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TVR-Ranking / results /ReLoCLNet /top40 /20240704_170937_top40.log
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INFO:Arguments:
{
 "train_path": "data/TVR_Ranking/train_top40.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/top40",
 "checkpoint": null,
 "exp_id": "top40",
 "seed": 2024,
 "device": 0,
 "num_workers": 4,
 "bsz": 512,
 "bsz_eval": 16,
 "n_epoch": 100,
 "eval_num_per_epoch": 2.0,
 "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|100
INFO:EPOCH 0/100 | STEP: 0|5416 | Loss: 0.746339
INFO:EPOCH 0/100 | STEP: 100|5416 | Loss: 0.592962
INFO:EPOCH 0/100 | STEP: 200|5416 | Loss: 0.528207
INFO:EPOCH 0/100 | STEP: 300|5416 | Loss: 0.479554
INFO:EPOCH 0/100 | STEP: 400|5416 | Loss: 0.451836
INFO:EPOCH 0/100 | STEP: 500|5416 | Loss: 0.437146
INFO:EPOCH 0/100 | STEP: 600|5416 | Loss: 0.421479
INFO:EPOCH 0/100 | STEP: 700|5416 | Loss: 0.409582
INFO:EPOCH 0/100 | STEP: 800|5416 | Loss: 0.401517
INFO:EPOCH 0/100 | STEP: 900|5416 | Loss: 0.389032
INFO:EPOCH 0/100 | STEP: 1000|5416 | Loss: 0.368147
INFO:EPOCH 0/100 | STEP: 1100|5416 | Loss: 0.366231
INFO:EPOCH 0/100 | STEP: 1200|5416 | Loss: 0.353270
INFO:EPOCH 0/100 | STEP: 1300|5416 | Loss: 0.351009
INFO:EPOCH 0/100 | STEP: 1400|5416 | Loss: 0.350794
INFO:EPOCH 0/100 | STEP: 1500|5416 | Loss: 0.345288
INFO:EPOCH 0/100 | STEP: 1600|5416 | Loss: 0.329610
INFO:EPOCH 0/100 | STEP: 1700|5416 | Loss: 0.327641
INFO:EPOCH 0/100 | STEP: 1800|5416 | Loss: 0.321736
INFO:EPOCH 0/100 | STEP: 1900|5416 | Loss: 0.318780
INFO:EPOCH 0/100 | STEP: 2000|5416 | Loss: 0.309515
INFO:EPOCH 0/100 | STEP: 2100|5416 | Loss: 0.301535
INFO:EPOCH 0/100 | STEP: 2200|5416 | Loss: 0.305663
INFO:EPOCH 0/100 | STEP: 2300|5416 | Loss: 0.298968
INFO:EPOCH 0/100 | STEP: 2400|5416 | Loss: 0.305878
INFO:EPOCH 0/100 | STEP: 2500|5416 | Loss: 0.306026
INFO:EPOCH 0/100 | STEP: 2600|5416 | Loss: 0.295365
INFO:EPOCH 0/100 | STEP: 2700|5416 | Loss: 0.307148
INFO:VAL NDCG@10, IoU=0.3: 0.000883
INFO:VAL NDCG@10, IoU=0.5: 0.000545
INFO:VAL NDCG@10, IoU=0.7: 0.000433
INFO:VAL NDCG@20, IoU=0.3: 0.001077
INFO:VAL NDCG@20, IoU=0.5: 0.000547
INFO:VAL NDCG@20, IoU=0.7: 0.000420
INFO:VAL NDCG@40, IoU=0.3: 0.001455
INFO:VAL NDCG@40, IoU=0.5: 0.000732
INFO:VAL NDCG@40, IoU=0.7: 0.000470
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.003289
INFO:TEST NDCG@10, IoU=0.5: 0.002346
INFO:TEST NDCG@10, IoU=0.7: 0.001287
INFO:TEST NDCG@20, IoU=0.3: 0.003049
INFO:TEST NDCG@20, IoU=0.5: 0.002146
INFO:TEST NDCG@20, IoU=0.7: 0.001271
INFO:TEST NDCG@40, IoU=0.3: 0.003316
INFO:TEST NDCG@40, IoU=0.5: 0.002341
INFO:TEST NDCG@40, IoU=0.7: 0.001393
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.000883
INFO:BEST VAL NDCG@10, IoU=0.5: 0.000545
INFO:BEST VAL NDCG@10, IoU=0.7: 0.000433
INFO:BEST VAL NDCG@20, IoU=0.3: 0.001077
INFO:BEST VAL NDCG@20, IoU=0.5: 0.000547
INFO:BEST VAL NDCG@20, IoU=0.7: 0.000420
INFO:BEST VAL NDCG@40, IoU=0.3: 0.001455
INFO:BEST VAL NDCG@40, IoU=0.5: 0.000732
INFO:BEST VAL NDCG@40, IoU=0.7: 0.000470
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.003289
INFO:BEST TEST NDCG@10, IoU=0.5: 0.002346
INFO:BEST TEST NDCG@10, IoU=0.7: 0.001287
INFO:BEST TEST NDCG@20, IoU=0.3: 0.003049
INFO:BEST TEST NDCG@20, IoU=0.5: 0.002146
INFO:BEST TEST NDCG@20, IoU=0.7: 0.001271
INFO:BEST TEST NDCG@40, IoU=0.3: 0.003316
INFO:BEST TEST NDCG@40, IoU=0.5: 0.002341
INFO:BEST TEST NDCG@40, IoU=0.7: 0.001393
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:EPOCH 0/100 | STEP: 2800|5416 | Loss: 0.292201
INFO:EPOCH 0/100 | STEP: 2900|5416 | Loss: 0.282259
INFO:EPOCH 0/100 | STEP: 3000|5416 | Loss: 0.280427
INFO:EPOCH 0/100 | STEP: 3100|5416 | Loss: 0.273134
INFO:EPOCH 0/100 | STEP: 3200|5416 | Loss: 0.290620
INFO:EPOCH 0/100 | STEP: 3300|5416 | Loss: 0.274961
INFO:EPOCH 0/100 | STEP: 3400|5416 | Loss: 0.268706
INFO:EPOCH 0/100 | STEP: 3500|5416 | Loss: 0.276959
INFO:EPOCH 0/100 | STEP: 3600|5416 | Loss: 0.265542
INFO:EPOCH 0/100 | STEP: 3700|5416 | Loss: 0.279808
INFO:EPOCH 0/100 | STEP: 3800|5416 | Loss: 0.264056
INFO:EPOCH 0/100 | STEP: 3900|5416 | Loss: 0.250137
INFO:EPOCH 0/100 | STEP: 4000|5416 | Loss: 0.246140
INFO:EPOCH 0/100 | STEP: 4100|5416 | Loss: 0.253145
INFO:EPOCH 0/100 | STEP: 4200|5416 | Loss: 0.255388
INFO:EPOCH 0/100 | STEP: 4300|5416 | Loss: 0.243829
INFO:EPOCH 0/100 | STEP: 4400|5416 | Loss: 0.245851
INFO:EPOCH 0/100 | STEP: 4500|5416 | Loss: 0.242888
INFO:EPOCH 0/100 | STEP: 4600|5416 | Loss: 0.230781
INFO:EPOCH 0/100 | STEP: 4700|5416 | Loss: 0.239526
INFO:EPOCH 0/100 | STEP: 4800|5416 | Loss: 0.242651
INFO:EPOCH 0/100 | STEP: 4900|5416 | Loss: 0.229832
INFO:EPOCH 0/100 | STEP: 5000|5416 | Loss: 0.234532
INFO:EPOCH 0/100 | STEP: 5100|5416 | Loss: 0.243084
INFO:EPOCH 0/100 | STEP: 5200|5416 | Loss: 0.232280
INFO:EPOCH 0/100 | STEP: 5300|5416 | Loss: 0.229135
INFO:EPOCH 0/100 | STEP: 5400|5416 | Loss: 0.228845
INFO:VAL NDCG@10, IoU=0.3: 0.014376
INFO:VAL NDCG@10, IoU=0.5: 0.010949
INFO:VAL NDCG@10, IoU=0.7: 0.005182
INFO:VAL NDCG@20, IoU=0.3: 0.013881
INFO:VAL NDCG@20, IoU=0.5: 0.010705
INFO:VAL NDCG@20, IoU=0.7: 0.005089
INFO:VAL NDCG@40, IoU=0.3: 0.014852
INFO:VAL NDCG@40, IoU=0.5: 0.011581
INFO:VAL NDCG@40, IoU=0.7: 0.005701
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.013993
INFO:TEST NDCG@10, IoU=0.5: 0.009705
INFO:TEST NDCG@10, IoU=0.7: 0.005137
INFO:TEST NDCG@20, IoU=0.3: 0.014335
INFO:TEST NDCG@20, IoU=0.5: 0.010109
INFO:TEST NDCG@20, IoU=0.7: 0.005560
INFO:TEST NDCG@40, IoU=0.3: 0.016243
INFO:TEST NDCG@40, IoU=0.5: 0.011424
INFO:TEST NDCG@40, IoU=0.7: 0.006456
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.014376
INFO:BEST VAL NDCG@10, IoU=0.5: 0.010949
INFO:BEST VAL NDCG@10, IoU=0.7: 0.005182
INFO:BEST VAL NDCG@20, IoU=0.3: 0.013881
INFO:BEST VAL NDCG@20, IoU=0.5: 0.010705
