2868/4000 | STEP: 0|136 | Loss: -0.014118
+INFO:EPOCH 2868/4000 | STEP: 100|136 | Loss: -0.013866
+INFO:TRAIN EPOCH: 2869|4000
+INFO:EPOCH 2869/4000 | STEP: 0|136 | Loss: -0.013487
+INFO:EPOCH 2869/4000 | STEP: 100|136 | Loss: -0.013417
+INFO:TRAIN EPOCH: 2870|4000
+INFO:EPOCH 2870/4000 | STEP: 0|136 | Loss: -0.013073
+INFO:EPOCH 2870/4000 | STEP: 100|136 | Loss: -0.013412
+INFO:TRAIN EPOCH: 2871|4000
+INFO:EPOCH 2871/4000 | STEP: 0|136 | Loss: -0.012461
+INFO:EPOCH 2871/4000 | STEP: 100|136 | Loss: -0.012108
+INFO:TRAIN EPOCH: 2872|4000
+INFO:EPOCH 2872/4000 | STEP: 0|136 | Loss: -0.011985
+INFO:EPOCH 2872/4000 | STEP: 100|136 | Loss: -0.012014
+INFO:TRAIN EPOCH: 2873|4000
+INFO:EPOCH 2873/4000 | STEP: 0|136 | Loss: -0.013819
+INFO:EPOCH 2873/4000 | STEP: 100|136 | Loss: -0.014319
+INFO:TRAIN EPOCH: 2874|4000
+INFO:EPOCH 2874/4000 | STEP: 0|136 | Loss: -0.012531
+INFO:EPOCH 2874/4000 | STEP: 100|136 | Loss: -0.013198
+INFO:TRAIN EPOCH: 2875|4000
+INFO:EPOCH 2875/4000 | STEP: 0|136 | Loss: -0.013340
+INFO:EPOCH 2875/4000 | STEP: 100|136 | Loss: -0.012907
+INFO:TRAIN EPOCH: 2876|4000
+INFO:EPOCH 2876/4000 | STEP: 0|136 | Loss: -0.012235
+INFO:EPOCH 2876/4000 | STEP: 100|136 | Loss: -0.012563
+INFO:TRAIN EPOCH: 2877|4000
+INFO:EPOCH 2877/4000 | STEP: 0|136 | Loss: -0.013232
+INFO:EPOCH 2877/4000 | STEP: 100|136 | Loss: -0.014510
+INFO:TRAIN EPOCH: 2878|4000
+INFO:EPOCH 2878/4000 | STEP: 0|136 | Loss: -0.012768
+INFO:EPOCH 2878/4000 | STEP: 100|136 | Loss: -0.013115
+INFO:VAL NDCG@10, IoU=0.3: 0.152696
+INFO:VAL NDCG@10, IoU=0.5: 0.133325
+INFO:VAL NDCG@10, IoU=0.7: 0.089599
+INFO:VAL NDCG@20, IoU=0.3: 0.144853
+INFO:VAL NDCG@20, IoU=0.5: 0.126165
+INFO:VAL NDCG@20, IoU=0.7: 0.084948
+INFO:VAL NDCG@40, IoU=0.3: 0.149552
+INFO:VAL NDCG@40, IoU=0.5: 0.128977
+INFO:VAL NDCG@40, IoU=0.7: 0.086555
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150151
+INFO:TEST NDCG@10, IoU=0.5: 0.132673
+INFO:TEST NDCG@10, IoU=0.7: 0.089149
+INFO:TEST NDCG@20, IoU=0.3: 0.142808
+INFO:TEST NDCG@20, IoU=0.5: 0.125414
+INFO:TEST NDCG@20, IoU=0.7: 0.083685
+INFO:TEST NDCG@40, IoU=0.3: 0.147165
+INFO:TEST NDCG@40, IoU=0.5: 0.128174
+INFO:TEST NDCG@40, IoU=0.7: 0.085155
+INFO:
+INFO:TRAIN EPOCH: 2879|4000
+INFO:EPOCH 2879/4000 | STEP: 0|136 | Loss: -0.013005
+INFO:EPOCH 2879/4000 | STEP: 100|136 | Loss: -0.012379
+INFO:TRAIN EPOCH: 2880|4000
+INFO:EPOCH 2880/4000 | STEP: 0|136 | Loss: -0.014179
+INFO:EPOCH 2880/4000 | STEP: 100|136 | Loss: -0.012566
+INFO:TRAIN EPOCH: 2881|4000
+INFO:EPOCH 2881/4000 | STEP: 0|136 | Loss: -0.012391
+INFO:EPOCH 2881/4000 | STEP: 100|136 | Loss: -0.012317
+INFO:TRAIN EPOCH: 2882|4000
+INFO:EPOCH 2882/4000 | STEP: 0|136 | Loss: -0.013037
+INFO:EPOCH 2882/4000 | STEP: 100|136 | Loss: -0.012531
+INFO:TRAIN EPOCH: 2883|4000
+INFO:EPOCH 2883/4000 | STEP: 0|136 | Loss: -0.013522
+INFO:EPOCH 2883/4000 | STEP: 100|136 | Loss: -0.013150
+INFO:TRAIN EPOCH: 2884|4000
+INFO:EPOCH 2884/4000 | STEP: 0|136 | Loss: -0.012944
+INFO:EPOCH 2884/4000 | STEP: 100|136 | Loss: -0.012505
+INFO:TRAIN EPOCH: 2885|4000
+INFO:EPOCH 2885/4000 | STEP: 0|136 | Loss: -0.012121
+INFO:EPOCH 2885/4000 | STEP: 100|136 | Loss: -0.014175
+INFO:TRAIN EPOCH: 2886|4000
+INFO:EPOCH 2886/4000 | STEP: 0|136 | Loss: -0.009723
+INFO:EPOCH 2886/4000 | STEP: 100|136 | Loss: -0.013611
+INFO:TRAIN EPOCH: 2887|4000
+INFO:EPOCH 2887/4000 | STEP: 0|136 | Loss: -0.012981
+INFO:EPOCH 2887/4000 | STEP: 100|136 | Loss: -0.013955
+INFO:TRAIN EPOCH: 2888|4000
+INFO:EPOCH 2888/4000 | STEP: 0|136 | Loss: -0.014015
+INFO:EPOCH 2888/4000 | STEP: 100|136 | Loss: -0.013142
+INFO:TRAIN EPOCH: 2889|4000
+INFO:EPOCH 2889/4000 | STEP: 0|136 | Loss: -0.012207
+INFO:EPOCH 2889/4000 | STEP: 100|136 | Loss: -0.012332
+INFO:TRAIN EPOCH: 2890|4000
+INFO:EPOCH 2890/4000 | STEP: 0|136 | Loss: -0.014109
+INFO:EPOCH 2890/4000 | STEP: 100|136 | Loss: -0.012964
+INFO:TRAIN EPOCH: 2891|4000
+INFO:EPOCH 2891/4000 | STEP: 0|136 | Loss: -0.012283
+INFO:EPOCH 2891/4000 | STEP: 100|136 | Loss: -0.012392
+INFO:TRAIN EPOCH: 2892|4000
+INFO:EPOCH 2892/4000 | STEP: 0|136 | Loss: -0.012818
+INFO:EPOCH 2892/4000 | STEP: 100|136 | Loss: -0.013979
+INFO:TRAIN EPOCH: 2893|4000
+INFO:EPOCH 2893/4000 | STEP: 0|136 | Loss: -0.012963
+INFO:EPOCH 2893/4000 | STEP: 100|136 | Loss: -0.012053
+INFO:TRAIN EPOCH: 2894|4000
+INFO:EPOCH 2894/4000 | STEP: 0|136 | Loss: -0.011712
+INFO:EPOCH 2894/4000 | STEP: 100|136 | Loss: -0.013454
+INFO:TRAIN EPOCH: 2895|4000
+INFO:EPOCH 2895/4000 | STEP: 0|136 | Loss: -0.014359
+INFO:EPOCH 2895/4000 | STEP: 100|136 | Loss: -0.011917
+INFO:TRAIN EPOCH: 2896|4000
+INFO:EPOCH 2896/4000 | STEP: 0|136 | Loss: -0.014038
+INFO:EPOCH 2896/4000 | STEP: 100|136 | Loss: -0.011810
+INFO:TRAIN EPOCH: 2897|4000
+INFO:EPOCH 2897/4000 | STEP: 0|136 | Loss: -0.014256
+INFO:EPOCH 2897/4000 | STEP: 100|136 | Loss: -0.012137
+INFO:TRAIN EPOCH: 2898|4000
+INFO:EPOCH 2898/4000 | STEP: 0|136 | Loss: -0.012808
+INFO:EPOCH 2898/4000 | STEP: 100|136 | Loss: -0.013435
+INFO:VAL NDCG@10, IoU=0.3: 0.154959
+INFO:VAL NDCG@10, IoU=0.5: 0.134595
+INFO:VAL NDCG@10, IoU=0.7: 0.091224
+INFO:VAL NDCG@20, IoU=0.3: 0.145412
+INFO:VAL NDCG@20, IoU=0.5: 0.126435
+INFO:VAL NDCG@20, IoU=0.7: 0.085223
+INFO:VAL NDCG@40, IoU=0.3: 0.151070
+INFO:VAL NDCG@40, IoU=0.5: 0.131000
+INFO:VAL NDCG@40, IoU=0.7: 0.087449
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149990
+INFO:TEST NDCG@10, IoU=0.5: 0.132335
+INFO:TEST NDCG@10, IoU=0.7: 0.089779
+INFO:TEST NDCG@20, IoU=0.3: 0.142643
+INFO:TEST NDCG@20, IoU=0.5: 0.124942
+INFO:TEST NDCG@20, IoU=0.7: 0.083943
+INFO:TEST NDCG@40, IoU=0.3: 0.147327
+INFO:TEST NDCG@40, IoU=0.5: 0.128210
+INFO:TEST NDCG@40, IoU=0.7: 0.085694
+INFO:
+INFO:TRAIN EPOCH: 2899|4000
+INFO:EPOCH 2899/4000 | STEP: 0|136 | Loss: -0.012004
+INFO:EPOCH 2899/4000 | STEP: 100|136 | Loss: -0.011875
+INFO:TRAIN EPOCH: 2900|4000
+INFO:EPOCH 2900/4000 | STEP: 0|136 | Loss: -0.012156
+INFO:EPOCH 2900/4000 | STEP: 100|136 | Loss: -0.012646
+INFO:TRAIN EPOCH: 2901|4000
+INFO:EPOCH 2901/4000 | STEP: 0|136 | Loss: -0.012989
+INFO:EPOCH 2901/4000 | STEP: 100|136 | Loss: -0.013013
+INFO:TRAIN EPOCH: 2902|4000
+INFO:EPOCH 2902/4000 | STEP: 0|136 | Loss: -0.013998
+INFO:EPOCH 2902/4000 | STEP: 100|136 | Loss: -0.013792
+INFO:TRAIN EPOCH: 2903|4000
+INFO:EPOCH 2903/4000 | STEP: 0|136 | Loss: -0.012614
+INFO:EPOCH 2903/4000 | STEP: 100|136 | Loss: -0.013433
+INFO:TRAIN EPOCH: 2904|4000
+INFO:EPOCH 2904/4000 | STEP: 0|136 | Loss: -0.012585
+INFO:EPOCH 2904/4000 | STEP: 100|136 | Loss: -0.012690
+INFO:TRAIN EPOCH: 2905|4000
+INFO:EPOCH 2905/4000 | STEP: 0|136 | Loss: -0.014504
+INFO:EPOCH 2905/4000 | STEP: 100|136 | Loss: -0.013905
+INFO:TRAIN EPOCH: 2906|4000
+INFO:EPOCH 2906/4000 | STEP: 0|136 | Loss: -0.012654
+INFO:EPOCH 2906/4000 | STEP: 100|136 | Loss: -0.014009
+INFO:TRAIN EPOCH: 2907|4000
+INFO:EPOCH 2907/4000 | STEP: 0|136 | Loss: -0.013429
+INFO:EPOCH 2907/4000 | STEP: 100|136 | Loss: -0.013386
+INFO:TRAIN EPOCH: 2908|4000
+INFO:EPOCH 2908/4000 | STEP: 0|136 | Loss: -0.013960
+INFO:EPOCH 2908/4000 | STEP: 100|136 | Loss: -0.013541
+INFO:TRAIN EPOCH: 2909|4000
+INFO:EPOCH 2909/4000 | STEP: 0|136 | Loss: -0.012964
+INFO:EPOCH 2909/4000 | STEP: 100|136 | Loss: -0.014209
+INFO:TRAIN EPOCH: 2910|4000
+INFO:EPOCH 2910/4000 | STEP: 0|136 | Loss: -0.013492
+INFO:EPOCH 2910/4000 | STEP: 100|136 | Loss: -0.012026
+INFO:TRAIN EPOCH: 2911|4000
+INFO:EPOCH 2911/4000 | STEP: 0|136 | Loss: -0.013901
+INFO:EPOCH 2911/4000 | STEP: 100|136 | Loss: -0.013221
+INFO:TRAIN EPOCH: 2912|4000
+INFO:EPOCH 2912/4000 | STEP: 0|136 | Loss: -0.012891
+INFO:EPOCH 2912/4000 | STEP: 100|136 | Loss: -0.013149
+INFO:TRAIN EPOCH: 2913|4000
+INFO:EPOCH 2913/4000 | STEP: 0|136 | Loss: -0.011180
+INFO:EPOCH 2913/4000 | STEP: 100|136 | Loss: -0.014937
+INFO:TRAIN EPOCH: 2914|4000
+INFO:EPOCH 2914/4000 | STEP: 0|136 | Loss: -0.012809
+INFO:EPOCH 2914/4000 | STEP: 100|136 | Loss: -0.013275
+INFO:TRAIN EPOCH: 2915|4000
+INFO:EPOCH 2915/4000 | STEP: 0|136 | Loss: -0.014747
+INFO:EPOCH 2915/4000 | STEP: 100|136 | Loss: -0.012715
+INFO:TRAIN EPOCH: 2916|4000
+INFO:EPOCH 2916/4000 | STEP: 0|136 | Loss: -0.013152
+INFO:EPOCH 2916/4000 | STEP: 100|136 | Loss: -0.012968
+INFO:TRAIN EPOCH: 2917|4000
+INFO:EPOCH 2917/4000 | STEP: 0|136 | Loss: -0.013210
+INFO:EPOCH 2917/4000 | STEP: 100|136 | Loss: -0.013224
+INFO:TRAIN EPOCH: 2918|4000
+INFO:EPOCH 2918/4000 | STEP: 0|136 | Loss: -0.013609
+INFO:EPOCH 2918/4000 | STEP: 100|136 | Loss: -0.012883
+INFO:VAL NDCG@10, IoU=0.3: 0.152195
+INFO:VAL NDCG@10, IoU=0.5: 0.133024
+INFO:VAL NDCG@10, IoU=0.7: 0.091139
+INFO:VAL NDCG@20, IoU=0.3: 0.144620
+INFO:VAL NDCG@20, IoU=0.5: 0.125467
+INFO:VAL NDCG@20, IoU=0.7: 0.085213
+INFO:VAL NDCG@40, IoU=0.3: 0.150698
+INFO:VAL NDCG@40, IoU=0.5: 0.129715
+INFO:VAL NDCG@40, IoU=0.7: 0.087453
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151992
+INFO:TEST NDCG@10, IoU=0.5: 0.134484
+INFO:TEST NDCG@10, IoU=0.7: 0.090398
+INFO:TEST NDCG@20, IoU=0.3: 0.144396
+INFO:TEST NDCG@20, IoU=0.5: 0.126730
+INFO:TEST NDCG@20, IoU=0.7: 0.084515
+INFO:TEST NDCG@40, IoU=0.3: 0.149081
+INFO:TEST NDCG@40, IoU=0.5: 0.129822
+INFO:TEST NDCG@40, IoU=0.7: 0.086278
+INFO:
+INFO:TRAIN EPOCH: 2919|4000
+INFO:EPOCH 2919/4000 | STEP: 0|136 | Loss: -0.011023
+INFO:EPOCH 2919/4000 | STEP: 100|136 | Loss: -0.014497
+INFO:TRAIN EPOCH: 2920|4000
+INFO:EPOCH 2920/4000 | STEP: 0|136 | Loss: -0.012659
+INFO:EPOCH 2920/4000 | STEP: 100|136 | Loss: -0.013166
+INFO:TRAIN EPOCH: 2921|4000
+INFO:EPOCH 2921/4000 | STEP: 0|136 | Loss: -0.013181
+INFO:EPOCH 2921/4000 | STEP: 100|136 | Loss: -0.012728
+INFO:TRAIN EPOCH: 2922|4000
+INFO:EPOCH 2922/4000 | STEP: 0|136 | Loss: -0.012773
+INFO:EPOCH 2922/4000 | STEP: 100|136 | Loss: -0.012354
+INFO:TRAIN EPOCH: 2923|4000
+INFO:EPOCH 2923/4000 | STEP: 0|136 | Loss: -0.014062
+INFO:EPOCH 2923/4000 | STEP: 100|136 | Loss: -0.012785
+INFO:TRAIN EPOCH: 2924|4000
+INFO:EPOCH 2924/4000 | STEP: 0|136 | Loss: -0.013584
+INFO:EPOCH 2924/4000 | STEP: 100|136 | Loss: -0.013444
+INFO:TRAIN EPOCH: 2925|4000
+INFO:EPOCH 2925/4000 | STEP: 0|136 | Loss: -0.012856
+INFO:EPOCH 2925/4000 | STEP: 100|136 | Loss: -0.012049
+INFO:TRAIN EPOCH: 2926|4000
+INFO:EPOCH 2926/4000 | STEP: 0|136 | Loss: -0.013334
+INFO:EPOCH 2926/4000 | STEP: 100|136 | Loss: -0.012546
+INFO:TRAIN EPOCH: 2927|4000
+INFO:EPOCH 2927/4000 | STEP: 0|136 | Loss: -0.013336
+INFO:EPOCH 2927/4000 | STEP: 100|136 | Loss: -0.012954
+INFO:TRAIN EPOCH: 2928|4000
+INFO:EPOCH 2928/4000 | STEP: 0|136 | Loss: -0.011683
+INFO:EPOCH 2928/4000 | STEP: 100|136 | Loss: -0.012130
+INFO:TRAIN EPOCH: 2929|4000
+INFO:EPOCH 2929/4000 | STEP: 0|136 | Loss: -0.013616
+INFO:EPOCH 2929/4000 | STEP: 100|136 | Loss: -0.012781
+INFO:TRAIN EPOCH: 2930|4000
+INFO:EPOCH 2930/4000 | STEP: 0|136 | Loss: -0.013000
+INFO:EPOCH 2930/4000 | STEP: 100|136 | Loss: -0.012110
+INFO:TRAIN EPOCH: 2931|4000
+INFO:EPOCH 2931/4000 | STEP: 0|136 | Loss: -0.012928
+INFO:EPOCH 2931/4000 | STEP: 100|136 | Loss: -0.011712
+INFO:TRAIN EPOCH: 2932|4000
+INFO:EPOCH 2932/4000 | STEP: 0|136 | Loss: -0.012275
+INFO:EPOCH 2932/4000 | STEP: 100|136 | Loss: -0.012679
+INFO:TRAIN EPOCH: 2933|4000
+INFO:EPOCH 2933/4000 | STEP: 0|136 | Loss: -0.013766
+INFO:EPOCH 2933/4000 | STEP: 100|136 | Loss: -0.013295
+INFO:TRAIN EPOCH: 2934|4000
+INFO:EPOCH 2934/4000 | STEP: 0|136 | Loss: -0.013538
+INFO:EPOCH 2934/4000 | STEP: 100|136 | Loss: -0.012329
+INFO:TRAIN EPOCH: 2935|4000
+INFO:EPOCH 2935/4000 | STEP: 0|136 | Loss: -0.012576
+INFO:EPOCH 2935/4000 | STEP: 100|136 | Loss: -0.013591
+INFO:TRAIN EPOCH: 2936|4000
+INFO:EPOCH 2936/4000 | STEP: 0|136 | Loss: -0.012629
+INFO:EPOCH 2936/4000 | STEP: 100|136 | Loss: -0.014194
+INFO:TRAIN EPOCH: 2937|4000
+INFO:EPOCH 2937/4000 | STEP: 0|136 | Loss: -0.012870
+INFO:EPOCH 2937/4000 | STEP: 100|136 | Loss: -0.014397
+INFO:TRAIN EPOCH: 2938|4000
+INFO:EPOCH 2938/4000 | STEP: 0|136 | Loss: -0.011090
+INFO:EPOCH 2938/4000 | STEP: 100|136 | Loss: -0.012747
+INFO:VAL NDCG@10, IoU=0.3: 0.152096
+INFO:VAL NDCG@10, IoU=0.5: 0.131605
+INFO:VAL NDCG@10, IoU=0.7: 0.090121
+INFO:VAL NDCG@20, IoU=0.3: 0.145110
+INFO:VAL NDCG@20, IoU=0.5: 0.126204
+INFO:VAL NDCG@20, IoU=0.7: 0.085461
+INFO:VAL NDCG@40, IoU=0.3: 0.150271
+INFO:VAL NDCG@40, IoU=0.5: 0.130060
+INFO:VAL NDCG@40, IoU=0.7: 0.086789
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150402
+INFO:TEST NDCG@10, IoU=0.5: 0.133113
+INFO:TEST NDCG@10, IoU=0.7: 0.089943
+INFO:TEST NDCG@20, IoU=0.3: 0.142767
+INFO:TEST NDCG@20, IoU=0.5: 0.125341
+INFO:TEST NDCG@20, IoU=0.7: 0.083926
+INFO:TEST NDCG@40, IoU=0.3: 0.147311
+INFO:TEST NDCG@40, IoU=0.5: 0.128117
+INFO:TEST NDCG@40, IoU=0.7: 0.085432
+INFO:
+INFO:TRAIN EPOCH: 2939|4000
+INFO:EPOCH 2939/4000 | STEP: 0|136 | Loss: -0.013791
+INFO:EPOCH 2939/4000 | STEP: 100|136 | Loss: -0.014196
+INFO:TRAIN EPOCH: 2940|4000
+INFO:EPOCH 2940/4000 | STEP: 0|136 | Loss: -0.012576
+INFO:EPOCH 2940/4000 | STEP: 100|136 | Loss: -0.013362
+INFO:TRAIN EPOCH: 2941|4000
+INFO:EPOCH 2941/4000 | STEP: 0|136 | Loss: -0.013031
+INFO:EPOCH 2941/4000 | STEP: 100|136 | Loss: -0.013211
+INFO:TRAIN EPOCH: 2942|4000
+INFO:EPOCH 2942/4000 | STEP: 0|136 | Loss: -0.012995
+INFO:EPOCH 2942/4000 | STEP: 100|136 | Loss: -0.013512
+INFO:TRAIN EPOCH: 2943|4000
+INFO:EPOCH 2943/4000 | STEP: 0|136 | Loss: -0.014170
+INFO:EPOCH 2943/4000 | STEP: 100|136 | Loss: -0.013774
+INFO:TRAIN EPOCH: 2944|4000
+INFO:EPOCH 2944/4000 | STEP: 0|136 | Loss: -0.013609
+INFO:EPOCH 2944/4000 | STEP: 100|136 | Loss: -0.012986
+INFO:TRAIN EPOCH: 2945|4000
+INFO:EPOCH 2945/4000 | STEP: 0|136 | Loss: -0.012709
+INFO:EPOCH 2945/4000 | STEP: 100|136 | Loss: -0.012977
+INFO:TRAIN EPOCH: 2946|4000
+INFO:EPOCH 2946/4000 | STEP: 0|136 | Loss: -0.013481
+INFO:EPOCH 2946/4000 | STEP: 100|136 | Loss: -0.014177
+INFO:TRAIN EPOCH: 2947|4000
+INFO:EPOCH 2947/4000 | STEP: 0|136 | Loss: -0.013529
+INFO:EPOCH 2947/4000 | STEP: 100|136 | Loss: -0.012303
+INFO:TRAIN EPOCH: 2948|4000
+INFO:EPOCH 2948/4000 | STEP: 0|136 | Loss: -0.011975
+INFO:EPOCH 2948/4000 | STEP: 100|136 | Loss: -0.013807
+INFO:TRAIN EPOCH: 2949|4000
+INFO:EPOCH 2949/4000 | STEP: 0|136 | Loss: -0.012157
+INFO:EPOCH 2949/4000 | STEP: 100|136 | Loss: -0.014587
+INFO:TRAIN EPOCH: 2950|4000
+INFO:EPOCH 2950/4000 | STEP: 0|136 | Loss: -0.012424
+INFO:EPOCH 2950/4000 | STEP: 100|136 | Loss: -0.012252
+INFO:TRAIN EPOCH: 2951|4000
+INFO:EPOCH 2951/4000 | STEP: 0|136 | Loss: -0.014037
+INFO:EPOCH 2951/4000 | STEP: 100|136 | Loss: -0.012335
+INFO:TRAIN EPOCH: 2952|4000
+INFO:EPOCH 2952/4000 | STEP: 0|136 | Loss: -0.013524
+INFO:EPOCH 2952/4000 | STEP: 100|136 | Loss: -0.013613
+INFO:TRAIN EPOCH: 2953|4000
+INFO:EPOCH 2953/4000 | STEP: 0|136 | Loss: -0.012998
+INFO:EPOCH 2953/4000 | STEP: 100|136 | Loss: -0.013702
+INFO:TRAIN EPOCH: 2954|4000
+INFO:EPOCH 2954/4000 | STEP: 0|136 | Loss: -0.013141
+INFO:EPOCH 2954/4000 | STEP: 100|136 | Loss: -0.013336
+INFO:TRAIN EPOCH: 2955|4000
+INFO:EPOCH 2955/4000 | STEP: 0|136 | Loss: -0.012958
+INFO:EPOCH 2955/4000 | STEP: 100|136 | Loss: -0.012705
+INFO:TRAIN EPOCH: 2956|4000
+INFO:EPOCH 2956/4000 | STEP: 0|136 | Loss: -0.013053
+INFO:EPOCH 2956/4000 | STEP: 100|136 | Loss: -0.013969
+INFO:TRAIN EPOCH: 2957|4000
+INFO:EPOCH 2957/4000 | STEP: 0|136 | Loss: -0.012619
+INFO:EPOCH 2957/4000 | STEP: 100|136 | Loss: -0.014014
+INFO:TRAIN EPOCH: 2958|4000
+INFO:EPOCH 2958/4000 | STEP: 0|136 | Loss: -0.014237
+INFO:EPOCH 2958/4000 | STEP: 100|136 | Loss: -0.012692
+INFO:VAL NDCG@10, IoU=0.3: 0.155855
+INFO:VAL NDCG@10, IoU=0.5: 0.137064
+INFO:VAL NDCG@10, IoU=0.7: 0.092316
+INFO:VAL NDCG@20, IoU=0.3: 0.146310
+INFO:VAL NDCG@20, IoU=0.5: 0.128506
+INFO:VAL NDCG@20, IoU=0.7: 0.086185
+INFO:VAL NDCG@40, IoU=0.3: 0.153082
+INFO:VAL NDCG@40, IoU=0.5: 0.132722
+INFO:VAL NDCG@40, IoU=0.7: 0.088847
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150477
+INFO:TEST NDCG@10, IoU=0.5: 0.133181
+INFO:TEST NDCG@10, IoU=0.7: 0.090538
+INFO:TEST NDCG@20, IoU=0.3: 0.142843
+INFO:TEST NDCG@20, IoU=0.5: 0.125275
+INFO:TEST NDCG@20, IoU=0.7: 0.084159
+INFO:TEST NDCG@40, IoU=0.3: 0.147246
+INFO:TEST NDCG@40, IoU=0.5: 0.127984
+INFO:TEST NDCG@40, IoU=0.7: 0.085599
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.155855
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.137064
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.092316
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.146310
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.128506
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.086185
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.153082
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.132722
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.088847
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.150477
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.133181
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.090538
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.142843
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.125275
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.084159
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.147246
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.127984
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.085599
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 2959|4000
+INFO:EPOCH 2959/4000 | STEP: 0|136 | Loss: -0.012513
+INFO:EPOCH 2959/4000 | STEP: 100|136 | Loss: -0.013895
+INFO:TRAIN EPOCH: 2960|4000
+INFO:EPOCH 2960/4000 | STEP: 0|136 | Loss: -0.013090
+INFO:EPOCH 2960/4000 | STEP: 100|136 | Loss: -0.013702
+INFO:TRAIN EPOCH: 2961|4000
+INFO:EPOCH 2961/4000 | STEP: 0|136 | Loss: -0.013067
+INFO:EPOCH 2961/4000 | STEP: 100|136 | Loss: -0.013978
+INFO:TRAIN EPOCH: 2962|4000
+INFO:EPOCH 2962/4000 | STEP: 0|136 | Loss: -0.013771
+INFO:EPOCH 2962/4000 | STEP: 100|136 | Loss: -0.012846
+INFO:TRAIN EPOCH: 2963|4000
+INFO:EPOCH 2963/4000 | STEP: 0|136 | Loss: -0.013494
+INFO:EPOCH 2963/4000 | STEP: 100|136 | Loss: -0.012807
+INFO:TRAIN EPOCH: 2964|4000
+INFO:EPOCH 2964/4000 | STEP: 0|136 | Loss: -0.012093
+INFO:EPOCH 2964/4000 | STEP: 100|136 | Loss: -0.013139
+INFO:TRAIN EPOCH: 2965|4000
+INFO:EPOCH 2965/4000 | STEP: 0|136 | Loss: -0.012459
+INFO:EPOCH 2965/4000 | STEP: 100|136 | Loss: -0.013409
+INFO:TRAIN EPOCH: 2966|4000
+INFO:EPOCH 2966/4000 | STEP: 0|136 | Loss: -0.011446
+INFO:EPOCH 2966/4000 | STEP: 100|136 | Loss: -0.013143
+INFO:TRAIN EPOCH: 2967|4000
+INFO:EPOCH 2967/4000 | STEP: 0|136 | Loss: -0.012891
+INFO:EPOCH 2967/4000 | STEP: 100|136 | Loss: -0.014567
+INFO:TRAIN EPOCH: 2968|4000
+INFO:EPOCH 2968/4000 | STEP: 0|136 | Loss: -0.013560
+INFO:EPOCH 2968/4000 | STEP: 100|136 | Loss: -0.013702
+INFO:TRAIN EPOCH: 2969|4000
+INFO:EPOCH 2969/4000 | STEP: 0|136 | Loss: -0.014005
+INFO:EPOCH 2969/4000 | STEP: 100|136 | Loss: -0.013048
+INFO:TRAIN EPOCH: 2970|4000
+INFO:EPOCH 2970/4000 | STEP: 0|136 | Loss: -0.013154
+INFO:EPOCH 2970/4000 | STEP: 100|136 | Loss: -0.012867
+INFO:TRAIN EPOCH: 2971|4000
+INFO:EPOCH 2971/4000 | STEP: 0|136 | Loss: -0.012558
+INFO:EPOCH 2971/4000 | STEP: 100|136 | Loss: -0.012550
+INFO:TRAIN EPOCH: 2972|4000
+INFO:EPOCH 2972/4000 | STEP: 0|136 | Loss: -0.011607
+INFO:EPOCH 2972/4000 | STEP: 100|136 | Loss: -0.012915
+INFO:TRAIN EPOCH: 2973|4000
+INFO:EPOCH 2973/4000 | STEP: 0|136 | Loss: -0.011839
+INFO:EPOCH 2973/4000 | STEP: 100|136 | Loss: -0.014751
+INFO:TRAIN EPOCH: 2974|4000
+INFO:EPOCH 2974/4000 | STEP: 0|136 | Loss: -0.013165
+INFO:EPOCH 2974/4000 | STEP: 100|136 | Loss: -0.013272
+INFO:TRAIN EPOCH: 2975|4000
+INFO:EPOCH 2975/4000 | STEP: 0|136 | Loss: -0.013648
+INFO:EPOCH 2975/4000 | STEP: 100|136 | Loss: -0.012609
+INFO:TRAIN EPOCH: 2976|4000
+INFO:EPOCH 2976/4000 | STEP: 0|136 | Loss: -0.013100
+INFO:EPOCH 2976/4000 | STEP: 100|136 | Loss: -0.014047
+INFO:TRAIN EPOCH: 2977|4000
+INFO:EPOCH 2977/4000 | STEP: 0|136 | Loss: -0.011599
+INFO:EPOCH 2977/4000 | STEP: 100|136 | Loss: -0.012914
+INFO:TRAIN EPOCH: 2978|4000
+INFO:EPOCH 2978/4000 | STEP: 0|136 | Loss: -0.012929
+INFO:EPOCH 2978/4000 | STEP: 100|136 | Loss: -0.013976
+INFO:VAL NDCG@10, IoU=0.3: 0.153419
+INFO:VAL NDCG@10, IoU=0.5: 0.133879
+INFO:VAL NDCG@10, IoU=0.7: 0.090015
+INFO:VAL NDCG@20, IoU=0.3: 0.144598
+INFO:VAL NDCG@20, IoU=0.5: 0.126103
+INFO:VAL NDCG@20, IoU=0.7: 0.084952
+INFO:VAL NDCG@40, IoU=0.3: 0.150279
+INFO:VAL NDCG@40, IoU=0.5: 0.130648
+INFO:VAL NDCG@40, IoU=0.7: 0.087779
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151007
+INFO:TEST NDCG@10, IoU=0.5: 0.133046
+INFO:TEST NDCG@10, IoU=0.7: 0.089808
+INFO:TEST NDCG@20, IoU=0.3: 0.143208
+INFO:TEST NDCG@20, IoU=0.5: 0.125491
+INFO:TEST NDCG@20, IoU=0.7: 0.084114
+INFO:TEST NDCG@40, IoU=0.3: 0.147998
+INFO:TEST NDCG@40, IoU=0.5: 0.128766
+INFO:TEST NDCG@40, IoU=0.7: 0.085823
+INFO:
+INFO:TRAIN EPOCH: 2979|4000
+INFO:EPOCH 2979/4000 | STEP: 0|136 | Loss: -0.012067
+INFO:EPOCH 2979/4000 | STEP: 100|136 | Loss: -0.011991
+INFO:TRAIN EPOCH: 2980|4000
+INFO:EPOCH 2980/4000 | STEP: 0|136 | Loss: -0.013972
+INFO:EPOCH 2980/4000 | STEP: 100|136 | Loss: -0.014024
+INFO:TRAIN EPOCH: 2981|4000
+INFO:EPOCH 2981/4000 | STEP: 0|136 | Loss: -0.013865
+INFO:EPOCH 2981/4000 | STEP: 100|136 | Loss: -0.012793
+INFO:TRAIN EPOCH: 2982|4000
+INFO:EPOCH 2982/4000 | STEP: 0|136 | Loss: -0.013570
+INFO:EPOCH 2982/4000 | STEP: 100|136 | Loss: -0.013461
+INFO:TRAIN EPOCH: 2983|4000
+INFO:EPOCH 2983/4000 | STEP: 0|136 | Loss: -0.012564
+INFO:EPOCH 2983/4000 | STEP: 100|136 | Loss: -0.013729
+INFO:TRAIN EPOCH: 2984|4000
+INFO:EPOCH 2984/4000 | STEP: 0|136 | Loss: -0.013275
+INFO:EPOCH 2984/4000 | STEP: 100|136 | Loss: -0.012441
+INFO:TRAIN EPOCH: 2985|4000
+INFO:EPOCH 2985/4000 | STEP: 0|136 | Loss: -0.012717
+INFO:EPOCH 2985/4000 | STEP: 100|136 | Loss: -0.012271
+INFO:TRAIN EPOCH: 2986|4000
+INFO:EPOCH 2986/4000 | STEP: 0|136 | Loss: -0.011892
+INFO:EPOCH 2986/4000 | STEP: 100|136 | Loss: -0.012572
+INFO:TRAIN EPOCH: 2987|4000
+INFO:EPOCH 2987/4000 | STEP: 0|136 | Loss: -0.013099
+INFO:EPOCH 2987/4000 | STEP: 100|136 | Loss: -0.013271
+INFO:TRAIN EPOCH: 2988|4000
+INFO:EPOCH 2988/4000 | STEP: 0|136 | Loss: -0.013277
+INFO:EPOCH 2988/4000 | STEP: 100|136 | Loss: -0.013350
+INFO:TRAIN EPOCH: 2989|4000
+INFO:EPOCH 2989/4000 | STEP: 0|136 | Loss: -0.014122
+INFO:EPOCH 2989/4000 | STEP: 100|136 | Loss: -0.012283
+INFO:TRAIN EPOCH: 2990|4000
+INFO:EPOCH 2990/4000 | STEP: 0|136 | Loss: -0.013323
+INFO:EPOCH 2990/4000 | STEP: 100|136 | Loss: -0.013312
+INFO:TRAIN EPOCH: 2991|4000
+INFO:EPOCH 2991/4000 | STEP: 0|136 | Loss: -0.012734
+INFO:EPOCH 2991/4000 | STEP: 100|136 | Loss: -0.012478
+INFO:TRAIN EPOCH: 2992|4000
+INFO:EPOCH 2992/4000 | STEP: 0|136 | Loss: -0.014273
+INFO:EPOCH 2992/4000 | STEP: 100|136 | Loss: -0.012364
+INFO:TRAIN EPOCH: 2993|4000
+INFO:EPOCH 2993/4000 | STEP: 0|136 | Loss: -0.012737
+INFO:EPOCH 2993/4000 | STEP: 100|136 | Loss: -0.014190
+INFO:TRAIN EPOCH: 2994|4000
+INFO:EPOCH 2994/4000 | STEP: 0|136 | Loss: -0.013945
+INFO:EPOCH 2994/4000 | STEP: 100|136 | Loss: -0.013547
+INFO:TRAIN EPOCH: 2995|4000
+INFO:EPOCH 2995/4000 | STEP: 0|136 | Loss: -0.013282
+INFO:EPOCH 2995/4000 | STEP: 100|136 | Loss: -0.012735
+INFO:TRAIN EPOCH: 2996|4000
+INFO:EPOCH 2996/4000 | STEP: 0|136 | Loss: -0.013268
+INFO:EPOCH 2996/4000 | STEP: 100|136 | Loss: -0.013782
+INFO:TRAIN EPOCH: 2997|4000
+INFO:EPOCH 2997/4000 | STEP: 0|136 | Loss: -0.014192
+INFO:EPOCH 2997/4000 | STEP: 100|136 | Loss: -0.013314
+INFO:TRAIN EPOCH: 2998|4000
+INFO:EPOCH 2998/4000 | STEP: 0|136 | Loss: -0.013952
+INFO:EPOCH 2998/4000 | STEP: 100|136 | Loss: -0.013530
+INFO:VAL NDCG@10, IoU=0.3: 0.153090
+INFO:VAL NDCG@10, IoU=0.5: 0.133556
+INFO:VAL NDCG@10, IoU=0.7: 0.090350
+INFO:VAL NDCG@20, IoU=0.3: 0.145793
+INFO:VAL NDCG@20, IoU=0.5: 0.126262
+INFO:VAL NDCG@20, IoU=0.7: 0.085841
+INFO:VAL NDCG@40, IoU=0.3: 0.150434
+INFO:VAL NDCG@40, IoU=0.5: 0.129706
+INFO:VAL NDCG@40, IoU=0.7: 0.086853
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151100
+INFO:TEST NDCG@10, IoU=0.5: 0.133427
+INFO:TEST NDCG@10, IoU=0.7: 0.090495
+INFO:TEST NDCG@20, IoU=0.3: 0.143270
+INFO:TEST NDCG@20, IoU=0.5: 0.125513
+INFO:TEST NDCG@20, IoU=0.7: 0.084494
+INFO:TEST NDCG@40, IoU=0.3: 0.147481
+INFO:TEST NDCG@40, IoU=0.5: 0.128322
+INFO:TEST NDCG@40, IoU=0.7: 0.085943
+INFO:
+INFO:TRAIN EPOCH: 2999|4000
+INFO:EPOCH 2999/4000 | STEP: 0|136 | Loss: -0.012446
+INFO:EPOCH 2999/4000 | STEP: 100|136 | Loss: -0.012089
+INFO:TRAIN EPOCH: 3000|4000
+INFO:EPOCH 3000/4000 | STEP: 0|136 | Loss: -0.013479
+INFO:EPOCH 3000/4000 | STEP: 100|136 | Loss: -0.014770
+INFO:TRAIN EPOCH: 3001|4000
+INFO:EPOCH 3001/4000 | STEP: 0|136 | Loss: -0.013464
+INFO:EPOCH 3001/4000 | STEP: 100|136 | Loss: -0.014109
+INFO:TRAIN EPOCH: 3002|4000
+INFO:EPOCH 3002/4000 | STEP: 0|136 | Loss: -0.012939
+INFO:EPOCH 3002/4000 | STEP: 100|136 | Loss: -0.013330
+INFO:TRAIN EPOCH: 3003|4000
+INFO:EPOCH 3003/4000 | STEP: 0|136 | Loss: -0.012957
+INFO:EPOCH 3003/4000 | STEP: 100|136 | Loss: -0.013252
+INFO:TRAIN EPOCH: 3004|4000
+INFO:EPOCH 3004/4000 | STEP: 0|136 | Loss: -0.013487
+INFO:EPOCH 3004/4000 | STEP: 100|136 | Loss: -0.012381
+INFO:TRAIN EPOCH: 3005|4000
+INFO:EPOCH 3005/4000 | STEP: 0|136 | Loss: -0.013781
+INFO:EPOCH 3005/4000 | STEP: 100|136 | Loss: -0.012852
+INFO:TRAIN EPOCH: 3006|4000
+INFO:EPOCH 3006/4000 | STEP: 0|136 | Loss: -0.013974
+INFO:EPOCH 3006/4000 | STEP: 100|136 | Loss: -0.014397
+INFO:TRAIN EPOCH: 3007|4000