INFO:BEST VAL NDCG@20, IoU=0.7: 0.005089
INFO:BEST VAL NDCG@40, IoU=0.3: 0.014852
INFO:BEST VAL NDCG@40, IoU=0.5: 0.011581
INFO:BEST VAL NDCG@40, IoU=0.7: 0.005701
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.013993
INFO:BEST TEST NDCG@10, IoU=0.5: 0.009705
INFO:BEST TEST NDCG@10, IoU=0.7: 0.005137
INFO:BEST TEST NDCG@20, IoU=0.3: 0.014335
INFO:BEST TEST NDCG@20, IoU=0.5: 0.010109
INFO:BEST TEST NDCG@20, IoU=0.7: 0.005560
INFO:BEST TEST NDCG@40, IoU=0.3: 0.016243
INFO:BEST TEST NDCG@40, IoU=0.5: 0.011424
INFO:BEST TEST NDCG@40, IoU=0.7: 0.006456
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 1|100
INFO:EPOCH 1/100 | STEP: 0|5416 | Loss: 0.264773
INFO:EPOCH 1/100 | STEP: 100|5416 | Loss: 0.255758
INFO:EPOCH 1/100 | STEP: 200|5416 | Loss: 0.241566
INFO:EPOCH 1/100 | STEP: 300|5416 | Loss: 0.252302
INFO:EPOCH 1/100 | STEP: 400|5416 | Loss: 0.246766
INFO:EPOCH 1/100 | STEP: 500|5416 | Loss: 0.246619
INFO:EPOCH 1/100 | STEP: 600|5416 | Loss: 0.242143
INFO:EPOCH 1/100 | STEP: 700|5416 | Loss: 0.245581
INFO:EPOCH 1/100 | STEP: 800|5416 | Loss: 0.240205
INFO:EPOCH 1/100 | STEP: 900|5416 | Loss: 0.246390
INFO:EPOCH 1/100 | STEP: 1000|5416 | Loss: 0.236159
INFO:EPOCH 1/100 | STEP: 1100|5416 | Loss: 0.228981
INFO:EPOCH 1/100 | STEP: 1200|5416 | Loss: 0.237423
INFO:EPOCH 1/100 | STEP: 1300|5416 | Loss: 0.228008
INFO:EPOCH 1/100 | STEP: 1400|5416 | Loss: 0.242024
INFO:EPOCH 1/100 | STEP: 1500|5416 | Loss: 0.228125
INFO:EPOCH 1/100 | STEP: 1600|5416 | Loss: 0.233773
INFO:EPOCH 1/100 | STEP: 1700|5416 | Loss: 0.222195
INFO:EPOCH 1/100 | STEP: 1800|5416 | Loss: 0.226069
INFO:EPOCH 1/100 | STEP: 1900|5416 | Loss: 0.222646
INFO:EPOCH 1/100 | STEP: 2000|5416 | Loss: 0.232646
INFO:EPOCH 1/100 | STEP: 2100|5416 | Loss: 0.237176
INFO:EPOCH 1/100 | STEP: 2200|5416 | Loss: 0.233568
INFO:EPOCH 1/100 | STEP: 2300|5416 | Loss: 0.225959
INFO:EPOCH 1/100 | STEP: 2400|5416 | Loss: 0.218567
INFO:EPOCH 1/100 | STEP: 2500|5416 | Loss: 0.226021
INFO:EPOCH 1/100 | STEP: 2600|5416 | Loss: 0.223514
INFO:EPOCH 1/100 | STEP: 2700|5416 | Loss: 0.223175
INFO:VAL NDCG@10, IoU=0.3: 0.019521
INFO:VAL NDCG@10, IoU=0.5: 0.014620
INFO:VAL NDCG@10, IoU=0.7: 0.006541
INFO:VAL NDCG@20, IoU=0.3: 0.018724
INFO:VAL NDCG@20, IoU=0.5: 0.014358
INFO:VAL NDCG@20, IoU=0.7: 0.006847
INFO:VAL NDCG@40, IoU=0.3: 0.020784
INFO:VAL NDCG@40, IoU=0.5: 0.015804
INFO:VAL NDCG@40, IoU=0.7: 0.008012
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.018897
INFO:TEST NDCG@10, IoU=0.5: 0.013503
INFO:TEST NDCG@10, IoU=0.7: 0.008084
INFO:TEST NDCG@20, IoU=0.3: 0.019901
INFO:TEST NDCG@20, IoU=0.5: 0.014246
INFO:TEST NDCG@20, IoU=0.7: 0.008329
INFO:TEST NDCG@40, IoU=0.3: 0.023251
INFO:TEST NDCG@40, IoU=0.5: 0.017082
INFO:TEST NDCG@40, IoU=0.7: 0.010341
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.019521
INFO:BEST VAL NDCG@10, IoU=0.5: 0.014620
INFO:BEST VAL NDCG@10, IoU=0.7: 0.006541
INFO:BEST VAL NDCG@20, IoU=0.3: 0.018724
INFO:BEST VAL NDCG@20, IoU=0.5: 0.014358
INFO:BEST VAL NDCG@20, IoU=0.7: 0.006847
INFO:BEST VAL NDCG@40, IoU=0.3: 0.020784
INFO:BEST VAL NDCG@40, IoU=0.5: 0.015804
INFO:BEST VAL NDCG@40, IoU=0.7: 0.008012
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.018897
INFO:BEST TEST NDCG@10, IoU=0.5: 0.013503
INFO:BEST TEST NDCG@10, IoU=0.7: 0.008084
INFO:BEST TEST NDCG@20, IoU=0.3: 0.019901
INFO:BEST TEST NDCG@20, IoU=0.5: 0.014246
INFO:BEST TEST NDCG@20, IoU=0.7: 0.008329
INFO:BEST TEST NDCG@40, IoU=0.3: 0.023251
INFO:BEST TEST NDCG@40, IoU=0.5: 0.017082
INFO:BEST TEST NDCG@40, IoU=0.7: 0.010341
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:EPOCH 1/100 | STEP: 2800|5416 | Loss: 0.205698
INFO:EPOCH 1/100 | STEP: 2900|5416 | Loss: 0.211115
INFO:EPOCH 1/100 | STEP: 3000|5416 | Loss: 0.203042
INFO:EPOCH 1/100 | STEP: 3100|5416 | Loss: 0.198653
INFO:EPOCH 1/100 | STEP: 3200|5416 | Loss: 0.200895
INFO:EPOCH 1/100 | STEP: 3300|5416 | Loss: 0.193047
INFO:EPOCH 1/100 | STEP: 3400|5416 | Loss: 0.192772
INFO:EPOCH 1/100 | STEP: 3500|5416 | Loss: 0.196797
INFO:EPOCH 1/100 | STEP: 3600|5416 | Loss: 0.201481
INFO:EPOCH 1/100 | STEP: 3700|5416 | Loss: 0.186748
INFO:EPOCH 1/100 | STEP: 3800|5416 | Loss: 0.200272
INFO:EPOCH 1/100 | STEP: 3900|5416 | Loss: 0.184604
INFO:EPOCH 1/100 | STEP: 4000|5416 | Loss: 0.193513
INFO:EPOCH 1/100 | STEP: 4100|5416 | Loss: 0.188609
INFO:EPOCH 1/100 | STEP: 4200|5416 | Loss: 0.192514
INFO:EPOCH 1/100 | STEP: 4300|5416 | Loss: 0.198817
INFO:EPOCH 1/100 | STEP: 4400|5416 | Loss: 0.195100
INFO:EPOCH 1/100 | STEP: 4500|5416 | Loss: 0.190044
INFO:EPOCH 1/100 | STEP: 4600|5416 | Loss: 0.183867
INFO:EPOCH 1/100 | STEP: 4700|5416 | Loss: 0.183150
INFO:EPOCH 1/100 | STEP: 4800|5416 | Loss: 0.198333
INFO:EPOCH 1/100 | STEP: 4900|5416 | Loss: 0.187288
INFO:EPOCH 1/100 | STEP: 5000|5416 | Loss: 0.183662
INFO:EPOCH 1/100 | STEP: 5100|5416 | Loss: 0.181693
INFO:EPOCH 1/100 | STEP: 5200|5416 | Loss: 0.183502
INFO:EPOCH 1/100 | STEP: 5300|5416 | Loss: 0.180538
INFO:EPOCH 1/100 | STEP: 5400|5416 | Loss: 0.175783
INFO:VAL NDCG@10, IoU=0.3: 0.040538
INFO:VAL NDCG@10, IoU=0.5: 0.030330
INFO:VAL NDCG@10, IoU=0.7: 0.019281
INFO:VAL NDCG@20, IoU=0.3: 0.040114
INFO:VAL NDCG@20, IoU=0.5: 0.030424
INFO:VAL NDCG@20, IoU=0.7: 0.018230
INFO:VAL NDCG@40, IoU=0.3: 0.045025
INFO:VAL NDCG@40, IoU=0.5: 0.035429
INFO:VAL NDCG@40, IoU=0.7: 0.020837
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.038811
INFO:TEST NDCG@10, IoU=0.5: 0.029899
INFO:TEST NDCG@10, IoU=0.7: 0.018083
INFO:TEST NDCG@20, IoU=0.3: 0.039229
INFO:TEST NDCG@20, IoU=0.5: 0.030679
INFO:TEST NDCG@20, IoU=0.7: 0.018891
INFO:TEST NDCG@40, IoU=0.3: 0.043200
INFO:TEST NDCG@40, IoU=0.5: 0.033864
INFO:TEST NDCG@40, IoU=0.7: 0.020995
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.040538
INFO:BEST VAL NDCG@10, IoU=0.5: 0.030330
INFO:BEST VAL NDCG@10, IoU=0.7: 0.019281
INFO:BEST VAL NDCG@20, IoU=0.3: 0.040114
INFO:BEST VAL NDCG@20, IoU=0.5: 0.030424
INFO:BEST VAL NDCG@20, IoU=0.7: 0.018230
INFO:BEST VAL NDCG@40, IoU=0.3: 0.045025
INFO:BEST VAL NDCG@40, IoU=0.5: 0.035429
INFO:BEST VAL NDCG@40, IoU=0.7: 0.020837
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.038811
INFO:BEST TEST NDCG@10, IoU=0.5: 0.029899
INFO:BEST TEST NDCG@10, IoU=0.7: 0.018083
INFO:BEST TEST NDCG@20, IoU=0.3: 0.039229
INFO:BEST TEST NDCG@20, IoU=0.5: 0.030679
INFO:BEST TEST NDCG@20, IoU=0.7: 0.018891
INFO:BEST TEST NDCG@40, IoU=0.3: 0.043200
INFO:BEST TEST NDCG@40, IoU=0.5: 0.033864
INFO:BEST TEST NDCG@40, IoU=0.7: 0.020995
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 2|100
INFO:EPOCH 2/100 | STEP: 0|5416 | Loss: 0.211514
INFO:EPOCH 2/100 | STEP: 100|5416 | Loss: 0.204369
INFO:EPOCH 2/100 | STEP: 200|5416 | Loss: 0.208868
INFO:EPOCH 2/100 | STEP: 300|5416 | Loss: 0.203495
INFO:EPOCH 2/100 | STEP: 400|5416 | Loss: 0.204836
INFO:EPOCH 2/100 | STEP: 500|5416 | Loss: 0.205394
INFO:EPOCH 2/100 | STEP: 600|5416 | Loss: 0.212045
INFO:EPOCH 2/100 | STEP: 700|5416 | Loss: 0.209837
INFO:EPOCH 2/100 | STEP: 800|5416 | Loss: 0.202441
INFO:EPOCH 2/100 | STEP: 900|5416 | Loss: 0.203210
INFO:EPOCH 2/100 | STEP: 1000|5416 | Loss: 0.213670
INFO:EPOCH 2/100 | STEP: 1100|5416 | Loss: 0.202763
INFO:EPOCH 2/100 | STEP: 1200|5416 | Loss: 0.199374
INFO:EPOCH 2/100 | STEP: 1300|5416 | Loss: 0.208725
INFO:EPOCH 2/100 | STEP: 1400|5416 | Loss: 0.198247
INFO:EPOCH 2/100 | STEP: 1500|5416 | Loss: 0.194577
INFO:EPOCH 2/100 | STEP: 1600|5416 | Loss: 0.195838
INFO:EPOCH 2/100 | STEP: 1700|5416 | Loss: 0.196386
INFO:EPOCH 2/100 | STEP: 1800|5416 | Loss: 0.192440
INFO:EPOCH 2/100 | STEP: 1900|5416 | Loss: 0.191628
INFO:EPOCH 2/100 | STEP: 2000|5416 | Loss: 0.192917
INFO:EPOCH 2/100 | STEP: 2100|5416 | Loss: 0.198543
INFO:EPOCH 2/100 | STEP: 2200|5416 | Loss: 0.195457
INFO:EPOCH 2/100 | STEP: 2300|5416 | Loss: 0.195553
INFO:EPOCH 2/100 | STEP: 2400|5416 | Loss: 0.198448
INFO:EPOCH 2/100 | STEP: 2500|5416 | Loss: 0.195718
INFO:EPOCH 2/100 | STEP: 2600|5416 | Loss: 0.193387
INFO:EPOCH 2/100 | STEP: 2700|5416 | Loss: 0.192000
INFO:VAL NDCG@10, IoU=0.3: 0.038675
INFO:VAL NDCG@10, IoU=0.5: 0.028751
INFO:VAL NDCG@10, IoU=0.7: 0.015247
INFO:VAL NDCG@20, IoU=0.3: 0.040163
INFO:VAL NDCG@20, IoU=0.5: 0.030460
INFO:VAL NDCG@20, IoU=0.7: 0.016305
INFO:VAL NDCG@40, IoU=0.3: 0.044842
INFO:VAL NDCG@40, IoU=0.5: 0.033696
INFO:VAL NDCG@40, IoU=0.7: 0.019682
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.041619
INFO:TEST NDCG@10, IoU=0.5: 0.030759
INFO:TEST NDCG@10, IoU=0.7: 0.017844
INFO:TEST NDCG@20, IoU=0.3: 0.041754
INFO:TEST NDCG@20, IoU=0.5: 0.031147
INFO:TEST NDCG@20, IoU=0.7: 0.018435
INFO:TEST NDCG@40, IoU=0.3: 0.046755
INFO:TEST NDCG@40, IoU=0.5: 0.035479
INFO:TEST NDCG@40, IoU=0.7: 0.021127
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.038675
INFO:BEST VAL NDCG@10, IoU=0.5: 0.028751
INFO:BEST VAL NDCG@10, IoU=0.7: 0.015247
INFO:BEST VAL NDCG@20, IoU=0.3: 0.040163
INFO:BEST VAL NDCG@20, IoU=0.5: 0.030460
INFO:BEST VAL NDCG@20, IoU=0.7: 0.016305
INFO:BEST VAL NDCG@40, IoU=0.3: 0.044842
INFO:BEST VAL NDCG@40, IoU=0.5: 0.033696
INFO:BEST VAL NDCG@40, IoU=0.7: 0.019682
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.041619
INFO:BEST TEST NDCG@10, IoU=0.5: 0.030759
INFO:BEST TEST NDCG@10, IoU=0.7: 0.017844
INFO:BEST TEST NDCG@20, IoU=0.3: 0.041754
INFO:BEST TEST NDCG@20, IoU=0.5: 0.031147
INFO:BEST TEST NDCG@20, IoU=0.7: 0.018435
INFO:BEST TEST NDCG@40, IoU=0.3: 0.046755
INFO:BEST TEST NDCG@40, IoU=0.5: 0.035479
INFO:BEST TEST NDCG@40, IoU=0.7: 0.021127
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:EPOCH 2/100 | STEP: 2800|5416 | Loss: 0.178228
INFO:EPOCH 2/100 | STEP: 2900|5416 | Loss: 0.170407
INFO:EPOCH 2/100 | STEP: 3000|5416 | Loss: 0.177029
INFO:EPOCH 2/100 | STEP: 3100|5416 | Loss: 0.174249
INFO:EPOCH 2/100 | STEP: 3200|5416 | Loss: 0.164960
INFO:EPOCH 2/100 | STEP: 3300|5416 | Loss: 0.164571
INFO:EPOCH 2/100 | STEP: 3400|5416 | Loss: 0.168879
INFO:EPOCH 2/100 | STEP: 3500|5416 | Loss: 0.163915
INFO:EPOCH 2/100 | STEP: 3600|5416 | Loss: 0.168730
INFO:EPOCH 2/100 | STEP: 3700|5416 | Loss: 0.166250
INFO:EPOCH 2/100 | STEP: 3800|5416 | Loss: 0.169568
INFO:EPOCH 2/100 | STEP: 3900|5416 | Loss: 0.163336
INFO:EPOCH 2/100 | STEP: 4000|5416 | Loss: 0.164469
INFO:EPOCH 2/100 | STEP: 4100|5416 | Loss: 0.162534
INFO:EPOCH 2/100 | STEP: 4200|5416 | Loss: 0.166411
INFO:EPOCH 2/100 | STEP: 4300|5416 | Loss: 0.167560
INFO:EPOCH 2/100 | STEP: 4400|5416 | Loss: 0.166403
INFO:EPOCH 2/100 | STEP: 4500|5416 | Loss: 0.165232
INFO:EPOCH 2/100 | STEP: 4600|5416 | Loss: 0.164616
INFO:EPOCH 2/100 | STEP: 4700|5416 | Loss: 0.164191
INFO:EPOCH 2/100 | STEP: 4800|5416 | Loss: 0.165379
INFO:EPOCH 2/100 | STEP: 4900|5416 | Loss: 0.159080
INFO:EPOCH 2/100 | STEP: 5000|5416 | Loss: 0.160204
INFO:EPOCH 2/100 | STEP: 5100|5416 | Loss: 0.163575
INFO:EPOCH 2/100 | STEP: 5200|5416 | Loss: 0.158658
INFO:EPOCH 2/100 | STEP: 5300|5416 | Loss: 0.160675
INFO:EPOCH 2/100 | STEP: 5400|5416 | Loss: 0.160077
INFO:VAL NDCG@10, IoU=0.3: 0.063017
INFO:VAL NDCG@10, IoU=0.5: 0.049700
INFO:VAL NDCG@10, IoU=0.7: 0.030486
INFO:VAL NDCG@20, IoU=0.3: 0.063147
INFO:VAL NDCG@20, IoU=0.5: 0.049480
INFO:VAL NDCG@20, IoU=0.7: 0.030769
INFO:VAL NDCG@40, IoU=0.3: 0.070481
INFO:VAL NDCG@40, IoU=0.5: 0.055515
INFO:VAL NDCG@40, IoU=0.7: 0.034126
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.066332
INFO:TEST NDCG@10, IoU=0.5: 0.052605
INFO:TEST NDCG@10, IoU=0.7: 0.030976
INFO:TEST NDCG@20, IoU=0.3: 0.066327
INFO:TEST NDCG@20, IoU=0.5: 0.052915
INFO:TEST NDCG@20, IoU=0.7: 0.031743
INFO:TEST NDCG@40, IoU=0.3: 0.072869
INFO:TEST NDCG@40, IoU=0.5: 0.058441
INFO:TEST NDCG@40, IoU=0.7: 0.035874
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.063017