+INFO:EPOCH 3007/4000 | STEP: 0|136 | Loss: -0.013133
+INFO:EPOCH 3007/4000 | STEP: 100|136 | Loss: -0.012076
+INFO:TRAIN EPOCH: 3008|4000
+INFO:EPOCH 3008/4000 | STEP: 0|136 | Loss: -0.013386
+INFO:EPOCH 3008/4000 | STEP: 100|136 | Loss: -0.013964
+INFO:TRAIN EPOCH: 3009|4000
+INFO:EPOCH 3009/4000 | STEP: 0|136 | Loss: -0.012576
+INFO:EPOCH 3009/4000 | STEP: 100|136 | Loss: -0.012178
+INFO:TRAIN EPOCH: 3010|4000
+INFO:EPOCH 3010/4000 | STEP: 0|136 | Loss: -0.012595
+INFO:EPOCH 3010/4000 | STEP: 100|136 | Loss: -0.013932
+INFO:TRAIN EPOCH: 3011|4000
+INFO:EPOCH 3011/4000 | STEP: 0|136 | Loss: -0.012549
+INFO:EPOCH 3011/4000 | STEP: 100|136 | Loss: -0.014306
+INFO:TRAIN EPOCH: 3012|4000
+INFO:EPOCH 3012/4000 | STEP: 0|136 | Loss: -0.013361
+INFO:EPOCH 3012/4000 | STEP: 100|136 | Loss: -0.011993
+INFO:TRAIN EPOCH: 3013|4000
+INFO:EPOCH 3013/4000 | STEP: 0|136 | Loss: -0.013843
+INFO:EPOCH 3013/4000 | STEP: 100|136 | Loss: -0.013945
+INFO:TRAIN EPOCH: 3014|4000
+INFO:EPOCH 3014/4000 | STEP: 0|136 | Loss: -0.012841
+INFO:EPOCH 3014/4000 | STEP: 100|136 | Loss: -0.012969
+INFO:TRAIN EPOCH: 3015|4000
+INFO:EPOCH 3015/4000 | STEP: 0|136 | Loss: -0.012721
+INFO:EPOCH 3015/4000 | STEP: 100|136 | Loss: -0.012891
+INFO:TRAIN EPOCH: 3016|4000
+INFO:EPOCH 3016/4000 | STEP: 0|136 | Loss: -0.013109
+INFO:EPOCH 3016/4000 | STEP: 100|136 | Loss: -0.013242
+INFO:TRAIN EPOCH: 3017|4000
+INFO:EPOCH 3017/4000 | STEP: 0|136 | Loss: -0.012726
+INFO:EPOCH 3017/4000 | STEP: 100|136 | Loss: -0.013013
+INFO:TRAIN EPOCH: 3018|4000
+INFO:EPOCH 3018/4000 | STEP: 0|136 | Loss: -0.013121
+INFO:EPOCH 3018/4000 | STEP: 100|136 | Loss: -0.011966
+INFO:VAL NDCG@10, IoU=0.3: 0.152278
+INFO:VAL NDCG@10, IoU=0.5: 0.132252
+INFO:VAL NDCG@10, IoU=0.7: 0.089621
+INFO:VAL NDCG@20, IoU=0.3: 0.145509
+INFO:VAL NDCG@20, IoU=0.5: 0.126661
+INFO:VAL NDCG@20, IoU=0.7: 0.085986
+INFO:VAL NDCG@40, IoU=0.3: 0.149874
+INFO:VAL NDCG@40, IoU=0.5: 0.129503
+INFO:VAL NDCG@40, IoU=0.7: 0.087129
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150525
+INFO:TEST NDCG@10, IoU=0.5: 0.132246
+INFO:TEST NDCG@10, IoU=0.7: 0.089398
+INFO:TEST NDCG@20, IoU=0.3: 0.142978
+INFO:TEST NDCG@20, IoU=0.5: 0.124904
+INFO:TEST NDCG@20, IoU=0.7: 0.083676
+INFO:TEST NDCG@40, IoU=0.3: 0.147746
+INFO:TEST NDCG@40, IoU=0.5: 0.128377
+INFO:TEST NDCG@40, IoU=0.7: 0.085877
+INFO:
+INFO:TRAIN EPOCH: 3019|4000
+INFO:EPOCH 3019/4000 | STEP: 0|136 | Loss: -0.011928
+INFO:EPOCH 3019/4000 | STEP: 100|136 | Loss: -0.011563
+INFO:TRAIN EPOCH: 3020|4000
+INFO:EPOCH 3020/4000 | STEP: 0|136 | Loss: -0.013103
+INFO:EPOCH 3020/4000 | STEP: 100|136 | Loss: -0.013466
+INFO:TRAIN EPOCH: 3021|4000
+INFO:EPOCH 3021/4000 | STEP: 0|136 | Loss: -0.013503
+INFO:EPOCH 3021/4000 | STEP: 100|136 | Loss: -0.012312
+INFO:TRAIN EPOCH: 3022|4000
+INFO:EPOCH 3022/4000 | STEP: 0|136 | Loss: -0.013315
+INFO:EPOCH 3022/4000 | STEP: 100|136 | Loss: -0.012568
+INFO:TRAIN EPOCH: 3023|4000
+INFO:EPOCH 3023/4000 | STEP: 0|136 | Loss: -0.014278
+INFO:EPOCH 3023/4000 | STEP: 100|136 | Loss: -0.013017
+INFO:TRAIN EPOCH: 3024|4000
+INFO:EPOCH 3024/4000 | STEP: 0|136 | Loss: -0.014156
+INFO:EPOCH 3024/4000 | STEP: 100|136 | Loss: -0.012266
+INFO:TRAIN EPOCH: 3025|4000
+INFO:EPOCH 3025/4000 | STEP: 0|136 | Loss: -0.013125
+INFO:EPOCH 3025/4000 | STEP: 100|136 | Loss: -0.012831
+INFO:TRAIN EPOCH: 3026|4000
+INFO:EPOCH 3026/4000 | STEP: 0|136 | Loss: -0.013060
+INFO:EPOCH 3026/4000 | STEP: 100|136 | Loss: -0.013204
+INFO:TRAIN EPOCH: 3027|4000
+INFO:EPOCH 3027/4000 | STEP: 0|136 | Loss: -0.013125
+INFO:EPOCH 3027/4000 | STEP: 100|136 | Loss: -0.013846
+INFO:TRAIN EPOCH: 3028|4000
+INFO:EPOCH 3028/4000 | STEP: 0|136 | Loss: -0.014097
+INFO:EPOCH 3028/4000 | STEP: 100|136 | Loss: -0.013439
+INFO:TRAIN EPOCH: 3029|4000
+INFO:EPOCH 3029/4000 | STEP: 0|136 | Loss: -0.013237
+INFO:EPOCH 3029/4000 | STEP: 100|136 | Loss: -0.013304
+INFO:TRAIN EPOCH: 3030|4000
+INFO:EPOCH 3030/4000 | STEP: 0|136 | Loss: -0.013731
+INFO:EPOCH 3030/4000 | STEP: 100|136 | Loss: -0.013343
+INFO:TRAIN EPOCH: 3031|4000
+INFO:EPOCH 3031/4000 | STEP: 0|136 | Loss: -0.013859
+INFO:EPOCH 3031/4000 | STEP: 100|136 | Loss: -0.014001
+INFO:TRAIN EPOCH: 3032|4000
+INFO:EPOCH 3032/4000 | STEP: 0|136 | Loss: -0.012374
+INFO:EPOCH 3032/4000 | STEP: 100|136 | Loss: -0.014794
+INFO:TRAIN EPOCH: 3033|4000
+INFO:EPOCH 3033/4000 | STEP: 0|136 | Loss: -0.013958
+INFO:EPOCH 3033/4000 | STEP: 100|136 | Loss: -0.013375
+INFO:TRAIN EPOCH: 3034|4000
+INFO:EPOCH 3034/4000 | STEP: 0|136 | Loss: -0.014633
+INFO:EPOCH 3034/4000 | STEP: 100|136 | Loss: -0.014231
+INFO:TRAIN EPOCH: 3035|4000
+INFO:EPOCH 3035/4000 | STEP: 0|136 | Loss: -0.013422
+INFO:EPOCH 3035/4000 | STEP: 100|136 | Loss: -0.013104
+INFO:TRAIN EPOCH: 3036|4000
+INFO:EPOCH 3036/4000 | STEP: 0|136 | Loss: -0.012415
+INFO:EPOCH 3036/4000 | STEP: 100|136 | Loss: -0.011952
+INFO:TRAIN EPOCH: 3037|4000
+INFO:EPOCH 3037/4000 | STEP: 0|136 | Loss: -0.014647
+INFO:EPOCH 3037/4000 | STEP: 100|136 | Loss: -0.014308
+INFO:TRAIN EPOCH: 3038|4000
+INFO:EPOCH 3038/4000 | STEP: 0|136 | Loss: -0.010766
+INFO:EPOCH 3038/4000 | STEP: 100|136 | Loss: -0.012345
+INFO:VAL NDCG@10, IoU=0.3: 0.154443
+INFO:VAL NDCG@10, IoU=0.5: 0.135167
+INFO:VAL NDCG@10, IoU=0.7: 0.092559
+INFO:VAL NDCG@20, IoU=0.3: 0.146637
+INFO:VAL NDCG@20, IoU=0.5: 0.127861
+INFO:VAL NDCG@20, IoU=0.7: 0.086606
+INFO:VAL NDCG@40, IoU=0.3: 0.151996
+INFO:VAL NDCG@40, IoU=0.5: 0.131900
+INFO:VAL NDCG@40, IoU=0.7: 0.088659
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151099
+INFO:TEST NDCG@10, IoU=0.5: 0.133777
+INFO:TEST NDCG@10, IoU=0.7: 0.090997
+INFO:TEST NDCG@20, IoU=0.3: 0.143327
+INFO:TEST NDCG@20, IoU=0.5: 0.125786
+INFO:TEST NDCG@20, IoU=0.7: 0.084985
+INFO:TEST NDCG@40, IoU=0.3: 0.147947
+INFO:TEST NDCG@40, IoU=0.5: 0.129081
+INFO:TEST NDCG@40, IoU=0.7: 0.086769
+INFO:
+INFO:TRAIN EPOCH: 3039|4000
+INFO:EPOCH 3039/4000 | STEP: 0|136 | Loss: -0.013890
+INFO:EPOCH 3039/4000 | STEP: 100|136 | Loss: -0.013046
+INFO:TRAIN EPOCH: 3040|4000
+INFO:EPOCH 3040/4000 | STEP: 0|136 | Loss: -0.013292
+INFO:EPOCH 3040/4000 | STEP: 100|136 | Loss: -0.011210
+INFO:TRAIN EPOCH: 3041|4000
+INFO:EPOCH 3041/4000 | STEP: 0|136 | Loss: -0.012882
+INFO:EPOCH 3041/4000 | STEP: 100|136 | Loss: -0.013925
+INFO:TRAIN EPOCH: 3042|4000
+INFO:EPOCH 3042/4000 | STEP: 0|136 | Loss: -0.013798
+INFO:EPOCH 3042/4000 | STEP: 100|136 | Loss: -0.012898
+INFO:TRAIN EPOCH: 3043|4000
+INFO:EPOCH 3043/4000 | STEP: 0|136 | Loss: -0.011369
+INFO:EPOCH 3043/4000 | STEP: 100|136 | Loss: -0.013168
+INFO:TRAIN EPOCH: 3044|4000
+INFO:EPOCH 3044/4000 | STEP: 0|136 | Loss: -0.014132
+INFO:EPOCH 3044/4000 | STEP: 100|136 | Loss: -0.013838
+INFO:TRAIN EPOCH: 3045|4000
+INFO:EPOCH 3045/4000 | STEP: 0|136 | Loss: -0.014325
+INFO:EPOCH 3045/4000 | STEP: 100|136 | Loss: -0.013914
+INFO:TRAIN EPOCH: 3046|4000
+INFO:EPOCH 3046/4000 | STEP: 0|136 | Loss: -0.012529
+INFO:EPOCH 3046/4000 | STEP: 100|136 | Loss: -0.013405
+INFO:TRAIN EPOCH: 3047|4000
+INFO:EPOCH 3047/4000 | STEP: 0|136 | Loss: -0.013170
+INFO:EPOCH 3047/4000 | STEP: 100|136 | Loss: -0.013631
+INFO:TRAIN EPOCH: 3048|4000
+INFO:EPOCH 3048/4000 | STEP: 0|136 | Loss: -0.013359
+INFO:EPOCH 3048/4000 | STEP: 100|136 | Loss: -0.013304
+INFO:TRAIN EPOCH: 3049|4000
+INFO:EPOCH 3049/4000 | STEP: 0|136 | Loss: -0.013395
+INFO:EPOCH 3049/4000 | STEP: 100|136 | Loss: -0.012474
+INFO:TRAIN EPOCH: 3050|4000
+INFO:EPOCH 3050/4000 | STEP: 0|136 | Loss: -0.014330
+INFO:EPOCH 3050/4000 | STEP: 100|136 | Loss: -0.012068
+INFO:TRAIN EPOCH: 3051|4000
+INFO:EPOCH 3051/4000 | STEP: 0|136 | Loss: -0.012770
+INFO:EPOCH 3051/4000 | STEP: 100|136 | Loss: -0.013190
+INFO:TRAIN EPOCH: 3052|4000
+INFO:EPOCH 3052/4000 | STEP: 0|136 | Loss: -0.013483
+INFO:EPOCH 3052/4000 | STEP: 100|136 | Loss: -0.012712
+INFO:TRAIN EPOCH: 3053|4000
+INFO:EPOCH 3053/4000 | STEP: 0|136 | Loss: -0.013464
+INFO:EPOCH 3053/4000 | STEP: 100|136 | Loss: -0.012300
+INFO:TRAIN EPOCH: 3054|4000
+INFO:EPOCH 3054/4000 | STEP: 0|136 | Loss: -0.014016
+INFO:EPOCH 3054/4000 | STEP: 100|136 | Loss: -0.012746
+INFO:TRAIN EPOCH: 3055|4000
+INFO:EPOCH 3055/4000 | STEP: 0|136 | Loss: -0.014019
+INFO:EPOCH 3055/4000 | STEP: 100|136 | Loss: -0.013356
+INFO:TRAIN EPOCH: 3056|4000
+INFO:EPOCH 3056/4000 | STEP: 0|136 | Loss: -0.012927
+INFO:EPOCH 3056/4000 | STEP: 100|136 | Loss: -0.014162
+INFO:TRAIN EPOCH: 3057|4000
+INFO:EPOCH 3057/4000 | STEP: 0|136 | Loss: -0.012035
+INFO:EPOCH 3057/4000 | STEP: 100|136 | Loss: -0.012329
+INFO:TRAIN EPOCH: 3058|4000
+INFO:EPOCH 3058/4000 | STEP: 0|136 | Loss: -0.012735
+INFO:EPOCH 3058/4000 | STEP: 100|136 | Loss: -0.014277
+INFO:VAL NDCG@10, IoU=0.3: 0.152796
+INFO:VAL NDCG@10, IoU=0.5: 0.133942
+INFO:VAL NDCG@10, IoU=0.7: 0.092878
+INFO:VAL NDCG@20, IoU=0.3: 0.145042
+INFO:VAL NDCG@20, IoU=0.5: 0.126719
+INFO:VAL NDCG@20, IoU=0.7: 0.086593
+INFO:VAL NDCG@40, IoU=0.3: 0.150225
+INFO:VAL NDCG@40, IoU=0.5: 0.130386
+INFO:VAL NDCG@40, IoU=0.7: 0.088157
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150397
+INFO:TEST NDCG@10, IoU=0.5: 0.132950
+INFO:TEST NDCG@10, IoU=0.7: 0.089621
+INFO:TEST NDCG@20, IoU=0.3: 0.142306
+INFO:TEST NDCG@20, IoU=0.5: 0.125080
+INFO:TEST NDCG@20, IoU=0.7: 0.083604
+INFO:TEST NDCG@40, IoU=0.3: 0.147035
+INFO:TEST NDCG@40, IoU=0.5: 0.128184
+INFO:TEST NDCG@40, IoU=0.7: 0.085024
+INFO:
+INFO:TRAIN EPOCH: 3059|4000
+INFO:EPOCH 3059/4000 | STEP: 0|136 | Loss: -0.011518
+INFO:EPOCH 3059/4000 | STEP: 100|136 | Loss: -0.013367
+INFO:TRAIN EPOCH: 3060|4000
+INFO:EPOCH 3060/4000 | STEP: 0|136 | Loss: -0.013732
+INFO:EPOCH 3060/4000 | STEP: 100|136 | Loss: -0.013255
+INFO:TRAIN EPOCH: 3061|4000
+INFO:EPOCH 3061/4000 | STEP: 0|136 | Loss: -0.013003
+INFO:EPOCH 3061/4000 | STEP: 100|136 | Loss: -0.013108
+INFO:TRAIN EPOCH: 3062|4000
+INFO:EPOCH 3062/4000 | STEP: 0|136 | Loss: -0.013027
+INFO:EPOCH 3062/4000 | STEP: 100|136 | Loss: -0.014538
+INFO:TRAIN EPOCH: 3063|4000
+INFO:EPOCH 3063/4000 | STEP: 0|136 | Loss: -0.013285
+INFO:EPOCH 3063/4000 | STEP: 100|136 | Loss: -0.012979
+INFO:TRAIN EPOCH: 3064|4000
+INFO:EPOCH 3064/4000 | STEP: 0|136 | Loss: -0.014477
+INFO:EPOCH 3064/4000 | STEP: 100|136 | Loss: -0.012342
+INFO:TRAIN EPOCH: 3065|4000
+INFO:EPOCH 3065/4000 | STEP: 0|136 | Loss: -0.013402
+INFO:EPOCH 3065/4000 | STEP: 100|136 | Loss: -0.012433
+INFO:TRAIN EPOCH: 3066|4000
+INFO:EPOCH 3066/4000 | STEP: 0|136 | Loss: -0.013811
+INFO:EPOCH 3066/4000 | STEP: 100|136 | Loss: -0.013949
+INFO:TRAIN EPOCH: 3067|4000
+INFO:EPOCH 3067/4000 | STEP: 0|136 | Loss: -0.013110
+INFO:EPOCH 3067/4000 | STEP: 100|136 | Loss: -0.013627
+INFO:TRAIN EPOCH: 3068|4000
+INFO:EPOCH 3068/4000 | STEP: 0|136 | Loss: -0.011165
+INFO:EPOCH 3068/4000 | STEP: 100|136 | Loss: -0.014031
+INFO:TRAIN EPOCH: 3069|4000
+INFO:EPOCH 3069/4000 | STEP: 0|136 | Loss: -0.013531
+INFO:EPOCH 3069/4000 | STEP: 100|136 | Loss: -0.012838
+INFO:TRAIN EPOCH: 3070|4000
+INFO:EPOCH 3070/4000 | STEP: 0|136 | Loss: -0.013593
+INFO:EPOCH 3070/4000 | STEP: 100|136 | Loss: -0.013678
+INFO:TRAIN EPOCH: 3071|4000
+INFO:EPOCH 3071/4000 | STEP: 0|136 | Loss: -0.012795
+INFO:EPOCH 3071/4000 | STEP: 100|136 | Loss: -0.014685
+INFO:TRAIN EPOCH: 3072|4000
+INFO:EPOCH 3072/4000 | STEP: 0|136 | Loss: -0.012712
+INFO:EPOCH 3072/4000 | STEP: 100|136 | Loss: -0.013049
+INFO:TRAIN EPOCH: 3073|4000
+INFO:EPOCH 3073/4000 | STEP: 0|136 | Loss: -0.012914
+INFO:EPOCH 3073/4000 | STEP: 100|136 | Loss: -0.013934
+INFO:TRAIN EPOCH: 3074|4000
+INFO:EPOCH 3074/4000 | STEP: 0|136 | Loss: -0.014722
+INFO:EPOCH 3074/4000 | STEP: 100|136 | Loss: -0.013868
+INFO:TRAIN EPOCH: 3075|4000
+INFO:EPOCH 3075/4000 | STEP: 0|136 | Loss: -0.013414
+INFO:EPOCH 3075/4000 | STEP: 100|136 | Loss: -0.013426
+INFO:TRAIN EPOCH: 3076|4000
+INFO:EPOCH 3076/4000 | STEP: 0|136 | Loss: -0.011644
+INFO:EPOCH 3076/4000 | STEP: 100|136 | Loss: -0.013054
+INFO:TRAIN EPOCH: 3077|4000
+INFO:EPOCH 3077/4000 | STEP: 0|136 | Loss: -0.013355
+INFO:EPOCH 3077/4000 | STEP: 100|136 | Loss: -0.012834
+INFO:TRAIN EPOCH: 3078|4000
+INFO:EPOCH 3078/4000 | STEP: 0|136 | Loss: -0.013416
+INFO:EPOCH 3078/4000 | STEP: 100|136 | Loss: -0.014277
+INFO:VAL NDCG@10, IoU=0.3: 0.156304
+INFO:VAL NDCG@10, IoU=0.5: 0.136701
+INFO:VAL NDCG@10, IoU=0.7: 0.093161
+INFO:VAL NDCG@20, IoU=0.3: 0.146111
+INFO:VAL NDCG@20, IoU=0.5: 0.127241
+INFO:VAL NDCG@20, IoU=0.7: 0.086363
+INFO:VAL NDCG@40, IoU=0.3: 0.150556
+INFO:VAL NDCG@40, IoU=0.5: 0.130266
+INFO:VAL NDCG@40, IoU=0.7: 0.087699
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151216
+INFO:TEST NDCG@10, IoU=0.5: 0.133285
+INFO:TEST NDCG@10, IoU=0.7: 0.089816
+INFO:TEST NDCG@20, IoU=0.3: 0.142762
+INFO:TEST NDCG@20, IoU=0.5: 0.125151
+INFO:TEST NDCG@20, IoU=0.7: 0.083554
+INFO:TEST NDCG@40, IoU=0.3: 0.147186
+INFO:TEST NDCG@40, IoU=0.5: 0.128207
+INFO:TEST NDCG@40, IoU=0.7: 0.085044
+INFO:
+INFO:TRAIN EPOCH: 3079|4000
+INFO:EPOCH 3079/4000 | STEP: 0|136 | Loss: -0.012712
+INFO:EPOCH 3079/4000 | STEP: 100|136 | Loss: -0.013093
+INFO:TRAIN EPOCH: 3080|4000
+INFO:EPOCH 3080/4000 | STEP: 0|136 | Loss: -0.012280
+INFO:EPOCH 3080/4000 | STEP: 100|136 | Loss: -0.013457
+INFO:TRAIN EPOCH: 3081|4000
+INFO:EPOCH 3081/4000 | STEP: 0|136 | Loss: -0.012328
+INFO:EPOCH 3081/4000 | STEP: 100|136 | Loss: -0.012507
+INFO:TRAIN EPOCH: 3082|4000
+INFO:EPOCH 3082/4000 | STEP: 0|136 | Loss: -0.013422
+INFO:EPOCH 3082/4000 | STEP: 100|136 | Loss: -0.013977
+INFO:TRAIN EPOCH: 3083|4000
+INFO:EPOCH 3083/4000 | STEP: 0|136 | Loss: -0.012735
+INFO:EPOCH 3083/4000 | STEP: 100|136 | Loss: -0.013656
+INFO:TRAIN EPOCH: 3084|4000
+INFO:EPOCH 3084/4000 | STEP: 0|136 | Loss: -0.012966
+INFO:EPOCH 3084/4000 | STEP: 100|136 | Loss: -0.014228
+INFO:TRAIN EPOCH: 3085|4000
+INFO:EPOCH 3085/4000 | STEP: 0|136 | Loss: -0.012518
+INFO:EPOCH 3085/4000 | STEP: 100|136 | Loss: -0.014116
+INFO:TRAIN EPOCH: 3086|4000
+INFO:EPOCH 3086/4000 | STEP: 0|136 | Loss: -0.013397
+INFO:EPOCH 3086/4000 | STEP: 100|136 | Loss: -0.013745
+INFO:TRAIN EPOCH: 3087|4000
+INFO:EPOCH 3087/4000 | STEP: 0|136 | Loss: -0.012813
+INFO:EPOCH 3087/4000 | STEP: 100|136 | Loss: -0.012398
+INFO:TRAIN EPOCH: 3088|4000
+INFO:EPOCH 3088/4000 | STEP: 0|136 | Loss: -0.013455
+INFO:EPOCH 3088/4000 | STEP: 100|136 | Loss: -0.012037
+INFO:TRAIN EPOCH: 3089|4000
+INFO:EPOCH 3089/4000 | STEP: 0|136 | Loss: -0.013536
+INFO:EPOCH 3089/4000 | STEP: 100|136 | Loss: -0.014804
+INFO:TRAIN EPOCH: 3090|4000
+INFO:EPOCH 3090/4000 | STEP: 0|136 | Loss: -0.014060
+INFO:EPOCH 3090/4000 | STEP: 100|136 | Loss: -0.012043
+INFO:TRAIN EPOCH: 3091|4000
+INFO:EPOCH 3091/4000 | STEP: 0|136 | Loss: -0.013669
+INFO:EPOCH 3091/4000 | STEP: 100|136 | Loss: -0.012022
+INFO:TRAIN EPOCH: 3092|4000
+INFO:EPOCH 3092/4000 | STEP: 0|136 | Loss: -0.014052
+INFO:EPOCH 3092/4000 | STEP: 100|136 | Loss: -0.013346
+INFO:TRAIN EPOCH: 3093|4000
+INFO:EPOCH 3093/4000 | STEP: 0|136 | Loss: -0.014212
+INFO:EPOCH 3093/4000 | STEP: 100|136 | Loss: -0.013042
+INFO:TRAIN EPOCH: 3094|4000
+INFO:EPOCH 3094/4000 | STEP: 0|136 | Loss: -0.012881
+INFO:EPOCH 3094/4000 | STEP: 100|136 | Loss: -0.014293
+INFO:TRAIN EPOCH: 3095|4000
+INFO:EPOCH 3095/4000 | STEP: 0|136 | Loss: -0.012446
+INFO:EPOCH 3095/4000 | STEP: 100|136 | Loss: -0.013244
+INFO:TRAIN EPOCH: 3096|4000
+INFO:EPOCH 3096/4000 | STEP: 0|136 | Loss: -0.014120
+INFO:EPOCH 3096/4000 | STEP: 100|136 | Loss: -0.013282
+INFO:TRAIN EPOCH: 3097|4000
+INFO:EPOCH 3097/4000 | STEP: 0|136 | Loss: -0.014793
+INFO:EPOCH 3097/4000 | STEP: 100|136 | Loss: -0.012774
+INFO:TRAIN EPOCH: 3098|4000
+INFO:EPOCH 3098/4000 | STEP: 0|136 | Loss: -0.013325
+INFO:EPOCH 3098/4000 | STEP: 100|136 | Loss: -0.013225
+INFO:VAL NDCG@10, IoU=0.3: 0.152158
+INFO:VAL NDCG@10, IoU=0.5: 0.133106
+INFO:VAL NDCG@10, IoU=0.7: 0.089693
+INFO:VAL NDCG@20, IoU=0.3: 0.142971
+INFO:VAL NDCG@20, IoU=0.5: 0.125765
+INFO:VAL NDCG@20, IoU=0.7: 0.084382
+INFO:VAL NDCG@40, IoU=0.3: 0.148701
+INFO:VAL NDCG@40, IoU=0.5: 0.128773
+INFO:VAL NDCG@40, IoU=0.7: 0.086284
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151045
+INFO:TEST NDCG@10, IoU=0.5: 0.133522
+INFO:TEST NDCG@10, IoU=0.7: 0.090234
+INFO:TEST NDCG@20, IoU=0.3: 0.143266
+INFO:TEST NDCG@20, IoU=0.5: 0.125784
+INFO:TEST NDCG@20, IoU=0.7: 0.084118
+INFO:TEST NDCG@40, IoU=0.3: 0.147824
+INFO:TEST NDCG@40, IoU=0.5: 0.128872
+INFO:TEST NDCG@40, IoU=0.7: 0.085552
+INFO:
+INFO:TRAIN EPOCH: 3099|4000
+INFO:EPOCH 3099/4000 | STEP: 0|136 | Loss: -0.012781
+INFO:EPOCH 3099/4000 | STEP: 100|136 | Loss: -0.013868
+INFO:TRAIN EPOCH: 3100|4000
+INFO:EPOCH 3100/4000 | STEP: 0|136 | Loss: -0.014587
+INFO:EPOCH 3100/4000 | STEP: 100|136 | Loss: -0.013256
+INFO:TRAIN EPOCH: 3101|4000
+INFO:EPOCH 3101/4000 | STEP: 0|136 | Loss: -0.012613
+INFO:EPOCH 3101/4000 | STEP: 100|136 | Loss: -0.013462
+INFO:TRAIN EPOCH: 3102|4000
+INFO:EPOCH 3102/4000 | STEP: 0|136 | Loss: -0.011963
+INFO:EPOCH 3102/4000 | STEP: 100|136 | Loss: -0.013013
+INFO:TRAIN EPOCH: 3103|4000
+INFO:EPOCH 3103/4000 | STEP: 0|136 | Loss: -0.013756
+INFO:EPOCH 3103/4000 | STEP: 100|136 | Loss: -0.012928
+INFO:TRAIN EPOCH: 3104|4000
+INFO:EPOCH 3104/4000 | STEP: 0|136 | Loss: -0.012614
+INFO:EPOCH 3104/4000 | STEP: 100|136 | Loss: -0.013803
+INFO:TRAIN EPOCH: 3105|4000
+INFO:EPOCH 3105/4000 | STEP: 0|136 | Loss: -0.013164
+INFO:EPOCH 3105/4000 | STEP: 100|136 | Loss: -0.013068
+INFO:TRAIN EPOCH: 3106|4000
+INFO:EPOCH 3106/4000 | STEP: 0|136 | Loss: -0.012066
+INFO:EPOCH 3106/4000 | STEP: 100|136 | Loss: -0.012767
+INFO:TRAIN EPOCH: 3107|4000
+INFO:EPOCH 3107/4000 | STEP: 0|136 | Loss: -0.013267
+INFO:EPOCH 3107/4000 | STEP: 100|136 | Loss: -0.012651
+INFO:TRAIN EPOCH: 3108|4000
+INFO:EPOCH 3108/4000 | STEP: 0|136 | Loss: -0.013330
+INFO:EPOCH 3108/4000 | STEP: 100|136 | Loss: -0.014070
+INFO:TRAIN EPOCH: 3109|4000
+INFO:EPOCH 3109/4000 | STEP: 0|136 | Loss: -0.014330
+INFO:EPOCH 3109/4000 | STEP: 100|136 | Loss: -0.013403
+INFO:TRAIN EPOCH: 3110|4000
+INFO:EPOCH 3110/4000 | STEP: 0|136 | Loss: -0.013348
+INFO:EPOCH 3110/4000 | STEP: 100|136 | Loss: -0.013063
+INFO:TRAIN EPOCH: 3111|4000
+INFO:EPOCH 3111/4000 | STEP: 0|136 | Loss: -0.013049
+INFO:EPOCH 3111/4000 | STEP: 100|136 | Loss: -0.012644
+INFO:TRAIN EPOCH: 3112|4000
+INFO:EPOCH 3112/4000 | STEP: 0|136 | Loss: -0.013189
+INFO:EPOCH 3112/4000 | STEP: 100|136 | Loss: -0.013732
+INFO:TRAIN EPOCH: 3113|4000
+INFO:EPOCH 3113/4000 | STEP: 0|136 | Loss: -0.013670
+INFO:EPOCH 3113/4000 | STEP: 100|136 | Loss: -0.013665
+INFO:TRAIN EPOCH: 3114|4000
+INFO:EPOCH 3114/4000 | STEP: 0|136 | Loss: -0.013670
+INFO:EPOCH 3114/4000 | STEP: 100|136 | Loss: -0.013581
+INFO:TRAIN EPOCH: 3115|4000
+INFO:EPOCH 3115/4000 | STEP: 0|136 | Loss: -0.013724
+INFO:EPOCH 3115/4000 | STEP: 100|136 | Loss: -0.011576
+INFO:TRAIN EPOCH: 3116|4000
+INFO:EPOCH 3116/4000 | STEP: 0|136 | Loss: -0.012005
+INFO:EPOCH 3116/4000 | STEP: 100|136 | Loss: -0.013675
+INFO:TRAIN EPOCH: 3117|4000
+INFO:EPOCH 3117/4000 | STEP: 0|136 | Loss: -0.014589
+INFO:EPOCH 3117/4000 | STEP: 100|136 | Loss: -0.013404
+INFO:TRAIN EPOCH: 3118|4000
+INFO:EPOCH 3118/4000 | STEP: 0|136 | Loss: -0.014568
+INFO:EPOCH 3118/4000 | STEP: 100|136 | Loss: -0.014155
+INFO:VAL NDCG@10, IoU=0.3: 0.152865
+INFO:VAL NDCG@10, IoU=0.5: 0.134336
+INFO:VAL NDCG@10, IoU=0.7: 0.089790
+INFO:VAL NDCG@20, IoU=0.3: 0.145058
+INFO:VAL NDCG@20, IoU=0.5: 0.126899
+INFO:VAL NDCG@20, IoU=0.7: 0.085701
+INFO:VAL NDCG@40, IoU=0.3: 0.150119
+INFO:VAL NDCG@40, IoU=0.5: 0.130134
+INFO:VAL NDCG@40, IoU=0.7: 0.086649
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150688
+INFO:TEST NDCG@10, IoU=0.5: 0.133695
+INFO:TEST NDCG@10, IoU=0.7: 0.089861
+INFO:TEST NDCG@20, IoU=0.3: 0.142236
+INFO:TEST NDCG@20, IoU=0.5: 0.125386
+INFO:TEST NDCG@20, IoU=0.7: 0.083481
+INFO:TEST NDCG@40, IoU=0.3: 0.147734
+INFO:TEST NDCG@40, IoU=0.5: 0.129287
+INFO:TEST NDCG@40, IoU=0.7: 0.085978
+INFO:
+INFO:TRAIN EPOCH: 3119|4000
+INFO:EPOCH 3119/4000 | STEP: 0|136 | Loss: -0.012340
+INFO:EPOCH 3119/4000 | STEP: 100|136 | Loss: -0.013655
+INFO:TRAIN EPOCH: 3120|4000
+INFO:EPOCH 3120/4000 | STEP: 0|136 | Loss: -0.011577
+INFO:EPOCH 3120/4000 | STEP: 100|136 | Loss: -0.013732
+INFO:TRAIN EPOCH: 3121|4000
+INFO:EPOCH 3121/4000 | STEP: 0|136 | Loss: -0.013348
+INFO:EPOCH 3121/4000 | STEP: 100|136 | Loss: -0.012949
+INFO:TRAIN EPOCH: 3122|4000
+INFO:EPOCH 3122/4000 | STEP: 0|136 | Loss: -0.013219
+INFO:EPOCH 3122/4000 | STEP: 100|136 | Loss: -0.013337
+INFO:TRAIN EPOCH: 3123|4000
+INFO:EPOCH 3123/4000 | STEP: 0|136 | Loss: -0.012845
+INFO:EPOCH 3123/4000 | STEP: 100|136 | Loss: -0.012768
+INFO:TRAIN EPOCH: 3124|4000
+INFO:EPOCH 3124/4000 | STEP: 0|136 | Loss: -0.011477
+INFO:EPOCH 3124/4000 | STEP: 100|136 | Loss: -0.014238
+INFO:TRAIN EPOCH: 3125|4000
+INFO:EPOCH 3125/4000 | STEP: 0|136 | Loss: -0.012425
+INFO:EPOCH 3125/4000 | STEP: 100|136 | Loss: -0.014381
+INFO:TRAIN EPOCH: 3126|4000
+INFO:EPOCH 3126/4000 | STEP: 0|136 | Loss: -0.013364
+INFO:EPOCH 3126/4000 | STEP: 100|136 | Loss: -0.014334
+INFO:TRAIN EPOCH: 3127|4000
+INFO:EPOCH 3127/4000 | STEP: 0|136 | Loss: -0.014244
+INFO:EPOCH 3127/4000 | STEP: 100|136 | Loss: -0.014421
+INFO:TRAIN EPOCH: 3128|4000
+INFO:EPOCH 3128/4000 | STEP: 0|136 | Loss: -0.013676
+INFO:EPOCH 3128/4000 | STEP: 100|136 | Loss: -0.013683
+INFO:TRAIN EPOCH: 3129|4000
+INFO:EPOCH 3129/4000 | STEP: 0|136 | Loss: -0.013175
+INFO:EPOCH 3129/4000 | STEP: 100|136 | Loss: -0.012606
+INFO:TRAIN EPOCH: 3130|4000
+INFO:EPOCH 3130/4000 | STEP: 0|136 | Loss: -0.012101
+INFO:EPOCH 3130/4000 | STEP: 100|136 | Loss: -0.013659
+INFO:TRAIN EPOCH: 3131|4000
+INFO:EPOCH 3131/4000 | STEP: 0|136 | Loss: -0.012484
+INFO:EPOCH 3131/4000 | STEP: 100|136 | Loss: -0.013782
+INFO:TRAIN EPOCH: 3132|4000
+INFO:EPOCH 3132/4000 | STEP: 0|136 | Loss: -0.012534
+INFO:EPOCH 3132/4000 | STEP: 100|136 | Loss: -0.013709
+INFO:TRAIN EPOCH: 3133|4000
+INFO:EPOCH 3133/4000 | STEP: 0|136 | Loss: -0.013254
+INFO:EPOCH 3133/4000 | STEP: 100|136 | Loss: -0.013631
+INFO:TRAIN EPOCH: 3134|4000
+INFO:EPOCH 3134/4000 | STEP: 0|136 | Loss: -0.013123
+INFO:EPOCH 3134/4000 | STEP: 100|136 | Loss: -0.013524
+INFO:TRAIN EPOCH: 3135|4000
+INFO:EPOCH 3135/4000 | STEP: 0|136 | Loss: -0.014075
+INFO:EPOCH 3135/4000 | STEP: 100|136 | Loss: -0.014034
+INFO:TRAIN EPOCH: 3136|4000
+INFO:EPOCH 3136/4000 | STEP: 0|136 | Loss: -0.013940
+INFO:EPOCH 3136/4000 | STEP: 100|136 | Loss: -0.012126
+INFO:TRAIN EPOCH: 3137|4000
+INFO:EPOCH 3137/4000 | STEP: 0|136 | Loss: -0.013727
+INFO:EPOCH 3137/4000 | STEP: 100|136 | Loss: -0.013547
+INFO:TRAIN EPOCH: 3138|4000
+INFO:EPOCH 3138/4000 | STEP: 0|136 | Loss: -0.012879
+INFO:EPOCH 3138/4000 | STEP: 100|136 | Loss: -0.012872
+INFO:VAL NDCG@10, IoU=0.3: 0.153494
+INFO:VAL NDCG@10, IoU=0.5: 0.134102
+INFO:VAL NDCG@10, IoU=0.7: 0.091063
+INFO:VAL NDCG@20, IoU=0.3: 0.145789
+INFO:VAL NDCG@20, IoU=0.5: 0.126573
+INFO:VAL NDCG@20, IoU=0.7: 0.085274
+INFO:VAL NDCG@40, IoU=0.3: 0.150290
+INFO:VAL NDCG@40, IoU=0.5: 0.130012
+INFO:VAL NDCG@40, IoU=0.7: 0.087683
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150950
+INFO:TEST NDCG@10, IoU=0.5: 0.133571
+INFO:TEST NDCG@10, IoU=0.7: 0.090650
+INFO:TEST NDCG@20, IoU=0.3: 0.143157
+INFO:TEST NDCG@20, IoU=0.5: 0.126016
+INFO:TEST NDCG@20, IoU=0.7: 0.084094
+INFO:TEST NDCG@40, IoU=0.3: 0.148241
+INFO:TEST NDCG@40, IoU=0.5: 0.129446
+INFO:TEST NDCG@40, IoU=0.7: 0.086273
+INFO:
+INFO:TRAIN EPOCH: 3139|4000
+INFO:EPOCH 3139/4000 | STEP: 0|136 | Loss: -0.011179
+INFO:EPOCH 3139/4000 | STEP: 100|136 | Loss: -0.014234
+INFO:TRAIN EPOCH: 3140|4000
+INFO:EPOCH 3140/4000 | STEP: 0|136 | Loss: -0.014180
+INFO:EPOCH 3140/4000 | STEP: 100|136 | Loss: -0.013227
+INFO:TRAIN EPOCH: 3141|4000
+INFO:EPOCH 3141/4000 | STEP: 0|136 | Loss: -0.012489
+INFO:EPOCH 3141/4000 | STEP: 100|136 | Loss: -0.013430
+INFO:TRAIN EPOCH: 3142|4000
+INFO:EPOCH 3142/4000 | STEP: 0|136 | Loss: -0.014000
+INFO:EPOCH 3142/4000 | STEP: 100|136 | Loss: -0.012644
+INFO:TRAIN EPOCH: 3143|4000
+INFO:EPOCH 3143/4000 | STEP: 0|136 | Loss: -0.013608
+INFO:EPOCH 3143/4000 | STEP: 100|136 | Loss: -0.014297
+INFO:TRAIN EPOCH: 3144|4000
+INFO:EPOCH 3144/4000 | STEP: 0|136 | Loss: -0.012820
+INFO:EPOCH 3144/4000 | STEP: 100|136 | Loss: -0.012329
+INFO:TRAIN EPOCH: 3145|4000
+INFO:EPOCH 3145/4000 | STEP: 0|136 | Loss: -0.013867
+INFO:EPOCH 3145/4000 | STEP: 100|136 | Loss: -0.013867
+INFO:TRAIN EPOCH: 3146|4000
+INFO:EPOCH 3146/4000 | STEP: 0|136 | Loss: -0.014030
+INFO:EPOCH 3146/4000 | STEP: 100|136 | Loss: -0.014182
+INFO:TRAIN EPOCH: 3147|4000
+INFO:EPOCH 3147/4000 | STEP: 0|136 | Loss: -0.013680
+INFO:EPOCH 3147/4000 | STEP: 100|136 | Loss: -0.013505
+INFO:TRAIN EPOCH: 3148|4000
+INFO:EPOCH 3148/4000 | STEP: 0|136 | Loss: -0.013377
+INFO:EPOCH 3148/4000 | STEP: 100|136 | Loss: -0.012471
+INFO:TRAIN EPOCH: 3149|4000
+INFO:EPOCH 3149/4000 | STEP: 0|136 | Loss: -0.013050
+INFO:EPOCH 3149/4000 | STEP: 100|136 | Loss: -0.013395
+INFO:TRAIN EPOCH: 3150|4000
+INFO:EPOCH 3150/4000 | STEP: 0|136 | Loss: -0.013456
+INFO:EPOCH 3150/4000 | STEP: 100|136 | Loss: -0.012859
+INFO:TRAIN EPOCH: 3151|4000
+INFO:EPOCH 3151/4000 | STEP: 0|136 | Loss: -0.013779
+INFO:EPOCH 3151/4000 | STEP: 100|136 | Loss: -0.012571
+INFO:TRAIN EPOCH: 3152|4000
+INFO:EPOCH 3152/4000 | STEP: 0|136 | Loss: -0.013268
+INFO:EPOCH 3152/4000 | STEP: 100|136 | Loss: -0.013016
+INFO:TRAIN EPOCH: 3153|4000
+INFO:EPOCH 3153/4000 | STEP: 0|136 | Loss: -0.012988
+INFO:EPOCH 3153/4000 | STEP: 100|136 | Loss: -0.014157
+INFO:TRAIN EPOCH: 3154|4000
+INFO:EPOCH 3154/4000 | STEP: 0|136 | Loss: -0.014683
+INFO:EPOCH 3154/4000 | STEP: 100|136 | Loss: -0.013614
+INFO:TRAIN EPOCH: 3155|4000
+INFO:EPOCH 3155/4000 | STEP: 0|136 | Loss: -0.014285
+INFO:EPOCH 3155/4000 | STEP: 100|136 | Loss: -0.012927
+INFO:TRAIN EPOCH: 3156|4000
+INFO:EPOCH 3156/4000 | STEP: 0|136 | Loss: -0.013899
+INFO:EPOCH 3156/4000 | STEP: 100|136 | Loss: -0.013501
+INFO:TRAIN EPOCH: 3157|4000
+INFO:EPOCH 3157/4000 | STEP: 0|136 | Loss: -0.012894
+INFO:EPOCH 3157/4000 | STEP: 100|136 | Loss: -0.013890
+INFO:TRAIN EPOCH: 3158|4000
+INFO:EPOCH 3158/4000 | STEP: 0|136 | Loss: -0.012490
+INFO:EPOCH 3158/4000 | STEP: 100|136 | Loss: -0.013834
+INFO:VAL NDCG@10, IoU=0.3: 0.153265
+INFO:VAL NDCG@10, IoU=0.5: 0.134296
+INFO:VAL NDCG@10, IoU=0.7: 0.091986
+INFO:VAL NDCG@20, IoU=0.3: 0.144776
+INFO:VAL NDCG@20, IoU=0.5: 0.126388
+INFO:VAL NDCG@20, IoU=0.7: 0.085795
+INFO:VAL NDCG@40, IoU=0.3: 0.150014
+INFO:VAL NDCG@40, IoU=0.5: 0.130349
+INFO:VAL NDCG@40, IoU=0.7: 0.087588
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150228
+INFO:TEST NDCG@10, IoU=0.5: 0.133113
+INFO:TEST NDCG@10, IoU=0.7: 0.090344
+INFO:TEST NDCG@20, IoU=0.3: 0.142248
+INFO:TEST NDCG@20, IoU=0.5: 0.125382
+INFO:TEST NDCG@20, IoU=0.7: 0.084071
+INFO:TEST NDCG@40, IoU=0.3: 0.147219
+INFO:TEST NDCG@40, IoU=0.5: 0.128693
+INFO:TEST NDCG@40, IoU=0.7: 0.085701
+INFO:
+INFO:TRAIN EPOCH: 3159|4000
+INFO:EPOCH 3159/4000 | STEP: 0|136 | Loss: -0.010372
+INFO:EPOCH 3159/4000 | STEP: 100|136 | Loss: -0.013778
+INFO:TRAIN EPOCH: 3160|4000
+INFO:EPOCH 3160/4000 | STEP: 0|136 | Loss: -0.011781
+INFO:EPOCH 3160/4000 | STEP: 100|136 | Loss: -0.013795
+INFO:TRAIN EPOCH: 3161|4000
+INFO:EPOCH 3161/4000 | STEP: 0|136 | Loss: -0.013117
+INFO:EPOCH 3161/4000 | STEP: 100|136 | Loss: -0.014516
+INFO:TRAIN EPOCH: 3162|4000
+INFO:EPOCH 3162/4000 | STEP: 0|136 | Loss: -0.013157
+INFO:EPOCH 3162/4000 | STEP: 100|136 | Loss: -0.013763
+INFO:TRAIN EPOCH: 3163|4000
+INFO:EPOCH 3163/4000 | STEP: 0|136 | Loss: -0.012671
+INFO:EPOCH 3163/4000 | STEP: 100|136 | Loss: -0.013829
+INFO:TRAIN EPOCH: 3164|4000
+INFO:EPOCH 3164/4000 | STEP: 0|136 | Loss: -0.014877
+INFO:EPOCH 3164/4000 | STEP: 100|136 | Loss: -0.011762
+INFO:TRAIN EPOCH: 3165|4000
+INFO:EPOCH 3165/4000 | STEP: 0|136 | Loss: -0.014191
+INFO:EPOCH 3165/4000 | STEP: 100|136 | Loss: -0.012855
+INFO:TRAIN EPOCH: 3166|4000
+INFO:EPOCH 3166/4000 | STEP: 0|136 | Loss: -0.013655
+INFO:EPOCH 3166/4000 | STEP: 100|136 | Loss: -0.014296
+INFO:TRAIN EPOCH: 3167|4000
+INFO:EPOCH 3167/4000 | STEP: 0|136 | Loss: -0.012912
+INFO:EPOCH 3167/4000 | STEP: 100|136 | Loss: -0.014116
+INFO:TRAIN EPOCH: 3168|4000
+INFO:EPOCH 3168/4000 | STEP: 0|136 | Loss: -0.014501
+INFO:EPOCH 3168/4000 | STEP: 100|136 | Loss: -0.012934
+INFO:TRAIN EPOCH: 3169|4000
+INFO:EPOCH 3169/4000 | STEP: 0|136 | Loss: -0.013771
+INFO:EPOCH 3169/4000 | STEP: 100|136 | Loss: -0.014715
+INFO:TRAIN EPOCH: 3170|4000
+INFO:EPOCH 3170/4000 | STEP: 0|136 | Loss: -0.012659
+INFO:EPOCH 3170/4000 | STEP: 100|136 | Loss: -0.013069
+INFO:TRAIN EPOCH: 3171|4000
+INFO:EPOCH 3171/4000 | STEP: 0|136 | Loss: -0.014179
+INFO:EPOCH 3171/4000 | STEP: 100|136 | Loss: -0.013124
+INFO:TRAIN EPOCH: 3172|4000
+INFO:EPOCH 3172/4000 | STEP: 0|136 | Loss: -0.013914
+INFO:EPOCH 3172/4000 | STEP: 100|136 | Loss: -0.013153
+INFO:TRAIN EPOCH: 3173|4000
+INFO:EPOCH 3173/4000 | STEP: 0|136 | Loss: -0.013190
+INFO:EPOCH 3173/4000 | STEP: 100|136 | Loss: -0.012960
+INFO:TRAIN EPOCH: 3174|4000
+INFO:EPOCH 3174/4000 | STEP: 0|136 | Loss: -0.013683
+INFO:EPOCH 3174/4000 | STEP: 100|136 | Loss: -0.012637
+INFO:TRAIN EPOCH: 3175|4000
+INFO:EPOCH 3175/4000 | STEP: 0|136 | Loss: -0.014072
+INFO:EPOCH 3175/4000 | STEP: 100|136 | Loss: -0.013877
+INFO:TRAIN EPOCH: 3176|4000
+INFO:EPOCH 3176/4000 | STEP: 0|136 | Loss: -0.015002
+INFO:EPOCH 3176/4000 | STEP: 100|136 | Loss: -0.013612
+INFO:TRAIN EPOCH: 3177|4000
+INFO:EPOCH 3177/4000 | STEP: 0|136 | Loss: -0.013193
+INFO:EPOCH 3177/4000 | STEP: 100|136 | Loss: -0.012599
+INFO:TRAIN EPOCH: 3178|4000
+INFO:EPOCH 3178/4000 | STEP: 0|136 | Loss: -0.012867
+INFO:EPOCH 3178/4000 | STEP: 100|136 | Loss: -0.014639
+INFO:VAL NDCG@10, IoU=0.3: 0.153291
+INFO:VAL NDCG@10, IoU=0.5: 0.134598
+INFO:VAL NDCG@10, IoU=0.7: 0.091287
+INFO:VAL NDCG@20, IoU=0.3: 0.145957
+INFO:VAL NDCG@20, IoU=0.5: 0.127398
+INFO:VAL NDCG@20, IoU=0.7: 0.085816
+INFO:VAL NDCG@40, IoU=0.3: 0.150588
+INFO:VAL NDCG@40, IoU=0.5: 0.131240
+INFO:VAL NDCG@40, IoU=0.7: 0.087915
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150705
+INFO:TEST NDCG@10, IoU=0.5: 0.133768
+INFO:TEST NDCG@10, IoU=0.7: 0.090054
+INFO:TEST NDCG@20, IoU=0.3: 0.143181
+INFO:TEST NDCG@20, IoU=0.5: 0.125816
+INFO:TEST NDCG@20, IoU=0.7: 0.084106
+INFO:TEST NDCG@40, IoU=0.3: 0.147051
+INFO:TEST NDCG@40, IoU=0.5: 0.128350
+INFO:TEST NDCG@40, IoU=0.7: 0.085409
+INFO:
+INFO:TRAIN EPOCH: 3179|4000
+INFO:EPOCH 3179/4000 | STEP: 0|136 | Loss: -0.011211
+INFO:EPOCH 3179/4000 | STEP: 100|136 | Loss: -0.011361
+INFO:TRAIN EPOCH: 3180|4000
+INFO:EPOCH 3180/4000 | STEP: 0|136 | Loss: -0.012952
+INFO:EPOCH 3180/4000 | STEP: 100|136 | Loss: -0.013322
+INFO:TRAIN EPOCH: 3181|4000
+INFO:EPOCH 3181/4000 | STEP: 0|136 | Loss: -0.013611
+INFO:EPOCH 3181/4000 | STEP: 100|136 | Loss: -0.013528
+INFO:TRAIN EPOCH: 3182|4000
+INFO:EPOCH 3182/4000 | STEP: 0|136 | Loss: -0.013878
+INFO:EPOCH 3182/4000 | STEP: 100|136 | Loss: -0.015710
+INFO:TRAIN EPOCH: 3183|4000
+INFO:EPOCH 3183/4000 | STEP: 0|136 | Loss: -0.013536
+INFO:EPOCH 3183/4000 | STEP: 100|136 | Loss: -0.014446
+INFO:TRAIN EPOCH: 3184|4000
+INFO:EPOCH 3184/4000 | STEP: 0|136 | Loss: -0.013481
+INFO:EPOCH 3184/4000 | STEP: 100|136 | Loss: -0.013731
+INFO:TRAIN EPOCH: 3185|4000
+INFO:EPOCH 3185/4000 | STEP: 0|136 | Loss: -0.014154
+INFO:EPOCH 3185/4000 | STEP: 100|136 | Loss: -0.013582
+INFO:TRAIN EPOCH: 3186|4000
+INFO:EPOCH 3186/4000 | STEP: 0|136 | Loss: -0.011658
+INFO:EPOCH 3186/4000 | STEP: 100|136 | Loss: -0.014300
+INFO:TRAIN EPOCH: 3187|4000
+INFO:EPOCH 3187/4000 | STEP: 0|136 | Loss: -0.013756
+INFO:EPOCH 3187/4000 | STEP: 100|136 | Loss: -0.014106
+INFO:TRAIN EPOCH: 3188|4000
+INFO:EPOCH 3188/4000 | STEP: 0|136 | Loss: -0.013350
+INFO:EPOCH 3188/4000 | STEP: 100|136 | Loss: -0.013885
+INFO:TRAIN EPOCH: 3189|4000
+INFO:EPOCH 3189/4000 | STEP: 0|136 | Loss: -0.013973
+INFO:EPOCH 3189/4000 | STEP: 100|136 | Loss: -0.013989
+INFO:TRAIN EPOCH: 3190|4000
+INFO:EPOCH 3190/4000 | STEP: 0|136 | Loss: -0.012533
+INFO:EPOCH 3190/4000 | STEP: 100|136 | Loss: -0.013471
+INFO:TRAIN EPOCH: 3191|4000
+INFO:EPOCH 3191/4000 | STEP: 0|136 | Loss: -0.012816
+INFO:EPOCH 3191/4000 | STEP: 100|136 | Loss: -0.013305
+INFO:TRAIN EPOCH: 3192|4000
+INFO:EPOCH 3192/4000 | STEP: 0|136 | Loss: -0.013210
+INFO:EPOCH 3192/4000 | STEP: 100|136 | Loss: -0.014219
+INFO:TRAIN EPOCH: 3193|4000
+INFO:EPOCH 3193/4000 | STEP: 0|136 | Loss: -0.013132
+INFO:EPOCH 3193/4000 | STEP: 100|136 | Loss: -0.013861
+INFO:TRAIN EPOCH: 3194|4000
+INFO:EPOCH 3194/4000 | STEP: 0|136 | Loss: -0.013668
+INFO:EPOCH 3194/4000 | STEP: 100|136 | Loss: -0.013653
+INFO:TRAIN EPOCH: 3195|4000
+INFO:EPOCH 3195/4000 | STEP: 0|136 | Loss: -0.013840
+INFO:EPOCH 3195/4000 | STEP: 100|136 | Loss: -0.012230
+INFO:TRAIN EPOCH: 3196|4000
+INFO:EPOCH 3196/4000 | STEP: 0|136 | Loss: -0.014270
+INFO:EPOCH 3196/4000 | STEP: 100|136 | Loss: -0.014357
+INFO:TRAIN EPOCH: 3197|4000
+INFO:EPOCH 3197/4000 | STEP: 0|136 | Loss: -0.014256
+INFO:EPOCH 3197/4000 | STEP: 100|136 | Loss: -0.011475
+INFO:TRAIN EPOCH: 3198|4000
+INFO:EPOCH 3198/4000 | STEP: 0|136 | Loss: -0.013536
+INFO:EPOCH 3198/4000 | STEP: 100|136 | Loss: -0.014694
+INFO:VAL NDCG@10, IoU=0.3: 0.153737
+INFO:VAL NDCG@10, IoU=0.5: 0.134489
+INFO:VAL NDCG@10, IoU=0.7: 0.091832
+INFO:VAL NDCG@20, IoU=0.3: 0.145034
+INFO:VAL NDCG@20, IoU=0.5: 0.126812
+INFO:VAL NDCG@20, IoU=0.7: 0.086270
+INFO:VAL NDCG@40, IoU=0.3: 0.150736
+INFO:VAL NDCG@40, IoU=0.5: 0.131293
+INFO:VAL NDCG@40, IoU=0.7: 0.087879
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150555
+INFO:TEST NDCG@10, IoU=0.5: 0.133022
+INFO:TEST NDCG@10, IoU=0.7: 0.089417
+INFO:TEST NDCG@20, IoU=0.3: 0.142125
+INFO:TEST NDCG@20, IoU=0.5: 0.124864
+INFO:TEST NDCG@20, IoU=0.7: 0.083141
+INFO:TEST NDCG@40, IoU=0.3: 0.147176
+INFO:TEST NDCG@40, IoU=0.5: 0.128298
+INFO:TEST NDCG@40, IoU=0.7: 0.085027
+INFO:
+INFO:TRAIN EPOCH: 3199|4000
+INFO:EPOCH 3199/4000 | STEP: 0|136 | Loss: -0.010295
+INFO:EPOCH 3199/4000 | STEP: 100|136 | Loss: -0.014518
+INFO:TRAIN EPOCH: 3200|4000
+INFO:EPOCH 3200/4000 | STEP: 0|136 | Loss: -0.011141
+INFO:EPOCH 3200/4000 | STEP: 100|136 | Loss: -0.013688
+INFO:TRAIN EPOCH: 3201|4000
+INFO:EPOCH 3201/4000 | STEP: 0|136 | Loss: -0.013986
+INFO:EPOCH 3201/4000 | STEP: 100|136 | Loss: -0.013669
+INFO:TRAIN EPOCH: 3202|4000
+INFO:EPOCH 3202/4000 | STEP: 0|136 | Loss: -0.013558
+INFO:EPOCH 3202/4000 | STEP: 100|136 | Loss: -0.014294
+INFO:TRAIN EPOCH: 3203|4000
+INFO:EPOCH 3203/4000 | STEP: 0|136 | Loss: -0.013293
+INFO:EPOCH 3203/4000 | STEP: 100|136 | Loss: -0.012752
+INFO:TRAIN EPOCH: 3204|4000
+INFO:EPOCH 3204/4000 | STEP: 0|136 | Loss: -0.013791
+INFO:EPOCH 3204/4000 | STEP: 100|136 | Loss: -0.012517
+INFO:TRAIN EPOCH: 3205|4000
+INFO:EPOCH 3205/4000 | STEP: 0|136 | Loss: -0.014703
+INFO:EPOCH 3205/4000 | STEP: 100|136 | Loss: -0.013977
+INFO:TRAIN EPOCH: 3206|4000
+INFO:EPOCH 3206/4000 | STEP: 0|136 | Loss: -0.014137
+INFO:EPOCH 3206/4000 | STEP: 100|136 | Loss: -0.013263
+INFO:TRAIN EPOCH: 3207|4000
+INFO:EPOCH 3207/4000 | STEP: 0|136 | Loss: -0.013758
+INFO:EPOCH 3207/4000 | STEP: 100|136 | Loss: -0.013924
+INFO:TRAIN EPOCH: 3208|4000
+INFO:EPOCH 3208/4000 | STEP: 0|136 | Loss: -0.012526
+INFO:EPOCH 3208/4000 | STEP: 100|136 | Loss: -0.013168
+INFO:TRAIN EPOCH: 3209|4000
+INFO:EPOCH 3209/4000 | STEP: 0|136 | Loss: -0.012710
+INFO:EPOCH 3209/4000 | STEP: 100|136 | Loss: -0.013920
+INFO:TRAIN EPOCH: 3210|4000
+INFO:EPOCH 3210/4000 | STEP: 0|136 | Loss: -0.014369
+INFO:EPOCH 3210/4000 | STEP: 100|136 | Loss: -0.014630
+INFO:TRAIN EPOCH: 3211|4000
+INFO:EPOCH 3211/4000 | STEP: 0|136 | Loss: -0.013518
+INFO:EPOCH 3211/4000 | STEP: 100|136 | Loss: -0.014121
+INFO:TRAIN EPOCH: 3212|4000
+INFO:EPOCH 3212/4000 | STEP: 0|136 | Loss: -0.013313
+INFO:EPOCH 3212/4000 | STEP: 100|136 | Loss: -0.012441
+INFO:TRAIN EPOCH: 3213|4000
+INFO:EPOCH 3213/4000 | STEP: 0|136 | Loss: -0.013814
+INFO:EPOCH 3213/4000 | STEP: 100|136 | Loss: -0.013069
+INFO:TRAIN EPOCH: 3214|4000
+INFO:EPOCH 3214/4000 | STEP: 0|136 | Loss: -0.014818
+INFO:EPOCH 3214/4000 | STEP: 100|136 | Loss: -0.014037
+INFO:TRAIN EPOCH: 3215|4000
+INFO:EPOCH 3215/4000 | STEP: 0|136 | Loss: -0.014304
+INFO:EPOCH 3215/4000 | STEP: 100|136 | Loss: -0.012343
+INFO:TRAIN EPOCH: 3216|4000
+INFO:EPOCH 3216/4000 | STEP: 0|136 | Loss: -0.014018
+INFO:EPOCH 3216/4000 | STEP: 100|136 | Loss: -0.015093
+INFO:TRAIN EPOCH: 3217|4000
+INFO:EPOCH 3217/4000 | STEP: 0|136 | Loss: -0.012301
+INFO:EPOCH 3217/4000 | STEP: 100|136 | Loss: -0.013763
+INFO:TRAIN EPOCH: 3218|4000
+INFO:EPOCH 3218/4000 | STEP: 0|136 | Loss: -0.013699
+INFO:EPOCH 3218/4000 | STEP: 100|136 | Loss: -0.013500
+INFO:VAL NDCG@10, IoU=0.3: 0.152874
+INFO:VAL NDCG@10, IoU=0.5: 0.132094
+INFO:VAL NDCG@10, IoU=0.7: 0.088755
+INFO:VAL NDCG@20, IoU=0.3: 0.144622
+INFO:VAL NDCG@20, IoU=0.5: 0.124944
+INFO:VAL NDCG@20, IoU=0.7: 0.084325
+INFO:VAL NDCG@40, IoU=0.3: 0.150357
+INFO:VAL NDCG@40, IoU=0.5: 0.129159
+INFO:VAL NDCG@40, IoU=0.7: 0.086827
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149592
+INFO:TEST NDCG@10, IoU=0.5: 0.132396
+INFO:TEST NDCG@10, IoU=0.7: 0.089066
+INFO:TEST NDCG@20, IoU=0.3: 0.141236
+INFO:TEST NDCG@20, IoU=0.5: 0.124296
+INFO:TEST NDCG@20, IoU=0.7: 0.082811
+INFO:TEST NDCG@40, IoU=0.3: 0.146458
+INFO:TEST NDCG@40, IoU=0.5: 0.128138
+INFO:TEST NDCG@40, IoU=0.7: 0.085037
+INFO:
+INFO:TRAIN EPOCH: 3219|4000
+INFO:EPOCH 3219/4000 | STEP: 0|136 | Loss: -0.011596
+INFO:EPOCH 3219/4000 | STEP: 100|136 | Loss: -0.012762
+INFO:TRAIN EPOCH: 3220|4000
+INFO:EPOCH 3220/4000 | STEP: 0|136 | Loss: -0.015176
+INFO:EPOCH 3220/4000 | STEP: 100|136 | Loss: -0.013100
+INFO:TRAIN EPOCH: 3221|4000
+INFO:EPOCH 3221/4000 | STEP: 0|136 | Loss: -0.013651
+INFO:EPOCH 3221/4000 | STEP: 100|136 | Loss: -0.013872
+INFO:TRAIN EPOCH: 3222|4000
+INFO:EPOCH 3222/4000 | STEP: 0|136 | Loss: -0.014475
+INFO:EPOCH 3222/4000 | STEP: 100|136 | Loss: -0.014102
+INFO:TRAIN EPOCH: 3223|4000
+INFO:EPOCH 3223/4000 | STEP: 0|136 | Loss: -0.015132
+INFO:EPOCH 3223/4000 | STEP: 100|136 | Loss: -0.014121
+INFO:TRAIN EPOCH: 3224|4000
+INFO:EPOCH 3224/4000 | STEP: 0|136 | Loss: -0.013726
+INFO:EPOCH 3224/4000 | STEP: 100|136 | Loss: -0.013299
+INFO:TRAIN EPOCH: 3225|4000
+INFO:EPOCH 3225/4000 | STEP: 0|136 | Loss: -0.014015
+INFO:EPOCH 3225/4000 | STEP: 100|136 | Loss: -0.013123
+INFO:TRAIN EPOCH: 3226|4000
+INFO:EPOCH 3226/4000 | STEP: 0|136 | Loss: -0.014097
+INFO:EPOCH 3226/4000 | STEP: 100|136 | Loss: -0.014831
+INFO:TRAIN EPOCH: 3227|4000
+INFO:EPOCH 3227/4000 | STEP: 0|136 | Loss: -0.014186
+INFO:EPOCH 3227/4000 | STEP: 100|136 | Loss: -0.013424
+INFO:TRAIN EPOCH: 3228|4000
+INFO:EPOCH 3228/4000 | STEP: 0|136 | Loss: -0.014270
+INFO:EPOCH 3228/4000 | STEP: 100|136 | Loss: -0.011524
+INFO:TRAIN EPOCH: 3229|4000
+INFO:EPOCH 3229/4000 | STEP: 0|136 | Loss: -0.012270
+INFO:EPOCH 3229/4000 | STEP: 100|136 | Loss: -0.012501
+INFO:TRAIN EPOCH: 3230|4000
+INFO:EPOCH 3230/4000 | STEP: 0|136 | Loss: -0.012115
+INFO:EPOCH 3230/4000 | STEP: 100|136 | Loss: -0.014402
+INFO:TRAIN EPOCH: 3231|4000
+INFO:EPOCH 3231/4000 | STEP: 0|136 | Loss: -0.013587
+INFO:EPOCH 3231/4000 | STEP: 100|136 | Loss: -0.012504
+INFO:TRAIN EPOCH: 3232|4000
+INFO:EPOCH 3232/4000 | STEP: 0|136 | Loss: -0.014350
+INFO:EPOCH 3232/4000 | STEP: 100|136 | Loss: -0.014482
+INFO:TRAIN EPOCH: 3233|4000
+INFO:EPOCH 3233/4000 | STEP: 0|136 | Loss: -0.013835
+INFO:EPOCH 3233/4000 | STEP: 100|136 | Loss: -0.012454
+INFO:TRAIN EPOCH: 3234|4000
+INFO:EPOCH 3234/4000 | STEP: 0|136 | Loss: -0.013254
+INFO:EPOCH 3234/4000 | STEP: 100|136 | Loss: -0.013179
+INFO:TRAIN EPOCH: 3235|4000
+INFO:EPOCH 3235/4000 | STEP: 0|136 | Loss: -0.014373
+INFO:EPOCH 3235/4000 | STEP: 100|136 | Loss: -0.014444
+INFO:TRAIN EPOCH: 3236|4000
+INFO:EPOCH 3236/4000 | STEP: 0|136 | Loss: -0.013514
+INFO:EPOCH 3236/4000 | STEP: 100|136 | Loss: -0.012499
+INFO:TRAIN EPOCH: 3237|4000
+INFO:EPOCH 3237/4000 | STEP: 0|136 | Loss: -0.013660
+INFO:EPOCH 3237/4000 | STEP: 100|136 | Loss: -0.014362
+INFO:TRAIN EPOCH: 3238|4000
+INFO:EPOCH 3238/4000 | STEP: 0|136 | Loss: -0.014691
+INFO:EPOCH 3238/4000 | STEP: 100|136 | Loss: -0.013319
+INFO:VAL NDCG@10, IoU=0.3: 0.153325
+INFO:VAL NDCG@10, IoU=0.5: 0.134216
+INFO:VAL NDCG@10, IoU=0.7: 0.091931
+INFO:VAL NDCG@20, IoU=0.3: 0.145937
+INFO:VAL NDCG@20, IoU=0.5: 0.127197
+INFO:VAL NDCG@20, IoU=0.7: 0.086337
+INFO:VAL NDCG@40, IoU=0.3: 0.150897
+INFO:VAL NDCG@40, IoU=0.5: 0.130312
+INFO:VAL NDCG@40, IoU=0.7: 0.087742
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.149977
+INFO:TEST NDCG@10, IoU=0.5: 0.132932
+INFO:TEST NDCG@10, IoU=0.7: 0.088824
+INFO:TEST NDCG@20, IoU=0.3: 0.142017
+INFO:TEST NDCG@20, IoU=0.5: 0.125294
+INFO:TEST NDCG@20, IoU=0.7: 0.083271
+INFO:TEST NDCG@40, IoU=0.3: 0.146643
+INFO:TEST NDCG@40, IoU=0.5: 0.128207
+INFO:TEST NDCG@40, IoU=0.7: 0.084836
+INFO:
+INFO:TRAIN EPOCH: 3239|4000
+INFO:EPOCH 3239/4000 | STEP: 0|136 | Loss: -0.010150
+INFO:EPOCH 3239/4000 | STEP: 100|136 | Loss: -0.011006
+INFO:TRAIN EPOCH: 3240|4000
+INFO:EPOCH 3240/4000 | STEP: 0|136 | Loss: -0.013046
+INFO:EPOCH 3240/4000 | STEP: 100|136 | Loss: -0.012856
+INFO:TRAIN EPOCH: 3241|4000
+INFO:EPOCH 3241/4000 | STEP: 0|136 | Loss: -0.012735
+INFO:EPOCH 3241/4000 | STEP: 100|136 | Loss: -0.012702
+INFO:TRAIN EPOCH: 3242|4000
+INFO:EPOCH 3242/4000 | STEP: 0|136 | Loss: -0.013101
+INFO:EPOCH 3242/4000 | STEP: 100|136 | Loss: -0.013631
+INFO:TRAIN EPOCH: 3243|4000
+INFO:EPOCH 3243/4000 | STEP: 0|136 | Loss: -0.013541
+INFO:EPOCH 3243/4000 | STEP: 100|136 | Loss: -0.013375
+INFO:TRAIN EPOCH: 3244|4000
+INFO:EPOCH 3244/4000 | STEP: 0|136 | Loss: -0.014166
+INFO:EPOCH 3244/4000 | STEP: 100|136 | Loss: -0.013761
+INFO:TRAIN EPOCH: 3245|4000
+INFO:EPOCH 3245/4000 | STEP: 0|136 | Loss: -0.012236
+INFO:EPOCH 3245/4000 | STEP: 100|136 | Loss: -0.014493
+INFO:TRAIN EPOCH: 3246|4000
+INFO:EPOCH 3246/4000 | STEP: 0|136 | Loss: -0.013074
+INFO:EPOCH 3246/4000 | STEP: 100|136 | Loss: -0.014007
+INFO:TRAIN EPOCH: 3247|4000
+INFO:EPOCH 3247/4000 | STEP: 0|136 | Loss: -0.014149
+INFO:EPOCH 3247/4000 | STEP: 100|136 | Loss: -0.014065
+INFO:TRAIN EPOCH: 3248|4000
+INFO:EPOCH 3248/4000 | STEP: 0|136 | Loss: -0.013130
+INFO:EPOCH 3248/4000 | STEP: 100|136 | Loss: -0.013171
+INFO:TRAIN EPOCH: 3249|4000
+INFO:EPOCH 3249/4000 | STEP: 0|136 | Loss: -0.011861
+INFO:EPOCH 3249/4000 | STEP: 100|136 | Loss: -0.013391
+INFO:TRAIN EPOCH: 3250|4000
+INFO:EPOCH 3250/4000 | STEP: 0|136 | Loss: -0.013056
+INFO:EPOCH 3250/4000 | STEP: 100|136 | Loss: -0.013865
+INFO:TRAIN EPOCH: 3251|4000
+INFO:EPOCH 3251/4000 | STEP: 0|136 | Loss: -0.013116
+INFO:EPOCH 3251/4000 | STEP: 100|136 | Loss: -0.013329
+INFO:TRAIN EPOCH: 3252|4000
+INFO:EPOCH 3252/4000 | STEP: 0|136 | Loss: -0.013751
+INFO:EPOCH 3252/4000 | STEP: 100|136 | Loss: -0.012994
+INFO:TRAIN EPOCH: 3253|4000
+INFO:EPOCH 3253/4000 | STEP: 0|136 | Loss: -0.013011
+INFO:EPOCH 3253/4000 | STEP: 100|136 | Loss: -0.013740
+INFO:TRAIN EPOCH: 3254|4000
+INFO:EPOCH 3254/4000 | STEP: 0|136 | Loss: -0.013659
+INFO:EPOCH 3254/4000 | STEP: 100|136 | Loss: -0.013412
+INFO:TRAIN EPOCH: 3255|4000
+INFO:EPOCH 3255/4000 | STEP: 0|136 | Loss: -0.013714
+INFO:EPOCH 3255/4000 | STEP: 100|136 | Loss: -0.013242
+INFO:TRAIN EPOCH: 3256|4000
+INFO:EPOCH 3256/4000 | STEP: 0|136 | Loss: -0.012005
+INFO:EPOCH 3256/4000 | STEP: 100|136 | Loss: -0.012813
+INFO:TRAIN EPOCH: 3257|4000
+INFO:EPOCH 3257/4000 | STEP: 0|136 | Loss: -0.013485
+INFO:EPOCH 3257/4000 | STEP: 100|136 | Loss: -0.013384
+INFO:TRAIN EPOCH: 3258|4000
+INFO:EPOCH 3258/4000 | STEP: 0|136 | Loss: -0.011396
+INFO:EPOCH 3258/4000 | STEP: 100|136 | Loss: -0.014043
+INFO:VAL NDCG@10, IoU=0.3: 0.151605
+INFO:VAL NDCG@10, IoU=0.5: 0.131855
+INFO:VAL NDCG@10, IoU=0.7: 0.088811
+INFO:VAL NDCG@20, IoU=0.3: 0.142788
+INFO:VAL NDCG@20, IoU=0.5: 0.124004
+INFO:VAL NDCG@20, IoU=0.7: 0.083425
+INFO:VAL NDCG@40, IoU=0.3: 0.148198
+INFO:VAL NDCG@40, IoU=0.5: 0.128100
+INFO:VAL NDCG@40, IoU=0.7: 0.085720
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150245
+INFO:TEST NDCG@10, IoU=0.5: 0.132625
+INFO:TEST NDCG@10, IoU=0.7: 0.089138
+INFO:TEST NDCG@20, IoU=0.3: 0.142648
+INFO:TEST NDCG@20, IoU=0.5: 0.125324
+INFO:TEST NDCG@20, IoU=0.7: 0.083711
+INFO:TEST NDCG@40, IoU=0.3: 0.148189
+INFO:TEST NDCG@40, IoU=0.5: 0.129066
+INFO:TEST NDCG@40, IoU=0.7: 0.085669
+INFO:
+INFO:TRAIN EPOCH: 3259|4000
+INFO:EPOCH 3259/4000 | STEP: 0|136 | Loss: -0.010156
+INFO:EPOCH 3259/4000 | STEP: 100|136 | Loss: -0.014154
+INFO:TRAIN EPOCH: 3260|4000
+INFO:EPOCH 3260/4000 | STEP: 0|136 | Loss: -0.012206
+INFO:EPOCH 3260/4000 | STEP: 100|136 | Loss: -0.013691
+INFO:TRAIN EPOCH: 3261|4000
+INFO:EPOCH 3261/4000 | STEP: 0|136 | Loss: -0.013883
+INFO:EPOCH 3261/4000 | STEP: 100|136 | Loss: -0.012362
+INFO:TRAIN EPOCH: 3262|4000
+INFO:EPOCH 3262/4000 | STEP: 0|136 | Loss: -0.013619
+INFO:EPOCH 3262/4000 | STEP: 100|136 | Loss: -0.013659
+INFO:TRAIN EPOCH: 3263|4000
+INFO:EPOCH 3263/4000 | STEP: 0|136 | Loss: -0.013655
+INFO:EPOCH 3263/4000 | STEP: 100|136 | Loss: -0.013507
+INFO:TRAIN EPOCH: 3264|4000
+INFO:EPOCH 3264/4000 | STEP: 0|136 | Loss: -0.013754
+INFO:EPOCH 3264/4000 | STEP: 100|136 | Loss: -0.014442
+INFO:TRAIN EPOCH: 3265|4000
+INFO:EPOCH 3265/4000 | STEP: 0|136 | Loss: -0.014834
+INFO:EPOCH 3265/4000 | STEP: 100|136 | Loss: -0.012616
+INFO:TRAIN EPOCH: 3266|4000
+INFO:EPOCH 3266/4000 | STEP: 0|136 | Loss: -0.012970
+INFO:EPOCH 3266/4000 | STEP: 100|136 | Loss: -0.013771
+INFO:TRAIN EPOCH: 3267|4000
+INFO:EPOCH 3267/4000 | STEP: 0|136 | Loss: -0.013852
+INFO:EPOCH 3267/4000 | STEP: 100|136 | Loss: -0.013413
+INFO:TRAIN EPOCH: 3268|4000
+INFO:EPOCH 3268/4000 | STEP: 0|136 | Loss: -0.013868
+INFO:EPOCH 3268/4000 | STEP: 100|136 | Loss: -0.013763
+INFO:TRAIN EPOCH: 3269|4000
+INFO:EPOCH 3269/4000 | STEP: 0|136 | Loss: -0.014678
+INFO:EPOCH 3269/4000 | STEP: 100|136 | Loss: -0.013813
+INFO:TRAIN EPOCH: 3270|4000
+INFO:EPOCH 3270/4000 | STEP: 0|136 | Loss: -0.012106
+INFO:EPOCH 3270/4000 | STEP: 100|136 | Loss: -0.014203
+INFO:TRAIN EPOCH: 3271|4000
+INFO:EPOCH 3271/4000 | STEP: 0|136 | Loss: -0.014643
+INFO:EPOCH 3271/4000 | STEP: 100|136 | Loss: -0.013275
+INFO:TRAIN EPOCH: 3272|4000
+INFO:EPOCH 3272/4000 | STEP: 0|136 | Loss: -0.013174
+INFO:EPOCH 3272/4000 | STEP: 100|136 | Loss: -0.013237
+INFO:TRAIN EPOCH: 3273|4000
+INFO:EPOCH 3273/4000 | STEP: 0|136 | Loss: -0.013473
+INFO:EPOCH 3273/4000 | STEP: 100|136 | Loss: -0.013263
+INFO:TRAIN EPOCH: 3274|4000
+INFO:EPOCH 3274/4000 | STEP: 0|136 | Loss: -0.013145
+INFO:EPOCH 3274/4000 | STEP: 100|136 | Loss: -0.012579
+INFO:TRAIN EPOCH: 3275|4000
+INFO:EPOCH 3275/4000 | STEP: 0|136 | Loss: -0.014790
+INFO:EPOCH 3275/4000 | STEP: 100|136 | Loss: -0.013534
+INFO:TRAIN EPOCH: 3276|4000
+INFO:EPOCH 3276/4000 | STEP: 0|136 | Loss: -0.014031
+INFO:EPOCH 3276/4000 | STEP: 100|136 | Loss: -0.013866
+INFO:TRAIN EPOCH: 3277|4000
+INFO:EPOCH 3277/4000 | STEP: 0|136 | Loss: -0.013347
+INFO:EPOCH 3277/4000 | STEP: 100|136 | Loss: -0.013925
+INFO:TRAIN EPOCH: 3278|4000
+INFO:EPOCH 3278/4000 | STEP: 0|136 | Loss: -0.014625
+INFO:EPOCH 3278/4000 | STEP: 100|136 | Loss: -0.013154
+INFO:VAL NDCG@10, IoU=0.3: 0.153893
+INFO:VAL NDCG@10, IoU=0.5: 0.134656
+INFO:VAL NDCG@10, IoU=0.7: 0.091438
+INFO:VAL NDCG@20, IoU=0.3: 0.145236
+INFO:VAL NDCG@20, IoU=0.5: 0.126180
+INFO:VAL NDCG@20, IoU=0.7: 0.084085
+INFO:VAL NDCG@40, IoU=0.3: 0.150370
+INFO:VAL NDCG@40, IoU=0.5: 0.130396
+INFO:VAL NDCG@40, IoU=0.7: 0.086158
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150050
+INFO:TEST NDCG@10, IoU=0.5: 0.132474
+INFO:TEST NDCG@10, IoU=0.7: 0.089707
+INFO:TEST NDCG@20, IoU=0.3: 0.142377
+INFO:TEST NDCG@20, IoU=0.5: 0.125189
+INFO:TEST NDCG@20, IoU=0.7: 0.083858
+INFO:TEST NDCG@40, IoU=0.3: 0.147913
+INFO:TEST NDCG@40, IoU=0.5: 0.129144
+INFO:TEST NDCG@40, IoU=0.7: 0.086404
+INFO:
+INFO:TRAIN EPOCH: 3279|4000
+INFO:EPOCH 3279/4000 | STEP: 0|136 | Loss: -0.010759
+INFO:EPOCH 3279/4000 | STEP: 100|136 | Loss: -0.013028
+INFO:TRAIN EPOCH: 3280|4000
+INFO:EPOCH 3280/4000 | STEP: 0|136 | Loss: -0.013302
+INFO:EPOCH 3280/4000 | STEP: 100|136 | Loss: -0.013090
+INFO:TRAIN EPOCH: 3281|4000
+INFO:EPOCH 3281/4000 | STEP: 0|136 | Loss: -0.013653
+INFO:EPOCH 3281/4000 | STEP: 100|136 | Loss: -0.012979
+INFO:TRAIN EPOCH: 3282|4000
+INFO:EPOCH 3282/4000 | STEP: 0|136 | Loss: -0.013672
+INFO:EPOCH 3282/4000 | STEP: 100|136 | Loss: -0.013971
+INFO:TRAIN EPOCH: 3283|4000
+INFO:EPOCH 3283/4000 | STEP: 0|136 | Loss: -0.014757
+INFO:EPOCH 3283/4000 | STEP: 100|136 | Loss: -0.014889
+INFO:TRAIN EPOCH: 3284|4000
+INFO:EPOCH 3284/4000 | STEP: 0|136 | Loss: -0.013811
+INFO:EPOCH 3284/4000 | STEP: 100|136 | Loss: -0.014120
+INFO:TRAIN EPOCH: 3285|4000
+INFO:EPOCH 3285/4000 | STEP: 0|136 | Loss: -0.013503
+INFO:EPOCH 3285/4000 | STEP: 100|136 | Loss: -0.014206
+INFO:TRAIN EPOCH: 3286|4000
+INFO:EPOCH 3286/4000 | STEP: 0|136 | Loss: -0.012544
+INFO:EPOCH 3286/4000 | STEP: 100|136 | Loss: -0.014848
+INFO:TRAIN EPOCH: 3287|4000
+INFO:EPOCH 3287/4000 | STEP: 0|136 | Loss: -0.013151
+INFO:EPOCH 3287/4000 | STEP: 100|136 | Loss: -0.013540
+INFO:TRAIN EPOCH: 3288|4000
+INFO:EPOCH 3288/4000 | STEP: 0|136 | Loss: -0.014246
+INFO:EPOCH 3288/4000 | STEP: 100|136 | Loss: -0.014739
+INFO:TRAIN EPOCH: 3289|4000
+INFO:EPOCH 3289/4000 | STEP: 0|136 | Loss: -0.013896
+INFO:EPOCH 3289/4000 | STEP: 100|136 | Loss: -0.012023
+INFO:TRAIN EPOCH: 3290|4000
+INFO:EPOCH 3290/4000 | STEP: 0|136 | Loss: -0.014423
+INFO:EPOCH 3290/4000 | STEP: 100|136 | Loss: -0.013654
+INFO:TRAIN EPOCH: 3291|4000
+INFO:EPOCH 3291/4000 | STEP: 0|136 | Loss: -0.014299
+INFO:EPOCH 3291/4000 | STEP: 100|136 | Loss: -0.012572
+INFO:TRAIN EPOCH: 3292|4000
+INFO:EPOCH 3292/4000 | STEP: 0|136 | Loss: -0.013344
+INFO:EPOCH 3292/4000 | STEP: 100|136 | Loss: -0.013601
+INFO:TRAIN EPOCH: 3293|4000
+INFO:EPOCH 3293/4000 | STEP: 0|136 | Loss: -0.015428
+INFO:EPOCH 3293/4000 | STEP: 100|136 | Loss: -0.014275
+INFO:TRAIN EPOCH: 3294|4000
+INFO:EPOCH 3294/4000 | STEP: 0|136 | Loss: -0.014752
+INFO:EPOCH 3294/4000 | STEP: 100|136 | Loss: -0.014913
+INFO:TRAIN EPOCH: 3295|4000
+INFO:EPOCH 3295/4000 | STEP: 0|136 | Loss: -0.013960
+INFO:EPOCH 3295/4000 | STEP: 100|136 | Loss: -0.013475
+INFO:TRAIN EPOCH: 3296|4000
+INFO:EPOCH 3296/4000 | STEP: 0|136 | Loss: -0.012573
+INFO:EPOCH 3296/4000 | STEP: 100|136 | Loss: -0.014688
+INFO:TRAIN EPOCH: 3297|4000
+INFO:EPOCH 3297/4000 | STEP: 0|136 | Loss: -0.013692
+INFO:EPOCH 3297/4000 | STEP: 100|136 | Loss: -0.014524
+INFO:TRAIN EPOCH: 3298|4000
+INFO:EPOCH 3298/4000 | STEP: 0|136 | Loss: -0.013640
+INFO:EPOCH 3298/4000 | STEP: 100|136 | Loss: -0.015183
+INFO:VAL NDCG@10, IoU=0.3: 0.154469
+INFO:VAL NDCG@10, IoU=0.5: 0.135249
+INFO:VAL NDCG@10, IoU=0.7: 0.089719
+INFO:VAL NDCG@20, IoU=0.3: 0.145772
+INFO:VAL NDCG@20, IoU=0.5: 0.127674
+INFO:VAL NDCG@20, IoU=0.7: 0.084844
+INFO:VAL NDCG@40, IoU=0.3: 0.150774