INFO:BEST VAL NDCG@10, IoU=0.5: 0.049700
INFO:BEST VAL NDCG@10, IoU=0.7: 0.030486
INFO:BEST VAL NDCG@20, IoU=0.3: 0.063147
INFO:BEST VAL NDCG@20, IoU=0.5: 0.049480
INFO:BEST VAL NDCG@20, IoU=0.7: 0.030769
INFO:BEST VAL NDCG@40, IoU=0.3: 0.070481
INFO:BEST VAL NDCG@40, IoU=0.5: 0.055515
INFO:BEST VAL NDCG@40, IoU=0.7: 0.034126
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.066332
INFO:BEST TEST NDCG@10, IoU=0.5: 0.052605
INFO:BEST TEST NDCG@10, IoU=0.7: 0.030976
INFO:BEST TEST NDCG@20, IoU=0.3: 0.066327
INFO:BEST TEST NDCG@20, IoU=0.5: 0.052915
INFO:BEST TEST NDCG@20, IoU=0.7: 0.031743
INFO:BEST TEST NDCG@40, IoU=0.3: 0.072869
INFO:BEST TEST NDCG@40, IoU=0.5: 0.058441
INFO:BEST TEST NDCG@40, IoU=0.7: 0.035874
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 3|100
INFO:EPOCH 3/100 | STEP: 0|5416 | Loss: 0.192166
INFO:EPOCH 3/100 | STEP: 100|5416 | Loss: 0.180272
INFO:EPOCH 3/100 | STEP: 200|5416 | Loss: 0.186232
INFO:EPOCH 3/100 | STEP: 300|5416 | Loss: 0.184150
INFO:EPOCH 3/100 | STEP: 400|5416 | Loss: 0.181450
INFO:EPOCH 3/100 | STEP: 500|5416 | Loss: 0.183043
INFO:EPOCH 3/100 | STEP: 600|5416 | Loss: 0.179328
INFO:EPOCH 3/100 | STEP: 700|5416 | Loss: 0.183454
INFO:EPOCH 3/100 | STEP: 800|5416 | Loss: 0.186125
INFO:EPOCH 3/100 | STEP: 900|5416 | Loss: 0.176365
INFO:EPOCH 3/100 | STEP: 1000|5416 | Loss: 0.177355
INFO:EPOCH 3/100 | STEP: 1100|5416 | Loss: 0.181024
INFO:EPOCH 3/100 | STEP: 1200|5416 | Loss: 0.181152
INFO:EPOCH 3/100 | STEP: 1300|5416 | Loss: 0.179115
INFO:EPOCH 3/100 | STEP: 1400|5416 | Loss: 0.174366
INFO:EPOCH 3/100 | STEP: 1500|5416 | Loss: 0.181056
INFO:EPOCH 3/100 | STEP: 1600|5416 | Loss: 0.179073
INFO:EPOCH 3/100 | STEP: 1700|5416 | Loss: 0.184736
INFO:EPOCH 3/100 | STEP: 1800|5416 | Loss: 0.186892
INFO:EPOCH 3/100 | STEP: 1900|5416 | Loss: 0.179137
INFO:EPOCH 3/100 | STEP: 2000|5416 | Loss: 0.179384
INFO:EPOCH 3/100 | STEP: 2100|5416 | Loss: 0.177374
INFO:EPOCH 3/100 | STEP: 2200|5416 | Loss: 0.173449
INFO:EPOCH 3/100 | STEP: 2300|5416 | Loss: 0.175309
INFO:EPOCH 3/100 | STEP: 2400|5416 | Loss: 0.173812
INFO:EPOCH 3/100 | STEP: 2500|5416 | Loss: 0.182993
INFO:EPOCH 3/100 | STEP: 2600|5416 | Loss: 0.178600
INFO:EPOCH 3/100 | STEP: 2700|5416 | Loss: 0.168766
INFO:VAL NDCG@10, IoU=0.3: 0.066197
INFO:VAL NDCG@10, IoU=0.5: 0.049873
INFO:VAL NDCG@10, IoU=0.7: 0.029410
INFO:VAL NDCG@20, IoU=0.3: 0.067533
INFO:VAL NDCG@20, IoU=0.5: 0.051785
INFO:VAL NDCG@20, IoU=0.7: 0.031548
INFO:VAL NDCG@40, IoU=0.3: 0.072807
INFO:VAL NDCG@40, IoU=0.5: 0.055982
INFO:VAL NDCG@40, IoU=0.7: 0.035855
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.065045
INFO:TEST NDCG@10, IoU=0.5: 0.051336
INFO:TEST NDCG@10, IoU=0.7: 0.031640
INFO:TEST NDCG@20, IoU=0.3: 0.064795
INFO:TEST NDCG@20, IoU=0.5: 0.051407
INFO:TEST NDCG@20, IoU=0.7: 0.032372
INFO:TEST NDCG@40, IoU=0.3: 0.071044
INFO:TEST NDCG@40, IoU=0.5: 0.056821
INFO:TEST NDCG@40, IoU=0.7: 0.036270
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.066197
INFO:BEST VAL NDCG@10, IoU=0.5: 0.049873
INFO:BEST VAL NDCG@10, IoU=0.7: 0.029410
INFO:BEST VAL NDCG@20, IoU=0.3: 0.067533
INFO:BEST VAL NDCG@20, IoU=0.5: 0.051785
INFO:BEST VAL NDCG@20, IoU=0.7: 0.031548
INFO:BEST VAL NDCG@40, IoU=0.3: 0.072807
INFO:BEST VAL NDCG@40, IoU=0.5: 0.055982
INFO:BEST VAL NDCG@40, IoU=0.7: 0.035855
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.065045
INFO:BEST TEST NDCG@10, IoU=0.5: 0.051336
INFO:BEST TEST NDCG@10, IoU=0.7: 0.031640
INFO:BEST TEST NDCG@20, IoU=0.3: 0.064795
INFO:BEST TEST NDCG@20, IoU=0.5: 0.051407
INFO:BEST TEST NDCG@20, IoU=0.7: 0.032372
INFO:BEST TEST NDCG@40, IoU=0.3: 0.071044
INFO:BEST TEST NDCG@40, IoU=0.5: 0.056821
INFO:BEST TEST NDCG@40, IoU=0.7: 0.036270
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:EPOCH 3/100 | STEP: 2800|5416 | Loss: 0.153109
INFO:EPOCH 3/100 | STEP: 2900|5416 | Loss: 0.155326
INFO:EPOCH 3/100 | STEP: 3000|5416 | Loss: 0.160546
INFO:EPOCH 3/100 | STEP: 3100|5416 | Loss: 0.147757
INFO:EPOCH 3/100 | STEP: 3200|5416 | Loss: 0.147140
INFO:EPOCH 3/100 | STEP: 3300|5416 | Loss: 0.141808
INFO:EPOCH 3/100 | STEP: 3400|5416 | Loss: 0.150206
INFO:EPOCH 3/100 | STEP: 3500|5416 | Loss: 0.144060
INFO:EPOCH 3/100 | STEP: 3600|5416 | Loss: 0.140079
INFO:EPOCH 3/100 | STEP: 3700|5416 | Loss: 0.139870
INFO:EPOCH 3/100 | STEP: 3800|5416 | Loss: 0.147008
INFO:EPOCH 3/100 | STEP: 3900|5416 | Loss: 0.149262
INFO:EPOCH 3/100 | STEP: 4000|5416 | Loss: 0.149422
INFO:EPOCH 3/100 | STEP: 4100|5416 | Loss: 0.142145
INFO:EPOCH 3/100 | STEP: 4200|5416 | Loss: 0.147523
INFO:EPOCH 3/100 | STEP: 4300|5416 | Loss: 0.146998
INFO:EPOCH 3/100 | STEP: 4400|5416 | Loss: 0.144718
INFO:EPOCH 3/100 | STEP: 4500|5416 | Loss: 0.140682
INFO:EPOCH 3/100 | STEP: 4600|5416 | Loss: 0.144022
INFO:EPOCH 3/100 | STEP: 4700|5416 | Loss: 0.140209
INFO:EPOCH 3/100 | STEP: 4800|5416 | Loss: 0.148817
INFO:EPOCH 3/100 | STEP: 4900|5416 | Loss: 0.149817
INFO:EPOCH 3/100 | STEP: 5000|5416 | Loss: 0.148457
INFO:EPOCH 3/100 | STEP: 5100|5416 | Loss: 0.147946
INFO:EPOCH 3/100 | STEP: 5200|5416 | Loss: 0.146142
INFO:EPOCH 3/100 | STEP: 5300|5416 | Loss: 0.144402
INFO:EPOCH 3/100 | STEP: 5400|5416 | Loss: 0.138999
INFO:VAL NDCG@10, IoU=0.3: 0.090261
INFO:VAL NDCG@10, IoU=0.5: 0.071043
INFO:VAL NDCG@10, IoU=0.7: 0.044348
INFO:VAL NDCG@20, IoU=0.3: 0.091789
INFO:VAL NDCG@20, IoU=0.5: 0.074350
INFO:VAL NDCG@20, IoU=0.7: 0.046320
INFO:VAL NDCG@40, IoU=0.3: 0.101709
INFO:VAL NDCG@40, IoU=0.5: 0.082451
INFO:VAL NDCG@40, IoU=0.7: 0.052308
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.092595
INFO:TEST NDCG@10, IoU=0.5: 0.076165
INFO:TEST NDCG@10, IoU=0.7: 0.047055
INFO:TEST NDCG@20, IoU=0.3: 0.094402
INFO:TEST NDCG@20, IoU=0.5: 0.078049
INFO:TEST NDCG@20, IoU=0.7: 0.048654
INFO:TEST NDCG@40, IoU=0.3: 0.103575
INFO:TEST NDCG@40, IoU=0.5: 0.085558
INFO:TEST NDCG@40, IoU=0.7: 0.054409