+INFO:VAL NDCG@40, IoU=0.5: 0.131142
+INFO:VAL NDCG@40, IoU=0.7: 0.086334
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151005
+INFO:TEST NDCG@10, IoU=0.5: 0.133550
+INFO:TEST NDCG@10, IoU=0.7: 0.090382
+INFO:TEST NDCG@20, IoU=0.3: 0.143220
+INFO:TEST NDCG@20, IoU=0.5: 0.126277
+INFO:TEST NDCG@20, IoU=0.7: 0.084609
+INFO:TEST NDCG@40, IoU=0.3: 0.147979
+INFO:TEST NDCG@40, IoU=0.5: 0.129199
+INFO:TEST NDCG@40, IoU=0.7: 0.086247
+INFO:
+INFO:TRAIN EPOCH: 3299|4000
+INFO:EPOCH 3299/4000 | STEP: 0|136 | Loss: -0.010399
+INFO:EPOCH 3299/4000 | STEP: 100|136 | Loss: -0.013235
+INFO:TRAIN EPOCH: 3300|4000
+INFO:EPOCH 3300/4000 | STEP: 0|136 | Loss: -0.011938
+INFO:EPOCH 3300/4000 | STEP: 100|136 | Loss: -0.012362
+INFO:TRAIN EPOCH: 3301|4000
+INFO:EPOCH 3301/4000 | STEP: 0|136 | Loss: -0.013082
+INFO:EPOCH 3301/4000 | STEP: 100|136 | Loss: -0.014311
+INFO:TRAIN EPOCH: 3302|4000
+INFO:EPOCH 3302/4000 | STEP: 0|136 | Loss: -0.013503
+INFO:EPOCH 3302/4000 | STEP: 100|136 | Loss: -0.012769
+INFO:TRAIN EPOCH: 3303|4000
+INFO:EPOCH 3303/4000 | STEP: 0|136 | Loss: -0.013389
+INFO:EPOCH 3303/4000 | STEP: 100|136 | Loss: -0.013359
+INFO:TRAIN EPOCH: 3304|4000
+INFO:EPOCH 3304/4000 | STEP: 0|136 | Loss: -0.013641
+INFO:EPOCH 3304/4000 | STEP: 100|136 | Loss: -0.012613
+INFO:TRAIN EPOCH: 3305|4000
+INFO:EPOCH 3305/4000 | STEP: 0|136 | Loss: -0.014347
+INFO:EPOCH 3305/4000 | STEP: 100|136 | Loss: -0.013650
+INFO:TRAIN EPOCH: 3306|4000
+INFO:EPOCH 3306/4000 | STEP: 0|136 | Loss: -0.013082
+INFO:EPOCH 3306/4000 | STEP: 100|136 | Loss: -0.012650
+INFO:TRAIN EPOCH: 3307|4000
+INFO:EPOCH 3307/4000 | STEP: 0|136 | Loss: -0.013739
+INFO:EPOCH 3307/4000 | STEP: 100|136 | Loss: -0.013509
+INFO:TRAIN EPOCH: 3308|4000
+INFO:EPOCH 3308/4000 | STEP: 0|136 | Loss: -0.014129
+INFO:EPOCH 3308/4000 | STEP: 100|136 | Loss: -0.014335
+INFO:TRAIN EPOCH: 3309|4000
+INFO:EPOCH 3309/4000 | STEP: 0|136 | Loss: -0.013288
+INFO:EPOCH 3309/4000 | STEP: 100|136 | Loss: -0.012263
+INFO:TRAIN EPOCH: 3310|4000
+INFO:EPOCH 3310/4000 | STEP: 0|136 | Loss: -0.013640
+INFO:EPOCH 3310/4000 | STEP: 100|136 | Loss: -0.013602
+INFO:TRAIN EPOCH: 3311|4000
+INFO:EPOCH 3311/4000 | STEP: 0|136 | Loss: -0.012166
+INFO:EPOCH 3311/4000 | STEP: 100|136 | Loss: -0.014178
+INFO:TRAIN EPOCH: 3312|4000
+INFO:EPOCH 3312/4000 | STEP: 0|136 | Loss: -0.012209
+INFO:EPOCH 3312/4000 | STEP: 100|136 | Loss: -0.014045
+INFO:TRAIN EPOCH: 3313|4000
+INFO:EPOCH 3313/4000 | STEP: 0|136 | Loss: -0.013023
+INFO:EPOCH 3313/4000 | STEP: 100|136 | Loss: -0.013662
+INFO:TRAIN EPOCH: 3314|4000
+INFO:EPOCH 3314/4000 | STEP: 0|136 | Loss: -0.014443
+INFO:EPOCH 3314/4000 | STEP: 100|136 | Loss: -0.014479
+INFO:TRAIN EPOCH: 3315|4000
+INFO:EPOCH 3315/4000 | STEP: 0|136 | Loss: -0.014856
+INFO:EPOCH 3315/4000 | STEP: 100|136 | Loss: -0.013920
+INFO:TRAIN EPOCH: 3316|4000
+INFO:EPOCH 3316/4000 | STEP: 0|136 | Loss: -0.013455
+INFO:EPOCH 3316/4000 | STEP: 100|136 | Loss: -0.013000
+INFO:TRAIN EPOCH: 3317|4000
+INFO:EPOCH 3317/4000 | STEP: 0|136 | Loss: -0.014011
+INFO:EPOCH 3317/4000 | STEP: 100|136 | Loss: -0.013938
+INFO:TRAIN EPOCH: 3318|4000
+INFO:EPOCH 3318/4000 | STEP: 0|136 | Loss: -0.014185
+INFO:EPOCH 3318/4000 | STEP: 100|136 | Loss: -0.014341
+INFO:VAL NDCG@10, IoU=0.3: 0.156075
+INFO:VAL NDCG@10, IoU=0.5: 0.135767
+INFO:VAL NDCG@10, IoU=0.7: 0.091801
+INFO:VAL NDCG@20, IoU=0.3: 0.148255
+INFO:VAL NDCG@20, IoU=0.5: 0.128632
+INFO:VAL NDCG@20, IoU=0.7: 0.085802
+INFO:VAL NDCG@40, IoU=0.3: 0.153066
+INFO:VAL NDCG@40, IoU=0.5: 0.132509
+INFO:VAL NDCG@40, IoU=0.7: 0.087591
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151340
+INFO:TEST NDCG@10, IoU=0.5: 0.133911
+INFO:TEST NDCG@10, IoU=0.7: 0.090726
+INFO:TEST NDCG@20, IoU=0.3: 0.143232
+INFO:TEST NDCG@20, IoU=0.5: 0.126076
+INFO:TEST NDCG@20, IoU=0.7: 0.084602
+INFO:TEST NDCG@40, IoU=0.3: 0.148362
+INFO:TEST NDCG@40, IoU=0.5: 0.129447
+INFO:TEST NDCG@40, IoU=0.7: 0.086350
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.156075
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.135767
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.091801
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.148255
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.128632
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.085802
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.153066
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.132509
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.087591
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.151340
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.133911
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.090726
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.143232
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.126076
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.084602
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.148362
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.129447
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.086350
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:TRAIN EPOCH: 3319|4000
+INFO:EPOCH 3319/4000 | STEP: 0|136 | Loss: -0.011726
+INFO:EPOCH 3319/4000 | STEP: 100|136 | Loss: -0.013727
+INFO:TRAIN EPOCH: 3320|4000
+INFO:EPOCH 3320/4000 | STEP: 0|136 | Loss: -0.014359
+INFO:EPOCH 3320/4000 | STEP: 100|136 | Loss: -0.013025
+INFO:TRAIN EPOCH: 3321|4000
+INFO:EPOCH 3321/4000 | STEP: 0|136 | Loss: -0.013254
+INFO:EPOCH 3321/4000 | STEP: 100|136 | Loss: -0.013958
+INFO:TRAIN EPOCH: 3322|4000
+INFO:EPOCH 3322/4000 | STEP: 0|136 | Loss: -0.013300
+INFO:EPOCH 3322/4000 | STEP: 100|136 | Loss: -0.013626
+INFO:TRAIN EPOCH: 3323|4000
+INFO:EPOCH 3323/4000 | STEP: 0|136 | Loss: -0.013981
+INFO:EPOCH 3323/4000 | STEP: 100|136 | Loss: -0.014075
+INFO:TRAIN EPOCH: 3324|4000
+INFO:EPOCH 3324/4000 | STEP: 0|136 | Loss: -0.012850
+INFO:EPOCH 3324/4000 | STEP: 100|136 | Loss: -0.013669
+INFO:TRAIN EPOCH: 3325|4000
+INFO:EPOCH 3325/4000 | STEP: 0|136 | Loss: -0.013054
+INFO:EPOCH 3325/4000 | STEP: 100|136 | Loss: -0.013567
+INFO:TRAIN EPOCH: 3326|4000
+INFO:EPOCH 3326/4000 | STEP: 0|136 | Loss: -0.014554
+INFO:EPOCH 3326/4000 | STEP: 100|136 | Loss: -0.014203
+INFO:TRAIN EPOCH: 3327|4000
+INFO:EPOCH 3327/4000 | STEP: 0|136 | Loss: -0.014189
+INFO:EPOCH 3327/4000 | STEP: 100|136 | Loss: -0.012632
+INFO:TRAIN EPOCH: 3328|4000
+INFO:EPOCH 3328/4000 | STEP: 0|136 | Loss: -0.013998
+INFO:EPOCH 3328/4000 | STEP: 100|136 | Loss: -0.014869
+INFO:TRAIN EPOCH: 3329|4000
+INFO:EPOCH 3329/4000 | STEP: 0|136 | Loss: -0.013713
+INFO:EPOCH 3329/4000 | STEP: 100|136 | Loss: -0.013232
+INFO:TRAIN EPOCH: 3330|4000
+INFO:EPOCH 3330/4000 | STEP: 0|136 | Loss: -0.014088
+INFO:EPOCH 3330/4000 | STEP: 100|136 | Loss: -0.013256
+INFO:TRAIN EPOCH: 3331|4000
+INFO:EPOCH 3331/4000 | STEP: 0|136 | Loss: -0.014027
+INFO:EPOCH 3331/4000 | STEP: 100|136 | Loss: -0.013602
+INFO:TRAIN EPOCH: 3332|4000
+INFO:EPOCH 3332/4000 | STEP: 0|136 | Loss: -0.013983
+INFO:EPOCH 3332/4000 | STEP: 100|136 | Loss: -0.013345
+INFO:TRAIN EPOCH: 3333|4000
+INFO:EPOCH 3333/4000 | STEP: 0|136 | Loss: -0.014399
+INFO:EPOCH 3333/4000 | STEP: 100|136 | Loss: -0.013528
+INFO:TRAIN EPOCH: 3334|4000
+INFO:EPOCH 3334/4000 | STEP: 0|136 | Loss: -0.012474
+INFO:EPOCH 3334/4000 | STEP: 100|136 | Loss: -0.013957
+INFO:TRAIN EPOCH: 3335|4000
+INFO:EPOCH 3335/4000 | STEP: 0|136 | Loss: -0.014475
+INFO:EPOCH 3335/4000 | STEP: 100|136 | Loss: -0.014422
+INFO:TRAIN EPOCH: 3336|4000
+INFO:EPOCH 3336/4000 | STEP: 0|136 | Loss: -0.014649
+INFO:EPOCH 3336/4000 | STEP: 100|136 | Loss: -0.014234
+INFO:TRAIN EPOCH: 3337|4000
+INFO:EPOCH 3337/4000 | STEP: 0|136 | Loss: -0.012877
+INFO:EPOCH 3337/4000 | STEP: 100|136 | Loss: -0.013854
+INFO:TRAIN EPOCH: 3338|4000
+INFO:EPOCH 3338/4000 | STEP: 0|136 | Loss: -0.013911
+INFO:EPOCH 3338/4000 | STEP: 100|136 | Loss: -0.013795
+INFO:VAL NDCG@10, IoU=0.3: 0.153964
+INFO:VAL NDCG@10, IoU=0.5: 0.134397
+INFO:VAL NDCG@10, IoU=0.7: 0.091469
+INFO:VAL NDCG@20, IoU=0.3: 0.145906
+INFO:VAL NDCG@20, IoU=0.5: 0.126832
+INFO:VAL NDCG@20, IoU=0.7: 0.085715
+INFO:VAL NDCG@40, IoU=0.3: 0.149877
+INFO:VAL NDCG@40, IoU=0.5: 0.129937
+INFO:VAL NDCG@40, IoU=0.7: 0.086803
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150958
+INFO:TEST NDCG@10, IoU=0.5: 0.134043
+INFO:TEST NDCG@10, IoU=0.7: 0.090644
+INFO:TEST NDCG@20, IoU=0.3: 0.143098
+INFO:TEST NDCG@20, IoU=0.5: 0.126318
+INFO:TEST NDCG@20, IoU=0.7: 0.084346
+INFO:TEST NDCG@40, IoU=0.3: 0.148116
+INFO:TEST NDCG@40, IoU=0.5: 0.129684
+INFO:TEST NDCG@40, IoU=0.7: 0.086133
+INFO:
+INFO:TRAIN EPOCH: 3339|4000
+INFO:EPOCH 3339/4000 | STEP: 0|136 | Loss: -0.010475
+INFO:EPOCH 3339/4000 | STEP: 100|136 | Loss: -0.013672
+INFO:TRAIN EPOCH: 3340|4000
+INFO:EPOCH 3340/4000 | STEP: 0|136 | Loss: -0.013034
+INFO:EPOCH 3340/4000 | STEP: 100|136 | Loss: -0.013462
+INFO:TRAIN EPOCH: 3341|4000
+INFO:EPOCH 3341/4000 | STEP: 0|136 | Loss: -0.013791
+INFO:EPOCH 3341/4000 | STEP: 100|136 | Loss: -0.014033
+INFO:TRAIN EPOCH: 3342|4000
+INFO:EPOCH 3342/4000 | STEP: 0|136 | Loss: -0.014398
+INFO:EPOCH 3342/4000 | STEP: 100|136 | Loss: -0.013908
+INFO:TRAIN EPOCH: 3343|4000
+INFO:EPOCH 3343/4000 | STEP: 0|136 | Loss: -0.012859
+INFO:EPOCH 3343/4000 | STEP: 100|136 | Loss: -0.014996
+INFO:TRAIN EPOCH: 3344|4000
+INFO:EPOCH 3344/4000 | STEP: 0|136 | Loss: -0.014244
+INFO:EPOCH 3344/4000 | STEP: 100|136 | Loss: -0.013637
+INFO:TRAIN EPOCH: 3345|4000
+INFO:EPOCH 3345/4000 | STEP: 0|136 | Loss: -0.013734
+INFO:EPOCH 3345/4000 | STEP: 100|136 | Loss: -0.014630
+INFO:TRAIN EPOCH: 3346|4000
+INFO:EPOCH 3346/4000 | STEP: 0|136 | Loss: -0.014718
+INFO:EPOCH 3346/4000 | STEP: 100|136 | Loss: -0.014923
+INFO:TRAIN EPOCH: 3347|4000
+INFO:EPOCH 3347/4000 | STEP: 0|136 | Loss: -0.014786
+INFO:EPOCH 3347/4000 | STEP: 100|136 | Loss: -0.014289
+INFO:TRAIN EPOCH: 3348|4000
+INFO:EPOCH 3348/4000 | STEP: 0|136 | Loss: -0.014582
+INFO:EPOCH 3348/4000 | STEP: 100|136 | Loss: -0.015087
+INFO:TRAIN EPOCH: 3349|4000
+INFO:EPOCH 3349/4000 | STEP: 0|136 | Loss: -0.014473
+INFO:EPOCH 3349/4000 | STEP: 100|136 | Loss: -0.013711
+INFO:TRAIN EPOCH: 3350|4000
+INFO:EPOCH 3350/4000 | STEP: 0|136 | Loss: -0.014375
+INFO:EPOCH 3350/4000 | STEP: 100|136 | Loss: -0.014348
+INFO:TRAIN EPOCH: 3351|4000
+INFO:EPOCH 3351/4000 | STEP: 0|136 | Loss: -0.014414
+INFO:EPOCH 3351/4000 | STEP: 100|136 | Loss: -0.013582
+INFO:TRAIN EPOCH: 3352|4000
+INFO:EPOCH 3352/4000 | STEP: 0|136 | Loss: -0.013833
+INFO:EPOCH 3352/4000 | STEP: 100|136 | Loss: -0.013868
+INFO:TRAIN EPOCH: 3353|4000
+INFO:EPOCH 3353/4000 | STEP: 0|136 | Loss: -0.013882
+INFO:EPOCH 3353/4000 | STEP: 100|136 | Loss: -0.012336
+INFO:TRAIN EPOCH: 3354|4000
+INFO:EPOCH 3354/4000 | STEP: 0|136 | Loss: -0.014996
+INFO:EPOCH 3354/4000 | STEP: 100|136 | Loss: -0.014981
+INFO:TRAIN EPOCH: 3355|4000
+INFO:EPOCH 3355/4000 | STEP: 0|136 | Loss: -0.014128
+INFO:EPOCH 3355/4000 | STEP: 100|136 | Loss: -0.013690
+INFO:TRAIN EPOCH: 3356|4000
+INFO:EPOCH 3356/4000 | STEP: 0|136 | Loss: -0.012716
+INFO:EPOCH 3356/4000 | STEP: 100|136 | Loss: -0.014341
+INFO:TRAIN EPOCH: 3357|4000
+INFO:EPOCH 3357/4000 | STEP: 0|136 | Loss: -0.014099
+INFO:EPOCH 3357/4000 | STEP: 100|136 | Loss: -0.013608
+INFO:TRAIN EPOCH: 3358|4000
+INFO:EPOCH 3358/4000 | STEP: 0|136 | Loss: -0.013721
+INFO:EPOCH 3358/4000 | STEP: 100|136 | Loss: -0.013795
+INFO:VAL NDCG@10, IoU=0.3: 0.154745
+INFO:VAL NDCG@10, IoU=0.5: 0.133863
+INFO:VAL NDCG@10, IoU=0.7: 0.090073
+INFO:VAL NDCG@20, IoU=0.3: 0.145807
+INFO:VAL NDCG@20, IoU=0.5: 0.125998
+INFO:VAL NDCG@20, IoU=0.7: 0.084199
+INFO:VAL NDCG@40, IoU=0.3: 0.150970
+INFO:VAL NDCG@40, IoU=0.5: 0.129805
+INFO:VAL NDCG@40, IoU=0.7: 0.086332
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151350
+INFO:TEST NDCG@10, IoU=0.5: 0.134019
+INFO:TEST NDCG@10, IoU=0.7: 0.091152
+INFO:TEST NDCG@20, IoU=0.3: 0.143194
+INFO:TEST NDCG@20, IoU=0.5: 0.126213
+INFO:TEST NDCG@20, IoU=0.7: 0.084899
+INFO:TEST NDCG@40, IoU=0.3: 0.148096
+INFO:TEST NDCG@40, IoU=0.5: 0.129750
+INFO:TEST NDCG@40, IoU=0.7: 0.086731
+INFO:
+INFO:TRAIN EPOCH: 3359|4000
+INFO:EPOCH 3359/4000 | STEP: 0|136 | Loss: -0.010829
+INFO:EPOCH 3359/4000 | STEP: 100|136 | Loss: -0.012171
+INFO:TRAIN EPOCH: 3360|4000
+INFO:EPOCH 3360/4000 | STEP: 0|136 | Loss: -0.014227
+INFO:EPOCH 3360/4000 | STEP: 100|136 | Loss: -0.013444
+INFO:TRAIN EPOCH: 3361|4000
+INFO:EPOCH 3361/4000 | STEP: 0|136 | Loss: -0.013477
+INFO:EPOCH 3361/4000 | STEP: 100|136 | Loss: -0.012859
+INFO:TRAIN EPOCH: 3362|4000
+INFO:EPOCH 3362/4000 | STEP: 0|136 | Loss: -0.013530
+INFO:EPOCH 3362/4000 | STEP: 100|136 | Loss: -0.013994
+INFO:TRAIN EPOCH: 3363|4000
+INFO:EPOCH 3363/4000 | STEP: 0|136 | Loss: -0.013848
+INFO:EPOCH 3363/4000 | STEP: 100|136 | Loss: -0.013163
+INFO:TRAIN EPOCH: 3364|4000
+INFO:EPOCH 3364/4000 | STEP: 0|136 | Loss: -0.014080
+INFO:EPOCH 3364/4000 | STEP: 100|136 | Loss: -0.013813
+INFO:TRAIN EPOCH: 3365|4000
+INFO:EPOCH 3365/4000 | STEP: 0|136 | Loss: -0.014174
+INFO:EPOCH 3365/4000 | STEP: 100|136 | Loss: -0.013712
+INFO:TRAIN EPOCH: 3366|4000
+INFO:EPOCH 3366/4000 | STEP: 0|136 | Loss: -0.013165
+INFO:EPOCH 3366/4000 | STEP: 100|136 | Loss: -0.012654
+INFO:TRAIN EPOCH: 3367|4000
+INFO:EPOCH 3367/4000 | STEP: 0|136 | Loss: -0.013924
+INFO:EPOCH 3367/4000 | STEP: 100|136 | Loss: -0.014230
+INFO:TRAIN EPOCH: 3368|4000
+INFO:EPOCH 3368/4000 | STEP: 0|136 | Loss: -0.013890
+INFO:EPOCH 3368/4000 | STEP: 100|136 | Loss: -0.013988
+INFO:TRAIN EPOCH: 3369|4000
+INFO:EPOCH 3369/4000 | STEP: 0|136 | Loss: -0.011843
+INFO:EPOCH 3369/4000 | STEP: 100|136 | Loss: -0.013556
+INFO:TRAIN EPOCH: 3370|4000
+INFO:EPOCH 3370/4000 | STEP: 0|136 | Loss: -0.012271
+INFO:EPOCH 3370/4000 | STEP: 100|136 | Loss: -0.014152
+INFO:TRAIN EPOCH: 3371|4000
+INFO:EPOCH 3371/4000 | STEP: 0|136 | Loss: -0.012579
+INFO:EPOCH 3371/4000 | STEP: 100|136 | Loss: -0.014058
+INFO:TRAIN EPOCH: 3372|4000
+INFO:EPOCH 3372/4000 | STEP: 0|136 | Loss: -0.014030
+INFO:EPOCH 3372/4000 | STEP: 100|136 | Loss: -0.014803
+INFO:TRAIN EPOCH: 3373|4000
+INFO:EPOCH 3373/4000 | STEP: 0|136 | Loss: -0.013385
+INFO:EPOCH 3373/4000 | STEP: 100|136 | Loss: -0.012810
+INFO:TRAIN EPOCH: 3374|4000
+INFO:EPOCH 3374/4000 | STEP: 0|136 | Loss: -0.014897
+INFO:EPOCH 3374/4000 | STEP: 100|136 | Loss: -0.012687
+INFO:TRAIN EPOCH: 3375|4000
+INFO:EPOCH 3375/4000 | STEP: 0|136 | Loss: -0.014244
+INFO:EPOCH 3375/4000 | STEP: 100|136 | Loss: -0.014726
+INFO:TRAIN EPOCH: 3376|4000
+INFO:EPOCH 3376/4000 | STEP: 0|136 | Loss: -0.013579
+INFO:EPOCH 3376/4000 | STEP: 100|136 | Loss: -0.012106
+INFO:TRAIN EPOCH: 3377|4000
+INFO:EPOCH 3377/4000 | STEP: 0|136 | Loss: -0.014434
+INFO:EPOCH 3377/4000 | STEP: 100|136 | Loss: -0.013989
+INFO:TRAIN EPOCH: 3378|4000
+INFO:EPOCH 3378/4000 | STEP: 0|136 | Loss: -0.012444
+INFO:EPOCH 3378/4000 | STEP: 100|136 | Loss: -0.014265
+INFO:VAL NDCG@10, IoU=0.3: 0.153512
+INFO:VAL NDCG@10, IoU=0.5: 0.132813
+INFO:VAL NDCG@10, IoU=0.7: 0.090516
+INFO:VAL NDCG@20, IoU=0.3: 0.146186
+INFO:VAL NDCG@20, IoU=0.5: 0.125689
+INFO:VAL NDCG@20, IoU=0.7: 0.084803
+INFO:VAL NDCG@40, IoU=0.3: 0.151397
+INFO:VAL NDCG@40, IoU=0.5: 0.130176
+INFO:VAL NDCG@40, IoU=0.7: 0.087052
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150557
+INFO:TEST NDCG@10, IoU=0.5: 0.133499
+INFO:TEST NDCG@10, IoU=0.7: 0.090336
+INFO:TEST NDCG@20, IoU=0.3: 0.142682
+INFO:TEST NDCG@20, IoU=0.5: 0.125807
+INFO:TEST NDCG@20, IoU=0.7: 0.083906
+INFO:TEST NDCG@40, IoU=0.3: 0.147691
+INFO:TEST NDCG@40, IoU=0.5: 0.129440
+INFO:TEST NDCG@40, IoU=0.7: 0.085951
+INFO:
+INFO:TRAIN EPOCH: 3379|4000
+INFO:EPOCH 3379/4000 | STEP: 0|136 | Loss: -0.010359
+INFO:EPOCH 3379/4000 | STEP: 100|136 | Loss: -0.013741
+INFO:TRAIN EPOCH: 3380|4000
+INFO:EPOCH 3380/4000 | STEP: 0|136 | Loss: -0.014081
+INFO:EPOCH 3380/4000 | STEP: 100|136 | Loss: -0.015211
+INFO:TRAIN EPOCH: 3381|4000
+INFO:EPOCH 3381/4000 | STEP: 0|136 | Loss: -0.012811
+INFO:EPOCH 3381/4000 | STEP: 100|136 | Loss: -0.012744
+INFO:TRAIN EPOCH: 3382|4000
+INFO:EPOCH 3382/4000 | STEP: 0|136 | Loss: -0.013726
+INFO:EPOCH 3382/4000 | STEP: 100|136 | Loss: -0.012478
+INFO:TRAIN EPOCH: 3383|4000
+INFO:EPOCH 3383/4000 | STEP: 0|136 | Loss: -0.013367
+INFO:EPOCH 3383/4000 | STEP: 100|136 | Loss: -0.014042
+INFO:TRAIN EPOCH: 3384|4000
+INFO:EPOCH 3384/4000 | STEP: 0|136 | Loss: -0.012637
+INFO:EPOCH 3384/4000 | STEP: 100|136 | Loss: -0.014576
+INFO:TRAIN EPOCH: 3385|4000
+INFO:EPOCH 3385/4000 | STEP: 0|136 | Loss: -0.013596
+INFO:EPOCH 3385/4000 | STEP: 100|136 | Loss: -0.014797
+INFO:TRAIN EPOCH: 3386|4000
+INFO:EPOCH 3386/4000 | STEP: 0|136 | Loss: -0.013878
+INFO:EPOCH 3386/4000 | STEP: 100|136 | Loss: -0.012133
+INFO:TRAIN EPOCH: 3387|4000
+INFO:EPOCH 3387/4000 | STEP: 0|136 | Loss: -0.014144
+INFO:EPOCH 3387/4000 | STEP: 100|136 | Loss: -0.012884
+INFO:TRAIN EPOCH: 3388|4000
+INFO:EPOCH 3388/4000 | STEP: 0|136 | Loss: -0.014538
+INFO:EPOCH 3388/4000 | STEP: 100|136 | Loss: -0.014345
+INFO:TRAIN EPOCH: 3389|4000
+INFO:EPOCH 3389/4000 | STEP: 0|136 | Loss: -0.013448
+INFO:EPOCH 3389/4000 | STEP: 100|136 | Loss: -0.014210
+INFO:TRAIN EPOCH: 3390|4000
+INFO:EPOCH 3390/4000 | STEP: 0|136 | Loss: -0.013875
+INFO:EPOCH 3390/4000 | STEP: 100|136 | Loss: -0.013875
+INFO:TRAIN EPOCH: 3391|4000
+INFO:EPOCH 3391/4000 | STEP: 0|136 | Loss: -0.014435
+INFO:EPOCH 3391/4000 | STEP: 100|136 | Loss: -0.012987
+INFO:TRAIN EPOCH: 3392|4000
+INFO:EPOCH 3392/4000 | STEP: 0|136 | Loss: -0.013574
+INFO:EPOCH 3392/4000 | STEP: 100|136 | Loss: -0.011786
+INFO:TRAIN EPOCH: 3393|4000
+INFO:EPOCH 3393/4000 | STEP: 0|136 | Loss: -0.013985
+INFO:EPOCH 3393/4000 | STEP: 100|136 | Loss: -0.014703
+INFO:TRAIN EPOCH: 3394|4000
+INFO:EPOCH 3394/4000 | STEP: 0|136 | Loss: -0.013677
+INFO:EPOCH 3394/4000 | STEP: 100|136 | Loss: -0.014780
+INFO:TRAIN EPOCH: 3395|4000
+INFO:EPOCH 3395/4000 | STEP: 0|136 | Loss: -0.013496
+INFO:EPOCH 3395/4000 | STEP: 100|136 | Loss: -0.012024
+INFO:TRAIN EPOCH: 3396|4000
+INFO:EPOCH 3396/4000 | STEP: 0|136 | Loss: -0.013591
+INFO:EPOCH 3396/4000 | STEP: 100|136 | Loss: -0.012952
+INFO:TRAIN EPOCH: 3397|4000
+INFO:EPOCH 3397/4000 | STEP: 0|136 | Loss: -0.013302
+INFO:EPOCH 3397/4000 | STEP: 100|136 | Loss: -0.014339
+INFO:TRAIN EPOCH: 3398|4000
+INFO:EPOCH 3398/4000 | STEP: 0|136 | Loss: -0.013638
+INFO:EPOCH 3398/4000 | STEP: 100|136 | Loss: -0.012785
+INFO:VAL NDCG@10, IoU=0.3: 0.156418
+INFO:VAL NDCG@10, IoU=0.5: 0.135694
+INFO:VAL NDCG@10, IoU=0.7: 0.090792
+INFO:VAL NDCG@20, IoU=0.3: 0.145919
+INFO:VAL NDCG@20, IoU=0.5: 0.127243
+INFO:VAL NDCG@20, IoU=0.7: 0.085616
+INFO:VAL NDCG@40, IoU=0.3: 0.152176
+INFO:VAL NDCG@40, IoU=0.5: 0.131697
+INFO:VAL NDCG@40, IoU=0.7: 0.087630
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.148595
+INFO:TEST NDCG@10, IoU=0.5: 0.131830
+INFO:TEST NDCG@10, IoU=0.7: 0.089812
+INFO:TEST NDCG@20, IoU=0.3: 0.141821
+INFO:TEST NDCG@20, IoU=0.5: 0.125159
+INFO:TEST NDCG@20, IoU=0.7: 0.084258
+INFO:TEST NDCG@40, IoU=0.3: 0.146975
+INFO:TEST NDCG@40, IoU=0.5: 0.128719
+INFO:TEST NDCG@40, IoU=0.7: 0.086045
+INFO:
+INFO:TRAIN EPOCH: 3399|4000
+INFO:EPOCH 3399/4000 | STEP: 0|136 | Loss: -0.011788
+INFO:EPOCH 3399/4000 | STEP: 100|136 | Loss: -0.012514
+INFO:TRAIN EPOCH: 3400|4000
+INFO:EPOCH 3400/4000 | STEP: 0|136 | Loss: -0.013839
+INFO:EPOCH 3400/4000 | STEP: 100|136 | Loss: -0.013902
+INFO:TRAIN EPOCH: 3401|4000
+INFO:EPOCH 3401/4000 | STEP: 0|136 | Loss: -0.012767
+INFO:EPOCH 3401/4000 | STEP: 100|136 | Loss: -0.013144
+INFO:TRAIN EPOCH: 3402|4000
+INFO:EPOCH 3402/4000 | STEP: 0|136 | Loss: -0.013502
+INFO:EPOCH 3402/4000 | STEP: 100|136 | Loss: -0.014480
+INFO:TRAIN EPOCH: 3403|4000
+INFO:EPOCH 3403/4000 | STEP: 0|136 | Loss: -0.014558
+INFO:EPOCH 3403/4000 | STEP: 100|136 | Loss: -0.015050
+INFO:TRAIN EPOCH: 3404|4000
+INFO:EPOCH 3404/4000 | STEP: 0|136 | Loss: -0.013340
+INFO:EPOCH 3404/4000 | STEP: 100|136 | Loss: -0.013942
+INFO:TRAIN EPOCH: 3405|4000
+INFO:EPOCH 3405/4000 | STEP: 0|136 | Loss: -0.014198
+INFO:EPOCH 3405/4000 | STEP: 100|136 | Loss: -0.015146
+INFO:TRAIN EPOCH: 3406|4000
+INFO:EPOCH 3406/4000 | STEP: 0|136 | Loss: -0.012052
+INFO:EPOCH 3406/4000 | STEP: 100|136 | Loss: -0.013211
+INFO:TRAIN EPOCH: 3407|4000
+INFO:EPOCH 3407/4000 | STEP: 0|136 | Loss: -0.014271
+INFO:EPOCH 3407/4000 | STEP: 100|136 | Loss: -0.014222
+INFO:TRAIN EPOCH: 3408|4000
+INFO:EPOCH 3408/4000 | STEP: 0|136 | Loss: -0.013956
+INFO:EPOCH 3408/4000 | STEP: 100|136 | Loss: -0.015260
+INFO:TRAIN EPOCH: 3409|4000
+INFO:EPOCH 3409/4000 | STEP: 0|136 | Loss: -0.014039
+INFO:EPOCH 3409/4000 | STEP: 100|136 | Loss: -0.014499
+INFO:TRAIN EPOCH: 3410|4000
+INFO:EPOCH 3410/4000 | STEP: 0|136 | Loss: -0.013569
+INFO:EPOCH 3410/4000 | STEP: 100|136 | Loss: -0.013807
+INFO:TRAIN EPOCH: 3411|4000
+INFO:EPOCH 3411/4000 | STEP: 0|136 | Loss: -0.013976
+INFO:EPOCH 3411/4000 | STEP: 100|136 | Loss: -0.013906
+INFO:TRAIN EPOCH: 3412|4000
+INFO:EPOCH 3412/4000 | STEP: 0|136 | Loss: -0.013423
+INFO:EPOCH 3412/4000 | STEP: 100|136 | Loss: -0.011780
+INFO:TRAIN EPOCH: 3413|4000
+INFO:EPOCH 3413/4000 | STEP: 0|136 | Loss: -0.013890
+INFO:EPOCH 3413/4000 | STEP: 100|136 | Loss: -0.012987
+INFO:TRAIN EPOCH: 3414|4000
+INFO:EPOCH 3414/4000 | STEP: 0|136 | Loss: -0.014427
+INFO:EPOCH 3414/4000 | STEP: 100|136 | Loss: -0.014414
+INFO:TRAIN EPOCH: 3415|4000
+INFO:EPOCH 3415/4000 | STEP: 0|136 | Loss: -0.013943
+INFO:EPOCH 3415/4000 | STEP: 100|136 | Loss: -0.014022
+INFO:TRAIN EPOCH: 3416|4000
+INFO:EPOCH 3416/4000 | STEP: 0|136 | Loss: -0.014288
+INFO:EPOCH 3416/4000 | STEP: 100|136 | Loss: -0.013083
+INFO:TRAIN EPOCH: 3417|4000
+INFO:EPOCH 3417/4000 | STEP: 0|136 | Loss: -0.014041
+INFO:EPOCH 3417/4000 | STEP: 100|136 | Loss: -0.012959
+INFO:TRAIN EPOCH: 3418|4000
+INFO:EPOCH 3418/4000 | STEP: 0|136 | Loss: -0.013286
+INFO:EPOCH 3418/4000 | STEP: 100|136 | Loss: -0.013953
+INFO:VAL NDCG@10, IoU=0.3: 0.156253
+INFO:VAL NDCG@10, IoU=0.5: 0.135058
+INFO:VAL NDCG@10, IoU=0.7: 0.091176
+INFO:VAL NDCG@20, IoU=0.3: 0.148480
+INFO:VAL NDCG@20, IoU=0.5: 0.128026
+INFO:VAL NDCG@20, IoU=0.7: 0.085606
+INFO:VAL NDCG@40, IoU=0.3: 0.152986
+INFO:VAL NDCG@40, IoU=0.5: 0.131780
+INFO:VAL NDCG@40, IoU=0.7: 0.087852
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150304
+INFO:TEST NDCG@10, IoU=0.5: 0.133132
+INFO:TEST NDCG@10, IoU=0.7: 0.090326
+INFO:TEST NDCG@20, IoU=0.3: 0.142415
+INFO:TEST NDCG@20, IoU=0.5: 0.125544
+INFO:TEST NDCG@20, IoU=0.7: 0.084016
+INFO:TEST NDCG@40, IoU=0.3: 0.147104
+INFO:TEST NDCG@40, IoU=0.5: 0.128927
+INFO:TEST NDCG@40, IoU=0.7: 0.085861
+INFO:
+INFO:TRAIN EPOCH: 3419|4000
+INFO:EPOCH 3419/4000 | STEP: 0|136 | Loss: -0.010543
+INFO:EPOCH 3419/4000 | STEP: 100|136 | Loss: -0.014505
+INFO:TRAIN EPOCH: 3420|4000
+INFO:EPOCH 3420/4000 | STEP: 0|136 | Loss: -0.014183
+INFO:EPOCH 3420/4000 | STEP: 100|136 | Loss: -0.013817
+INFO:TRAIN EPOCH: 3421|4000
+INFO:EPOCH 3421/4000 | STEP: 0|136 | Loss: -0.013520
+INFO:EPOCH 3421/4000 | STEP: 100|136 | Loss: -0.014115
+INFO:TRAIN EPOCH: 3422|4000
+INFO:EPOCH 3422/4000 | STEP: 0|136 | Loss: -0.012525
+INFO:EPOCH 3422/4000 | STEP: 100|136 | Loss: -0.015076
+INFO:TRAIN EPOCH: 3423|4000
+INFO:EPOCH 3423/4000 | STEP: 0|136 | Loss: -0.013945
+INFO:EPOCH 3423/4000 | STEP: 100|136 | Loss: -0.013792
+INFO:TRAIN EPOCH: 3424|4000
+INFO:EPOCH 3424/4000 | STEP: 0|136 | Loss: -0.013569
+INFO:EPOCH 3424/4000 | STEP: 100|136 | Loss: -0.014203
+INFO:TRAIN EPOCH: 3425|4000
+INFO:EPOCH 3425/4000 | STEP: 0|136 | Loss: -0.014023
+INFO:EPOCH 3425/4000 | STEP: 100|136 | Loss: -0.014016
+INFO:TRAIN EPOCH: 3426|4000
+INFO:EPOCH 3426/4000 | STEP: 0|136 | Loss: -0.013236
+INFO:EPOCH 3426/4000 | STEP: 100|136 | Loss: -0.014703
+INFO:TRAIN EPOCH: 3427|4000
+INFO:EPOCH 3427/4000 | STEP: 0|136 | Loss: -0.014276
+INFO:EPOCH 3427/4000 | STEP: 100|136 | Loss: -0.014697
+INFO:TRAIN EPOCH: 3428|4000
+INFO:EPOCH 3428/4000 | STEP: 0|136 | Loss: -0.014095
+INFO:EPOCH 3428/4000 | STEP: 100|136 | Loss: -0.014601
+INFO:TRAIN EPOCH: 3429|4000
+INFO:EPOCH 3429/4000 | STEP: 0|136 | Loss: -0.013379
+INFO:EPOCH 3429/4000 | STEP: 100|136 | Loss: -0.013619
+INFO:TRAIN EPOCH: 3430|4000
+INFO:EPOCH 3430/4000 | STEP: 0|136 | Loss: -0.012946
+INFO:EPOCH 3430/4000 | STEP: 100|136 | Loss: -0.013908
+INFO:TRAIN EPOCH: 3431|4000
+INFO:EPOCH 3431/4000 | STEP: 0|136 | Loss: -0.014779
+INFO:EPOCH 3431/4000 | STEP: 100|136 | Loss: -0.013572
+INFO:TRAIN EPOCH: 3432|4000
+INFO:EPOCH 3432/4000 | STEP: 0|136 | Loss: -0.014477
+INFO:EPOCH 3432/4000 | STEP: 100|136 | Loss: -0.012850
+INFO:TRAIN EPOCH: 3433|4000
+INFO:EPOCH 3433/4000 | STEP: 0|136 | Loss: -0.013850
+INFO:EPOCH 3433/4000 | STEP: 100|136 | Loss: -0.013900
+INFO:TRAIN EPOCH: 3434|4000
+INFO:EPOCH 3434/4000 | STEP: 0|136 | Loss: -0.014511
+INFO:EPOCH 3434/4000 | STEP: 100|136 | Loss: -0.013249
+INFO:TRAIN EPOCH: 3435|4000
+INFO:EPOCH 3435/4000 | STEP: 0|136 | Loss: -0.013492
+INFO:EPOCH 3435/4000 | STEP: 100|136 | Loss: -0.015044
+INFO:TRAIN EPOCH: 3436|4000
+INFO:EPOCH 3436/4000 | STEP: 0|136 | Loss: -0.013514
+INFO:EPOCH 3436/4000 | STEP: 100|136 | Loss: -0.013607
+INFO:TRAIN EPOCH: 3437|4000
+INFO:EPOCH 3437/4000 | STEP: 0|136 | Loss: -0.013888
+INFO:EPOCH 3437/4000 | STEP: 100|136 | Loss: -0.014086
+INFO:TRAIN EPOCH: 3438|4000
+INFO:EPOCH 3438/4000 | STEP: 0|136 | Loss: -0.012372
+INFO:VAL NDCG@10, IoU=0.3: 0.154603
+INFO:VAL NDCG@10, IoU=0.5: 0.135087
+INFO:VAL NDCG@10, IoU=0.7: 0.092341
+INFO:VAL NDCG@20, IoU=0.3: 0.147772
+INFO:VAL NDCG@20, IoU=0.5: 0.128520
+INFO:VAL NDCG@20, IoU=0.7: 0.088104
+INFO:VAL NDCG@40, IoU=0.3: 0.151245
+INFO:VAL NDCG@40, IoU=0.5: 0.130906
+INFO:VAL NDCG@40, IoU=0.7: 0.088525
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150947
+INFO:TEST NDCG@10, IoU=0.5: 0.133919
+INFO:TEST NDCG@10, IoU=0.7: 0.090529
+INFO:TEST NDCG@20, IoU=0.3: 0.143020
+INFO:TEST NDCG@20, IoU=0.5: 0.126293
+INFO:TEST NDCG@20, IoU=0.7: 0.084307
+INFO:TEST NDCG@40, IoU=0.3: 0.147839
+INFO:TEST NDCG@40, IoU=0.5: 0.129538
+INFO:TEST NDCG@40, IoU=0.7: 0.085880
+INFO:
+INFO:EPOCH 3438/4000 | STEP: 100|136 | Loss: -0.014640
+INFO:TRAIN EPOCH: 3439|4000
+INFO:EPOCH 3439/4000 | STEP: 0|136 | Loss: -0.010352
+INFO:EPOCH 3439/4000 | STEP: 100|136 | Loss: -0.014203
+INFO:TRAIN EPOCH: 3440|4000
+INFO:EPOCH 3440/4000 | STEP: 0|136 | Loss: -0.013795
+INFO:EPOCH 3440/4000 | STEP: 100|136 | Loss: -0.014197
+INFO:TRAIN EPOCH: 3441|4000
+INFO:EPOCH 3441/4000 | STEP: 0|136 | Loss: -0.014600
+INFO:EPOCH 3441/4000 | STEP: 100|136 | Loss: -0.014208
+INFO:TRAIN EPOCH: 3442|4000
+INFO:EPOCH 3442/4000 | STEP: 0|136 | Loss: -0.013617
+INFO:EPOCH 3442/4000 | STEP: 100|136 | Loss: -0.014343
+INFO:TRAIN EPOCH: 3443|4000
+INFO:EPOCH 3443/4000 | STEP: 0|136 | Loss: -0.013852
+INFO:EPOCH 3443/4000 | STEP: 100|136 | Loss: -0.013531
+INFO:TRAIN EPOCH: 3444|4000
+INFO:EPOCH 3444/4000 | STEP: 0|136 | Loss: -0.014018
+INFO:EPOCH 3444/4000 | STEP: 100|136 | Loss: -0.014741
+INFO:TRAIN EPOCH: 3445|4000
+INFO:EPOCH 3445/4000 | STEP: 0|136 | Loss: -0.014966
+INFO:EPOCH 3445/4000 | STEP: 100|136 | Loss: -0.014214
+INFO:TRAIN EPOCH: 3446|4000
+INFO:EPOCH 3446/4000 | STEP: 0|136 | Loss: -0.013675
+INFO:EPOCH 3446/4000 | STEP: 100|136 | Loss: -0.013702
+INFO:TRAIN EPOCH: 3447|4000
+INFO:EPOCH 3447/4000 | STEP: 0|136 | Loss: -0.013518
+INFO:EPOCH 3447/4000 | STEP: 100|136 | Loss: -0.014251
+INFO:TRAIN EPOCH: 3448|4000
+INFO:EPOCH 3448/4000 | STEP: 0|136 | Loss: -0.013238
+INFO:EPOCH 3448/4000 | STEP: 100|136 | Loss: -0.014942
+INFO:TRAIN EPOCH: 3449|4000
+INFO:EPOCH 3449/4000 | STEP: 0|136 | Loss: -0.014027
+INFO:EPOCH 3449/4000 | STEP: 100|136 | Loss: -0.013277
+INFO:TRAIN EPOCH: 3450|4000
+INFO:EPOCH 3450/4000 | STEP: 0|136 | Loss: -0.013429
+INFO:EPOCH 3450/4000 | STEP: 100|136 | Loss: -0.015267
+INFO:TRAIN EPOCH: 3451|4000
+INFO:EPOCH 3451/4000 | STEP: 0|136 | Loss: -0.014451
+INFO:EPOCH 3451/4000 | STEP: 100|136 | Loss: -0.013232
+INFO:TRAIN EPOCH: 3452|4000
+INFO:EPOCH 3452/4000 | STEP: 0|136 | Loss: -0.013641
+INFO:EPOCH 3452/4000 | STEP: 100|136 | Loss: -0.014036
+INFO:TRAIN EPOCH: 3453|4000
+INFO:EPOCH 3453/4000 | STEP: 0|136 | Loss: -0.013796
+INFO:EPOCH 3453/4000 | STEP: 100|136 | Loss: -0.012813
+INFO:TRAIN EPOCH: 3454|4000
+INFO:EPOCH 3454/4000 | STEP: 0|136 | Loss: -0.014070
+INFO:EPOCH 3454/4000 | STEP: 100|136 | Loss: -0.015015
+INFO:TRAIN EPOCH: 3455|4000
+INFO:EPOCH 3455/4000 | STEP: 0|136 | Loss: -0.011901
+INFO:EPOCH 3455/4000 | STEP: 100|136 | Loss: -0.013956
+INFO:TRAIN EPOCH: 3456|4000
+INFO:EPOCH 3456/4000 | STEP: 0|136 | Loss: -0.014126
+INFO:EPOCH 3456/4000 | STEP: 100|136 | Loss: -0.013757
+INFO:TRAIN EPOCH: 3457|4000
+INFO:EPOCH 3457/4000 | STEP: 0|136 | Loss: -0.014342
+INFO:EPOCH 3457/4000 | STEP: 100|136 | Loss: -0.014283
+INFO:TRAIN EPOCH: 3458|4000
+INFO:EPOCH 3458/4000 | STEP: 0|136 | Loss: -0.013609
+INFO:VAL NDCG@10, IoU=0.3: 0.157632
+INFO:VAL NDCG@10, IoU=0.5: 0.137292
+INFO:VAL NDCG@10, IoU=0.7: 0.092665
+INFO:VAL NDCG@20, IoU=0.3: 0.148103
+INFO:VAL NDCG@20, IoU=0.5: 0.128588
+INFO:VAL NDCG@20, IoU=0.7: 0.087171
+INFO:VAL NDCG@40, IoU=0.3: 0.151945
+INFO:VAL NDCG@40, IoU=0.5: 0.130722
+INFO:VAL NDCG@40, IoU=0.7: 0.087360
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151245
+INFO:TEST NDCG@10, IoU=0.5: 0.133742
+INFO:TEST NDCG@10, IoU=0.7: 0.090589
+INFO:TEST NDCG@20, IoU=0.3: 0.143023
+INFO:TEST NDCG@20, IoU=0.5: 0.125948
+INFO:TEST NDCG@20, IoU=0.7: 0.084214
+INFO:TEST NDCG@40, IoU=0.3: 0.147694
+INFO:TEST NDCG@40, IoU=0.5: 0.129136
+INFO:TEST NDCG@40, IoU=0.7: 0.085904
+INFO:
+INFO:EPOCH 3458/4000 | STEP: 100|136 | Loss: -0.014498
+INFO:TRAIN EPOCH: 3459|4000
+INFO:EPOCH 3459/4000 | STEP: 0|136 | Loss: -0.009894
+INFO:EPOCH 3459/4000 | STEP: 100|136 | Loss: -0.014356
+INFO:TRAIN EPOCH: 3460|4000
+INFO:EPOCH 3460/4000 | STEP: 0|136 | Loss: -0.015066
+INFO:EPOCH 3460/4000 | STEP: 100|136 | Loss: -0.013806
+INFO:TRAIN EPOCH: 3461|4000
+INFO:EPOCH 3461/4000 | STEP: 0|136 | Loss: -0.013710
+INFO:EPOCH 3461/4000 | STEP: 100|136 | Loss: -0.014538
+INFO:TRAIN EPOCH: 3462|4000
+INFO:EPOCH 3462/4000 | STEP: 0|136 | Loss: -0.013747
+INFO:EPOCH 3462/4000 | STEP: 100|136 | Loss: -0.013145
+INFO:TRAIN EPOCH: 3463|4000
+INFO:EPOCH 3463/4000 | STEP: 0|136 | Loss: -0.015086
+INFO:EPOCH 3463/4000 | STEP: 100|136 | Loss: -0.013300
+INFO:TRAIN EPOCH: 3464|4000
+INFO:EPOCH 3464/4000 | STEP: 0|136 | Loss: -0.015216
+INFO:EPOCH 3464/4000 | STEP: 100|136 | Loss: -0.012543
+INFO:TRAIN EPOCH: 3465|4000
+INFO:EPOCH 3465/4000 | STEP: 0|136 | Loss: -0.014206
+INFO:EPOCH 3465/4000 | STEP: 100|136 | Loss: -0.014154
+INFO:TRAIN EPOCH: 3466|4000
+INFO:EPOCH 3466/4000 | STEP: 0|136 | Loss: -0.012201
+INFO:EPOCH 3466/4000 | STEP: 100|136 | Loss: -0.014491
+INFO:TRAIN EPOCH: 3467|4000
+INFO:EPOCH 3467/4000 | STEP: 0|136 | Loss: -0.013383
+INFO:EPOCH 3467/4000 | STEP: 100|136 | Loss: -0.014117
+INFO:TRAIN EPOCH: 3468|4000
+INFO:EPOCH 3468/4000 | STEP: 0|136 | Loss: -0.013893
+INFO:EPOCH 3468/4000 | STEP: 100|136 | Loss: -0.014770
+INFO:TRAIN EPOCH: 3469|4000
+INFO:EPOCH 3469/4000 | STEP: 0|136 | Loss: -0.015492
+INFO:EPOCH 3469/4000 | STEP: 100|136 | Loss: -0.014427
+INFO:TRAIN EPOCH: 3470|4000
+INFO:EPOCH 3470/4000 | STEP: 0|136 | Loss: -0.013716
+INFO:EPOCH 3470/4000 | STEP: 100|136 | Loss: -0.014427
+INFO:TRAIN EPOCH: 3471|4000
+INFO:EPOCH 3471/4000 | STEP: 0|136 | Loss: -0.013359
+INFO:EPOCH 3471/4000 | STEP: 100|136 | Loss: -0.015096
+INFO:TRAIN EPOCH: 3472|4000
+INFO:EPOCH 3472/4000 | STEP: 0|136 | Loss: -0.014682
+INFO:EPOCH 3472/4000 | STEP: 100|136 | Loss: -0.012843
+INFO:TRAIN EPOCH: 3473|4000
+INFO:EPOCH 3473/4000 | STEP: 0|136 | Loss: -0.013710
+INFO:EPOCH 3473/4000 | STEP: 100|136 | Loss: -0.012611
+INFO:TRAIN EPOCH: 3474|4000
+INFO:EPOCH 3474/4000 | STEP: 0|136 | Loss: -0.014067
+INFO:EPOCH 3474/4000 | STEP: 100|136 | Loss: -0.013461
+INFO:TRAIN EPOCH: 3475|4000
+INFO:EPOCH 3475/4000 | STEP: 0|136 | Loss: -0.013831
+INFO:EPOCH 3475/4000 | STEP: 100|136 | Loss: -0.013416
+INFO:TRAIN EPOCH: 3476|4000
+INFO:EPOCH 3476/4000 | STEP: 0|136 | Loss: -0.014980
+INFO:EPOCH 3476/4000 | STEP: 100|136 | Loss: -0.013657
+INFO:TRAIN EPOCH: 3477|4000
+INFO:EPOCH 3477/4000 | STEP: 0|136 | Loss: -0.013892
+INFO:EPOCH 3477/4000 | STEP: 100|136 | Loss: -0.014779
+INFO:TRAIN EPOCH: 3478|4000
+INFO:EPOCH 3478/4000 | STEP: 0|136 | Loss: -0.013583
+INFO:VAL NDCG@10, IoU=0.3: 0.155496
+INFO:VAL NDCG@10, IoU=0.5: 0.136040
+INFO:VAL NDCG@10, IoU=0.7: 0.093062
+INFO:VAL NDCG@20, IoU=0.3: 0.146123
+INFO:VAL NDCG@20, IoU=0.5: 0.127497
+INFO:VAL NDCG@20, IoU=0.7: 0.086528
+INFO:VAL NDCG@40, IoU=0.3: 0.151044
+INFO:VAL NDCG@40, IoU=0.5: 0.131252
+INFO:VAL NDCG@40, IoU=0.7: 0.088123
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151603
+INFO:TEST NDCG@10, IoU=0.5: 0.134271
+INFO:TEST NDCG@10, IoU=0.7: 0.090520
+INFO:TEST NDCG@20, IoU=0.3: 0.143889
+INFO:TEST NDCG@20, IoU=0.5: 0.126828
+INFO:TEST NDCG@20, IoU=0.7: 0.084292
+INFO:TEST NDCG@40, IoU=0.3: 0.147747
+INFO:TEST NDCG@40, IoU=0.5: 0.129042
+INFO:TEST NDCG@40, IoU=0.7: 0.085579
+INFO:
+INFO:EPOCH 3478/4000 | STEP: 100|136 | Loss: -0.015401
+INFO:TRAIN EPOCH: 3479|4000
+INFO:EPOCH 3479/4000 | STEP: 0|136 | Loss: -0.012710
+INFO:EPOCH 3479/4000 | STEP: 100|136 | Loss: -0.013787
+INFO:TRAIN EPOCH: 3480|4000
+INFO:EPOCH 3480/4000 | STEP: 0|136 | Loss: -0.014576
+INFO:EPOCH 3480/4000 | STEP: 100|136 | Loss: -0.013477
+INFO:TRAIN EPOCH: 3481|4000
+INFO:EPOCH 3481/4000 | STEP: 0|136 | Loss: -0.015207
+INFO:EPOCH 3481/4000 | STEP: 100|136 | Loss: -0.013569
+INFO:TRAIN EPOCH: 3482|4000
+INFO:EPOCH 3482/4000 | STEP: 0|136 | Loss: -0.012505
+INFO:EPOCH 3482/4000 | STEP: 100|136 | Loss: -0.014944
+INFO:TRAIN EPOCH: 3483|4000
+INFO:EPOCH 3483/4000 | STEP: 0|136 | Loss: -0.014153
+INFO:EPOCH 3483/4000 | STEP: 100|136 | Loss: -0.013379
+INFO:TRAIN EPOCH: 3484|4000
+INFO:EPOCH 3484/4000 | STEP: 0|136 | Loss: -0.014764
+INFO:EPOCH 3484/4000 | STEP: 100|136 | Loss: -0.013785
+INFO:TRAIN EPOCH: 3485|4000
+INFO:EPOCH 3485/4000 | STEP: 0|136 | Loss: -0.014187
+INFO:EPOCH 3485/4000 | STEP: 100|136 | Loss: -0.013989
+INFO:TRAIN EPOCH: 3486|4000
+INFO:EPOCH 3486/4000 | STEP: 0|136 | Loss: -0.013434
+INFO:EPOCH 3486/4000 | STEP: 100|136 | Loss: -0.012771
+INFO:TRAIN EPOCH: 3487|4000
+INFO:EPOCH 3487/4000 | STEP: 0|136 | Loss: -0.014053
+INFO:EPOCH 3487/4000 | STEP: 100|136 | Loss: -0.013324
+INFO:TRAIN EPOCH: 3488|4000
+INFO:EPOCH 3488/4000 | STEP: 0|136 | Loss: -0.013297
+INFO:EPOCH 3488/4000 | STEP: 100|136 | Loss: -0.014205
+INFO:TRAIN EPOCH: 3489|4000
+INFO:EPOCH 3489/4000 | STEP: 0|136 | Loss: -0.013909
+INFO:EPOCH 3489/4000 | STEP: 100|136 | Loss: -0.014645
+INFO:TRAIN EPOCH: 3490|4000
+INFO:EPOCH 3490/4000 | STEP: 0|136 | Loss: -0.014865
+INFO:EPOCH 3490/4000 | STEP: 100|136 | Loss: -0.014360
+INFO:TRAIN EPOCH: 3491|4000
+INFO:EPOCH 3491/4000 | STEP: 0|136 | Loss: -0.012692
+INFO:EPOCH 3491/4000 | STEP: 100|136 | Loss: -0.014297
+INFO:TRAIN EPOCH: 3492|4000
+INFO:EPOCH 3492/4000 | STEP: 0|136 | Loss: -0.013964
+INFO:EPOCH 3492/4000 | STEP: 100|136 | Loss: -0.014423
+INFO:TRAIN EPOCH: 3493|4000
+INFO:EPOCH 3493/4000 | STEP: 0|136 | Loss: -0.012574
+INFO:EPOCH 3493/4000 | STEP: 100|136 | Loss: -0.014529
+INFO:TRAIN EPOCH: 3494|4000
+INFO:EPOCH 3494/4000 | STEP: 0|136 | Loss: -0.013869
+INFO:EPOCH 3494/4000 | STEP: 100|136 | Loss: -0.014563
+INFO:TRAIN EPOCH: 3495|4000
+INFO:EPOCH 3495/4000 | STEP: 0|136 | Loss: -0.015378
+INFO:EPOCH 3495/4000 | STEP: 100|136 | Loss: -0.013059
+INFO:TRAIN EPOCH: 3496|4000
+INFO:EPOCH 3496/4000 | STEP: 0|136 | Loss: -0.013612
+INFO:EPOCH 3496/4000 | STEP: 100|136 | Loss: -0.012872
+INFO:TRAIN EPOCH: 3497|4000
+INFO:EPOCH 3497/4000 | STEP: 0|136 | Loss: -0.014451
+INFO:EPOCH 3497/4000 | STEP: 100|136 | Loss: -0.012817
+INFO:TRAIN EPOCH: 3498|4000
+INFO:EPOCH 3498/4000 | STEP: 0|136 | Loss: -0.014580
+INFO:VAL NDCG@10, IoU=0.3: 0.154711
+INFO:VAL NDCG@10, IoU=0.5: 0.134673
+INFO:VAL NDCG@10, IoU=0.7: 0.092199
+INFO:VAL NDCG@20, IoU=0.3: 0.146495
+INFO:VAL NDCG@20, IoU=0.5: 0.127568
+INFO:VAL NDCG@20, IoU=0.7: 0.086190
+INFO:VAL NDCG@40, IoU=0.3: 0.152270
+INFO:VAL NDCG@40, IoU=0.5: 0.131720
+INFO:VAL NDCG@40, IoU=0.7: 0.088206
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152000
+INFO:TEST NDCG@10, IoU=0.5: 0.134645
+INFO:TEST NDCG@10, IoU=0.7: 0.091197
+INFO:TEST NDCG@20, IoU=0.3: 0.143958
+INFO:TEST NDCG@20, IoU=0.5: 0.126720
+INFO:TEST NDCG@20, IoU=0.7: 0.084600
+INFO:TEST NDCG@40, IoU=0.3: 0.148211
+INFO:TEST NDCG@40, IoU=0.5: 0.129490
+INFO:TEST NDCG@40, IoU=0.7: 0.086131
+INFO:
+INFO:EPOCH 3498/4000 | STEP: 100|136 | Loss: -0.015546
+INFO:TRAIN EPOCH: 3499|4000
+INFO:EPOCH 3499/4000 | STEP: 0|136 | Loss: -0.011681
+INFO:EPOCH 3499/4000 | STEP: 100|136 | Loss: -0.013550
+INFO:TRAIN EPOCH: 3500|4000
+INFO:EPOCH 3500/4000 | STEP: 0|136 | Loss: -0.014686
+INFO:EPOCH 3500/4000 | STEP: 100|136 | Loss: -0.014380
+INFO:TRAIN EPOCH: 3501|4000
+INFO:EPOCH 3501/4000 | STEP: 0|136 | Loss: -0.013847
+INFO:EPOCH 3501/4000 | STEP: 100|136 | Loss: -0.014244
+INFO:TRAIN EPOCH: 3502|4000
+INFO:EPOCH 3502/4000 | STEP: 0|136 | Loss: -0.013849
+INFO:EPOCH 3502/4000 | STEP: 100|136 | Loss: -0.014146
+INFO:TRAIN EPOCH: 3503|4000
+INFO:EPOCH 3503/4000 | STEP: 0|136 | Loss: -0.014126
+INFO:EPOCH 3503/4000 | STEP: 100|136 | Loss: -0.013187
+INFO:TRAIN EPOCH: 3504|4000
+INFO:EPOCH 3504/4000 | STEP: 0|136 | Loss: -0.011708
+INFO:EPOCH 3504/4000 | STEP: 100|136 | Loss: -0.014091
+INFO:TRAIN EPOCH: 3505|4000
+INFO:EPOCH 3505/4000 | STEP: 0|136 | Loss: -0.014150
+INFO:EPOCH 3505/4000 | STEP: 100|136 | Loss: -0.013673
+INFO:TRAIN EPOCH: 3506|4000
+INFO:EPOCH 3506/4000 | STEP: 0|136 | Loss: -0.015001
+INFO:EPOCH 3506/4000 | STEP: 100|136 | Loss: -0.014927
+INFO:TRAIN EPOCH: 3507|4000
+INFO:EPOCH 3507/4000 | STEP: 0|136 | Loss: -0.013129
+INFO:EPOCH 3507/4000 | STEP: 100|136 | Loss: -0.014799
+INFO:TRAIN EPOCH: 3508|4000
+INFO:EPOCH 3508/4000 | STEP: 0|136 | Loss: -0.014036
+INFO:EPOCH 3508/4000 | STEP: 100|136 | Loss: -0.013467
+INFO:TRAIN EPOCH: 3509|4000
+INFO:EPOCH 3509/4000 | STEP: 0|136 | Loss: -0.013976
+INFO:EPOCH 3509/4000 | STEP: 100|136 | Loss: -0.012182
+INFO:TRAIN EPOCH: 3510|4000
+INFO:EPOCH 3510/4000 | STEP: 0|136 | Loss: -0.014253
+INFO:EPOCH 3510/4000 | STEP: 100|136 | Loss: -0.012472
+INFO:TRAIN EPOCH: 3511|4000
+INFO:EPOCH 3511/4000 | STEP: 0|136 | Loss: -0.012425
+INFO:EPOCH 3511/4000 | STEP: 100|136 | Loss: -0.012773
+INFO:TRAIN EPOCH: 3512|4000
+INFO:EPOCH 3512/4000 | STEP: 0|136 | Loss: -0.013370
+INFO:EPOCH 3512/4000 | STEP: 100|136 | Loss: -0.013693
+INFO:TRAIN EPOCH: 3513|4000
+INFO:EPOCH 3513/4000 | STEP: 0|136 | Loss: -0.014997
+INFO:EPOCH 3513/4000 | STEP: 100|136 | Loss: -0.013994
+INFO:TRAIN EPOCH: 3514|4000
+INFO:EPOCH 3514/4000 | STEP: 0|136 | Loss: -0.013602
+INFO:EPOCH 3514/4000 | STEP: 100|136 | Loss: -0.013973
+INFO:TRAIN EPOCH: 3515|4000
+INFO:EPOCH 3515/4000 | STEP: 0|136 | Loss: -0.014692
+INFO:EPOCH 3515/4000 | STEP: 100|136 | Loss: -0.014298
+INFO:TRAIN EPOCH: 3516|4000
+INFO:EPOCH 3516/4000 | STEP: 0|136 | Loss: -0.012924
+INFO:EPOCH 3516/4000 | STEP: 100|136 | Loss: -0.012927
+INFO:TRAIN EPOCH: 3517|4000
+INFO:EPOCH 3517/4000 | STEP: 0|136 | Loss: -0.014671
+INFO:EPOCH 3517/4000 | STEP: 100|136 | Loss: -0.014520
+INFO:TRAIN EPOCH: 3518|4000
+INFO:EPOCH 3518/4000 | STEP: 0|136 | Loss: -0.014442
+INFO:VAL NDCG@10, IoU=0.3: 0.155787
+INFO:VAL NDCG@10, IoU=0.5: 0.135041
+INFO:VAL NDCG@10, IoU=0.7: 0.093033
+INFO:VAL NDCG@20, IoU=0.3: 0.147038
+INFO:VAL NDCG@20, IoU=0.5: 0.127215
+INFO:VAL NDCG@20, IoU=0.7: 0.086606
+INFO:VAL NDCG@40, IoU=0.3: 0.152557
+INFO:VAL NDCG@40, IoU=0.5: 0.131517
+INFO:VAL NDCG@40, IoU=0.7: 0.088501
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151447
+INFO:TEST NDCG@10, IoU=0.5: 0.133634
+INFO:TEST NDCG@10, IoU=0.7: 0.090161
+INFO:TEST NDCG@20, IoU=0.3: 0.143450
+INFO:TEST NDCG@20, IoU=0.5: 0.125887
+INFO:TEST NDCG@20, IoU=0.7: 0.083764
+INFO:TEST NDCG@40, IoU=0.3: 0.148428
+INFO:TEST NDCG@40, IoU=0.5: 0.129608
+INFO:TEST NDCG@40, IoU=0.7: 0.085772
+INFO:
+INFO:EPOCH 3518/4000 | STEP: 100|136 | Loss: -0.015812
+INFO:TRAIN EPOCH: 3519|4000
+INFO:EPOCH 3519/4000 | STEP: 0|136 | Loss: -0.012105
+INFO:EPOCH 3519/4000 | STEP: 100|136 | Loss: -0.013645
+INFO:TRAIN EPOCH: 3520|4000
+INFO:EPOCH 3520/4000 | STEP: 0|136 | Loss: -0.014586
+INFO:EPOCH 3520/4000 | STEP: 100|136 | Loss: -0.014651
+INFO:TRAIN EPOCH: 3521|4000
+INFO:EPOCH 3521/4000 | STEP: 0|136 | Loss: -0.012782
+INFO:EPOCH 3521/4000 | STEP: 100|136 | Loss: -0.014599
+INFO:TRAIN EPOCH: 3522|4000
+INFO:EPOCH 3522/4000 | STEP: 0|136 | Loss: -0.014598
+INFO:EPOCH 3522/4000 | STEP: 100|136 | Loss: -0.012598
+INFO:TRAIN EPOCH: 3523|4000
+INFO:EPOCH 3523/4000 | STEP: 0|136 | Loss: -0.015155
+INFO:EPOCH 3523/4000 | STEP: 100|136 | Loss: -0.013611
+INFO:TRAIN EPOCH: 3524|4000
+INFO:EPOCH 3524/4000 | STEP: 0|136 | Loss: -0.014732
+INFO:EPOCH 3524/4000 | STEP: 100|136 | Loss: -0.014036
+INFO:TRAIN EPOCH: 3525|4000
+INFO:EPOCH 3525/4000 | STEP: 0|136 | Loss: -0.013018
+INFO:EPOCH 3525/4000 | STEP: 100|136 | Loss: -0.012798
+INFO:TRAIN EPOCH: 3526|4000
+INFO:EPOCH 3526/4000 | STEP: 0|136 | Loss: -0.013843
+INFO:EPOCH 3526/4000 | STEP: 100|136 | Loss: -0.014823
+INFO:TRAIN EPOCH: 3527|4000
+INFO:EPOCH 3527/4000 | STEP: 0|136 | Loss: -0.014574
+INFO:EPOCH 3527/4000 | STEP: 100|136 | Loss: -0.014035
+INFO:TRAIN EPOCH: 3528|4000
+INFO:EPOCH 3528/4000 | STEP: 0|136 | Loss: -0.012665
+INFO:EPOCH 3528/4000 | STEP: 100|136 | Loss: -0.014319
+INFO:TRAIN EPOCH: 3529|4000
+INFO:EPOCH 3529/4000 | STEP: 0|136 | Loss: -0.014474
+INFO:EPOCH 3529/4000 | STEP: 100|136 | Loss: -0.014259
+INFO:TRAIN EPOCH: 3530|4000
+INFO:EPOCH 3530/4000 | STEP: 0|136 | Loss: -0.014843
+INFO:EPOCH 3530/4000 | STEP: 100|136 | Loss: -0.014711
+INFO:TRAIN EPOCH: 3531|4000
+INFO:EPOCH 3531/4000 | STEP: 0|136 | Loss: -0.014105
+INFO:EPOCH 3531/4000 | STEP: 100|136 | Loss: -0.014102
+INFO:TRAIN EPOCH: 3532|4000
+INFO:EPOCH 3532/4000 | STEP: 0|136 | Loss: -0.012754
+INFO:EPOCH 3532/4000 | STEP: 100|136 | Loss: -0.014405
+INFO:TRAIN EPOCH: 3533|4000
+INFO:EPOCH 3533/4000 | STEP: 0|136 | Loss: -0.013107
+INFO:EPOCH 3533/4000 | STEP: 100|136 | Loss: -0.014127
+INFO:TRAIN EPOCH: 3534|4000
+INFO:EPOCH 3534/4000 | STEP: 0|136 | Loss: -0.013766
+INFO:EPOCH 3534/4000 | STEP: 100|136 | Loss: -0.013582
+INFO:TRAIN EPOCH: 3535|4000
+INFO:EPOCH 3535/4000 | STEP: 0|136 | Loss: -0.014009
+INFO:EPOCH 3535/4000 | STEP: 100|136 | Loss: -0.014173
+INFO:TRAIN EPOCH: 3536|4000
+INFO:EPOCH 3536/4000 | STEP: 0|136 | Loss: -0.012252
+INFO:EPOCH 3536/4000 | STEP: 100|136 | Loss: -0.014733
+INFO:TRAIN EPOCH: 3537|4000
+INFO:EPOCH 3537/4000 | STEP: 0|136 | Loss: -0.013625
+INFO:EPOCH 3537/4000 | STEP: 100|136 | Loss: -0.014812
+INFO:TRAIN EPOCH: 3538|4000
+INFO:EPOCH 3538/4000 | STEP: 0|136 | Loss: -0.014612
+INFO:VAL NDCG@10, IoU=0.3: 0.155529
+INFO:VAL NDCG@10, IoU=0.5: 0.134785
+INFO:VAL NDCG@10, IoU=0.7: 0.092470
+INFO:VAL NDCG@20, IoU=0.3: 0.147667
+INFO:VAL NDCG@20, IoU=0.5: 0.128266
+INFO:VAL NDCG@20, IoU=0.7: 0.087002
+INFO:VAL NDCG@40, IoU=0.3: 0.152665
+INFO:VAL NDCG@40, IoU=0.5: 0.131669
+INFO:VAL NDCG@40, IoU=0.7: 0.088252
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151778
+INFO:TEST NDCG@10, IoU=0.5: 0.134229
+INFO:TEST NDCG@10, IoU=0.7: 0.090883
+INFO:TEST NDCG@20, IoU=0.3: 0.143763
+INFO:TEST NDCG@20, IoU=0.5: 0.126811
+INFO:TEST NDCG@20, IoU=0.7: 0.084902
+INFO:TEST NDCG@40, IoU=0.3: 0.148623
+INFO:TEST NDCG@40, IoU=0.5: 0.129920
+INFO:TEST NDCG@40, IoU=0.7: 0.086548
+INFO:
+INFO:EPOCH 3538/4000 | STEP: 100|136 | Loss: -0.014252
+INFO:TRAIN EPOCH: 3539|4000
+INFO:EPOCH 3539/4000 | STEP: 0|136 | Loss: -0.013485
+INFO:EPOCH 3539/4000 | STEP: 100|136 | Loss: -0.013561
+INFO:TRAIN EPOCH: 3540|4000
+INFO:EPOCH 3540/4000 | STEP: 0|136 | Loss: -0.011610
+INFO:EPOCH 3540/4000 | STEP: 100|136 | Loss: -0.013784
+INFO:TRAIN EPOCH: 3541|4000
+INFO:EPOCH 3541/4000 | STEP: 0|136 | Loss: -0.014412
+INFO:EPOCH 3541/4000 | STEP: 100|136 | Loss: -0.012904
+INFO:TRAIN EPOCH: 3542|4000
+INFO:EPOCH 3542/4000 | STEP: 0|136 | Loss: -0.013933
+INFO:EPOCH 3542/4000 | STEP: 100|136 | Loss: -0.014411
+INFO:TRAIN EPOCH: 3543|4000
+INFO:EPOCH 3543/4000 | STEP: 0|136 | Loss: -0.013065
+INFO:EPOCH 3543/4000 | STEP: 100|136 | Loss: -0.013958
+INFO:TRAIN EPOCH: 3544|4000
+INFO:EPOCH 3544/4000 | STEP: 0|136 | Loss: -0.014154
+INFO:EPOCH 3544/4000 | STEP: 100|136 | Loss: -0.014100
+INFO:TRAIN EPOCH: 3545|4000
+INFO:EPOCH 3545/4000 | STEP: 0|136 | Loss: -0.014226
+INFO:EPOCH 3545/4000 | STEP: 100|136 | Loss: -0.014743
+INFO:TRAIN EPOCH: 3546|4000
+INFO:EPOCH 3546/4000 | STEP: 0|136 | Loss: -0.013679
+INFO:EPOCH 3546/4000 | STEP: 100|136 | Loss: -0.014768
+INFO:TRAIN EPOCH: 3547|4000
+INFO:EPOCH 3547/4000 | STEP: 0|136 | Loss: -0.013786
+INFO:EPOCH 3547/4000 | STEP: 100|136 | Loss: -0.013600
+INFO:TRAIN EPOCH: 3548|4000
+INFO:EPOCH 3548/4000 | STEP: 0|136 | Loss: -0.014098
+INFO:EPOCH 3548/4000 | STEP: 100|136 | Loss: -0.013946
+INFO:TRAIN EPOCH: 3549|4000
+INFO:EPOCH 3549/4000 | STEP: 0|136 | Loss: -0.013987
+INFO:EPOCH 3549/4000 | STEP: 100|136 | Loss: -0.013991
+INFO:TRAIN EPOCH: 3550|4000
+INFO:EPOCH 3550/4000 | STEP: 0|136 | Loss: -0.013770
+INFO:EPOCH 3550/4000 | STEP: 100|136 | Loss: -0.013190
+INFO:TRAIN EPOCH: 3551|4000
+INFO:EPOCH 3551/4000 | STEP: 0|136 | Loss: -0.015196
+INFO:EPOCH 3551/4000 | STEP: 100|136 | Loss: -0.014067
+INFO:TRAIN EPOCH: 3552|4000
+INFO:EPOCH 3552/4000 | STEP: 0|136 | Loss: -0.012404
+INFO:EPOCH 3552/4000 | STEP: 100|136 | Loss: -0.013810
+INFO:TRAIN EPOCH: 3553|4000
+INFO:EPOCH 3553/4000 | STEP: 0|136 | Loss: -0.015110
+INFO:EPOCH 3553/4000 | STEP: 100|136 | Loss: -0.014946
+INFO:TRAIN EPOCH: 3554|4000
+INFO:EPOCH 3554/4000 | STEP: 0|136 | Loss: -0.014473
+INFO:EPOCH 3554/4000 | STEP: 100|136 | Loss: -0.012213
+INFO:TRAIN EPOCH: 3555|4000
+INFO:EPOCH 3555/4000 | STEP: 0|136 | Loss: -0.014940
+INFO:EPOCH 3555/4000 | STEP: 100|136 | Loss: -0.013094
+INFO:TRAIN EPOCH: 3556|4000
+INFO:EPOCH 3556/4000 | STEP: 0|136 | Loss: -0.014431
+INFO:EPOCH 3556/4000 | STEP: 100|136 | Loss: -0.014836
+INFO:TRAIN EPOCH: 3557|4000
+INFO:EPOCH 3557/4000 | STEP: 0|136 | Loss: -0.013050
+INFO:EPOCH 3557/4000 | STEP: 100|136 | Loss: -0.014108
+INFO:TRAIN EPOCH: 3558|4000
+INFO:EPOCH 3558/4000 | STEP: 0|136 | Loss: -0.014603
+INFO:VAL NDCG@10, IoU=0.3: 0.154132
+INFO:VAL NDCG@10, IoU=0.5: 0.133670
+INFO:VAL NDCG@10, IoU=0.7: 0.091304
+INFO:VAL NDCG@20, IoU=0.3: 0.147550
+INFO:VAL NDCG@20, IoU=0.5: 0.127723
+INFO:VAL NDCG@20, IoU=0.7: 0.086155
+INFO:VAL NDCG@40, IoU=0.3: 0.151727
+INFO:VAL NDCG@40, IoU=0.5: 0.131008
+INFO:VAL NDCG@40, IoU=0.7: 0.087553
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151206
+INFO:TEST NDCG@10, IoU=0.5: 0.133836
+INFO:TEST NDCG@10, IoU=0.7: 0.091054
+INFO:TEST NDCG@20, IoU=0.3: 0.143729
+INFO:TEST NDCG@20, IoU=0.5: 0.126455
+INFO:TEST NDCG@20, IoU=0.7: 0.085020
+INFO:TEST NDCG@40, IoU=0.3: 0.147948
+INFO:TEST NDCG@40, IoU=0.5: 0.129481
+INFO:TEST NDCG@40, IoU=0.7: 0.086390
+INFO:
+INFO:EPOCH 3558/4000 | STEP: 100|136 | Loss: -0.015372
+INFO:TRAIN EPOCH: 3559|4000
+INFO:EPOCH 3559/4000 | STEP: 0|136 | Loss: -0.012071
+INFO:EPOCH 3559/4000 | STEP: 100|136 | Loss: -0.014590
+INFO:TRAIN EPOCH: 3560|4000
+INFO:EPOCH 3560/4000 | STEP: 0|136 | Loss: -0.013768
+INFO:EPOCH 3560/4000 | STEP: 100|136 | Loss: -0.014837
+INFO:TRAIN EPOCH: 3561|4000
+INFO:EPOCH 3561/4000 | STEP: 0|136 | Loss: -0.013999
+INFO:EPOCH 3561/4000 | STEP: 100|136 | Loss: -0.013989
+INFO:TRAIN EPOCH: 3562|4000
+INFO:EPOCH 3562/4000 | STEP: 0|136 | Loss: -0.014668
+INFO:EPOCH 3562/4000 | STEP: 100|136 | Loss: -0.013740
+INFO:TRAIN EPOCH: 3563|4000
+INFO:EPOCH 3563/4000 | STEP: 0|136 | Loss: -0.014227
+INFO:EPOCH 3563/4000 | STEP: 100|136 | Loss: -0.013253
+INFO:TRAIN EPOCH: 3564|4000
+INFO:EPOCH 3564/4000 | STEP: 0|136 | Loss: -0.014368
+INFO:EPOCH 3564/4000 | STEP: 100|136 | Loss: -0.014127
+INFO:TRAIN EPOCH: 3565|4000
+INFO:EPOCH 3565/4000 | STEP: 0|136 | Loss: -0.012499
+INFO:EPOCH 3565/4000 | STEP: 100|136 | Loss: -0.014166
+INFO:TRAIN EPOCH: 3566|4000
+INFO:EPOCH 3566/4000 | STEP: 0|136 | Loss: -0.013373
+INFO:EPOCH 3566/4000 | STEP: 100|136 | Loss: -0.014181
+INFO:TRAIN EPOCH: 3567|4000
+INFO:EPOCH 3567/4000 | STEP: 0|136 | Loss: -0.014511
+INFO:EPOCH 3567/4000 | STEP: 100|136 | Loss: -0.013940
+INFO:TRAIN EPOCH: 3568|4000
+INFO:EPOCH 3568/4000 | STEP: 0|136 | Loss: -0.013500
+INFO:EPOCH 3568/4000 | STEP: 100|136 | Loss: -0.013960
+INFO:TRAIN EPOCH: 3569|4000
+INFO:EPOCH 3569/4000 | STEP: 0|136 | Loss: -0.014516
+INFO:EPOCH 3569/4000 | STEP: 100|136 | Loss: -0.012100
+INFO:TRAIN EPOCH: 3570|4000
+INFO:EPOCH 3570/4000 | STEP: 0|136 | Loss: -0.013710
+INFO:EPOCH 3570/4000 | STEP: 100|136 | Loss: -0.011659
+INFO:TRAIN EPOCH: 3571|4000
+INFO:EPOCH 3571/4000 | STEP: 0|136 | Loss: -0.014186
+INFO:EPOCH 3571/4000 | STEP: 100|136 | Loss: -0.014423
+INFO:TRAIN EPOCH: 3572|4000
+INFO:EPOCH 3572/4000 | STEP: 0|136 | Loss: -0.015028
+INFO:EPOCH 3572/4000 | STEP: 100|136 | Loss: -0.015280
+INFO:TRAIN EPOCH: 3573|4000
+INFO:EPOCH 3573/4000 | STEP: 0|136 | Loss: -0.013434
+INFO:EPOCH 3573/4000 | STEP: 100|136 | Loss: -0.015049
+INFO:TRAIN EPOCH: 3574|4000
+INFO:EPOCH 3574/4000 | STEP: 0|136 | Loss: -0.013513
+INFO:EPOCH 3574/4000 | STEP: 100|136 | Loss: -0.014441
+INFO:TRAIN EPOCH: 3575|4000
+INFO:EPOCH 3575/4000 | STEP: 0|136 | Loss: -0.015421
+INFO:EPOCH 3575/4000 | STEP: 100|136 | Loss: -0.014328
+INFO:TRAIN EPOCH: 3576|4000
+INFO:EPOCH 3576/4000 | STEP: 0|136 | Loss: -0.014488
+INFO:EPOCH 3576/4000 | STEP: 100|136 | Loss: -0.013285
+INFO:TRAIN EPOCH: 3577|4000
+INFO:EPOCH 3577/4000 | STEP: 0|136 | Loss: -0.014001
+INFO:EPOCH 3577/4000 | STEP: 100|136 | Loss: -0.014702
+INFO:TRAIN EPOCH: 3578|4000
+INFO:EPOCH 3578/4000 | STEP: 0|136 | Loss: -0.014824
+INFO:VAL NDCG@10, IoU=0.3: 0.155524
+INFO:VAL NDCG@10, IoU=0.5: 0.135079
+INFO:VAL NDCG@10, IoU=0.7: 0.091999
+INFO:VAL NDCG@20, IoU=0.3: 0.146786
+INFO:VAL NDCG@20, IoU=0.5: 0.127273
+INFO:VAL NDCG@20, IoU=0.7: 0.086098
+INFO:VAL NDCG@40, IoU=0.3: 0.151741
+INFO:VAL NDCG@40, IoU=0.5: 0.131091
+INFO:VAL NDCG@40, IoU=0.7: 0.087316
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151734
+INFO:TEST NDCG@10, IoU=0.5: 0.134264
+INFO:TEST NDCG@10, IoU=0.7: 0.090937
+INFO:TEST NDCG@20, IoU=0.3: 0.143609
+INFO:TEST NDCG@20, IoU=0.5: 0.126337
+INFO:TEST NDCG@20, IoU=0.7: 0.084804
+INFO:TEST NDCG@40, IoU=0.3: 0.148298
+INFO:TEST NDCG@40, IoU=0.5: 0.129526
+INFO:TEST NDCG@40, IoU=0.7: 0.086170
+INFO:
+INFO:EPOCH 3578/4000 | STEP: 100|136 | Loss: -0.015582
+INFO:TRAIN EPOCH: 3579|4000
+INFO:EPOCH 3579/4000 | STEP: 0|136 | Loss: -0.012004
+INFO:EPOCH 3579/4000 | STEP: 100|136 | Loss: -0.014196
+INFO:TRAIN EPOCH: 3580|4000
+INFO:EPOCH 3580/4000 | STEP: 0|136 | Loss: -0.014416
+INFO:EPOCH 3580/4000 | STEP: 100|136 | Loss: -0.012966
+INFO:TRAIN EPOCH: 3581|4000
+INFO:EPOCH 3581/4000 | STEP: 0|136 | Loss: -0.014609