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.090261
INFO:BEST VAL NDCG@10, IoU=0.5: 0.071043
INFO:BEST VAL NDCG@10, IoU=0.7: 0.044348
INFO:BEST VAL NDCG@20, IoU=0.3: 0.091789
INFO:BEST VAL NDCG@20, IoU=0.5: 0.074350
INFO:BEST VAL NDCG@20, IoU=0.7: 0.046320
INFO:BEST VAL NDCG@40, IoU=0.3: 0.101709
INFO:BEST VAL NDCG@40, IoU=0.5: 0.082451
INFO:BEST VAL NDCG@40, IoU=0.7: 0.052308
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.092595
INFO:BEST TEST NDCG@10, IoU=0.5: 0.076165
INFO:BEST TEST NDCG@10, IoU=0.7: 0.047055
INFO:BEST TEST NDCG@20, IoU=0.3: 0.094402
INFO:BEST TEST NDCG@20, IoU=0.5: 0.078049
INFO:BEST TEST NDCG@20, IoU=0.7: 0.048654
INFO:BEST TEST NDCG@40, IoU=0.3: 0.103575
INFO:BEST TEST NDCG@40, IoU=0.5: 0.085558
INFO:BEST TEST NDCG@40, IoU=0.7: 0.054409
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 4|100
INFO:EPOCH 4/100 | STEP: 0|5416 | Loss: 0.175321
INFO:EPOCH 4/100 | STEP: 100|5416 | Loss: 0.168522
INFO:EPOCH 4/100 | STEP: 200|5416 | Loss: 0.169241
INFO:EPOCH 4/100 | STEP: 300|5416 | Loss: 0.173964
INFO:EPOCH 4/100 | STEP: 400|5416 | Loss: 0.164710
INFO:EPOCH 4/100 | STEP: 500|5416 | Loss: 0.168230
INFO:EPOCH 4/100 | STEP: 600|5416 | Loss: 0.163396
INFO:EPOCH 4/100 | STEP: 700|5416 | Loss: 0.162345
INFO:EPOCH 4/100 | STEP: 800|5416 | Loss: 0.171650
INFO:EPOCH 4/100 | STEP: 900|5416 | Loss: 0.164886
INFO:EPOCH 4/100 | STEP: 1000|5416 | Loss: 0.173010
INFO:EPOCH 4/100 | STEP: 1100|5416 | Loss: 0.162251
INFO:EPOCH 4/100 | STEP: 1200|5416 | Loss: 0.167373
INFO:EPOCH 4/100 | STEP: 1300|5416 | Loss: 0.167639
INFO:EPOCH 4/100 | STEP: 1400|5416 | Loss: 0.173092
INFO:EPOCH 4/100 | STEP: 1500|5416 | Loss: 0.158410
INFO:EPOCH 4/100 | STEP: 1600|5416 | Loss: 0.168378
INFO:EPOCH 4/100 | STEP: 1700|5416 | Loss: 0.162989
INFO:EPOCH 4/100 | STEP: 1800|5416 | Loss: 0.166959
INFO:EPOCH 4/100 | STEP: 1900|5416 | Loss: 0.159772
INFO:EPOCH 4/100 | STEP: 2000|5416 | Loss: 0.165254
INFO:EPOCH 4/100 | STEP: 2100|5416 | Loss: 0.162287
INFO:EPOCH 4/100 | STEP: 2200|5416 | Loss: 0.162442
INFO:EPOCH 4/100 | STEP: 2300|5416 | Loss: 0.168577
INFO:EPOCH 4/100 | STEP: 2400|5416 | Loss: 0.161129
INFO:EPOCH 4/100 | STEP: 2500|5416 | Loss: 0.162680
INFO:EPOCH 4/100 | STEP: 2600|5416 | Loss: 0.165198
INFO:EPOCH 4/100 | STEP: 2700|5416 | Loss: 0.153898
INFO:VAL NDCG@10, IoU=0.3: 0.090881
INFO:VAL NDCG@10, IoU=0.5: 0.073367
INFO:VAL NDCG@10, IoU=0.7: 0.044156
INFO:VAL NDCG@20, IoU=0.3: 0.089952
INFO:VAL NDCG@20, IoU=0.5: 0.072819
INFO:VAL NDCG@20, IoU=0.7: 0.044878
INFO:VAL NDCG@40, IoU=0.3: 0.100250
INFO:VAL NDCG@40, IoU=0.5: 0.081423
INFO:VAL NDCG@40, IoU=0.7: 0.050999
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.086172
INFO:TEST NDCG@10, IoU=0.5: 0.070168
INFO:TEST NDCG@10, IoU=0.7: 0.043179
INFO:TEST NDCG@20, IoU=0.3: 0.086016
INFO:TEST NDCG@20, IoU=0.5: 0.070390
INFO:TEST NDCG@20, IoU=0.7: 0.044490
INFO:TEST NDCG@40, IoU=0.3: 0.095684
INFO:TEST NDCG@40, IoU=0.5: 0.078159
INFO:TEST NDCG@40, IoU=0.7: 0.050583
INFO:
INFO:EPOCH 4/100 | STEP: 2800|5416 | Loss: 0.142377
INFO:EPOCH 4/100 | STEP: 2900|5416 | Loss: 0.142604
INFO:EPOCH 4/100 | STEP: 3000|5416 | Loss: 0.132868
INFO:EPOCH 4/100 | STEP: 3100|5416 | Loss: 0.142848
INFO:EPOCH 4/100 | STEP: 3200|5416 | Loss: 0.139758
INFO:EPOCH 4/100 | STEP: 3300|5416 | Loss: 0.131107
INFO:EPOCH 4/100 | STEP: 3400|5416 | Loss: 0.143895
INFO:EPOCH 4/100 | STEP: 3500|5416 | Loss: 0.134588
INFO:EPOCH 4/100 | STEP: 3600|5416 | Loss: 0.137310
INFO:EPOCH 4/100 | STEP: 3700|5416 | Loss: 0.139830
INFO:EPOCH 4/100 | STEP: 3800|5416 | Loss: 0.129822
INFO:EPOCH 4/100 | STEP: 3900|5416 | Loss: 0.134688
INFO:EPOCH 4/100 | STEP: 4000|5416 | Loss: 0.136933
INFO:EPOCH 4/100 | STEP: 4100|5416 | Loss: 0.130682
INFO:EPOCH 4/100 | STEP: 4200|5416 | Loss: 0.135774
INFO:EPOCH 4/100 | STEP: 4300|5416 | Loss: 0.132128
INFO:EPOCH 4/100 | STEP: 4400|5416 | Loss: 0.131952
INFO:EPOCH 4/100 | STEP: 4500|5416 | Loss: 0.133614
INFO:EPOCH 4/100 | STEP: 4600|5416 | Loss: 0.129286
INFO:EPOCH 4/100 | STEP: 4700|5416 | Loss: 0.126245
INFO:EPOCH 4/100 | STEP: 4800|5416 | Loss: 0.130527
INFO:EPOCH 4/100 | STEP: 4900|5416 | Loss: 0.131901
INFO:EPOCH 4/100 | STEP: 5000|5416 | Loss: 0.128303
INFO:EPOCH 4/100 | STEP: 5100|5416 | Loss: 0.127993
INFO:EPOCH 4/100 | STEP: 5200|5416 | Loss: 0.130854
INFO:EPOCH 4/100 | STEP: 5300|5416 | Loss: 0.133307
INFO:EPOCH 4/100 | STEP: 5400|5416 | Loss: 0.133837
INFO:VAL NDCG@10, IoU=0.3: 0.117340
INFO:VAL NDCG@10, IoU=0.5: 0.100554
INFO:VAL NDCG@10, IoU=0.7: 0.064287
INFO:VAL NDCG@20, IoU=0.3: 0.120892
INFO:VAL NDCG@20, IoU=0.5: 0.103190
INFO:VAL NDCG@20, IoU=0.7: 0.065536
INFO:VAL NDCG@40, IoU=0.3: 0.132847
INFO:VAL NDCG@40, IoU=0.5: 0.113465
INFO:VAL NDCG@40, IoU=0.7: 0.073394
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.117912
INFO:TEST NDCG@10, IoU=0.5: 0.099923
INFO:TEST NDCG@10, IoU=0.7: 0.064793
INFO:TEST NDCG@20, IoU=0.3: 0.119162
INFO:TEST NDCG@20, IoU=0.5: 0.100982
INFO:TEST NDCG@20, IoU=0.7: 0.065905
INFO:TEST NDCG@40, IoU=0.3: 0.132035
INFO:TEST NDCG@40, IoU=0.5: 0.112332
INFO:TEST NDCG@40, IoU=0.7: 0.073890
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.117340
INFO:BEST VAL NDCG@10, IoU=0.5: 0.100554
INFO:BEST VAL NDCG@10, IoU=0.7: 0.064287
INFO:BEST VAL NDCG@20, IoU=0.3: 0.120892
INFO:BEST VAL NDCG@20, IoU=0.5: 0.103190
INFO:BEST VAL NDCG@20, IoU=0.7: 0.065536
INFO:BEST VAL NDCG@40, IoU=0.3: 0.132847
INFO:BEST VAL NDCG@40, IoU=0.5: 0.113465
INFO:BEST VAL NDCG@40, IoU=0.7: 0.073394
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.117912
INFO:BEST TEST NDCG@10, IoU=0.5: 0.099923
INFO:BEST TEST NDCG@10, IoU=0.7: 0.064793
INFO:BEST TEST NDCG@20, IoU=0.3: 0.119162
INFO:BEST TEST NDCG@20, IoU=0.5: 0.100982
INFO:BEST TEST NDCG@20, IoU=0.7: 0.065905
INFO:BEST TEST NDCG@40, IoU=0.3: 0.132035
INFO:BEST TEST NDCG@40, IoU=0.5: 0.112332