+INFO:EPOCH 3581/4000 | STEP: 100|136 | Loss: -0.014152
+INFO:TRAIN EPOCH: 3582|4000
+INFO:EPOCH 3582/4000 | STEP: 0|136 | Loss: -0.013697
+INFO:EPOCH 3582/4000 | STEP: 100|136 | Loss: -0.012834
+INFO:TRAIN EPOCH: 3583|4000
+INFO:EPOCH 3583/4000 | STEP: 0|136 | Loss: -0.014411
+INFO:EPOCH 3583/4000 | STEP: 100|136 | Loss: -0.014502
+INFO:TRAIN EPOCH: 3584|4000
+INFO:EPOCH 3584/4000 | STEP: 0|136 | Loss: -0.012955
+INFO:EPOCH 3584/4000 | STEP: 100|136 | Loss: -0.014116
+INFO:TRAIN EPOCH: 3585|4000
+INFO:EPOCH 3585/4000 | STEP: 0|136 | Loss: -0.014569
+INFO:EPOCH 3585/4000 | STEP: 100|136 | Loss: -0.014314
+INFO:TRAIN EPOCH: 3586|4000
+INFO:EPOCH 3586/4000 | STEP: 0|136 | Loss: -0.014150
+INFO:EPOCH 3586/4000 | STEP: 100|136 | Loss: -0.013641
+INFO:TRAIN EPOCH: 3587|4000
+INFO:EPOCH 3587/4000 | STEP: 0|136 | Loss: -0.013514
+INFO:EPOCH 3587/4000 | STEP: 100|136 | Loss: -0.013045
+INFO:TRAIN EPOCH: 3588|4000
+INFO:EPOCH 3588/4000 | STEP: 0|136 | Loss: -0.014864
+INFO:EPOCH 3588/4000 | STEP: 100|136 | Loss: -0.013804
+INFO:TRAIN EPOCH: 3589|4000
+INFO:EPOCH 3589/4000 | STEP: 0|136 | Loss: -0.014663
+INFO:EPOCH 3589/4000 | STEP: 100|136 | Loss: -0.014090
+INFO:TRAIN EPOCH: 3590|4000
+INFO:EPOCH 3590/4000 | STEP: 0|136 | Loss: -0.014675
+INFO:EPOCH 3590/4000 | STEP: 100|136 | Loss: -0.012955
+INFO:TRAIN EPOCH: 3591|4000
+INFO:EPOCH 3591/4000 | STEP: 0|136 | Loss: -0.013678
+INFO:EPOCH 3591/4000 | STEP: 100|136 | Loss: -0.015002
+INFO:TRAIN EPOCH: 3592|4000
+INFO:EPOCH 3592/4000 | STEP: 0|136 | Loss: -0.013009
+INFO:EPOCH 3592/4000 | STEP: 100|136 | Loss: -0.013761
+INFO:TRAIN EPOCH: 3593|4000
+INFO:EPOCH 3593/4000 | STEP: 0|136 | Loss: -0.014241
+INFO:EPOCH 3593/4000 | STEP: 100|136 | Loss: -0.014942
+INFO:TRAIN EPOCH: 3594|4000
+INFO:EPOCH 3594/4000 | STEP: 0|136 | Loss: -0.015322
+INFO:EPOCH 3594/4000 | STEP: 100|136 | Loss: -0.015930
+INFO:TRAIN EPOCH: 3595|4000
+INFO:EPOCH 3595/4000 | STEP: 0|136 | Loss: -0.014100
+INFO:EPOCH 3595/4000 | STEP: 100|136 | Loss: -0.014965
+INFO:TRAIN EPOCH: 3596|4000
+INFO:EPOCH 3596/4000 | STEP: 0|136 | Loss: -0.015183
+INFO:EPOCH 3596/4000 | STEP: 100|136 | Loss: -0.014820
+INFO:TRAIN EPOCH: 3597|4000
+INFO:EPOCH 3597/4000 | STEP: 0|136 | Loss: -0.014271
+INFO:EPOCH 3597/4000 | STEP: 100|136 | Loss: -0.014039
+INFO:TRAIN EPOCH: 3598|4000
+INFO:EPOCH 3598/4000 | STEP: 0|136 | Loss: -0.014864
+INFO:VAL NDCG@10, IoU=0.3: 0.154927
+INFO:VAL NDCG@10, IoU=0.5: 0.135000
+INFO:VAL NDCG@10, IoU=0.7: 0.091376
+INFO:VAL NDCG@20, IoU=0.3: 0.146241
+INFO:VAL NDCG@20, IoU=0.5: 0.126907
+INFO:VAL NDCG@20, IoU=0.7: 0.085413
+INFO:VAL NDCG@40, IoU=0.3: 0.151120
+INFO:VAL NDCG@40, IoU=0.5: 0.130640
+INFO:VAL NDCG@40, IoU=0.7: 0.087062
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152477
+INFO:TEST NDCG@10, IoU=0.5: 0.135076
+INFO:TEST NDCG@10, IoU=0.7: 0.091508
+INFO:TEST NDCG@20, IoU=0.3: 0.144078
+INFO:TEST NDCG@20, IoU=0.5: 0.126798
+INFO:TEST NDCG@20, IoU=0.7: 0.084945
+INFO:TEST NDCG@40, IoU=0.3: 0.148661
+INFO:TEST NDCG@40, IoU=0.5: 0.129804
+INFO:TEST NDCG@40, IoU=0.7: 0.086480
+INFO:
+INFO:EPOCH 3598/4000 | STEP: 100|136 | Loss: -0.015733
+INFO:TRAIN EPOCH: 3599|4000
+INFO:EPOCH 3599/4000 | STEP: 0|136 | Loss: -0.011878
+INFO:EPOCH 3599/4000 | STEP: 100|136 | Loss: -0.013930
+INFO:TRAIN EPOCH: 3600|4000
+INFO:EPOCH 3600/4000 | STEP: 0|136 | Loss: -0.013324
+INFO:EPOCH 3600/4000 | STEP: 100|136 | Loss: -0.013285
+INFO:TRAIN EPOCH: 3601|4000
+INFO:EPOCH 3601/4000 | STEP: 0|136 | Loss: -0.012984
+INFO:EPOCH 3601/4000 | STEP: 100|136 | Loss: -0.013693
+INFO:TRAIN EPOCH: 3602|4000
+INFO:EPOCH 3602/4000 | STEP: 0|136 | Loss: -0.014242
+INFO:EPOCH 3602/4000 | STEP: 100|136 | Loss: -0.014313
+INFO:TRAIN EPOCH: 3603|4000
+INFO:EPOCH 3603/4000 | STEP: 0|136 | Loss: -0.014869
+INFO:EPOCH 3603/4000 | STEP: 100|136 | Loss: -0.014253
+INFO:TRAIN EPOCH: 3604|4000
+INFO:EPOCH 3604/4000 | STEP: 0|136 | Loss: -0.014488
+INFO:EPOCH 3604/4000 | STEP: 100|136 | Loss: -0.014336
+INFO:TRAIN EPOCH: 3605|4000
+INFO:EPOCH 3605/4000 | STEP: 0|136 | Loss: -0.013472
+INFO:EPOCH 3605/4000 | STEP: 100|136 | Loss: -0.015366
+INFO:TRAIN EPOCH: 3606|4000
+INFO:EPOCH 3606/4000 | STEP: 0|136 | Loss: -0.014048
+INFO:EPOCH 3606/4000 | STEP: 100|136 | Loss: -0.013607
+INFO:TRAIN EPOCH: 3607|4000
+INFO:EPOCH 3607/4000 | STEP: 0|136 | Loss: -0.015360
+INFO:EPOCH 3607/4000 | STEP: 100|136 | Loss: -0.014371
+INFO:TRAIN EPOCH: 3608|4000
+INFO:EPOCH 3608/4000 | STEP: 0|136 | Loss: -0.014187
+INFO:EPOCH 3608/4000 | STEP: 100|136 | Loss: -0.014657
+INFO:TRAIN EPOCH: 3609|4000
+INFO:EPOCH 3609/4000 | STEP: 0|136 | Loss: -0.013058
+INFO:EPOCH 3609/4000 | STEP: 100|136 | Loss: -0.014283
+INFO:TRAIN EPOCH: 3610|4000
+INFO:EPOCH 3610/4000 | STEP: 0|136 | Loss: -0.014110
+INFO:EPOCH 3610/4000 | STEP: 100|136 | Loss: -0.013876
+INFO:TRAIN EPOCH: 3611|4000
+INFO:EPOCH 3611/4000 | STEP: 0|136 | Loss: -0.014051
+INFO:EPOCH 3611/4000 | STEP: 100|136 | Loss: -0.014503
+INFO:TRAIN EPOCH: 3612|4000
+INFO:EPOCH 3612/4000 | STEP: 0|136 | Loss: -0.014574
+INFO:EPOCH 3612/4000 | STEP: 100|136 | Loss: -0.014088
+INFO:TRAIN EPOCH: 3613|4000
+INFO:EPOCH 3613/4000 | STEP: 0|136 | Loss: -0.013817
+INFO:EPOCH 3613/4000 | STEP: 100|136 | Loss: -0.013499
+INFO:TRAIN EPOCH: 3614|4000
+INFO:EPOCH 3614/4000 | STEP: 0|136 | Loss: -0.014396
+INFO:EPOCH 3614/4000 | STEP: 100|136 | Loss: -0.015255
+INFO:TRAIN EPOCH: 3615|4000
+INFO:EPOCH 3615/4000 | STEP: 0|136 | Loss: -0.013956
+INFO:EPOCH 3615/4000 | STEP: 100|136 | Loss: -0.014440
+INFO:TRAIN EPOCH: 3616|4000
+INFO:EPOCH 3616/4000 | STEP: 0|136 | Loss: -0.015052
+INFO:EPOCH 3616/4000 | STEP: 100|136 | Loss: -0.014293
+INFO:TRAIN EPOCH: 3617|4000
+INFO:EPOCH 3617/4000 | STEP: 0|136 | Loss: -0.014434
+INFO:EPOCH 3617/4000 | STEP: 100|136 | Loss: -0.013696
+INFO:TRAIN EPOCH: 3618|4000
+INFO:EPOCH 3618/4000 | STEP: 0|136 | Loss: -0.013367
+INFO:VAL NDCG@10, IoU=0.3: 0.155140
+INFO:VAL NDCG@10, IoU=0.5: 0.134955
+INFO:VAL NDCG@10, IoU=0.7: 0.090942
+INFO:VAL NDCG@20, IoU=0.3: 0.147655
+INFO:VAL NDCG@20, IoU=0.5: 0.127773
+INFO:VAL NDCG@20, IoU=0.7: 0.086338
+INFO:VAL NDCG@40, IoU=0.3: 0.151321
+INFO:VAL NDCG@40, IoU=0.5: 0.130475
+INFO:VAL NDCG@40, IoU=0.7: 0.087158
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151572
+INFO:TEST NDCG@10, IoU=0.5: 0.134605
+INFO:TEST NDCG@10, IoU=0.7: 0.091461
+INFO:TEST NDCG@20, IoU=0.3: 0.143576
+INFO:TEST NDCG@20, IoU=0.5: 0.126566
+INFO:TEST NDCG@20, IoU=0.7: 0.084813
+INFO:TEST NDCG@40, IoU=0.3: 0.147905
+INFO:TEST NDCG@40, IoU=0.5: 0.129446
+INFO:TEST NDCG@40, IoU=0.7: 0.086158
+INFO:
+INFO:EPOCH 3618/4000 | STEP: 100|136 | Loss: -0.015138
+INFO:TRAIN EPOCH: 3619|4000
+INFO:EPOCH 3619/4000 | STEP: 0|136 | Loss: -0.011554
+INFO:EPOCH 3619/4000 | STEP: 100|136 | Loss: -0.014043
+INFO:TRAIN EPOCH: 3620|4000
+INFO:EPOCH 3620/4000 | STEP: 0|136 | Loss: -0.014190
+INFO:EPOCH 3620/4000 | STEP: 100|136 | Loss: -0.013912
+INFO:TRAIN EPOCH: 3621|4000
+INFO:EPOCH 3621/4000 | STEP: 0|136 | Loss: -0.013414
+INFO:EPOCH 3621/4000 | STEP: 100|136 | Loss: -0.014000
+INFO:TRAIN EPOCH: 3622|4000
+INFO:EPOCH 3622/4000 | STEP: 0|136 | Loss: -0.014266
+INFO:EPOCH 3622/4000 | STEP: 100|136 | Loss: -0.013866
+INFO:TRAIN EPOCH: 3623|4000
+INFO:EPOCH 3623/4000 | STEP: 0|136 | Loss: -0.014142
+INFO:EPOCH 3623/4000 | STEP: 100|136 | Loss: -0.014734
+INFO:TRAIN EPOCH: 3624|4000
+INFO:EPOCH 3624/4000 | STEP: 0|136 | Loss: -0.014842
+INFO:EPOCH 3624/4000 | STEP: 100|136 | Loss: -0.014989
+INFO:TRAIN EPOCH: 3625|4000
+INFO:EPOCH 3625/4000 | STEP: 0|136 | Loss: -0.014291
+INFO:EPOCH 3625/4000 | STEP: 100|136 | Loss: -0.013099
+INFO:TRAIN EPOCH: 3626|4000
+INFO:EPOCH 3626/4000 | STEP: 0|136 | Loss: -0.013762
+INFO:EPOCH 3626/4000 | STEP: 100|136 | Loss: -0.012942
+INFO:TRAIN EPOCH: 3627|4000
+INFO:EPOCH 3627/4000 | STEP: 0|136 | Loss: -0.013362
+INFO:EPOCH 3627/4000 | STEP: 100|136 | Loss: -0.014478
+INFO:TRAIN EPOCH: 3628|4000
+INFO:EPOCH 3628/4000 | STEP: 0|136 | Loss: -0.014252
+INFO:EPOCH 3628/4000 | STEP: 100|136 | Loss: -0.014073
+INFO:TRAIN EPOCH: 3629|4000
+INFO:EPOCH 3629/4000 | STEP: 0|136 | Loss: -0.013958
+INFO:EPOCH 3629/4000 | STEP: 100|136 | Loss: -0.013703
+INFO:TRAIN EPOCH: 3630|4000
+INFO:EPOCH 3630/4000 | STEP: 0|136 | Loss: -0.013865
+INFO:EPOCH 3630/4000 | STEP: 100|136 | Loss: -0.013643
+INFO:TRAIN EPOCH: 3631|4000
+INFO:EPOCH 3631/4000 | STEP: 0|136 | Loss: -0.014487
+INFO:EPOCH 3631/4000 | STEP: 100|136 | Loss: -0.014148
+INFO:TRAIN EPOCH: 3632|4000
+INFO:EPOCH 3632/4000 | STEP: 0|136 | Loss: -0.012494
+INFO:EPOCH 3632/4000 | STEP: 100|136 | Loss: -0.013655
+INFO:TRAIN EPOCH: 3633|4000
+INFO:EPOCH 3633/4000 | STEP: 0|136 | Loss: -0.014032
+INFO:EPOCH 3633/4000 | STEP: 100|136 | Loss: -0.013449
+INFO:TRAIN EPOCH: 3634|4000
+INFO:EPOCH 3634/4000 | STEP: 0|136 | Loss: -0.015141
+INFO:EPOCH 3634/4000 | STEP: 100|136 | Loss: -0.014414
+INFO:TRAIN EPOCH: 3635|4000
+INFO:EPOCH 3635/4000 | STEP: 0|136 | Loss: -0.014951
+INFO:EPOCH 3635/4000 | STEP: 100|136 | Loss: -0.014463
+INFO:TRAIN EPOCH: 3636|4000
+INFO:EPOCH 3636/4000 | STEP: 0|136 | Loss: -0.014252
+INFO:EPOCH 3636/4000 | STEP: 100|136 | Loss: -0.014573
+INFO:TRAIN EPOCH: 3637|4000
+INFO:EPOCH 3637/4000 | STEP: 0|136 | Loss: -0.013053
+INFO:EPOCH 3637/4000 | STEP: 100|136 | Loss: -0.014263
+INFO:TRAIN EPOCH: 3638|4000
+INFO:EPOCH 3638/4000 | STEP: 0|136 | Loss: -0.014050
+INFO:VAL NDCG@10, IoU=0.3: 0.155064
+INFO:VAL NDCG@10, IoU=0.5: 0.134632
+INFO:VAL NDCG@10, IoU=0.7: 0.090999
+INFO:VAL NDCG@20, IoU=0.3: 0.147268
+INFO:VAL NDCG@20, IoU=0.5: 0.127152
+INFO:VAL NDCG@20, IoU=0.7: 0.085121
+INFO:VAL NDCG@40, IoU=0.3: 0.151308
+INFO:VAL NDCG@40, IoU=0.5: 0.130312
+INFO:VAL NDCG@40, IoU=0.7: 0.086259
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151728
+INFO:TEST NDCG@10, IoU=0.5: 0.134459
+INFO:TEST NDCG@10, IoU=0.7: 0.090887
+INFO:TEST NDCG@20, IoU=0.3: 0.143543
+INFO:TEST NDCG@20, IoU=0.5: 0.126520
+INFO:TEST NDCG@20, IoU=0.7: 0.084680
+INFO:TEST NDCG@40, IoU=0.3: 0.148162
+INFO:TEST NDCG@40, IoU=0.5: 0.129586
+INFO:TEST NDCG@40, IoU=0.7: 0.086216
+INFO:
+INFO:EPOCH 3638/4000 | STEP: 100|136 | Loss: -0.015906
+INFO:TRAIN EPOCH: 3639|4000
+INFO:EPOCH 3639/4000 | STEP: 0|136 | Loss: -0.011398
+INFO:EPOCH 3639/4000 | STEP: 100|136 | Loss: -0.013597
+INFO:TRAIN EPOCH: 3640|4000
+INFO:EPOCH 3640/4000 | STEP: 0|136 | Loss: -0.013736
+INFO:EPOCH 3640/4000 | STEP: 100|136 | Loss: -0.014159
+INFO:TRAIN EPOCH: 3641|4000
+INFO:EPOCH 3641/4000 | STEP: 0|136 | Loss: -0.013559
+INFO:EPOCH 3641/4000 | STEP: 100|136 | Loss: -0.014903
+INFO:TRAIN EPOCH: 3642|4000
+INFO:EPOCH 3642/4000 | STEP: 0|136 | Loss: -0.014032
+INFO:EPOCH 3642/4000 | STEP: 100|136 | Loss: -0.013778
+INFO:TRAIN EPOCH: 3643|4000
+INFO:EPOCH 3643/4000 | STEP: 0|136 | Loss: -0.014885
+INFO:EPOCH 3643/4000 | STEP: 100|136 | Loss: -0.014038
+INFO:TRAIN EPOCH: 3644|4000
+INFO:EPOCH 3644/4000 | STEP: 0|136 | Loss: -0.015012
+INFO:EPOCH 3644/4000 | STEP: 100|136 | Loss: -0.014935
+INFO:TRAIN EPOCH: 3645|4000
+INFO:EPOCH 3645/4000 | STEP: 0|136 | Loss: -0.013721
+INFO:EPOCH 3645/4000 | STEP: 100|136 | Loss: -0.014559
+INFO:TRAIN EPOCH: 3646|4000
+INFO:EPOCH 3646/4000 | STEP: 0|136 | Loss: -0.014647
+INFO:EPOCH 3646/4000 | STEP: 100|136 | Loss: -0.013034
+INFO:TRAIN EPOCH: 3647|4000
+INFO:EPOCH 3647/4000 | STEP: 0|136 | Loss: -0.014310
+INFO:EPOCH 3647/4000 | STEP: 100|136 | Loss: -0.014648
+INFO:TRAIN EPOCH: 3648|4000
+INFO:EPOCH 3648/4000 | STEP: 0|136 | Loss: -0.013784
+INFO:EPOCH 3648/4000 | STEP: 100|136 | Loss: -0.013922
+INFO:TRAIN EPOCH: 3649|4000
+INFO:EPOCH 3649/4000 | STEP: 0|136 | Loss: -0.013249
+INFO:EPOCH 3649/4000 | STEP: 100|136 | Loss: -0.014200
+INFO:TRAIN EPOCH: 3650|4000
+INFO:EPOCH 3650/4000 | STEP: 0|136 | Loss: -0.014288
+INFO:EPOCH 3650/4000 | STEP: 100|136 | Loss: -0.014020
+INFO:TRAIN EPOCH: 3651|4000
+INFO:EPOCH 3651/4000 | STEP: 0|136 | Loss: -0.014443
+INFO:EPOCH 3651/4000 | STEP: 100|136 | Loss: -0.013203
+INFO:TRAIN EPOCH: 3652|4000
+INFO:EPOCH 3652/4000 | STEP: 0|136 | Loss: -0.013626
+INFO:EPOCH 3652/4000 | STEP: 100|136 | Loss: -0.012793
+INFO:TRAIN EPOCH: 3653|4000
+INFO:EPOCH 3653/4000 | STEP: 0|136 | Loss: -0.014262
+INFO:EPOCH 3653/4000 | STEP: 100|136 | Loss: -0.013578
+INFO:TRAIN EPOCH: 3654|4000
+INFO:EPOCH 3654/4000 | STEP: 0|136 | Loss: -0.014683
+INFO:EPOCH 3654/4000 | STEP: 100|136 | Loss: -0.013862
+INFO:TRAIN EPOCH: 3655|4000
+INFO:EPOCH 3655/4000 | STEP: 0|136 | Loss: -0.014479
+INFO:EPOCH 3655/4000 | STEP: 100|136 | Loss: -0.013860
+INFO:TRAIN EPOCH: 3656|4000
+INFO:EPOCH 3656/4000 | STEP: 0|136 | Loss: -0.014449
+INFO:EPOCH 3656/4000 | STEP: 100|136 | Loss: -0.013662
+INFO:TRAIN EPOCH: 3657|4000
+INFO:EPOCH 3657/4000 | STEP: 0|136 | Loss: -0.014704
+INFO:EPOCH 3657/4000 | STEP: 100|136 | Loss: -0.014533
+INFO:TRAIN EPOCH: 3658|4000
+INFO:EPOCH 3658/4000 | STEP: 0|136 | Loss: -0.014264
+INFO:VAL NDCG@10, IoU=0.3: 0.156091
+INFO:VAL NDCG@10, IoU=0.5: 0.135852
+INFO:VAL NDCG@10, IoU=0.7: 0.091783
+INFO:VAL NDCG@20, IoU=0.3: 0.147785
+INFO:VAL NDCG@20, IoU=0.5: 0.128116
+INFO:VAL NDCG@20, IoU=0.7: 0.085913
+INFO:VAL NDCG@40, IoU=0.3: 0.152595
+INFO:VAL NDCG@40, IoU=0.5: 0.131912
+INFO:VAL NDCG@40, IoU=0.7: 0.087514
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151553
+INFO:TEST NDCG@10, IoU=0.5: 0.134596
+INFO:TEST NDCG@10, IoU=0.7: 0.091255
+INFO:TEST NDCG@20, IoU=0.3: 0.144350
+INFO:TEST NDCG@20, IoU=0.5: 0.127456
+INFO:TEST NDCG@20, IoU=0.7: 0.085435
+INFO:TEST NDCG@40, IoU=0.3: 0.148546
+INFO:TEST NDCG@40, IoU=0.5: 0.130135
+INFO:TEST NDCG@40, IoU=0.7: 0.086494
+INFO:
+INFO:EPOCH 3658/4000 | STEP: 100|136 | Loss: -0.014509
+INFO:TRAIN EPOCH: 3659|4000
+INFO:EPOCH 3659/4000 | STEP: 0|136 | Loss: -0.012949
+INFO:EPOCH 3659/4000 | STEP: 100|136 | Loss: -0.015276
+INFO:TRAIN EPOCH: 3660|4000
+INFO:EPOCH 3660/4000 | STEP: 0|136 | Loss: -0.013043
+INFO:EPOCH 3660/4000 | STEP: 100|136 | Loss: -0.014356
+INFO:TRAIN EPOCH: 3661|4000
+INFO:EPOCH 3661/4000 | STEP: 0|136 | Loss: -0.014756
+INFO:EPOCH 3661/4000 | STEP: 100|136 | Loss: -0.013904
+INFO:TRAIN EPOCH: 3662|4000
+INFO:EPOCH 3662/4000 | STEP: 0|136 | Loss: -0.015463
+INFO:EPOCH 3662/4000 | STEP: 100|136 | Loss: -0.014810
+INFO:TRAIN EPOCH: 3663|4000
+INFO:EPOCH 3663/4000 | STEP: 0|136 | Loss: -0.014854
+INFO:EPOCH 3663/4000 | STEP: 100|136 | Loss: -0.014221
+INFO:TRAIN EPOCH: 3664|4000
+INFO:EPOCH 3664/4000 | STEP: 0|136 | Loss: -0.015815
+INFO:EPOCH 3664/4000 | STEP: 100|136 | Loss: -0.012484
+INFO:TRAIN EPOCH: 3665|4000
+INFO:EPOCH 3665/4000 | STEP: 0|136 | Loss: -0.013964
+INFO:EPOCH 3665/4000 | STEP: 100|136 | Loss: -0.012924
+INFO:TRAIN EPOCH: 3666|4000
+INFO:EPOCH 3666/4000 | STEP: 0|136 | Loss: -0.014196
+INFO:EPOCH 3666/4000 | STEP: 100|136 | Loss: -0.014995
+INFO:TRAIN EPOCH: 3667|4000
+INFO:EPOCH 3667/4000 | STEP: 0|136 | Loss: -0.014783
+INFO:EPOCH 3667/4000 | STEP: 100|136 | Loss: -0.014322
+INFO:TRAIN EPOCH: 3668|4000
+INFO:EPOCH 3668/4000 | STEP: 0|136 | Loss: -0.013726
+INFO:EPOCH 3668/4000 | STEP: 100|136 | Loss: -0.014215
+INFO:TRAIN EPOCH: 3669|4000
+INFO:EPOCH 3669/4000 | STEP: 0|136 | Loss: -0.014693
+INFO:EPOCH 3669/4000 | STEP: 100|136 | Loss: -0.012868
+INFO:TRAIN EPOCH: 3670|4000
+INFO:EPOCH 3670/4000 | STEP: 0|136 | Loss: -0.014519
+INFO:EPOCH 3670/4000 | STEP: 100|136 | Loss: -0.014146
+INFO:TRAIN EPOCH: 3671|4000
+INFO:EPOCH 3671/4000 | STEP: 0|136 | Loss: -0.013805
+INFO:EPOCH 3671/4000 | STEP: 100|136 | Loss: -0.014527
+INFO:TRAIN EPOCH: 3672|4000
+INFO:EPOCH 3672/4000 | STEP: 0|136 | Loss: -0.015027
+INFO:EPOCH 3672/4000 | STEP: 100|136 | Loss: -0.014526
+INFO:TRAIN EPOCH: 3673|4000
+INFO:EPOCH 3673/4000 | STEP: 0|136 | Loss: -0.013038
+INFO:EPOCH 3673/4000 | STEP: 100|136 | Loss: -0.014515
+INFO:TRAIN EPOCH: 3674|4000
+INFO:EPOCH 3674/4000 | STEP: 0|136 | Loss: -0.014483
+INFO:EPOCH 3674/4000 | STEP: 100|136 | Loss: -0.014947
+INFO:TRAIN EPOCH: 3675|4000
+INFO:EPOCH 3675/4000 | STEP: 0|136 | Loss: -0.013408
+INFO:EPOCH 3675/4000 | STEP: 100|136 | Loss: -0.015468
+INFO:TRAIN EPOCH: 3676|4000
+INFO:EPOCH 3676/4000 | STEP: 0|136 | Loss: -0.012354
+INFO:EPOCH 3676/4000 | STEP: 100|136 | Loss: -0.014865
+INFO:TRAIN EPOCH: 3677|4000
+INFO:EPOCH 3677/4000 | STEP: 0|136 | Loss: -0.014056
+INFO:EPOCH 3677/4000 | STEP: 100|136 | Loss: -0.013596
+INFO:TRAIN EPOCH: 3678|4000
+INFO:EPOCH 3678/4000 | STEP: 0|136 | Loss: -0.014584
+INFO:VAL NDCG@10, IoU=0.3: 0.154856
+INFO:VAL NDCG@10, IoU=0.5: 0.134169
+INFO:VAL NDCG@10, IoU=0.7: 0.090693
+INFO:VAL NDCG@20, IoU=0.3: 0.146809
+INFO:VAL NDCG@20, IoU=0.5: 0.127053
+INFO:VAL NDCG@20, IoU=0.7: 0.085087
+INFO:VAL NDCG@40, IoU=0.3: 0.151613
+INFO:VAL NDCG@40, IoU=0.5: 0.131071
+INFO:VAL NDCG@40, IoU=0.7: 0.086459
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151177
+INFO:TEST NDCG@10, IoU=0.5: 0.134381
+INFO:TEST NDCG@10, IoU=0.7: 0.091264
+INFO:TEST NDCG@20, IoU=0.3: 0.143425
+INFO:TEST NDCG@20, IoU=0.5: 0.126722
+INFO:TEST NDCG@20, IoU=0.7: 0.084828
+INFO:TEST NDCG@40, IoU=0.3: 0.148341
+INFO:TEST NDCG@40, IoU=0.5: 0.130016
+INFO:TEST NDCG@40, IoU=0.7: 0.086637
+INFO:
+INFO:EPOCH 3678/4000 | STEP: 100|136 | Loss: -0.016255
+INFO:TRAIN EPOCH: 3679|4000
+INFO:EPOCH 3679/4000 | STEP: 0|136 | Loss: -0.010940
+INFO:EPOCH 3679/4000 | STEP: 100|136 | Loss: -0.014765
+INFO:TRAIN EPOCH: 3680|4000
+INFO:EPOCH 3680/4000 | STEP: 0|136 | Loss: -0.015566
+INFO:EPOCH 3680/4000 | STEP: 100|136 | Loss: -0.014181
+INFO:TRAIN EPOCH: 3681|4000
+INFO:EPOCH 3681/4000 | STEP: 0|136 | Loss: -0.013765
+INFO:EPOCH 3681/4000 | STEP: 100|136 | Loss: -0.013825
+INFO:TRAIN EPOCH: 3682|4000
+INFO:EPOCH 3682/4000 | STEP: 0|136 | Loss: -0.014348
+INFO:EPOCH 3682/4000 | STEP: 100|136 | Loss: -0.013762
+INFO:TRAIN EPOCH: 3683|4000
+INFO:EPOCH 3683/4000 | STEP: 0|136 | Loss: -0.014936
+INFO:EPOCH 3683/4000 | STEP: 100|136 | Loss: -0.013640
+INFO:TRAIN EPOCH: 3684|4000
+INFO:EPOCH 3684/4000 | STEP: 0|136 | Loss: -0.013613
+INFO:EPOCH 3684/4000 | STEP: 100|136 | Loss: -0.014196
+INFO:TRAIN EPOCH: 3685|4000
+INFO:EPOCH 3685/4000 | STEP: 0|136 | Loss: -0.014329
+INFO:EPOCH 3685/4000 | STEP: 100|136 | Loss: -0.012889
+INFO:TRAIN EPOCH: 3686|4000
+INFO:EPOCH 3686/4000 | STEP: 0|136 | Loss: -0.014429
+INFO:EPOCH 3686/4000 | STEP: 100|136 | Loss: -0.014302
+INFO:TRAIN EPOCH: 3687|4000
+INFO:EPOCH 3687/4000 | STEP: 0|136 | Loss: -0.014767
+INFO:EPOCH 3687/4000 | STEP: 100|136 | Loss: -0.014727
+INFO:TRAIN EPOCH: 3688|4000
+INFO:EPOCH 3688/4000 | STEP: 0|136 | Loss: -0.014436
+INFO:EPOCH 3688/4000 | STEP: 100|136 | Loss: -0.014357
+INFO:TRAIN EPOCH: 3689|4000
+INFO:EPOCH 3689/4000 | STEP: 0|136 | Loss: -0.014696
+INFO:EPOCH 3689/4000 | STEP: 100|136 | Loss: -0.013972
+INFO:TRAIN EPOCH: 3690|4000
+INFO:EPOCH 3690/4000 | STEP: 0|136 | Loss: -0.014079
+INFO:EPOCH 3690/4000 | STEP: 100|136 | Loss: -0.014422
+INFO:TRAIN EPOCH: 3691|4000
+INFO:EPOCH 3691/4000 | STEP: 0|136 | Loss: -0.013574
+INFO:EPOCH 3691/4000 | STEP: 100|136 | Loss: -0.014316
+INFO:TRAIN EPOCH: 3692|4000
+INFO:EPOCH 3692/4000 | STEP: 0|136 | Loss: -0.014413
+INFO:EPOCH 3692/4000 | STEP: 100|136 | Loss: -0.014772
+INFO:TRAIN EPOCH: 3693|4000
+INFO:EPOCH 3693/4000 | STEP: 0|136 | Loss: -0.013717
+INFO:EPOCH 3693/4000 | STEP: 100|136 | Loss: -0.013411
+INFO:TRAIN EPOCH: 3694|4000
+INFO:EPOCH 3694/4000 | STEP: 0|136 | Loss: -0.014317
+INFO:EPOCH 3694/4000 | STEP: 100|136 | Loss: -0.014477
+INFO:TRAIN EPOCH: 3695|4000
+INFO:EPOCH 3695/4000 | STEP: 0|136 | Loss: -0.013952
+INFO:EPOCH 3695/4000 | STEP: 100|136 | Loss: -0.011368
+INFO:TRAIN EPOCH: 3696|4000
+INFO:EPOCH 3696/4000 | STEP: 0|136 | Loss: -0.014053
+INFO:EPOCH 3696/4000 | STEP: 100|136 | Loss: -0.013355
+INFO:TRAIN EPOCH: 3697|4000
+INFO:EPOCH 3697/4000 | STEP: 0|136 | Loss: -0.014852
+INFO:EPOCH 3697/4000 | STEP: 100|136 | Loss: -0.014766
+INFO:TRAIN EPOCH: 3698|4000
+INFO:EPOCH 3698/4000 | STEP: 0|136 | Loss: -0.013954
+INFO:VAL NDCG@10, IoU=0.3: 0.156971
+INFO:VAL NDCG@10, IoU=0.5: 0.136029
+INFO:VAL NDCG@10, IoU=0.7: 0.091326
+INFO:VAL NDCG@20, IoU=0.3: 0.148841
+INFO:VAL NDCG@20, IoU=0.5: 0.128560
+INFO:VAL NDCG@20, IoU=0.7: 0.085900
+INFO:VAL NDCG@40, IoU=0.3: 0.152635
+INFO:VAL NDCG@40, IoU=0.5: 0.131776
+INFO:VAL NDCG@40, IoU=0.7: 0.087246
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151603
+INFO:TEST NDCG@10, IoU=0.5: 0.134362
+INFO:TEST NDCG@10, IoU=0.7: 0.091461
+INFO:TEST NDCG@20, IoU=0.3: 0.143811
+INFO:TEST NDCG@20, IoU=0.5: 0.126974
+INFO:TEST NDCG@20, IoU=0.7: 0.085329
+INFO:TEST NDCG@40, IoU=0.3: 0.148979
+INFO:TEST NDCG@40, IoU=0.5: 0.130504
+INFO:TEST NDCG@40, IoU=0.7: 0.087039
+INFO:
+INFO:EPOCH 3698/4000 | STEP: 100|136 | Loss: -0.015586
+INFO:TRAIN EPOCH: 3699|4000
+INFO:EPOCH 3699/4000 | STEP: 0|136 | Loss: -0.012621
+INFO:EPOCH 3699/4000 | STEP: 100|136 | Loss: -0.014558
+INFO:TRAIN EPOCH: 3700|4000
+INFO:EPOCH 3700/4000 | STEP: 0|136 | Loss: -0.014270
+INFO:EPOCH 3700/4000 | STEP: 100|136 | Loss: -0.014838
+INFO:TRAIN EPOCH: 3701|4000
+INFO:EPOCH 3701/4000 | STEP: 0|136 | Loss: -0.014744
+INFO:EPOCH 3701/4000 | STEP: 100|136 | Loss: -0.015261
+INFO:TRAIN EPOCH: 3702|4000
+INFO:EPOCH 3702/4000 | STEP: 0|136 | Loss: -0.013258
+INFO:EPOCH 3702/4000 | STEP: 100|136 | Loss: -0.014717
+INFO:TRAIN EPOCH: 3703|4000
+INFO:EPOCH 3703/4000 | STEP: 0|136 | Loss: -0.014738
+INFO:EPOCH 3703/4000 | STEP: 100|136 | Loss: -0.014493
+INFO:TRAIN EPOCH: 3704|4000
+INFO:EPOCH 3704/4000 | STEP: 0|136 | Loss: -0.014141
+INFO:EPOCH 3704/4000 | STEP: 100|136 | Loss: -0.013612
+INFO:TRAIN EPOCH: 3705|4000
+INFO:EPOCH 3705/4000 | STEP: 0|136 | Loss: -0.014757
+INFO:EPOCH 3705/4000 | STEP: 100|136 | Loss: -0.013773
+INFO:TRAIN EPOCH: 3706|4000
+INFO:EPOCH 3706/4000 | STEP: 0|136 | Loss: -0.014880
+INFO:EPOCH 3706/4000 | STEP: 100|136 | Loss: -0.014624
+INFO:TRAIN EPOCH: 3707|4000
+INFO:EPOCH 3707/4000 | STEP: 0|136 | Loss: -0.015212
+INFO:EPOCH 3707/4000 | STEP: 100|136 | Loss: -0.015456
+INFO:TRAIN EPOCH: 3708|4000
+INFO:EPOCH 3708/4000 | STEP: 0|136 | Loss: -0.013986
+INFO:EPOCH 3708/4000 | STEP: 100|136 | Loss: -0.013756
+INFO:TRAIN EPOCH: 3709|4000
+INFO:EPOCH 3709/4000 | STEP: 0|136 | Loss: -0.014121
+INFO:EPOCH 3709/4000 | STEP: 100|136 | Loss: -0.014304
+INFO:TRAIN EPOCH: 3710|4000
+INFO:EPOCH 3710/4000 | STEP: 0|136 | Loss: -0.012639
+INFO:EPOCH 3710/4000 | STEP: 100|136 | Loss: -0.014993
+INFO:TRAIN EPOCH: 3711|4000
+INFO:EPOCH 3711/4000 | STEP: 0|136 | Loss: -0.014252
+INFO:EPOCH 3711/4000 | STEP: 100|136 | Loss: -0.014298
+INFO:TRAIN EPOCH: 3712|4000
+INFO:EPOCH 3712/4000 | STEP: 0|136 | Loss: -0.014000
+INFO:EPOCH 3712/4000 | STEP: 100|136 | Loss: -0.014809
+INFO:TRAIN EPOCH: 3713|4000
+INFO:EPOCH 3713/4000 | STEP: 0|136 | Loss: -0.014320
+INFO:EPOCH 3713/4000 | STEP: 100|136 | Loss: -0.014246
+INFO:TRAIN EPOCH: 3714|4000
+INFO:EPOCH 3714/4000 | STEP: 0|136 | Loss: -0.013858
+INFO:EPOCH 3714/4000 | STEP: 100|136 | Loss: -0.014192
+INFO:TRAIN EPOCH: 3715|4000
+INFO:EPOCH 3715/4000 | STEP: 0|136 | Loss: -0.014693
+INFO:EPOCH 3715/4000 | STEP: 100|136 | Loss: -0.013279
+INFO:TRAIN EPOCH: 3716|4000
+INFO:EPOCH 3716/4000 | STEP: 0|136 | Loss: -0.014869
+INFO:EPOCH 3716/4000 | STEP: 100|136 | Loss: -0.014280
+INFO:TRAIN EPOCH: 3717|4000
+INFO:EPOCH 3717/4000 | STEP: 0|136 | Loss: -0.015411
+INFO:EPOCH 3717/4000 | STEP: 100|136 | Loss: -0.012365
+INFO:TRAIN EPOCH: 3718|4000
+INFO:EPOCH 3718/4000 | STEP: 0|136 | Loss: -0.014809
+INFO:VAL NDCG@10, IoU=0.3: 0.157747
+INFO:VAL NDCG@10, IoU=0.5: 0.136895
+INFO:VAL NDCG@10, IoU=0.7: 0.091849
+INFO:VAL NDCG@20, IoU=0.3: 0.149292
+INFO:VAL NDCG@20, IoU=0.5: 0.128838
+INFO:VAL NDCG@20, IoU=0.7: 0.086069
+INFO:VAL NDCG@40, IoU=0.3: 0.152562
+INFO:VAL NDCG@40, IoU=0.5: 0.131574
+INFO:VAL NDCG@40, IoU=0.7: 0.087640
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150771
+INFO:TEST NDCG@10, IoU=0.5: 0.133786
+INFO:TEST NDCG@10, IoU=0.7: 0.090741
+INFO:TEST NDCG@20, IoU=0.3: 0.142759
+INFO:TEST NDCG@20, IoU=0.5: 0.126033
+INFO:TEST NDCG@20, IoU=0.7: 0.084462
+INFO:TEST NDCG@40, IoU=0.3: 0.147647
+INFO:TEST NDCG@40, IoU=0.5: 0.129492
+INFO:TEST NDCG@40, IoU=0.7: 0.086220
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.157747
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.136895
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.091849
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.149292
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.128838
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.086069
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.152562
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.131574
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.087640
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.150771
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.133786
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.090741
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.142759
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.126033
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.084462
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.147647
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.129492
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.086220
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 3718/4000 | STEP: 100|136 | Loss: -0.016378
+INFO:TRAIN EPOCH: 3719|4000
+INFO:EPOCH 3719/4000 | STEP: 0|136 | Loss: -0.013475
+INFO:EPOCH 3719/4000 | STEP: 100|136 | Loss: -0.014776
+INFO:TRAIN EPOCH: 3720|4000
+INFO:EPOCH 3720/4000 | STEP: 0|136 | Loss: -0.013390
+INFO:EPOCH 3720/4000 | STEP: 100|136 | Loss: -0.014947
+INFO:TRAIN EPOCH: 3721|4000
+INFO:EPOCH 3721/4000 | STEP: 0|136 | Loss: -0.014485
+INFO:EPOCH 3721/4000 | STEP: 100|136 | Loss: -0.015432
+INFO:TRAIN EPOCH: 3722|4000
+INFO:EPOCH 3722/4000 | STEP: 0|136 | Loss: -0.013992
+INFO:EPOCH 3722/4000 | STEP: 100|136 | Loss: -0.013802
+INFO:TRAIN EPOCH: 3723|4000
+INFO:EPOCH 3723/4000 | STEP: 0|136 | Loss: -0.014444
+INFO:EPOCH 3723/4000 | STEP: 100|136 | Loss: -0.015304
+INFO:TRAIN EPOCH: 3724|4000
+INFO:EPOCH 3724/4000 | STEP: 0|136 | Loss: -0.014664
+INFO:EPOCH 3724/4000 | STEP: 100|136 | Loss: -0.013808
+INFO:TRAIN EPOCH: 3725|4000
+INFO:EPOCH 3725/4000 | STEP: 0|136 | Loss: -0.013677
+INFO:EPOCH 3725/4000 | STEP: 100|136 | Loss: -0.013762
+INFO:TRAIN EPOCH: 3726|4000
+INFO:EPOCH 3726/4000 | STEP: 0|136 | Loss: -0.013163
+INFO:EPOCH 3726/4000 | STEP: 100|136 | Loss: -0.013811
+INFO:TRAIN EPOCH: 3727|4000
+INFO:EPOCH 3727/4000 | STEP: 0|136 | Loss: -0.015422
+INFO:EPOCH 3727/4000 | STEP: 100|136 | Loss: -0.012827
+INFO:TRAIN EPOCH: 3728|4000
+INFO:EPOCH 3728/4000 | STEP: 0|136 | Loss: -0.013366
+INFO:EPOCH 3728/4000 | STEP: 100|136 | Loss: -0.014597
+INFO:TRAIN EPOCH: 3729|4000
+INFO:EPOCH 3729/4000 | STEP: 0|136 | Loss: -0.015420
+INFO:EPOCH 3729/4000 | STEP: 100|136 | Loss: -0.013541
+INFO:TRAIN EPOCH: 3730|4000
+INFO:EPOCH 3730/4000 | STEP: 0|136 | Loss: -0.015574
+INFO:EPOCH 3730/4000 | STEP: 100|136 | Loss: -0.013339
+INFO:TRAIN EPOCH: 3731|4000
+INFO:EPOCH 3731/4000 | STEP: 0|136 | Loss: -0.014826
+INFO:EPOCH 3731/4000 | STEP: 100|136 | Loss: -0.015440
+INFO:TRAIN EPOCH: 3732|4000
+INFO:EPOCH 3732/4000 | STEP: 0|136 | Loss: -0.013556
+INFO:EPOCH 3732/4000 | STEP: 100|136 | Loss: -0.014988
+INFO:TRAIN EPOCH: 3733|4000
+INFO:EPOCH 3733/4000 | STEP: 0|136 | Loss: -0.014189
+INFO:EPOCH 3733/4000 | STEP: 100|136 | Loss: -0.013710
+INFO:TRAIN EPOCH: 3734|4000
+INFO:EPOCH 3734/4000 | STEP: 0|136 | Loss: -0.015174
+INFO:EPOCH 3734/4000 | STEP: 100|136 | Loss: -0.015260
+INFO:TRAIN EPOCH: 3735|4000
+INFO:EPOCH 3735/4000 | STEP: 0|136 | Loss: -0.014909
+INFO:EPOCH 3735/4000 | STEP: 100|136 | Loss: -0.013802
+INFO:TRAIN EPOCH: 3736|4000
+INFO:EPOCH 3736/4000 | STEP: 0|136 | Loss: -0.014802
+INFO:EPOCH 3736/4000 | STEP: 100|136 | Loss: -0.013505
+INFO:TRAIN EPOCH: 3737|4000
+INFO:EPOCH 3737/4000 | STEP: 0|136 | Loss: -0.014664
+INFO:EPOCH 3737/4000 | STEP: 100|136 | Loss: -0.014183
+INFO:TRAIN EPOCH: 3738|4000
+INFO:EPOCH 3738/4000 | STEP: 0|136 | Loss: -0.014395
+INFO:VAL NDCG@10, IoU=0.3: 0.156540
+INFO:VAL NDCG@10, IoU=0.5: 0.136163
+INFO:VAL NDCG@10, IoU=0.7: 0.091124
+INFO:VAL NDCG@20, IoU=0.3: 0.148063
+INFO:VAL NDCG@20, IoU=0.5: 0.128138
+INFO:VAL NDCG@20, IoU=0.7: 0.085753
+INFO:VAL NDCG@40, IoU=0.3: 0.151300
+INFO:VAL NDCG@40, IoU=0.5: 0.130666
+INFO:VAL NDCG@40, IoU=0.7: 0.086775
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.150929
+INFO:TEST NDCG@10, IoU=0.5: 0.133499
+INFO:TEST NDCG@10, IoU=0.7: 0.090677
+INFO:TEST NDCG@20, IoU=0.3: 0.142730
+INFO:TEST NDCG@20, IoU=0.5: 0.125828
+INFO:TEST NDCG@20, IoU=0.7: 0.084389
+INFO:TEST NDCG@40, IoU=0.3: 0.147697
+INFO:TEST NDCG@40, IoU=0.5: 0.129298
+INFO:TEST NDCG@40, IoU=0.7: 0.086285
+INFO:
+INFO:EPOCH 3738/4000 | STEP: 100|136 | Loss: -0.016528
+INFO:TRAIN EPOCH: 3739|4000
+INFO:EPOCH 3739/4000 | STEP: 0|136 | Loss: -0.012141
+INFO:EPOCH 3739/4000 | STEP: 100|136 | Loss: -0.013333
+INFO:TRAIN EPOCH: 3740|4000
+INFO:EPOCH 3740/4000 | STEP: 0|136 | Loss: -0.013379
+INFO:EPOCH 3740/4000 | STEP: 100|136 | Loss: -0.013516
+INFO:TRAIN EPOCH: 3741|4000
+INFO:EPOCH 3741/4000 | STEP: 0|136 | Loss: -0.014390
+INFO:EPOCH 3741/4000 | STEP: 100|136 | Loss: -0.013826
+INFO:TRAIN EPOCH: 3742|4000
+INFO:EPOCH 3742/4000 | STEP: 0|136 | Loss: -0.014031
+INFO:EPOCH 3742/4000 | STEP: 100|136 | Loss: -0.014597
+INFO:TRAIN EPOCH: 3743|4000
+INFO:EPOCH 3743/4000 | STEP: 0|136 | Loss: -0.013964
+INFO:EPOCH 3743/4000 | STEP: 100|136 | Loss: -0.014891
+INFO:TRAIN EPOCH: 3744|4000
+INFO:EPOCH 3744/4000 | STEP: 0|136 | Loss: -0.014065
+INFO:EPOCH 3744/4000 | STEP: 100|136 | Loss: -0.014536
+INFO:TRAIN EPOCH: 3745|4000
+INFO:EPOCH 3745/4000 | STEP: 0|136 | Loss: -0.014076
+INFO:EPOCH 3745/4000 | STEP: 100|136 | Loss: -0.015321
+INFO:TRAIN EPOCH: 3746|4000
+INFO:EPOCH 3746/4000 | STEP: 0|136 | Loss: -0.014204
+INFO:EPOCH 3746/4000 | STEP: 100|136 | Loss: -0.012811
+INFO:TRAIN EPOCH: 3747|4000
+INFO:EPOCH 3747/4000 | STEP: 0|136 | Loss: -0.014413
+INFO:EPOCH 3747/4000 | STEP: 100|136 | Loss: -0.013480
+INFO:TRAIN EPOCH: 3748|4000
+INFO:EPOCH 3748/4000 | STEP: 0|136 | Loss: -0.014493
+INFO:EPOCH 3748/4000 | STEP: 100|136 | Loss: -0.013036
+INFO:TRAIN EPOCH: 3749|4000
+INFO:EPOCH 3749/4000 | STEP: 0|136 | Loss: -0.014415
+INFO:EPOCH 3749/4000 | STEP: 100|136 | Loss: -0.011955
+INFO:TRAIN EPOCH: 3750|4000
+INFO:EPOCH 3750/4000 | STEP: 0|136 | Loss: -0.014044
+INFO:EPOCH 3750/4000 | STEP: 100|136 | Loss: -0.013273
+INFO:TRAIN EPOCH: 3751|4000
+INFO:EPOCH 3751/4000 | STEP: 0|136 | Loss: -0.014110
+INFO:EPOCH 3751/4000 | STEP: 100|136 | Loss: -0.014928
+INFO:TRAIN EPOCH: 3752|4000
+INFO:EPOCH 3752/4000 | STEP: 0|136 | Loss: -0.014473
+INFO:EPOCH 3752/4000 | STEP: 100|136 | Loss: -0.014562
+INFO:TRAIN EPOCH: 3753|4000
+INFO:EPOCH 3753/4000 | STEP: 0|136 | Loss: -0.014088
+INFO:EPOCH 3753/4000 | STEP: 100|136 | Loss: -0.013614
+INFO:TRAIN EPOCH: 3754|4000
+INFO:EPOCH 3754/4000 | STEP: 0|136 | Loss: -0.013711
+INFO:EPOCH 3754/4000 | STEP: 100|136 | Loss: -0.014828
+INFO:TRAIN EPOCH: 3755|4000
+INFO:EPOCH 3755/4000 | STEP: 0|136 | Loss: -0.014796
+INFO:EPOCH 3755/4000 | STEP: 100|136 | Loss: -0.014929
+INFO:TRAIN EPOCH: 3756|4000
+INFO:EPOCH 3756/4000 | STEP: 0|136 | Loss: -0.013374
+INFO:EPOCH 3756/4000 | STEP: 100|136 | Loss: -0.013918
+INFO:TRAIN EPOCH: 3757|4000
+INFO:EPOCH 3757/4000 | STEP: 0|136 | Loss: -0.013776
+INFO:EPOCH 3757/4000 | STEP: 100|136 | Loss: -0.013499
+INFO:TRAIN EPOCH: 3758|4000
+INFO:EPOCH 3758/4000 | STEP: 0|136 | Loss: -0.013455
+INFO:VAL NDCG@10, IoU=0.3: 0.158667
+INFO:VAL NDCG@10, IoU=0.5: 0.137504
+INFO:VAL NDCG@10, IoU=0.7: 0.092938
+INFO:VAL NDCG@20, IoU=0.3: 0.150527
+INFO:VAL NDCG@20, IoU=0.5: 0.130198
+INFO:VAL NDCG@20, IoU=0.7: 0.087660
+INFO:VAL NDCG@40, IoU=0.3: 0.153124
+INFO:VAL NDCG@40, IoU=0.5: 0.131640
+INFO:VAL NDCG@40, IoU=0.7: 0.088226
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151021
+INFO:TEST NDCG@10, IoU=0.5: 0.133882
+INFO:TEST NDCG@10, IoU=0.7: 0.091006
+INFO:TEST NDCG@20, IoU=0.3: 0.142876
+INFO:TEST NDCG@20, IoU=0.5: 0.126089
+INFO:TEST NDCG@20, IoU=0.7: 0.084659
+INFO:TEST NDCG@40, IoU=0.3: 0.147835
+INFO:TEST NDCG@40, IoU=0.5: 0.129589
+INFO:TEST NDCG@40, IoU=0.7: 0.086527
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.158667
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.137504
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.092938
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.150527
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.130198
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.087660
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.153124
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.131640
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.088226
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.151021
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.133882
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.091006
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.142876
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.126089
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.084659
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.147835
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.129589
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.086527
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 3758/4000 | STEP: 100|136 | Loss: -0.016060
+INFO:TRAIN EPOCH: 3759|4000
+INFO:EPOCH 3759/4000 | STEP: 0|136 | Loss: -0.013091
+INFO:EPOCH 3759/4000 | STEP: 100|136 | Loss: -0.013616
+INFO:TRAIN EPOCH: 3760|4000
+INFO:EPOCH 3760/4000 | STEP: 0|136 | Loss: -0.015131
+INFO:EPOCH 3760/4000 | STEP: 100|136 | Loss: -0.014667
+INFO:TRAIN EPOCH: 3761|4000
+INFO:EPOCH 3761/4000 | STEP: 0|136 | Loss: -0.014004
+INFO:EPOCH 3761/4000 | STEP: 100|136 | Loss: -0.014829
+INFO:TRAIN EPOCH: 3762|4000
+INFO:EPOCH 3762/4000 | STEP: 0|136 | Loss: -0.014669
+INFO:EPOCH 3762/4000 | STEP: 100|136 | Loss: -0.013136
+INFO:TRAIN EPOCH: 3763|4000
+INFO:EPOCH 3763/4000 | STEP: 0|136 | Loss: -0.014635
+INFO:EPOCH 3763/4000 | STEP: 100|136 | Loss: -0.014011
+INFO:TRAIN EPOCH: 3764|4000
+INFO:EPOCH 3764/4000 | STEP: 0|136 | Loss: -0.014557
+INFO:EPOCH 3764/4000 | STEP: 100|136 | Loss: -0.013854
+INFO:TRAIN EPOCH: 3765|4000
+INFO:EPOCH 3765/4000 | STEP: 0|136 | Loss: -0.014503
+INFO:EPOCH 3765/4000 | STEP: 100|136 | Loss: -0.014765
+INFO:TRAIN EPOCH: 3766|4000
+INFO:EPOCH 3766/4000 | STEP: 0|136 | Loss: -0.013878
+INFO:EPOCH 3766/4000 | STEP: 100|136 | Loss: -0.014647
+INFO:TRAIN EPOCH: 3767|4000
+INFO:EPOCH 3767/4000 | STEP: 0|136 | Loss: -0.014174
+INFO:EPOCH 3767/4000 | STEP: 100|136 | Loss: -0.014068
+INFO:TRAIN EPOCH: 3768|4000
+INFO:EPOCH 3768/4000 | STEP: 0|136 | Loss: -0.014569
+INFO:EPOCH 3768/4000 | STEP: 100|136 | Loss: -0.014666
+INFO:TRAIN EPOCH: 3769|4000
+INFO:EPOCH 3769/4000 | STEP: 0|136 | Loss: -0.014799
+INFO:EPOCH 3769/4000 | STEP: 100|136 | Loss: -0.013044
+INFO:TRAIN EPOCH: 3770|4000
+INFO:EPOCH 3770/4000 | STEP: 0|136 | Loss: -0.015481
+INFO:EPOCH 3770/4000 | STEP: 100|136 | Loss: -0.011629
+INFO:TRAIN EPOCH: 3771|4000
+INFO:EPOCH 3771/4000 | STEP: 0|136 | Loss: -0.014302
+INFO:EPOCH 3771/4000 | STEP: 100|136 | Loss: -0.014151
+INFO:TRAIN EPOCH: 3772|4000
+INFO:EPOCH 3772/4000 | STEP: 0|136 | Loss: -0.013391
+INFO:EPOCH 3772/4000 | STEP: 100|136 | Loss: -0.014470
+INFO:TRAIN EPOCH: 3773|4000
+INFO:EPOCH 3773/4000 | STEP: 0|136 | Loss: -0.014010
+INFO:EPOCH 3773/4000 | STEP: 100|136 | Loss: -0.015154
+INFO:TRAIN EPOCH: 3774|4000
+INFO:EPOCH 3774/4000 | STEP: 0|136 | Loss: -0.013851
+INFO:EPOCH 3774/4000 | STEP: 100|136 | Loss: -0.013926
+INFO:TRAIN EPOCH: 3775|4000
+INFO:EPOCH 3775/4000 | STEP: 0|136 | Loss: -0.014119
+INFO:EPOCH 3775/4000 | STEP: 100|136 | Loss: -0.013579
+INFO:TRAIN EPOCH: 3776|4000
+INFO:EPOCH 3776/4000 | STEP: 0|136 | Loss: -0.012944
+INFO:EPOCH 3776/4000 | STEP: 100|136 | Loss: -0.015157
+INFO:TRAIN EPOCH: 3777|4000
+INFO:EPOCH 3777/4000 | STEP: 0|136 | Loss: -0.014063
+INFO:EPOCH 3777/4000 | STEP: 100|136 | Loss: -0.014305
+INFO:TRAIN EPOCH: 3778|4000
+INFO:EPOCH 3778/4000 | STEP: 0|136 | Loss: -0.014281
+INFO:VAL NDCG@10, IoU=0.3: 0.156215
+INFO:VAL NDCG@10, IoU=0.5: 0.135852
+INFO:VAL NDCG@10, IoU=0.7: 0.091775
+INFO:VAL NDCG@20, IoU=0.3: 0.148704
+INFO:VAL NDCG@20, IoU=0.5: 0.128659
+INFO:VAL NDCG@20, IoU=0.7: 0.085814
+INFO:VAL NDCG@40, IoU=0.3: 0.152255
+INFO:VAL NDCG@40, IoU=0.5: 0.131295
+INFO:VAL NDCG@40, IoU=0.7: 0.087083
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152121
+INFO:TEST NDCG@10, IoU=0.5: 0.134908
+INFO:TEST NDCG@10, IoU=0.7: 0.091656
+INFO:TEST NDCG@20, IoU=0.3: 0.143523
+INFO:TEST NDCG@20, IoU=0.5: 0.126704
+INFO:TEST NDCG@20, IoU=0.7: 0.084895
+INFO:TEST NDCG@40, IoU=0.3: 0.148521
+INFO:TEST NDCG@40, IoU=0.5: 0.130220
+INFO:TEST NDCG@40, IoU=0.7: 0.086946
+INFO:
+INFO:EPOCH 3778/4000 | STEP: 100|136 | Loss: -0.015302
+INFO:TRAIN EPOCH: 3779|4000
+INFO:EPOCH 3779/4000 | STEP: 0|136 | Loss: -0.012106
+INFO:EPOCH 3779/4000 | STEP: 100|136 | Loss: -0.014353
+INFO:TRAIN EPOCH: 3780|4000
+INFO:EPOCH 3780/4000 | STEP: 0|136 | Loss: -0.013968
+INFO:EPOCH 3780/4000 | STEP: 100|136 | Loss: -0.013208
+INFO:TRAIN EPOCH: 3781|4000
+INFO:EPOCH 3781/4000 | STEP: 0|136 | Loss: -0.012817
+INFO:EPOCH 3781/4000 | STEP: 100|136 | Loss: -0.014856
+INFO:TRAIN EPOCH: 3782|4000
+INFO:EPOCH 3782/4000 | STEP: 0|136 | Loss: -0.014955
+INFO:EPOCH 3782/4000 | STEP: 100|136 | Loss: -0.014052
+INFO:TRAIN EPOCH: 3783|4000
+INFO:EPOCH 3783/4000 | STEP: 0|136 | Loss: -0.014560
+INFO:EPOCH 3783/4000 | STEP: 100|136 | Loss: -0.014298
+INFO:TRAIN EPOCH: 3784|4000
+INFO:EPOCH 3784/4000 | STEP: 0|136 | Loss: -0.015142
+INFO:EPOCH 3784/4000 | STEP: 100|136 | Loss: -0.014074
+INFO:TRAIN EPOCH: 3785|4000
+INFO:EPOCH 3785/4000 | STEP: 0|136 | Loss: -0.013406
+INFO:EPOCH 3785/4000 | STEP: 100|136 | Loss: -0.015254
+INFO:TRAIN EPOCH: 3786|4000
+INFO:EPOCH 3786/4000 | STEP: 0|136 | Loss: -0.015665
+INFO:EPOCH 3786/4000 | STEP: 100|136 | Loss: -0.013933
+INFO:TRAIN EPOCH: 3787|4000
+INFO:EPOCH 3787/4000 | STEP: 0|136 | Loss: -0.013514
+INFO:EPOCH 3787/4000 | STEP: 100|136 | Loss: -0.014497
+INFO:TRAIN EPOCH: 3788|4000
+INFO:EPOCH 3788/4000 | STEP: 0|136 | Loss: -0.015390
+INFO:EPOCH 3788/4000 | STEP: 100|136 | Loss: -0.015071
+INFO:TRAIN EPOCH: 3789|4000
+INFO:EPOCH 3789/4000 | STEP: 0|136 | Loss: -0.014182
+INFO:EPOCH 3789/4000 | STEP: 100|136 | Loss: -0.013805
+INFO:TRAIN EPOCH: 3790|4000
+INFO:EPOCH 3790/4000 | STEP: 0|136 | Loss: -0.013963
+INFO:EPOCH 3790/4000 | STEP: 100|136 | Loss: -0.014525
+INFO:TRAIN EPOCH: 3791|4000
+INFO:EPOCH 3791/4000 | STEP: 0|136 | Loss: -0.014320
+INFO:EPOCH 3791/4000 | STEP: 100|136 | Loss: -0.013857
+INFO:TRAIN EPOCH: 3792|4000
+INFO:EPOCH 3792/4000 | STEP: 0|136 | Loss: -0.012284
+INFO:EPOCH 3792/4000 | STEP: 100|136 | Loss: -0.014571
+INFO:TRAIN EPOCH: 3793|4000
+INFO:EPOCH 3793/4000 | STEP: 0|136 | Loss: -0.014707
+INFO:EPOCH 3793/4000 | STEP: 100|136 | Loss: -0.014842
+INFO:TRAIN EPOCH: 3794|4000
+INFO:EPOCH 3794/4000 | STEP: 0|136 | Loss: -0.013202
+INFO:EPOCH 3794/4000 | STEP: 100|136 | Loss: -0.014349
+INFO:TRAIN EPOCH: 3795|4000
+INFO:EPOCH 3795/4000 | STEP: 0|136 | Loss: -0.014040
+INFO:EPOCH 3795/4000 | STEP: 100|136 | Loss: -0.013498
+INFO:TRAIN EPOCH: 3796|4000
+INFO:EPOCH 3796/4000 | STEP: 0|136 | Loss: -0.013918
+INFO:EPOCH 3796/4000 | STEP: 100|136 | Loss: -0.015080
+INFO:TRAIN EPOCH: 3797|4000
+INFO:EPOCH 3797/4000 | STEP: 0|136 | Loss: -0.013924
+INFO:EPOCH 3797/4000 | STEP: 100|136 | Loss: -0.014641
+INFO:TRAIN EPOCH: 3798|4000
+INFO:EPOCH 3798/4000 | STEP: 0|136 | Loss: -0.015417
+INFO:VAL NDCG@10, IoU=0.3: 0.155489
+INFO:VAL NDCG@10, IoU=0.5: 0.135507
+INFO:VAL NDCG@10, IoU=0.7: 0.091184
+INFO:VAL NDCG@20, IoU=0.3: 0.148095
+INFO:VAL NDCG@20, IoU=0.5: 0.128399
+INFO:VAL NDCG@20, IoU=0.7: 0.086317
+INFO:VAL NDCG@40, IoU=0.3: 0.151235
+INFO:VAL NDCG@40, IoU=0.5: 0.130774
+INFO:VAL NDCG@40, IoU=0.7: 0.087172
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151095
+INFO:TEST NDCG@10, IoU=0.5: 0.133784
+INFO:TEST NDCG@10, IoU=0.7: 0.090952
+INFO:TEST NDCG@20, IoU=0.3: 0.143317
+INFO:TEST NDCG@20, IoU=0.5: 0.126447
+INFO:TEST NDCG@20, IoU=0.7: 0.084591
+INFO:TEST NDCG@40, IoU=0.3: 0.148440
+INFO:TEST NDCG@40, IoU=0.5: 0.130025
+INFO:TEST NDCG@40, IoU=0.7: 0.086595
+INFO:
+INFO:EPOCH 3798/4000 | STEP: 100|136 | Loss: -0.016009
+INFO:TRAIN EPOCH: 3799|4000
+INFO:EPOCH 3799/4000 | STEP: 0|136 | Loss: -0.012843
+INFO:EPOCH 3799/4000 | STEP: 100|136 | Loss: -0.014072
+INFO:TRAIN EPOCH: 3800|4000
+INFO:EPOCH 3800/4000 | STEP: 0|136 | Loss: -0.015004
+INFO:EPOCH 3800/4000 | STEP: 100|136 | Loss: -0.014556
+INFO:TRAIN EPOCH: 3801|4000
+INFO:EPOCH 3801/4000 | STEP: 0|136 | Loss: -0.013242
+INFO:EPOCH 3801/4000 | STEP: 100|136 | Loss: -0.014480
+INFO:TRAIN EPOCH: 3802|4000
+INFO:EPOCH 3802/4000 | STEP: 0|136 | Loss: -0.015550
+INFO:EPOCH 3802/4000 | STEP: 100|136 | Loss: -0.014563
+INFO:TRAIN EPOCH: 3803|4000
+INFO:EPOCH 3803/4000 | STEP: 0|136 | Loss: -0.014761
+INFO:EPOCH 3803/4000 | STEP: 100|136 | Loss: -0.015276
+INFO:TRAIN EPOCH: 3804|4000
+INFO:EPOCH 3804/4000 | STEP: 0|136 | Loss: -0.015129
+INFO:EPOCH 3804/4000 | STEP: 100|136 | Loss: -0.013308
+INFO:TRAIN EPOCH: 3805|4000
+INFO:EPOCH 3805/4000 | STEP: 0|136 | Loss: -0.013497
+INFO:EPOCH 3805/4000 | STEP: 100|136 | Loss: -0.011813
+INFO:TRAIN EPOCH: 3806|4000
+INFO:EPOCH 3806/4000 | STEP: 0|136 | Loss: -0.014188
+INFO:EPOCH 3806/4000 | STEP: 100|136 | Loss: -0.014357
+INFO:TRAIN EPOCH: 3807|4000
+INFO:EPOCH 3807/4000 | STEP: 0|136 | Loss: -0.013486
+INFO:EPOCH 3807/4000 | STEP: 100|136 | Loss: -0.014425
+INFO:TRAIN EPOCH: 3808|4000
+INFO:EPOCH 3808/4000 | STEP: 0|136 | Loss: -0.014994
+INFO:EPOCH 3808/4000 | STEP: 100|136 | Loss: -0.014784
+INFO:TRAIN EPOCH: 3809|4000
+INFO:EPOCH 3809/4000 | STEP: 0|136 | Loss: -0.014483
+INFO:EPOCH 3809/4000 | STEP: 100|136 | Loss: -0.014655
+INFO:TRAIN EPOCH: 3810|4000
+INFO:EPOCH 3810/4000 | STEP: 0|136 | Loss: -0.013482
+INFO:EPOCH 3810/4000 | STEP: 100|136 | Loss: -0.014234
+INFO:TRAIN EPOCH: 3811|4000
+INFO:EPOCH 3811/4000 | STEP: 0|136 | Loss: -0.013462
+INFO:EPOCH 3811/4000 | STEP: 100|136 | Loss: -0.014490
+INFO:TRAIN EPOCH: 3812|4000
+INFO:EPOCH 3812/4000 | STEP: 0|136 | Loss: -0.014274
+INFO:EPOCH 3812/4000 | STEP: 100|136 | Loss: -0.014368
+INFO:TRAIN EPOCH: 3813|4000
+INFO:EPOCH 3813/4000 | STEP: 0|136 | Loss: -0.014816
+INFO:EPOCH 3813/4000 | STEP: 100|136 | Loss: -0.014213
+INFO:TRAIN EPOCH: 3814|4000
+INFO:EPOCH 3814/4000 | STEP: 0|136 | Loss: -0.014789
+INFO:EPOCH 3814/4000 | STEP: 100|136 | Loss: -0.013542
+INFO:TRAIN EPOCH: 3815|4000
+INFO:EPOCH 3815/4000 | STEP: 0|136 | Loss: -0.015086
+INFO:EPOCH 3815/4000 | STEP: 100|136 | Loss: -0.013220
+INFO:TRAIN EPOCH: 3816|4000
+INFO:EPOCH 3816/4000 | STEP: 0|136 | Loss: -0.013515
+INFO:EPOCH 3816/4000 | STEP: 100|136 | Loss: -0.014622
+INFO:TRAIN EPOCH: 3817|4000
+INFO:EPOCH 3817/4000 | STEP: 0|136 | Loss: -0.014597
+INFO:EPOCH 3817/4000 | STEP: 100|136 | Loss: -0.014722
+INFO:TRAIN EPOCH: 3818|4000
+INFO:EPOCH 3818/4000 | STEP: 0|136 | Loss: -0.014610
+INFO:VAL NDCG@10, IoU=0.3: 0.156220
+INFO:VAL NDCG@10, IoU=0.5: 0.136275
+INFO:VAL NDCG@10, IoU=0.7: 0.091924
+INFO:VAL NDCG@20, IoU=0.3: 0.148910
+INFO:VAL NDCG@20, IoU=0.5: 0.129736
+INFO:VAL NDCG@20, IoU=0.7: 0.086677
+INFO:VAL NDCG@40, IoU=0.3: 0.152054
+INFO:VAL NDCG@40, IoU=0.5: 0.131744
+INFO:VAL NDCG@40, IoU=0.7: 0.087394
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152783
+INFO:TEST NDCG@10, IoU=0.5: 0.135269
+INFO:TEST NDCG@10, IoU=0.7: 0.091693
+INFO:TEST NDCG@20, IoU=0.3: 0.144117
+INFO:TEST NDCG@20, IoU=0.5: 0.127424
+INFO:TEST NDCG@20, IoU=0.7: 0.085335
+INFO:TEST NDCG@40, IoU=0.3: 0.149073
+INFO:TEST NDCG@40, IoU=0.5: 0.130817
+INFO:TEST NDCG@40, IoU=0.7: 0.087099
+INFO:
+INFO:EPOCH 3818/4000 | STEP: 100|136 | Loss: -0.015738
+INFO:TRAIN EPOCH: 3819|4000
+INFO:EPOCH 3819/4000 | STEP: 0|136 | Loss: -0.013493
+INFO:EPOCH 3819/4000 | STEP: 100|136 | Loss: -0.014798
+INFO:TRAIN EPOCH: 3820|4000
+INFO:EPOCH 3820/4000 | STEP: 0|136 | Loss: -0.014794
+INFO:EPOCH 3820/4000 | STEP: 100|136 | Loss: -0.014170
+INFO:TRAIN EPOCH: 3821|4000
+INFO:EPOCH 3821/4000 | STEP: 0|136 | Loss: -0.013131
+INFO:EPOCH 3821/4000 | STEP: 100|136 | Loss: -0.014167
+INFO:TRAIN EPOCH: 3822|4000
+INFO:EPOCH 3822/4000 | STEP: 0|136 | Loss: -0.015341
+INFO:EPOCH 3822/4000 | STEP: 100|136 | Loss: -0.014304
+INFO:TRAIN EPOCH: 3823|4000
+INFO:EPOCH 3823/4000 | STEP: 0|136 | Loss: -0.012870
+INFO:EPOCH 3823/4000 | STEP: 100|136 | Loss: -0.015267
+INFO:TRAIN EPOCH: 3824|4000
+INFO:EPOCH 3824/4000 | STEP: 0|136 | Loss: -0.014601
+INFO:EPOCH 3824/4000 | STEP: 100|136 | Loss: -0.015073
+INFO:TRAIN EPOCH: 3825|4000
+INFO:EPOCH 3825/4000 | STEP: 0|136 | Loss: -0.015007
+INFO:EPOCH 3825/4000 | STEP: 100|136 | Loss: -0.014193
+INFO:TRAIN EPOCH: 3826|4000
+INFO:EPOCH 3826/4000 | STEP: 0|136 | Loss: -0.014678
+INFO:EPOCH 3826/4000 | STEP: 100|136 | Loss: -0.015353
+INFO:TRAIN EPOCH: 3827|4000
+INFO:EPOCH 3827/4000 | STEP: 0|136 | Loss: -0.014484
+INFO:EPOCH 3827/4000 | STEP: 100|136 | Loss: -0.015608
+INFO:TRAIN EPOCH: 3828|4000
+INFO:EPOCH 3828/4000 | STEP: 0|136 | Loss: -0.014439
+INFO:EPOCH 3828/4000 | STEP: 100|136 | Loss: -0.014300
+INFO:TRAIN EPOCH: 3829|4000
+INFO:EPOCH 3829/4000 | STEP: 0|136 | Loss: -0.014455
+INFO:EPOCH 3829/4000 | STEP: 100|136 | Loss: -0.013833
+INFO:TRAIN EPOCH: 3830|4000
+INFO:EPOCH 3830/4000 | STEP: 0|136 | Loss: -0.013902
+INFO:EPOCH 3830/4000 | STEP: 100|136 | Loss: -0.014854
+INFO:TRAIN EPOCH: 3831|4000
+INFO:EPOCH 3831/4000 | STEP: 0|136 | Loss: -0.014171
+INFO:EPOCH 3831/4000 | STEP: 100|136 | Loss: -0.015419
+INFO:TRAIN EPOCH: 3832|4000
+INFO:EPOCH 3832/4000 | STEP: 0|136 | Loss: -0.013910
+INFO:EPOCH 3832/4000 | STEP: 100|136 | Loss: -0.013286
+INFO:TRAIN EPOCH: 3833|4000
+INFO:EPOCH 3833/4000 | STEP: 0|136 | Loss: -0.014417
+INFO:EPOCH 3833/4000 | STEP: 100|136 | Loss: -0.014427
+INFO:TRAIN EPOCH: 3834|4000
+INFO:EPOCH 3834/4000 | STEP: 0|136 | Loss: -0.014149
+INFO:EPOCH 3834/4000 | STEP: 100|136 | Loss: -0.014176
+INFO:TRAIN EPOCH: 3835|4000
+INFO:EPOCH 3835/4000 | STEP: 0|136 | Loss: -0.013955
+INFO:EPOCH 3835/4000 | STEP: 100|136 | Loss: -0.012866
+INFO:TRAIN EPOCH: 3836|4000
+INFO:EPOCH 3836/4000 | STEP: 0|136 | Loss: -0.014548
+INFO:EPOCH 3836/4000 | STEP: 100|136 | Loss: -0.014004
+INFO:TRAIN EPOCH: 3837|4000
+INFO:EPOCH 3837/4000 | STEP: 0|136 | Loss: -0.013097
+INFO:EPOCH 3837/4000 | STEP: 100|136 | Loss: -0.012830
+INFO:TRAIN EPOCH: 3838|4000
+INFO:EPOCH 3838/4000 | STEP: 0|136 | Loss: -0.013981
+INFO:VAL NDCG@10, IoU=0.3: 0.157182
+INFO:VAL NDCG@10, IoU=0.5: 0.136831
+INFO:VAL NDCG@10, IoU=0.7: 0.091241
+INFO:VAL NDCG@20, IoU=0.3: 0.149251
+INFO:VAL NDCG@20, IoU=0.5: 0.130010
+INFO:VAL NDCG@20, IoU=0.7: 0.086416
+INFO:VAL NDCG@40, IoU=0.3: 0.152429
+INFO:VAL NDCG@40, IoU=0.5: 0.131912
+INFO:VAL NDCG@40, IoU=0.7: 0.087398
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151582
+INFO:TEST NDCG@10, IoU=0.5: 0.134310
+INFO:TEST NDCG@10, IoU=0.7: 0.091272
+INFO:TEST NDCG@20, IoU=0.3: 0.143666
+INFO:TEST NDCG@20, IoU=0.5: 0.126870
+INFO:TEST NDCG@20, IoU=0.7: 0.084857
+INFO:TEST NDCG@40, IoU=0.3: 0.148105
+INFO:TEST NDCG@40, IoU=0.5: 0.129851
+INFO:TEST NDCG@40, IoU=0.7: 0.086421
+INFO:
+INFO:EPOCH 3838/4000 | STEP: 100|136 | Loss: -0.016483
+INFO:TRAIN EPOCH: 3839|4000
+INFO:EPOCH 3839/4000 | STEP: 0|136 | Loss: -0.014777
+INFO:EPOCH 3839/4000 | STEP: 100|136 | Loss: -0.015224
+INFO:TRAIN EPOCH: 3840|4000
+INFO:EPOCH 3840/4000 | STEP: 0|136 | Loss: -0.012876
+INFO:EPOCH 3840/4000 | STEP: 100|136 | Loss: -0.014175
+INFO:TRAIN EPOCH: 3841|4000
+INFO:EPOCH 3841/4000 | STEP: 0|136 | Loss: -0.014368
+INFO:EPOCH 3841/4000 | STEP: 100|136 | Loss: -0.014247
+INFO:TRAIN EPOCH: 3842|4000
+INFO:EPOCH 3842/4000 | STEP: 0|136 | Loss: -0.015160
+INFO:EPOCH 3842/4000 | STEP: 100|136 | Loss: -0.013790
+INFO:TRAIN EPOCH: 3843|4000
+INFO:EPOCH 3843/4000 | STEP: 0|136 | Loss: -0.013974
+INFO:EPOCH 3843/4000 | STEP: 100|136 | Loss: -0.014888
+INFO:TRAIN EPOCH: 3844|4000
+INFO:EPOCH 3844/4000 | STEP: 0|136 | Loss: -0.014050
+INFO:EPOCH 3844/4000 | STEP: 100|136 | Loss: -0.015262
+INFO:TRAIN EPOCH: 3845|4000
+INFO:EPOCH 3845/4000 | STEP: 0|136 | Loss: -0.014325
+INFO:EPOCH 3845/4000 | STEP: 100|136 | Loss: -0.014837
+INFO:TRAIN EPOCH: 3846|4000
+INFO:EPOCH 3846/4000 | STEP: 0|136 | Loss: -0.014301
+INFO:EPOCH 3846/4000 | STEP: 100|136 | Loss: -0.014718
+INFO:TRAIN EPOCH: 3847|4000
+INFO:EPOCH 3847/4000 | STEP: 0|136 | Loss: -0.013548
+INFO:EPOCH 3847/4000 | STEP: 100|136 | Loss: -0.015592
+INFO:TRAIN EPOCH: 3848|4000
+INFO:EPOCH 3848/4000 | STEP: 0|136 | Loss: -0.014354
+INFO:EPOCH 3848/4000 | STEP: 100|136 | Loss: -0.013709
+INFO:TRAIN EPOCH: 3849|4000
+INFO:EPOCH 3849/4000 | STEP: 0|136 | Loss: -0.015133
+INFO:EPOCH 3849/4000 | STEP: 100|136 | Loss: -0.014789
+INFO:TRAIN EPOCH: 3850|4000
+INFO:EPOCH 3850/4000 | STEP: 0|136 | Loss: -0.015858
+INFO:EPOCH 3850/4000 | STEP: 100|136 | Loss: -0.014673
+INFO:TRAIN EPOCH: 3851|4000
+INFO:EPOCH 3851/4000 | STEP: 0|136 | Loss: -0.014593
+INFO:EPOCH 3851/4000 | STEP: 100|136 | Loss: -0.013345
+INFO:TRAIN EPOCH: 3852|4000
+INFO:EPOCH 3852/4000 | STEP: 0|136 | Loss: -0.013274
+INFO:EPOCH 3852/4000 | STEP: 100|136 | Loss: -0.015385
+INFO:TRAIN EPOCH: 3853|4000
+INFO:EPOCH 3853/4000 | STEP: 0|136 | Loss: -0.015227
+INFO:EPOCH 3853/4000 | STEP: 100|136 | Loss: -0.014892
+INFO:TRAIN EPOCH: 3854|4000
+INFO:EPOCH 3854/4000 | STEP: 0|136 | Loss: -0.015753
+INFO:EPOCH 3854/4000 | STEP: 100|136 | Loss: -0.013679
+INFO:TRAIN EPOCH: 3855|4000
+INFO:EPOCH 3855/4000 | STEP: 0|136 | Loss: -0.014770
+INFO:EPOCH 3855/4000 | STEP: 100|136 | Loss: -0.014591
+INFO:TRAIN EPOCH: 3856|4000
+INFO:EPOCH 3856/4000 | STEP: 0|136 | Loss: -0.014067
+INFO:EPOCH 3856/4000 | STEP: 100|136 | Loss: -0.014867
+INFO:TRAIN EPOCH: 3857|4000
+INFO:EPOCH 3857/4000 | STEP: 0|136 | Loss: -0.013912
+INFO:EPOCH 3857/4000 | STEP: 100|136 | Loss: -0.014000
+INFO:TRAIN EPOCH: 3858|4000
+INFO:EPOCH 3858/4000 | STEP: 0|136 | Loss: -0.013639
+INFO:VAL NDCG@10, IoU=0.3: 0.156872
+INFO:VAL NDCG@10, IoU=0.5: 0.135977
+INFO:VAL NDCG@10, IoU=0.7: 0.090511
+INFO:VAL NDCG@20, IoU=0.3: 0.149579
+INFO:VAL NDCG@20, IoU=0.5: 0.129949
+INFO:VAL NDCG@20, IoU=0.7: 0.086223
+INFO:VAL NDCG@40, IoU=0.3: 0.152856
+INFO:VAL NDCG@40, IoU=0.5: 0.132091
+INFO:VAL NDCG@40, IoU=0.7: 0.087125
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151235
+INFO:TEST NDCG@10, IoU=0.5: 0.134208
+INFO:TEST NDCG@10, IoU=0.7: 0.091343
+INFO:TEST NDCG@20, IoU=0.3: 0.143582
+INFO:TEST NDCG@20, IoU=0.5: 0.126810
+INFO:TEST NDCG@20, IoU=0.7: 0.084885
+INFO:TEST NDCG@40, IoU=0.3: 0.148423
+INFO:TEST NDCG@40, IoU=0.5: 0.130167
+INFO:TEST NDCG@40, IoU=0.7: 0.086825
+INFO:
+INFO:EPOCH 3858/4000 | STEP: 100|136 | Loss: -0.016323