INFO:BEST TEST NDCG@40, IoU=0.7: 0.073890
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 5|100
INFO:EPOCH 5/100 | STEP: 0|5416 | Loss: 0.165934
INFO:EPOCH 5/100 | STEP: 100|5416 | Loss: 0.155097
INFO:EPOCH 5/100 | STEP: 200|5416 | Loss: 0.159048
INFO:EPOCH 5/100 | STEP: 300|5416 | Loss: 0.153143
INFO:EPOCH 5/100 | STEP: 400|5416 | Loss: 0.156326
INFO:EPOCH 5/100 | STEP: 500|5416 | Loss: 0.155341
INFO:EPOCH 5/100 | STEP: 600|5416 | Loss: 0.156046
INFO:EPOCH 5/100 | STEP: 700|5416 | Loss: 0.154934
INFO:EPOCH 5/100 | STEP: 800|5416 | Loss: 0.155942
INFO:EPOCH 5/100 | STEP: 900|5416 | Loss: 0.150905
INFO:EPOCH 5/100 | STEP: 1000|5416 | Loss: 0.160698
INFO:EPOCH 5/100 | STEP: 1100|5416 | Loss: 0.161428
INFO:EPOCH 5/100 | STEP: 1200|5416 | Loss: 0.154264
INFO:EPOCH 5/100 | STEP: 1300|5416 | Loss: 0.157248
INFO:EPOCH 5/100 | STEP: 1400|5416 | Loss: 0.158004
INFO:EPOCH 5/100 | STEP: 1500|5416 | Loss: 0.155274
INFO:EPOCH 5/100 | STEP: 1600|5416 | Loss: 0.147758
INFO:EPOCH 5/100 | STEP: 1700|5416 | Loss: 0.160703
INFO:EPOCH 5/100 | STEP: 1800|5416 | Loss: 0.155362
INFO:EPOCH 5/100 | STEP: 1900|5416 | Loss: 0.154307
INFO:EPOCH 5/100 | STEP: 2000|5416 | Loss: 0.159458
INFO:EPOCH 5/100 | STEP: 2100|5416 | Loss: 0.147931
INFO:EPOCH 5/100 | STEP: 2200|5416 | Loss: 0.151626
INFO:EPOCH 5/100 | STEP: 2300|5416 | Loss: 0.157930
INFO:EPOCH 5/100 | STEP: 2400|5416 | Loss: 0.151667
INFO:EPOCH 5/100 | STEP: 2500|5416 | Loss: 0.149546
INFO:EPOCH 5/100 | STEP: 2600|5416 | Loss: 0.153050
INFO:EPOCH 5/100 | STEP: 2700|5416 | Loss: 0.156023
INFO:VAL NDCG@10, IoU=0.3: 0.111518
INFO:VAL NDCG@10, IoU=0.5: 0.093931
INFO:VAL NDCG@10, IoU=0.7: 0.059731
INFO:VAL NDCG@20, IoU=0.3: 0.112039
INFO:VAL NDCG@20, IoU=0.5: 0.094300
INFO:VAL NDCG@20, IoU=0.7: 0.060267
INFO:VAL NDCG@40, IoU=0.3: 0.124094
INFO:VAL NDCG@40, IoU=0.5: 0.103546
INFO:VAL NDCG@40, IoU=0.7: 0.068537
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.108965
INFO:TEST NDCG@10, IoU=0.5: 0.091988
INFO:TEST NDCG@10, IoU=0.7: 0.058575
INFO:TEST NDCG@20, IoU=0.3: 0.109760
INFO:TEST NDCG@20, IoU=0.5: 0.092598
INFO:TEST NDCG@20, IoU=0.7: 0.059737
INFO:TEST NDCG@40, IoU=0.3: 0.120362
INFO:TEST NDCG@40, IoU=0.5: 0.101559
INFO:TEST NDCG@40, IoU=0.7: 0.067272
INFO:
INFO:EPOCH 5/100 | STEP: 2800|5416 | Loss: 0.131829
INFO:EPOCH 5/100 | STEP: 2900|5416 | Loss: 0.133909
INFO:EPOCH 5/100 | STEP: 3000|5416 | Loss: 0.117133
INFO:EPOCH 5/100 | STEP: 3100|5416 | Loss: 0.125674
INFO:EPOCH 5/100 | STEP: 3200|5416 | Loss: 0.123220
INFO:EPOCH 5/100 | STEP: 3300|5416 | Loss: 0.126386
INFO:EPOCH 5/100 | STEP: 3400|5416 | Loss: 0.124297
INFO:EPOCH 5/100 | STEP: 3500|5416 | Loss: 0.123098
INFO:EPOCH 5/100 | STEP: 3600|5416 | Loss: 0.129309
INFO:EPOCH 5/100 | STEP: 3700|5416 | Loss: 0.126656
INFO:EPOCH 5/100 | STEP: 3800|5416 | Loss: 0.125520
INFO:EPOCH 5/100 | STEP: 3900|5416 | Loss: 0.129449
INFO:EPOCH 5/100 | STEP: 4000|5416 | Loss: 0.124300
INFO:EPOCH 5/100 | STEP: 4100|5416 | Loss: 0.124526
INFO:EPOCH 5/100 | STEP: 4200|5416 | Loss: 0.129470
INFO:EPOCH 5/100 | STEP: 4300|5416 | Loss: 0.123517
INFO:EPOCH 5/100 | STEP: 4400|5416 | Loss: 0.114484
INFO:EPOCH 5/100 | STEP: 4500|5416 | Loss: 0.126003
INFO:EPOCH 5/100 | STEP: 4600|5416 | Loss: 0.121957
INFO:EPOCH 5/100 | STEP: 4700|5416 | Loss: 0.116062
INFO:EPOCH 5/100 | STEP: 4800|5416 | Loss: 0.120478
INFO:EPOCH 5/100 | STEP: 4900|5416 | Loss: 0.114027
INFO:EPOCH 5/100 | STEP: 5000|5416 | Loss: 0.118055
INFO:EPOCH 5/100 | STEP: 5100|5416 | Loss: 0.112390
INFO:EPOCH 5/100 | STEP: 5200|5416 | Loss: 0.117688
INFO:EPOCH 5/100 | STEP: 5300|5416 | Loss: 0.118243
INFO:EPOCH 5/100 | STEP: 5400|5416 | Loss: 0.115528
INFO:VAL NDCG@10, IoU=0.3: 0.141450
INFO:VAL NDCG@10, IoU=0.5: 0.123201
INFO:VAL NDCG@10, IoU=0.7: 0.080099
INFO:VAL NDCG@20, IoU=0.3: 0.144170
INFO:VAL NDCG@20, IoU=0.5: 0.126460
INFO:VAL NDCG@20, IoU=0.7: 0.082355
INFO:VAL NDCG@40, IoU=0.3: 0.161472
INFO:VAL NDCG@40, IoU=0.5: 0.140607
INFO:VAL NDCG@40, IoU=0.7: 0.093108
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.140714
INFO:TEST NDCG@10, IoU=0.5: 0.122648
INFO:TEST NDCG@10, IoU=0.7: 0.081674
INFO:TEST NDCG@20, IoU=0.3: 0.142954
INFO:TEST NDCG@20, IoU=0.5: 0.124722
INFO:TEST NDCG@20, IoU=0.7: 0.083492
INFO:TEST NDCG@40, IoU=0.3: 0.157731
INFO:TEST NDCG@40, IoU=0.5: 0.137177
INFO:TEST NDCG@40, IoU=0.7: 0.092101
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.141450
INFO:BEST VAL NDCG@10, IoU=0.5: 0.123201
INFO:BEST VAL NDCG@10, IoU=0.7: 0.080099
INFO:BEST VAL NDCG@20, IoU=0.3: 0.144170
INFO:BEST VAL NDCG@20, IoU=0.5: 0.126460
INFO:BEST VAL NDCG@20, IoU=0.7: 0.082355
INFO:BEST VAL NDCG@40, IoU=0.3: 0.161472
INFO:BEST VAL NDCG@40, IoU=0.5: 0.140607
INFO:BEST VAL NDCG@40, IoU=0.7: 0.093108
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.140714
INFO:BEST TEST NDCG@10, IoU=0.5: 0.122648
INFO:BEST TEST NDCG@10, IoU=0.7: 0.081674
INFO:BEST TEST NDCG@20, IoU=0.3: 0.142954
INFO:BEST TEST NDCG@20, IoU=0.5: 0.124722
INFO:BEST TEST NDCG@20, IoU=0.7: 0.083492
INFO:BEST TEST NDCG@40, IoU=0.3: 0.157731
INFO:BEST TEST NDCG@40, IoU=0.5: 0.137177
INFO:BEST TEST NDCG@40, IoU=0.7: 0.092101
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 6|100
INFO:EPOCH 6/100 | STEP: 0|5416 | Loss: 0.149645
INFO:EPOCH 6/100 | STEP: 100|5416 | Loss: 0.145803
INFO:EPOCH 6/100 | STEP: 200|5416 | Loss: 0.152957
INFO:EPOCH 6/100 | STEP: 300|5416 | Loss: 0.152336
INFO:EPOCH 6/100 | STEP: 400|5416 | Loss: 0.149091
INFO:EPOCH 6/100 | STEP: 500|5416 | Loss: 0.150022
INFO:EPOCH 6/100 | STEP: 600|5416 | Loss: 0.147949
INFO:EPOCH 6/100 | STEP: 700|5416 | Loss: 0.149079
INFO:EPOCH 6/100 | STEP: 800|5416 | Loss: 0.147180
INFO:EPOCH 6/100 | STEP: 900|5416 | Loss: 0.155214
INFO:EPOCH 6/100 | STEP: 1000|5416 | Loss: 0.143908
INFO:EPOCH 6/100 | STEP: 1100|5416 | Loss: 0.149948