+INFO:TRAIN EPOCH: 3859|4000
+INFO:EPOCH 3859/4000 | STEP: 0|136 | Loss: -0.013352
+INFO:EPOCH 3859/4000 | STEP: 100|136 | Loss: -0.014754
+INFO:TRAIN EPOCH: 3860|4000
+INFO:EPOCH 3860/4000 | STEP: 0|136 | Loss: -0.014986
+INFO:EPOCH 3860/4000 | STEP: 100|136 | Loss: -0.014382
+INFO:TRAIN EPOCH: 3861|4000
+INFO:EPOCH 3861/4000 | STEP: 0|136 | Loss: -0.014461
+INFO:EPOCH 3861/4000 | STEP: 100|136 | Loss: -0.014922
+INFO:TRAIN EPOCH: 3862|4000
+INFO:EPOCH 3862/4000 | STEP: 0|136 | Loss: -0.014690
+INFO:EPOCH 3862/4000 | STEP: 100|136 | Loss: -0.011907
+INFO:TRAIN EPOCH: 3863|4000
+INFO:EPOCH 3863/4000 | STEP: 0|136 | Loss: -0.015118
+INFO:EPOCH 3863/4000 | STEP: 100|136 | Loss: -0.013424
+INFO:TRAIN EPOCH: 3864|4000
+INFO:EPOCH 3864/4000 | STEP: 0|136 | Loss: -0.014103
+INFO:EPOCH 3864/4000 | STEP: 100|136 | Loss: -0.014643
+INFO:TRAIN EPOCH: 3865|4000
+INFO:EPOCH 3865/4000 | STEP: 0|136 | Loss: -0.014133
+INFO:EPOCH 3865/4000 | STEP: 100|136 | Loss: -0.014141
+INFO:TRAIN EPOCH: 3866|4000
+INFO:EPOCH 3866/4000 | STEP: 0|136 | Loss: -0.015894
+INFO:EPOCH 3866/4000 | STEP: 100|136 | Loss: -0.014841
+INFO:TRAIN EPOCH: 3867|4000
+INFO:EPOCH 3867/4000 | STEP: 0|136 | Loss: -0.014707
+INFO:EPOCH 3867/4000 | STEP: 100|136 | Loss: -0.013706
+INFO:TRAIN EPOCH: 3868|4000
+INFO:EPOCH 3868/4000 | STEP: 0|136 | Loss: -0.014671
+INFO:EPOCH 3868/4000 | STEP: 100|136 | Loss: -0.015254
+INFO:TRAIN EPOCH: 3869|4000
+INFO:EPOCH 3869/4000 | STEP: 0|136 | Loss: -0.015195
+INFO:EPOCH 3869/4000 | STEP: 100|136 | Loss: -0.013411
+INFO:TRAIN EPOCH: 3870|4000
+INFO:EPOCH 3870/4000 | STEP: 0|136 | Loss: -0.014548
+INFO:EPOCH 3870/4000 | STEP: 100|136 | Loss: -0.015051
+INFO:TRAIN EPOCH: 3871|4000
+INFO:EPOCH 3871/4000 | STEP: 0|136 | Loss: -0.013327
+INFO:EPOCH 3871/4000 | STEP: 100|136 | Loss: -0.013774
+INFO:TRAIN EPOCH: 3872|4000
+INFO:EPOCH 3872/4000 | STEP: 0|136 | Loss: -0.011866
+INFO:EPOCH 3872/4000 | STEP: 100|136 | Loss: -0.014138
+INFO:TRAIN EPOCH: 3873|4000
+INFO:EPOCH 3873/4000 | STEP: 0|136 | Loss: -0.013168
+INFO:EPOCH 3873/4000 | STEP: 100|136 | Loss: -0.014676
+INFO:TRAIN EPOCH: 3874|4000
+INFO:EPOCH 3874/4000 | STEP: 0|136 | Loss: -0.014280
+INFO:EPOCH 3874/4000 | STEP: 100|136 | Loss: -0.013960
+INFO:TRAIN EPOCH: 3875|4000
+INFO:EPOCH 3875/4000 | STEP: 0|136 | Loss: -0.014419
+INFO:EPOCH 3875/4000 | STEP: 100|136 | Loss: -0.014987
+INFO:TRAIN EPOCH: 3876|4000
+INFO:EPOCH 3876/4000 | STEP: 0|136 | Loss: -0.013854
+INFO:EPOCH 3876/4000 | STEP: 100|136 | Loss: -0.013123
+INFO:TRAIN EPOCH: 3877|4000
+INFO:EPOCH 3877/4000 | STEP: 0|136 | Loss: -0.015488
+INFO:EPOCH 3877/4000 | STEP: 100|136 | Loss: -0.014100
+INFO:TRAIN EPOCH: 3878|4000
+INFO:EPOCH 3878/4000 | STEP: 0|136 | Loss: -0.013919
+INFO:VAL NDCG@10, IoU=0.3: 0.155605
+INFO:VAL NDCG@10, IoU=0.5: 0.134909
+INFO:VAL NDCG@10, IoU=0.7: 0.090475
+INFO:VAL NDCG@20, IoU=0.3: 0.148768
+INFO:VAL NDCG@20, IoU=0.5: 0.128834
+INFO:VAL NDCG@20, IoU=0.7: 0.085442
+INFO:VAL NDCG@40, IoU=0.3: 0.152216
+INFO:VAL NDCG@40, IoU=0.5: 0.131259
+INFO:VAL NDCG@40, IoU=0.7: 0.087000
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151370
+INFO:TEST NDCG@10, IoU=0.5: 0.134265
+INFO:TEST NDCG@10, IoU=0.7: 0.091078
+INFO:TEST NDCG@20, IoU=0.3: 0.143427
+INFO:TEST NDCG@20, IoU=0.5: 0.126770
+INFO:TEST NDCG@20, IoU=0.7: 0.084736
+INFO:TEST NDCG@40, IoU=0.3: 0.148596
+INFO:TEST NDCG@40, IoU=0.5: 0.130234
+INFO:TEST NDCG@40, IoU=0.7: 0.086657
+INFO:
+INFO:EPOCH 3878/4000 | STEP: 100|136 | Loss: -0.016522
+INFO:TRAIN EPOCH: 3879|4000
+INFO:EPOCH 3879/4000 | STEP: 0|136 | Loss: -0.013851
+INFO:EPOCH 3879/4000 | STEP: 100|136 | Loss: -0.013130
+INFO:TRAIN EPOCH: 3880|4000
+INFO:EPOCH 3880/4000 | STEP: 0|136 | Loss: -0.014571
+INFO:EPOCH 3880/4000 | STEP: 100|136 | Loss: -0.014435
+INFO:TRAIN EPOCH: 3881|4000
+INFO:EPOCH 3881/4000 | STEP: 0|136 | Loss: -0.015234
+INFO:EPOCH 3881/4000 | STEP: 100|136 | Loss: -0.014801
+INFO:TRAIN EPOCH: 3882|4000
+INFO:EPOCH 3882/4000 | STEP: 0|136 | Loss: -0.014853
+INFO:EPOCH 3882/4000 | STEP: 100|136 | Loss: -0.014605
+INFO:TRAIN EPOCH: 3883|4000
+INFO:EPOCH 3883/4000 | STEP: 0|136 | Loss: -0.014434
+INFO:EPOCH 3883/4000 | STEP: 100|136 | Loss: -0.013083
+INFO:TRAIN EPOCH: 3884|4000
+INFO:EPOCH 3884/4000 | STEP: 0|136 | Loss: -0.014968
+INFO:EPOCH 3884/4000 | STEP: 100|136 | Loss: -0.014833
+INFO:TRAIN EPOCH: 3885|4000
+INFO:EPOCH 3885/4000 | STEP: 0|136 | Loss: -0.014078
+INFO:EPOCH 3885/4000 | STEP: 100|136 | Loss: -0.014128
+INFO:TRAIN EPOCH: 3886|4000
+INFO:EPOCH 3886/4000 | STEP: 0|136 | Loss: -0.014589
+INFO:EPOCH 3886/4000 | STEP: 100|136 | Loss: -0.014969
+INFO:TRAIN EPOCH: 3887|4000
+INFO:EPOCH 3887/4000 | STEP: 0|136 | Loss: -0.014608
+INFO:EPOCH 3887/4000 | STEP: 100|136 | Loss: -0.014018
+INFO:TRAIN EPOCH: 3888|4000
+INFO:EPOCH 3888/4000 | STEP: 0|136 | Loss: -0.014334
+INFO:EPOCH 3888/4000 | STEP: 100|136 | Loss: -0.015229
+INFO:TRAIN EPOCH: 3889|4000
+INFO:EPOCH 3889/4000 | STEP: 0|136 | Loss: -0.015235
+INFO:EPOCH 3889/4000 | STEP: 100|136 | Loss: -0.014915
+INFO:TRAIN EPOCH: 3890|4000
+INFO:EPOCH 3890/4000 | STEP: 0|136 | Loss: -0.014755
+INFO:EPOCH 3890/4000 | STEP: 100|136 | Loss: -0.014310
+INFO:TRAIN EPOCH: 3891|4000
+INFO:EPOCH 3891/4000 | STEP: 0|136 | Loss: -0.013848
+INFO:EPOCH 3891/4000 | STEP: 100|136 | Loss: -0.015136
+INFO:TRAIN EPOCH: 3892|4000
+INFO:EPOCH 3892/4000 | STEP: 0|136 | Loss: -0.014941
+INFO:EPOCH 3892/4000 | STEP: 100|136 | Loss: -0.014182
+INFO:TRAIN EPOCH: 3893|4000
+INFO:EPOCH 3893/4000 | STEP: 0|136 | Loss: -0.015297
+INFO:EPOCH 3893/4000 | STEP: 100|136 | Loss: -0.013601
+INFO:TRAIN EPOCH: 3894|4000
+INFO:EPOCH 3894/4000 | STEP: 0|136 | Loss: -0.013387
+INFO:EPOCH 3894/4000 | STEP: 100|136 | Loss: -0.014620
+INFO:TRAIN EPOCH: 3895|4000
+INFO:EPOCH 3895/4000 | STEP: 0|136 | Loss: -0.014374
+INFO:EPOCH 3895/4000 | STEP: 100|136 | Loss: -0.015888
+INFO:TRAIN EPOCH: 3896|4000
+INFO:EPOCH 3896/4000 | STEP: 0|136 | Loss: -0.013156
+INFO:EPOCH 3896/4000 | STEP: 100|136 | Loss: -0.015351
+INFO:TRAIN EPOCH: 3897|4000
+INFO:EPOCH 3897/4000 | STEP: 0|136 | Loss: -0.012779
+INFO:EPOCH 3897/4000 | STEP: 100|136 | Loss: -0.014089
+INFO:TRAIN EPOCH: 3898|4000
+INFO:EPOCH 3898/4000 | STEP: 0|136 | Loss: -0.012971
+INFO:VAL NDCG@10, IoU=0.3: 0.157178
+INFO:VAL NDCG@10, IoU=0.5: 0.136508
+INFO:VAL NDCG@10, IoU=0.7: 0.091096
+INFO:VAL NDCG@20, IoU=0.3: 0.149845
+INFO:VAL NDCG@20, IoU=0.5: 0.130064
+INFO:VAL NDCG@20, IoU=0.7: 0.086413
+INFO:VAL NDCG@40, IoU=0.3: 0.152186
+INFO:VAL NDCG@40, IoU=0.5: 0.131563
+INFO:VAL NDCG@40, IoU=0.7: 0.087032
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151777
+INFO:TEST NDCG@10, IoU=0.5: 0.134481
+INFO:TEST NDCG@10, IoU=0.7: 0.091216
+INFO:TEST NDCG@20, IoU=0.3: 0.143358
+INFO:TEST NDCG@20, IoU=0.5: 0.126560
+INFO:TEST NDCG@20, IoU=0.7: 0.084600
+INFO:TEST NDCG@40, IoU=0.3: 0.148601
+INFO:TEST NDCG@40, IoU=0.5: 0.130197
+INFO:TEST NDCG@40, IoU=0.7: 0.086555
+INFO:
+INFO:EPOCH 3898/4000 | STEP: 100|136 | Loss: -0.016200
+INFO:TRAIN EPOCH: 3899|4000
+INFO:EPOCH 3899/4000 | STEP: 0|136 | Loss: -0.014520
+INFO:EPOCH 3899/4000 | STEP: 100|136 | Loss: -0.014051
+INFO:TRAIN EPOCH: 3900|4000
+INFO:EPOCH 3900/4000 | STEP: 0|136 | Loss: -0.014424
+INFO:EPOCH 3900/4000 | STEP: 100|136 | Loss: -0.015137
+INFO:TRAIN EPOCH: 3901|4000
+INFO:EPOCH 3901/4000 | STEP: 0|136 | Loss: -0.014301
+INFO:EPOCH 3901/4000 | STEP: 100|136 | Loss: -0.014631
+INFO:TRAIN EPOCH: 3902|4000
+INFO:EPOCH 3902/4000 | STEP: 0|136 | Loss: -0.013934
+INFO:EPOCH 3902/4000 | STEP: 100|136 | Loss: -0.014898
+INFO:TRAIN EPOCH: 3903|4000
+INFO:EPOCH 3903/4000 | STEP: 0|136 | Loss: -0.013973
+INFO:EPOCH 3903/4000 | STEP: 100|136 | Loss: -0.013890
+INFO:TRAIN EPOCH: 3904|4000
+INFO:EPOCH 3904/4000 | STEP: 0|136 | Loss: -0.013990
+INFO:EPOCH 3904/4000 | STEP: 100|136 | Loss: -0.013593
+INFO:TRAIN EPOCH: 3905|4000
+INFO:EPOCH 3905/4000 | STEP: 0|136 | Loss: -0.012980
+INFO:EPOCH 3905/4000 | STEP: 100|136 | Loss: -0.014347
+INFO:TRAIN EPOCH: 3906|4000
+INFO:EPOCH 3906/4000 | STEP: 0|136 | Loss: -0.014677
+INFO:EPOCH 3906/4000 | STEP: 100|136 | Loss: -0.014707
+INFO:TRAIN EPOCH: 3907|4000
+INFO:EPOCH 3907/4000 | STEP: 0|136 | Loss: -0.013524
+INFO:EPOCH 3907/4000 | STEP: 100|136 | Loss: -0.013580
+INFO:TRAIN EPOCH: 3908|4000
+INFO:EPOCH 3908/4000 | STEP: 0|136 | Loss: -0.014105
+INFO:EPOCH 3908/4000 | STEP: 100|136 | Loss: -0.014626
+INFO:TRAIN EPOCH: 3909|4000
+INFO:EPOCH 3909/4000 | STEP: 0|136 | Loss: -0.014302
+INFO:EPOCH 3909/4000 | STEP: 100|136 | Loss: -0.014359
+INFO:TRAIN EPOCH: 3910|4000
+INFO:EPOCH 3910/4000 | STEP: 0|136 | Loss: -0.014891
+INFO:EPOCH 3910/4000 | STEP: 100|136 | Loss: -0.015091
+INFO:TRAIN EPOCH: 3911|4000
+INFO:EPOCH 3911/4000 | STEP: 0|136 | Loss: -0.014382
+INFO:EPOCH 3911/4000 | STEP: 100|136 | Loss: -0.013950
+INFO:TRAIN EPOCH: 3912|4000
+INFO:EPOCH 3912/4000 | STEP: 0|136 | Loss: -0.015280
+INFO:EPOCH 3912/4000 | STEP: 100|136 | Loss: -0.014619
+INFO:TRAIN EPOCH: 3913|4000
+INFO:EPOCH 3913/4000 | STEP: 0|136 | Loss: -0.013582
+INFO:EPOCH 3913/4000 | STEP: 100|136 | Loss: -0.013655
+INFO:TRAIN EPOCH: 3914|4000
+INFO:EPOCH 3914/4000 | STEP: 0|136 | Loss: -0.013422
+INFO:EPOCH 3914/4000 | STEP: 100|136 | Loss: -0.015085
+INFO:TRAIN EPOCH: 3915|4000
+INFO:EPOCH 3915/4000 | STEP: 0|136 | Loss: -0.014835
+INFO:EPOCH 3915/4000 | STEP: 100|136 | Loss: -0.014700
+INFO:TRAIN EPOCH: 3916|4000
+INFO:EPOCH 3916/4000 | STEP: 0|136 | Loss: -0.014023
+INFO:EPOCH 3916/4000 | STEP: 100|136 | Loss: -0.014747
+INFO:TRAIN EPOCH: 3917|4000
+INFO:EPOCH 3917/4000 | STEP: 0|136 | Loss: -0.014077
+INFO:EPOCH 3917/4000 | STEP: 100|136 | Loss: -0.014440
+INFO:TRAIN EPOCH: 3918|4000
+INFO:EPOCH 3918/4000 | STEP: 0|136 | Loss: -0.015613
+INFO:VAL NDCG@10, IoU=0.3: 0.156065
+INFO:VAL NDCG@10, IoU=0.5: 0.134857
+INFO:VAL NDCG@10, IoU=0.7: 0.090607
+INFO:VAL NDCG@20, IoU=0.3: 0.149493
+INFO:VAL NDCG@20, IoU=0.5: 0.129608
+INFO:VAL NDCG@20, IoU=0.7: 0.086509
+INFO:VAL NDCG@40, IoU=0.3: 0.152781
+INFO:VAL NDCG@40, IoU=0.5: 0.131639
+INFO:VAL NDCG@40, IoU=0.7: 0.087575
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.151735
+INFO:TEST NDCG@10, IoU=0.5: 0.134425
+INFO:TEST NDCG@10, IoU=0.7: 0.091159
+INFO:TEST NDCG@20, IoU=0.3: 0.143234
+INFO:TEST NDCG@20, IoU=0.5: 0.126341
+INFO:TEST NDCG@20, IoU=0.7: 0.084537
+INFO:TEST NDCG@40, IoU=0.3: 0.148500
+INFO:TEST NDCG@40, IoU=0.5: 0.130170
+INFO:TEST NDCG@40, IoU=0.7: 0.086584
+INFO:
+INFO:EPOCH 3918/4000 | STEP: 100|136 | Loss: -0.015795
+INFO:TRAIN EPOCH: 3919|4000
+INFO:EPOCH 3919/4000 | STEP: 0|136 | Loss: -0.014034
+INFO:EPOCH 3919/4000 | STEP: 100|136 | Loss: -0.014263
+INFO:TRAIN EPOCH: 3920|4000
+INFO:EPOCH 3920/4000 | STEP: 0|136 | Loss: -0.013701
+INFO:EPOCH 3920/4000 | STEP: 100|136 | Loss: -0.014031
+INFO:TRAIN EPOCH: 3921|4000
+INFO:EPOCH 3921/4000 | STEP: 0|136 | Loss: -0.014660
+INFO:EPOCH 3921/4000 | STEP: 100|136 | Loss: -0.014006
+INFO:TRAIN EPOCH: 3922|4000
+INFO:EPOCH 3922/4000 | STEP: 0|136 | Loss: -0.013645
+INFO:EPOCH 3922/4000 | STEP: 100|136 | Loss: -0.015546
+INFO:TRAIN EPOCH: 3923|4000
+INFO:EPOCH 3923/4000 | STEP: 0|136 | Loss: -0.015582
+INFO:EPOCH 3923/4000 | STEP: 100|136 | Loss: -0.013788
+INFO:TRAIN EPOCH: 3924|4000
+INFO:EPOCH 3924/4000 | STEP: 0|136 | Loss: -0.012842
+INFO:EPOCH 3924/4000 | STEP: 100|136 | Loss: -0.014543
+INFO:TRAIN EPOCH: 3925|4000
+INFO:EPOCH 3925/4000 | STEP: 0|136 | Loss: -0.014912
+INFO:EPOCH 3925/4000 | STEP: 100|136 | Loss: -0.013262
+INFO:TRAIN EPOCH: 3926|4000
+INFO:EPOCH 3926/4000 | STEP: 0|136 | Loss: -0.014675
+INFO:EPOCH 3926/4000 | STEP: 100|136 | Loss: -0.014591
+INFO:TRAIN EPOCH: 3927|4000
+INFO:EPOCH 3927/4000 | STEP: 0|136 | Loss: -0.014067
+INFO:EPOCH 3927/4000 | STEP: 100|136 | Loss: -0.015715
+INFO:TRAIN EPOCH: 3928|4000
+INFO:EPOCH 3928/4000 | STEP: 0|136 | Loss: -0.014780
+INFO:EPOCH 3928/4000 | STEP: 100|136 | Loss: -0.013438
+INFO:TRAIN EPOCH: 3929|4000
+INFO:EPOCH 3929/4000 | STEP: 0|136 | Loss: -0.014029
+INFO:EPOCH 3929/4000 | STEP: 100|136 | Loss: -0.014727
+INFO:TRAIN EPOCH: 3930|4000
+INFO:EPOCH 3930/4000 | STEP: 0|136 | Loss: -0.014491
+INFO:EPOCH 3930/4000 | STEP: 100|136 | Loss: -0.014003
+INFO:TRAIN EPOCH: 3931|4000
+INFO:EPOCH 3931/4000 | STEP: 0|136 | Loss: -0.013928
+INFO:EPOCH 3931/4000 | STEP: 100|136 | Loss: -0.013901
+INFO:TRAIN EPOCH: 3932|4000
+INFO:EPOCH 3932/4000 | STEP: 0|136 | Loss: -0.011813
+INFO:EPOCH 3932/4000 | STEP: 100|136 | Loss: -0.014146
+INFO:TRAIN EPOCH: 3933|4000
+INFO:EPOCH 3933/4000 | STEP: 0|136 | Loss: -0.013597
+INFO:EPOCH 3933/4000 | STEP: 100|136 | Loss: -0.014362
+INFO:TRAIN EPOCH: 3934|4000
+INFO:EPOCH 3934/4000 | STEP: 0|136 | Loss: -0.013953
+INFO:EPOCH 3934/4000 | STEP: 100|136 | Loss: -0.013951
+INFO:TRAIN EPOCH: 3935|4000
+INFO:EPOCH 3935/4000 | STEP: 0|136 | Loss: -0.013548
+INFO:EPOCH 3935/4000 | STEP: 100|136 | Loss: -0.014800
+INFO:TRAIN EPOCH: 3936|4000
+INFO:EPOCH 3936/4000 | STEP: 0|136 | Loss: -0.013371
+INFO:EPOCH 3936/4000 | STEP: 100|136 | Loss: -0.014344
+INFO:TRAIN EPOCH: 3937|4000
+INFO:EPOCH 3937/4000 | STEP: 0|136 | Loss: -0.015024
+INFO:EPOCH 3937/4000 | STEP: 100|136 | Loss: -0.015455
+INFO:TRAIN EPOCH: 3938|4000
+INFO:EPOCH 3938/4000 | STEP: 0|136 | Loss: -0.012439
+INFO:VAL NDCG@10, IoU=0.3: 0.157472
+INFO:VAL NDCG@10, IoU=0.5: 0.135804
+INFO:VAL NDCG@10, IoU=0.7: 0.090755
+INFO:VAL NDCG@20, IoU=0.3: 0.150399
+INFO:VAL NDCG@20, IoU=0.5: 0.130336
+INFO:VAL NDCG@20, IoU=0.7: 0.086552
+INFO:VAL NDCG@40, IoU=0.3: 0.153348
+INFO:VAL NDCG@40, IoU=0.5: 0.132058
+INFO:VAL NDCG@40, IoU=0.7: 0.087802
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152499
+INFO:TEST NDCG@10, IoU=0.5: 0.134853
+INFO:TEST NDCG@10, IoU=0.7: 0.091568
+INFO:TEST NDCG@20, IoU=0.3: 0.143863
+INFO:TEST NDCG@20, IoU=0.5: 0.126887
+INFO:TEST NDCG@20, IoU=0.7: 0.084931
+INFO:TEST NDCG@40, IoU=0.3: 0.148935
+INFO:TEST NDCG@40, IoU=0.5: 0.130385
+INFO:TEST NDCG@40, IoU=0.7: 0.086903
+INFO:
+INFO:BEST VAL NDCG@10, IoU=0.3: 0.157472
+INFO:BEST VAL NDCG@10, IoU=0.5: 0.135804
+INFO:BEST VAL NDCG@10, IoU=0.7: 0.090755
+INFO:BEST VAL NDCG@20, IoU=0.3: 0.150399
+INFO:BEST VAL NDCG@20, IoU=0.5: 0.130336
+INFO:BEST VAL NDCG@20, IoU=0.7: 0.086552
+INFO:BEST VAL NDCG@40, IoU=0.3: 0.153348
+INFO:BEST VAL NDCG@40, IoU=0.5: 0.132058
+INFO:BEST VAL NDCG@40, IoU=0.7: 0.087802
+INFO:
+INFO:BEST TEST NDCG@10, IoU=0.3: 0.152499
+INFO:BEST TEST NDCG@10, IoU=0.5: 0.134853
+INFO:BEST TEST NDCG@10, IoU=0.7: 0.091568
+INFO:BEST TEST NDCG@20, IoU=0.3: 0.143863
+INFO:BEST TEST NDCG@20, IoU=0.5: 0.126887
+INFO:BEST TEST NDCG@20, IoU=0.7: 0.084931
+INFO:BEST TEST NDCG@40, IoU=0.3: 0.148935
+INFO:BEST TEST NDCG@40, IoU=0.5: 0.130385
+INFO:BEST TEST NDCG@40, IoU=0.7: 0.086903
+INFO:
+INFO:Save checkpoint at results/tvr_ranking/top01/best_model.pt
+INFO:
+INFO:EPOCH 3938/4000 | STEP: 100|136 | Loss: -0.016414
+INFO:TRAIN EPOCH: 3939|4000
+INFO:EPOCH 3939/4000 | STEP: 0|136 | Loss: -0.013773
+INFO:EPOCH 3939/4000 | STEP: 100|136 | Loss: -0.014526
+INFO:TRAIN EPOCH: 3940|4000
+INFO:EPOCH 3940/4000 | STEP: 0|136 | Loss: -0.014208
+INFO:EPOCH 3940/4000 | STEP: 100|136 | Loss: -0.013891
+INFO:TRAIN EPOCH: 3941|4000
+INFO:EPOCH 3941/4000 | STEP: 0|136 | Loss: -0.013436
+INFO:EPOCH 3941/4000 | STEP: 100|136 | Loss: -0.014616
+INFO:TRAIN EPOCH: 3942|4000
+INFO:EPOCH 3942/4000 | STEP: 0|136 | Loss: -0.014691
+INFO:EPOCH 3942/4000 | STEP: 100|136 | Loss: -0.013115
+INFO:TRAIN EPOCH: 3943|4000
+INFO:EPOCH 3943/4000 | STEP: 0|136 | Loss: -0.013467
+INFO:EPOCH 3943/4000 | STEP: 100|136 | Loss: -0.013568
+INFO:TRAIN EPOCH: 3944|4000
+INFO:EPOCH 3944/4000 | STEP: 0|136 | Loss: -0.014148
+INFO:EPOCH 3944/4000 | STEP: 100|136 | Loss: -0.014507
+INFO:TRAIN EPOCH: 3945|4000
+INFO:EPOCH 3945/4000 | STEP: 0|136 | Loss: -0.014773
+INFO:EPOCH 3945/4000 | STEP: 100|136 | Loss: -0.015145
+INFO:TRAIN EPOCH: 3946|4000
+INFO:EPOCH 3946/4000 | STEP: 0|136 | Loss: -0.014008
+INFO:EPOCH 3946/4000 | STEP: 100|136 | Loss: -0.013180
+INFO:TRAIN EPOCH: 3947|4000
+INFO:EPOCH 3947/4000 | STEP: 0|136 | Loss: -0.013946
+INFO:EPOCH 3947/4000 | STEP: 100|136 | Loss: -0.013613
+INFO:TRAIN EPOCH: 3948|4000
+INFO:EPOCH 3948/4000 | STEP: 0|136 | Loss: -0.014850
+INFO:EPOCH 3948/4000 | STEP: 100|136 | Loss: -0.015245
+INFO:TRAIN EPOCH: 3949|4000
+INFO:EPOCH 3949/4000 | STEP: 0|136 | Loss: -0.014091
+INFO:EPOCH 3949/4000 | STEP: 100|136 | Loss: -0.014763
+INFO:TRAIN EPOCH: 3950|4000
+INFO:EPOCH 3950/4000 | STEP: 0|136 | Loss: -0.014157
+INFO:EPOCH 3950/4000 | STEP: 100|136 | Loss: -0.015026
+INFO:TRAIN EPOCH: 3951|4000
+INFO:EPOCH 3951/4000 | STEP: 0|136 | Loss: -0.012975
+INFO:EPOCH 3951/4000 | STEP: 100|136 | Loss: -0.014033
+INFO:TRAIN EPOCH: 3952|4000
+INFO:EPOCH 3952/4000 | STEP: 0|136 | Loss: -0.014424
+INFO:EPOCH 3952/4000 | STEP: 100|136 | Loss: -0.013487
+INFO:TRAIN EPOCH: 3953|4000
+INFO:EPOCH 3953/4000 | STEP: 0|136 | Loss: -0.014617
+INFO:EPOCH 3953/4000 | STEP: 100|136 | Loss: -0.012989
+INFO:TRAIN EPOCH: 3954|4000
+INFO:EPOCH 3954/4000 | STEP: 0|136 | Loss: -0.014823
+INFO:EPOCH 3954/4000 | STEP: 100|136 | Loss: -0.014178
+INFO:TRAIN EPOCH: 3955|4000
+INFO:EPOCH 3955/4000 | STEP: 0|136 | Loss: -0.013839
+INFO:EPOCH 3955/4000 | STEP: 100|136 | Loss: -0.015629
+INFO:TRAIN EPOCH: 3956|4000
+INFO:EPOCH 3956/4000 | STEP: 0|136 | Loss: -0.015044
+INFO:EPOCH 3956/4000 | STEP: 100|136 | Loss: -0.014010
+INFO:TRAIN EPOCH: 3957|4000
+INFO:EPOCH 3957/4000 | STEP: 0|136 | Loss: -0.014459
+INFO:EPOCH 3957/4000 | STEP: 100|136 | Loss: -0.014591
+INFO:TRAIN EPOCH: 3958|4000
+INFO:EPOCH 3958/4000 | STEP: 0|136 | Loss: -0.013533
+INFO:VAL NDCG@10, IoU=0.3: 0.156726
+INFO:VAL NDCG@10, IoU=0.5: 0.135387
+INFO:VAL NDCG@10, IoU=0.7: 0.090475
+INFO:VAL NDCG@20, IoU=0.3: 0.149830
+INFO:VAL NDCG@20, IoU=0.5: 0.129669
+INFO:VAL NDCG@20, IoU=0.7: 0.086350
+INFO:VAL NDCG@40, IoU=0.3: 0.153217
+INFO:VAL NDCG@40, IoU=0.5: 0.131606
+INFO:VAL NDCG@40, IoU=0.7: 0.087504
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152772
+INFO:TEST NDCG@10, IoU=0.5: 0.135079
+INFO:TEST NDCG@10, IoU=0.7: 0.091587
+INFO:TEST NDCG@20, IoU=0.3: 0.143958
+INFO:TEST NDCG@20, IoU=0.5: 0.126962
+INFO:TEST NDCG@20, IoU=0.7: 0.084873
+INFO:TEST NDCG@40, IoU=0.3: 0.148982
+INFO:TEST NDCG@40, IoU=0.5: 0.130438
+INFO:TEST NDCG@40, IoU=0.7: 0.086720
+INFO:
+INFO:EPOCH 3958/4000 | STEP: 100|136 | Loss: -0.015819
+INFO:TRAIN EPOCH: 3959|4000
+INFO:EPOCH 3959/4000 | STEP: 0|136 | Loss: -0.012914
+INFO:EPOCH 3959/4000 | STEP: 100|136 | Loss: -0.013921
+INFO:TRAIN EPOCH: 3960|4000
+INFO:EPOCH 3960/4000 | STEP: 0|136 | Loss: -0.014991
+INFO:EPOCH 3960/4000 | STEP: 100|136 | Loss: -0.014370
+INFO:TRAIN EPOCH: 3961|4000
+INFO:EPOCH 3961/4000 | STEP: 0|136 | Loss: -0.014151
+INFO:EPOCH 3961/4000 | STEP: 100|136 | Loss: -0.012887
+INFO:TRAIN EPOCH: 3962|4000
+INFO:EPOCH 3962/4000 | STEP: 0|136 | Loss: -0.015726
+INFO:EPOCH 3962/4000 | STEP: 100|136 | Loss: -0.014507
+INFO:TRAIN EPOCH: 3963|4000
+INFO:EPOCH 3963/4000 | STEP: 0|136 | Loss: -0.015553
+INFO:EPOCH 3963/4000 | STEP: 100|136 | Loss: -0.015112
+INFO:TRAIN EPOCH: 3964|4000
+INFO:EPOCH 3964/4000 | STEP: 0|136 | Loss: -0.014142
+INFO:EPOCH 3964/4000 | STEP: 100|136 | Loss: -0.014649
+INFO:TRAIN EPOCH: 3965|4000
+INFO:EPOCH 3965/4000 | STEP: 0|136 | Loss: -0.015411
+INFO:EPOCH 3965/4000 | STEP: 100|136 | Loss: -0.013557
+INFO:TRAIN EPOCH: 3966|4000
+INFO:EPOCH 3966/4000 | STEP: 0|136 | Loss: -0.015292
+INFO:EPOCH 3966/4000 | STEP: 100|136 | Loss: -0.014087
+INFO:TRAIN EPOCH: 3967|4000
+INFO:EPOCH 3967/4000 | STEP: 0|136 | Loss: -0.013844
+INFO:EPOCH 3967/4000 | STEP: 100|136 | Loss: -0.013043
+INFO:TRAIN EPOCH: 3968|4000
+INFO:EPOCH 3968/4000 | STEP: 0|136 | Loss: -0.013744
+INFO:EPOCH 3968/4000 | STEP: 100|136 | Loss: -0.013703
+INFO:TRAIN EPOCH: 3969|4000
+INFO:EPOCH 3969/4000 | STEP: 0|136 | Loss: -0.013720
+INFO:EPOCH 3969/4000 | STEP: 100|136 | Loss: -0.015418
+INFO:TRAIN EPOCH: 3970|4000
+INFO:EPOCH 3970/4000 | STEP: 0|136 | Loss: -0.011826
+INFO:EPOCH 3970/4000 | STEP: 100|136 | Loss: -0.014766
+INFO:TRAIN EPOCH: 3971|4000
+INFO:EPOCH 3971/4000 | STEP: 0|136 | Loss: -0.012032
+INFO:EPOCH 3971/4000 | STEP: 100|136 | Loss: -0.013867
+INFO:TRAIN EPOCH: 3972|4000
+INFO:EPOCH 3972/4000 | STEP: 0|136 | Loss: -0.014567
+INFO:EPOCH 3972/4000 | STEP: 100|136 | Loss: -0.013735
+INFO:TRAIN EPOCH: 3973|4000
+INFO:EPOCH 3973/4000 | STEP: 0|136 | Loss: -0.015000
+INFO:EPOCH 3973/4000 | STEP: 100|136 | Loss: -0.013440
+INFO:TRAIN EPOCH: 3974|4000
+INFO:EPOCH 3974/4000 | STEP: 0|136 | Loss: -0.014223
+INFO:EPOCH 3974/4000 | STEP: 100|136 | Loss: -0.014694
+INFO:TRAIN EPOCH: 3975|4000
+INFO:EPOCH 3975/4000 | STEP: 0|136 | Loss: -0.015146
+INFO:EPOCH 3975/4000 | STEP: 100|136 | Loss: -0.013840
+INFO:TRAIN EPOCH: 3976|4000
+INFO:EPOCH 3976/4000 | STEP: 0|136 | Loss: -0.014068
+INFO:EPOCH 3976/4000 | STEP: 100|136 | Loss: -0.013976
+INFO:TRAIN EPOCH: 3977|4000
+INFO:EPOCH 3977/4000 | STEP: 0|136 | Loss: -0.014639
+INFO:EPOCH 3977/4000 | STEP: 100|136 | Loss: -0.014063
+INFO:TRAIN EPOCH: 3978|4000
+INFO:EPOCH 3978/4000 | STEP: 0|136 | Loss: -0.014516
+INFO:VAL NDCG@10, IoU=0.3: 0.156441
+INFO:VAL NDCG@10, IoU=0.5: 0.135349
+INFO:VAL NDCG@10, IoU=0.7: 0.090512
+INFO:VAL NDCG@20, IoU=0.3: 0.149783
+INFO:VAL NDCG@20, IoU=0.5: 0.129802
+INFO:VAL NDCG@20, IoU=0.7: 0.086333
+INFO:VAL NDCG@40, IoU=0.3: 0.152639
+INFO:VAL NDCG@40, IoU=0.5: 0.131259
+INFO:VAL NDCG@40, IoU=0.7: 0.087440
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152467
+INFO:TEST NDCG@10, IoU=0.5: 0.134834
+INFO:TEST NDCG@10, IoU=0.7: 0.091545
+INFO:TEST NDCG@20, IoU=0.3: 0.144000
+INFO:TEST NDCG@20, IoU=0.5: 0.127035
+INFO:TEST NDCG@20, IoU=0.7: 0.084966
+INFO:TEST NDCG@40, IoU=0.3: 0.149158
+INFO:TEST NDCG@40, IoU=0.5: 0.130584
+INFO:TEST NDCG@40, IoU=0.7: 0.086844
+INFO:
+INFO:EPOCH 3978/4000 | STEP: 100|136 | Loss: -0.015015
+INFO:TRAIN EPOCH: 3979|4000
+INFO:EPOCH 3979/4000 | STEP: 0|136 | Loss: -0.014251
+INFO:EPOCH 3979/4000 | STEP: 100|136 | Loss: -0.013608
+INFO:TRAIN EPOCH: 3980|4000
+INFO:EPOCH 3980/4000 | STEP: 0|136 | Loss: -0.014160
+INFO:EPOCH 3980/4000 | STEP: 100|136 | Loss: -0.013666
+INFO:TRAIN EPOCH: 3981|4000
+INFO:EPOCH 3981/4000 | STEP: 0|136 | Loss: -0.014787
+INFO:EPOCH 3981/4000 | STEP: 100|136 | Loss: -0.014243
+INFO:TRAIN EPOCH: 3982|4000
+INFO:EPOCH 3982/4000 | STEP: 0|136 | Loss: -0.014641
+INFO:EPOCH 3982/4000 | STEP: 100|136 | Loss: -0.015429
+INFO:TRAIN EPOCH: 3983|4000
+INFO:EPOCH 3983/4000 | STEP: 0|136 | Loss: -0.013798
+INFO:EPOCH 3983/4000 | STEP: 100|136 | Loss: -0.013794
+INFO:TRAIN EPOCH: 3984|4000
+INFO:EPOCH 3984/4000 | STEP: 0|136 | Loss: -0.014451
+INFO:EPOCH 3984/4000 | STEP: 100|136 | Loss: -0.014378
+INFO:TRAIN EPOCH: 3985|4000
+INFO:EPOCH 3985/4000 | STEP: 0|136 | Loss: -0.014314
+INFO:EPOCH 3985/4000 | STEP: 100|136 | Loss: -0.013830
+INFO:TRAIN EPOCH: 3986|4000
+INFO:EPOCH 3986/4000 | STEP: 0|136 | Loss: -0.013382
+INFO:EPOCH 3986/4000 | STEP: 100|136 | Loss: -0.014570
+INFO:TRAIN EPOCH: 3987|4000
+INFO:EPOCH 3987/4000 | STEP: 0|136 | Loss: -0.014656
+INFO:EPOCH 3987/4000 | STEP: 100|136 | Loss: -0.013880
+INFO:TRAIN EPOCH: 3988|4000
+INFO:EPOCH 3988/4000 | STEP: 0|136 | Loss: -0.014088
+INFO:EPOCH 3988/4000 | STEP: 100|136 | Loss: -0.015138
+INFO:TRAIN EPOCH: 3989|4000
+INFO:EPOCH 3989/4000 | STEP: 0|136 | Loss: -0.014232
+INFO:EPOCH 3989/4000 | STEP: 100|136 | Loss: -0.015036
+INFO:TRAIN EPOCH: 3990|4000
+INFO:EPOCH 3990/4000 | STEP: 0|136 | Loss: -0.015190
+INFO:EPOCH 3990/4000 | STEP: 100|136 | Loss: -0.014101
+INFO:TRAIN EPOCH: 3991|4000
+INFO:EPOCH 3991/4000 | STEP: 0|136 | Loss: -0.014516
+INFO:EPOCH 3991/4000 | STEP: 100|136 | Loss: -0.015361
+INFO:TRAIN EPOCH: 3992|4000
+INFO:EPOCH 3992/4000 | STEP: 0|136 | Loss: -0.014656
+INFO:EPOCH 3992/4000 | STEP: 100|136 | Loss: -0.014638
+INFO:TRAIN EPOCH: 3993|4000
+INFO:EPOCH 3993/4000 | STEP: 0|136 | Loss: -0.014386
+INFO:EPOCH 3993/4000 | STEP: 100|136 | Loss: -0.014310
+INFO:TRAIN EPOCH: 3994|4000
+INFO:EPOCH 3994/4000 | STEP: 0|136 | Loss: -0.013084
+INFO:EPOCH 3994/4000 | STEP: 100|136 | Loss: -0.015221
+INFO:TRAIN EPOCH: 3995|4000
+INFO:EPOCH 3995/4000 | STEP: 0|136 | Loss: -0.013746
+INFO:EPOCH 3995/4000 | STEP: 100|136 | Loss: -0.015078
+INFO:TRAIN EPOCH: 3996|4000
+INFO:EPOCH 3996/4000 | STEP: 0|136 | Loss: -0.013837
+INFO:EPOCH 3996/4000 | STEP: 100|136 | Loss: -0.014992
+INFO:TRAIN EPOCH: 3997|4000
+INFO:EPOCH 3997/4000 | STEP: 0|136 | Loss: -0.014268
+INFO:EPOCH 3997/4000 | STEP: 100|136 | Loss: -0.013994
+INFO:TRAIN EPOCH: 3998|4000
+INFO:EPOCH 3998/4000 | STEP: 0|136 | Loss: -0.014832
+INFO:VAL NDCG@10, IoU=0.3: 0.156249
+INFO:VAL NDCG@10, IoU=0.5: 0.135119
+INFO:VAL NDCG@10, IoU=0.7: 0.090533
+INFO:VAL NDCG@20, IoU=0.3: 0.149294
+INFO:VAL NDCG@20, IoU=0.5: 0.129310
+INFO:VAL NDCG@20, IoU=0.7: 0.086035
+INFO:VAL NDCG@40, IoU=0.3: 0.152200
+INFO:VAL NDCG@40, IoU=0.5: 0.130808
+INFO:VAL NDCG@40, IoU=0.7: 0.087140
+INFO:
+INFO:TEST NDCG@10, IoU=0.3: 0.152381
+INFO:TEST NDCG@10, IoU=0.5: 0.134772
+INFO:TEST NDCG@10, IoU=0.7: 0.091567
+INFO:TEST NDCG@20, IoU=0.3: 0.143911
+INFO:TEST NDCG@20, IoU=0.5: 0.126958
+INFO:TEST NDCG@20, IoU=0.7: 0.084939
+INFO:TEST NDCG@40, IoU=0.3: 0.149155
+INFO:TEST NDCG@40, IoU=0.5: 0.130589
+INFO:TEST NDCG@40, IoU=0.7: 0.086896
+INFO:
+INFO:EPOCH 3998/4000 | STEP: 100|136 | Loss: -0.014313
+INFO:TRAIN EPOCH: 3999|4000
+INFO:EPOCH 3999/4000 | STEP: 0|136 | Loss: -0.014103
+INFO:EPOCH 3999/4000 | STEP: 100|136 | Loss: -0.014150