INFO:EPOCH 6/100 | STEP: 1200|5416 | Loss: 0.149184
INFO:EPOCH 6/100 | STEP: 1300|5416 | Loss: 0.146358
INFO:EPOCH 6/100 | STEP: 1400|5416 | Loss: 0.147124
INFO:EPOCH 6/100 | STEP: 1500|5416 | Loss: 0.146077
INFO:EPOCH 6/100 | STEP: 1600|5416 | Loss: 0.144922
INFO:EPOCH 6/100 | STEP: 1700|5416 | Loss: 0.148064
INFO:EPOCH 6/100 | STEP: 1800|5416 | Loss: 0.145283
INFO:EPOCH 6/100 | STEP: 1900|5416 | Loss: 0.148102
INFO:EPOCH 6/100 | STEP: 2000|5416 | Loss: 0.145525
INFO:EPOCH 6/100 | STEP: 2100|5416 | Loss: 0.146028
INFO:EPOCH 6/100 | STEP: 2200|5416 | Loss: 0.143743
INFO:EPOCH 6/100 | STEP: 2300|5416 | Loss: 0.153416
INFO:EPOCH 6/100 | STEP: 2400|5416 | Loss: 0.151793
INFO:EPOCH 6/100 | STEP: 2500|5416 | Loss: 0.148662
INFO:EPOCH 6/100 | STEP: 2600|5416 | Loss: 0.148174
INFO:EPOCH 6/100 | STEP: 2700|5416 | Loss: 0.144391
INFO:VAL NDCG@10, IoU=0.3: 0.126206
INFO:VAL NDCG@10, IoU=0.5: 0.110080
INFO:VAL NDCG@10, IoU=0.7: 0.070877
INFO:VAL NDCG@20, IoU=0.3: 0.127089
INFO:VAL NDCG@20, IoU=0.5: 0.110877
INFO:VAL NDCG@20, IoU=0.7: 0.072393
INFO:VAL NDCG@40, IoU=0.3: 0.142410
INFO:VAL NDCG@40, IoU=0.5: 0.123110
INFO:VAL NDCG@40, IoU=0.7: 0.081653
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.131158
INFO:TEST NDCG@10, IoU=0.5: 0.112881
INFO:TEST NDCG@10, IoU=0.7: 0.074275
INFO:TEST NDCG@20, IoU=0.3: 0.130828
INFO:TEST NDCG@20, IoU=0.5: 0.112244
INFO:TEST NDCG@20, IoU=0.7: 0.074025
INFO:TEST NDCG@40, IoU=0.3: 0.143068
INFO:TEST NDCG@40, IoU=0.5: 0.123328
INFO:TEST NDCG@40, IoU=0.7: 0.082667
INFO:
INFO:EPOCH 6/100 | STEP: 2800|5416 | Loss: 0.115403
INFO:EPOCH 6/100 | STEP: 2900|5416 | Loss: 0.117173
INFO:EPOCH 6/100 | STEP: 3000|5416 | Loss: 0.112715
INFO:EPOCH 6/100 | STEP: 3100|5416 | Loss: 0.106203
INFO:EPOCH 6/100 | STEP: 3200|5416 | Loss: 0.111221
INFO:EPOCH 6/100 | STEP: 3300|5416 | Loss: 0.111232
INFO:EPOCH 6/100 | STEP: 3400|5416 | Loss: 0.111704
INFO:EPOCH 6/100 | STEP: 3500|5416 | Loss: 0.112620
INFO:EPOCH 6/100 | STEP: 3600|5416 | Loss: 0.112153
INFO:EPOCH 6/100 | STEP: 3700|5416 | Loss: 0.115466
INFO:EPOCH 6/100 | STEP: 3800|5416 | Loss: 0.116760
INFO:EPOCH 6/100 | STEP: 3900|5416 | Loss: 0.108349
INFO:EPOCH 6/100 | STEP: 4000|5416 | Loss: 0.114438
INFO:EPOCH 6/100 | STEP: 4100|5416 | Loss: 0.114017
INFO:EPOCH 6/100 | STEP: 4200|5416 | Loss: 0.110375
INFO:EPOCH 6/100 | STEP: 4300|5416 | Loss: 0.108333
INFO:EPOCH 6/100 | STEP: 4400|5416 | Loss: 0.110798
INFO:EPOCH 6/100 | STEP: 4500|5416 | Loss: 0.113389
INFO:EPOCH 6/100 | STEP: 4600|5416 | Loss: 0.109042
INFO:EPOCH 6/100 | STEP: 4700|5416 | Loss: 0.114530
INFO:EPOCH 6/100 | STEP: 4800|5416 | Loss: 0.116391
INFO:EPOCH 6/100 | STEP: 4900|5416 | Loss: 0.113040
INFO:EPOCH 6/100 | STEP: 5000|5416 | Loss: 0.111957
INFO:EPOCH 6/100 | STEP: 5100|5416 | Loss: 0.111256
INFO:EPOCH 6/100 | STEP: 5200|5416 | Loss: 0.102921
INFO:EPOCH 6/100 | STEP: 5300|5416 | Loss: 0.117807
INFO:EPOCH 6/100 | STEP: 5400|5416 | Loss: 0.110077
INFO:VAL NDCG@10, IoU=0.3: 0.164634
INFO:VAL NDCG@10, IoU=0.5: 0.146520
INFO:VAL NDCG@10, IoU=0.7: 0.095821
INFO:VAL NDCG@20, IoU=0.3: 0.168823
INFO:VAL NDCG@20, IoU=0.5: 0.149448
INFO:VAL NDCG@20, IoU=0.7: 0.100362
INFO:VAL NDCG@40, IoU=0.3: 0.186132
INFO:VAL NDCG@40, IoU=0.5: 0.165092
INFO:VAL NDCG@40, IoU=0.7: 0.110423
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.161454
INFO:TEST NDCG@10, IoU=0.5: 0.143784
INFO:TEST NDCG@10, IoU=0.7: 0.098087
INFO:TEST NDCG@20, IoU=0.3: 0.165504
INFO:TEST NDCG@20, IoU=0.5: 0.146903
INFO:TEST NDCG@20, IoU=0.7: 0.100314
INFO:TEST NDCG@40, IoU=0.3: 0.183453
INFO:TEST NDCG@40, IoU=0.5: 0.162539
INFO:TEST NDCG@40, IoU=0.7: 0.111723
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.164634
INFO:BEST VAL NDCG@10, IoU=0.5: 0.146520
INFO:BEST VAL NDCG@10, IoU=0.7: 0.095821
INFO:BEST VAL NDCG@20, IoU=0.3: 0.168823
INFO:BEST VAL NDCG@20, IoU=0.5: 0.149448
INFO:BEST VAL NDCG@20, IoU=0.7: 0.100362
INFO:BEST VAL NDCG@40, IoU=0.3: 0.186132
INFO:BEST VAL NDCG@40, IoU=0.5: 0.165092
INFO:BEST VAL NDCG@40, IoU=0.7: 0.110423
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.161454
INFO:BEST TEST NDCG@10, IoU=0.5: 0.143784
INFO:BEST TEST NDCG@10, IoU=0.7: 0.098087
INFO:BEST TEST NDCG@20, IoU=0.3: 0.165504
INFO:BEST TEST NDCG@20, IoU=0.5: 0.146903
INFO:BEST TEST NDCG@20, IoU=0.7: 0.100314
INFO:BEST TEST NDCG@40, IoU=0.3: 0.183453
INFO:BEST TEST NDCG@40, IoU=0.5: 0.162539
INFO:BEST TEST NDCG@40, IoU=0.7: 0.111723
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 7|100
INFO:EPOCH 7/100 | STEP: 0|5416 | Loss: 0.151672
INFO:EPOCH 7/100 | STEP: 100|5416 | Loss: 0.150103
INFO:EPOCH 7/100 | STEP: 200|5416 | Loss: 0.140794
INFO:EPOCH 7/100 | STEP: 300|5416 | Loss: 0.147902
INFO:EPOCH 7/100 | STEP: 400|5416 | Loss: 0.146096
INFO:EPOCH 7/100 | STEP: 500|5416 | Loss: 0.137255
INFO:EPOCH 7/100 | STEP: 600|5416 | Loss: 0.143076
INFO:EPOCH 7/100 | STEP: 700|5416 | Loss: 0.138608
INFO:EPOCH 7/100 | STEP: 800|5416 | Loss: 0.141035
INFO:EPOCH 7/100 | STEP: 900|5416 | Loss: 0.140078
INFO:EPOCH 7/100 | STEP: 1000|5416 | Loss: 0.146486
INFO:EPOCH 7/100 | STEP: 1100|5416 | Loss: 0.146058
INFO:EPOCH 7/100 | STEP: 1200|5416 | Loss: 0.134932
INFO:EPOCH 7/100 | STEP: 1300|5416 | Loss: 0.135147
INFO:EPOCH 7/100 | STEP: 1400|5416 | Loss: 0.143641
INFO:EPOCH 7/100 | STEP: 1500|5416 | Loss: 0.147680
INFO:EPOCH 7/100 | STEP: 1600|5416 | Loss: 0.140810
INFO:EPOCH 7/100 | STEP: 1700|5416 | Loss: 0.137017
INFO:EPOCH 7/100 | STEP: 1800|5416 | Loss: 0.131663
INFO:EPOCH 7/100 | STEP: 1900|5416 | Loss: 0.141473
INFO:EPOCH 7/100 | STEP: 2000|5416 | Loss: 0.147327
INFO:EPOCH 7/100 | STEP: 2100|5416 | Loss: 0.137949
INFO:EPOCH 7/100 | STEP: 2200|5416 | Loss: 0.143721
INFO:EPOCH 7/100 | STEP: 2300|5416 | Loss: 0.137686
INFO:EPOCH 7/100 | STEP: 2400|5416 | Loss: 0.143246
INFO:EPOCH 7/100 | STEP: 2500|5416 | Loss: 0.144515
INFO:EPOCH 7/100 | STEP: 2600|5416 | Loss: 0.140335
INFO:EPOCH 7/100 | STEP: 2700|5416 | Loss: 0.140378
INFO:VAL NDCG@10, IoU=0.3: 0.150545
INFO:VAL NDCG@10, IoU=0.5: 0.132297
INFO:VAL NDCG@10, IoU=0.7: 0.088244
INFO:VAL NDCG@20, IoU=0.3: 0.152119
INFO:VAL NDCG@20, IoU=0.5: 0.133521
INFO:VAL NDCG@20, IoU=0.7: 0.089166
INFO:VAL NDCG@40, IoU=0.3: 0.168154
INFO:VAL NDCG@40, IoU=0.5: 0.147140
INFO:VAL NDCG@40, IoU=0.7: 0.099276
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.151108
INFO:TEST NDCG@10, IoU=0.5: 0.131815
INFO:TEST NDCG@10, IoU=0.7: 0.088532
INFO:TEST NDCG@20, IoU=0.3: 0.152528
INFO:TEST NDCG@20, IoU=0.5: 0.133331
INFO:TEST NDCG@20, IoU=0.7: 0.090303
INFO:TEST NDCG@40, IoU=0.3: 0.166696
INFO:TEST NDCG@40, IoU=0.5: 0.145479
INFO:TEST NDCG@40, IoU=0.7: 0.099182
INFO:
INFO:EPOCH 7/100 | STEP: 2800|5416 | Loss: 0.107684
INFO:EPOCH 7/100 | STEP: 2900|5416 | Loss: 0.109554
INFO:EPOCH 7/100 | STEP: 3000|5416 | Loss: 0.113390
INFO:EPOCH 7/100 | STEP: 3100|5416 | Loss: 0.109025
INFO:EPOCH 7/100 | STEP: 3200|5416 | Loss: 0.105132
INFO:EPOCH 7/100 | STEP: 3300|5416 | Loss: 0.104665
INFO:EPOCH 7/100 | STEP: 3400|5416 | Loss: 0.109840
INFO:EPOCH 7/100 | STEP: 3500|5416 | Loss: 0.115777
INFO:EPOCH 7/100 | STEP: 3600|5416 | Loss: 0.108765
INFO:EPOCH 7/100 | STEP: 3700|5416 | Loss: 0.102008
INFO:EPOCH 7/100 | STEP: 3800|5416 | Loss: 0.109052
INFO:EPOCH 7/100 | STEP: 3900|5416 | Loss: 0.108018
INFO:EPOCH 7/100 | STEP: 4000|5416 | Loss: 0.107813
INFO:EPOCH 7/100 | STEP: 4100|5416 | Loss: 0.105234
INFO:EPOCH 7/100 | STEP: 4200|5416 | Loss: 0.105653
INFO:EPOCH 7/100 | STEP: 4300|5416 | Loss: 0.103504
INFO:EPOCH 7/100 | STEP: 4400|5416 | Loss: 0.099228
INFO:EPOCH 7/100 | STEP: 4500|5416 | Loss: 0.105286
INFO:EPOCH 7/100 | STEP: 4600|5416 | Loss: 0.105514
INFO:EPOCH 7/100 | STEP: 4700|5416 | Loss: 0.107109
INFO:EPOCH 7/100 | STEP: 4800|5416 | Loss: 0.108408
INFO:EPOCH 7/100 | STEP: 4900|5416 | Loss: 0.105101
INFO:EPOCH 7/100 | STEP: 5000|5416 | Loss: 0.108207
INFO:EPOCH 7/100 | STEP: 5100|5416 | Loss: 0.106178
INFO:EPOCH 7/100 | STEP: 5200|5416 | Loss: 0.108737
INFO:EPOCH 7/100 | STEP: 5300|5416 | Loss: 0.101036
INFO:EPOCH 7/100 | STEP: 5400|5416 | Loss: 0.102226
INFO:VAL NDCG@10, IoU=0.3: 0.188915
INFO:VAL NDCG@10, IoU=0.5: 0.168948
INFO:VAL NDCG@10, IoU=0.7: 0.114304
INFO:VAL NDCG@20, IoU=0.3: 0.191375
INFO:VAL NDCG@20, IoU=0.5: 0.171722
INFO:VAL NDCG@20, IoU=0.7: 0.115882
INFO:VAL NDCG@40, IoU=0.3: 0.209679
INFO:VAL NDCG@40, IoU=0.5: 0.188063
INFO:VAL NDCG@40, IoU=0.7: 0.128537
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.185702
INFO:TEST NDCG@10, IoU=0.5: 0.166998
INFO:TEST NDCG@10, IoU=0.7: 0.113524
INFO:TEST NDCG@20, IoU=0.3: 0.189980
INFO:TEST NDCG@20, IoU=0.5: 0.170418
INFO:TEST NDCG@20, IoU=0.7: 0.116158
INFO:TEST NDCG@40, IoU=0.3: 0.208957
INFO:TEST NDCG@40, IoU=0.5: 0.186936
INFO:TEST NDCG@40, IoU=0.7: 0.128233
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.188915
INFO:BEST VAL NDCG@10, IoU=0.5: 0.168948
INFO:BEST VAL NDCG@10, IoU=0.7: 0.114304
INFO:BEST VAL NDCG@20, IoU=0.3: 0.191375
INFO:BEST VAL NDCG@20, IoU=0.5: 0.171722
INFO:BEST VAL NDCG@20, IoU=0.7: 0.115882
INFO:BEST VAL NDCG@40, IoU=0.3: 0.209679
INFO:BEST VAL NDCG@40, IoU=0.5: 0.188063
INFO:BEST VAL NDCG@40, IoU=0.7: 0.128537
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.185702
INFO:BEST TEST NDCG@10, IoU=0.5: 0.166998
INFO:BEST TEST NDCG@10, IoU=0.7: 0.113524
INFO:BEST TEST NDCG@20, IoU=0.3: 0.189980
INFO:BEST TEST NDCG@20, IoU=0.5: 0.170418
INFO:BEST TEST NDCG@20, IoU=0.7: 0.116158
INFO:BEST TEST NDCG@40, IoU=0.3: 0.208957
INFO:BEST TEST NDCG@40, IoU=0.5: 0.186936
INFO:BEST TEST NDCG@40, IoU=0.7: 0.128233
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 8|100
INFO:EPOCH 8/100 | STEP: 0|5416 | Loss: 0.140537
INFO:EPOCH 8/100 | STEP: 100|5416 | Loss: 0.138711
INFO:EPOCH 8/100 | STEP: 200|5416 | Loss: 0.134885
INFO:EPOCH 8/100 | STEP: 300|5416 | Loss: 0.133160
INFO:EPOCH 8/100 | STEP: 400|5416 | Loss: 0.137054
INFO:EPOCH 8/100 | STEP: 500|5416 | Loss: 0.135757
INFO:EPOCH 8/100 | STEP: 600|5416 | Loss: 0.135308
INFO:EPOCH 8/100 | STEP: 700|5416 | Loss: 0.141388
INFO:EPOCH 8/100 | STEP: 800|5416 | Loss: 0.133714
INFO:EPOCH 8/100 | STEP: 900|5416 | Loss: 0.135927
INFO:EPOCH 8/100 | STEP: 1000|5416 | Loss: 0.136448
INFO:EPOCH 8/100 | STEP: 1100|5416 | Loss: 0.133167
INFO:EPOCH 8/100 | STEP: 1200|5416 | Loss: 0.134990
INFO:EPOCH 8/100 | STEP: 1300|5416 | Loss: 0.141240
INFO:EPOCH 8/100 | STEP: 1400|5416 | Loss: 0.133798
INFO:EPOCH 8/100 | STEP: 1500|5416 | Loss: 0.132479
INFO:EPOCH 8/100 | STEP: 1600|5416 | Loss: 0.132780
INFO:EPOCH 8/100 | STEP: 1700|5416 | Loss: 0.138723
INFO:EPOCH 8/100 | STEP: 1800|5416 | Loss: 0.142096
INFO:EPOCH 8/100 | STEP: 1900|5416 | Loss: 0.135775
INFO:EPOCH 8/100 | STEP: 2000|5416 | Loss: 0.139797
INFO:EPOCH 8/100 | STEP: 2100|5416 | Loss: 0.137963
INFO:EPOCH 8/100 | STEP: 2200|5416 | Loss: 0.132627
INFO:EPOCH 8/100 | STEP: 2300|5416 | Loss: 0.133502
INFO:EPOCH 8/100 | STEP: 2400|5416 | Loss: 0.134990
INFO:EPOCH 8/100 | STEP: 2500|5416 | Loss: 0.133891
INFO:EPOCH 8/100 | STEP: 2600|5416 | Loss: 0.133711
INFO:EPOCH 8/100 | STEP: 2700|5416 | Loss: 0.133371
INFO:VAL NDCG@10, IoU=0.3: 0.169072
INFO:VAL NDCG@10, IoU=0.5: 0.151369
INFO:VAL NDCG@10, IoU=0.7: 0.099228
INFO:VAL NDCG@20, IoU=0.3: 0.168699
INFO:VAL NDCG@20, IoU=0.5: 0.150079
INFO:VAL NDCG@20, IoU=0.7: 0.099413
INFO:VAL NDCG@40, IoU=0.3: 0.183878
INFO:VAL NDCG@40, IoU=0.5: 0.163435
INFO:VAL NDCG@40, IoU=0.7: 0.110650
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.166630
INFO:TEST NDCG@10, IoU=0.5: 0.146363
INFO:TEST NDCG@10, IoU=0.7: 0.099456
INFO:TEST NDCG@20, IoU=0.3: 0.167372
INFO:TEST NDCG@20, IoU=0.5: 0.146808
INFO:TEST NDCG@20, IoU=0.7: 0.100516
INFO:TEST NDCG@40, IoU=0.3: 0.183024
INFO:TEST NDCG@40, IoU=0.5: 0.161102
INFO:TEST NDCG@40, IoU=0.7: 0.111358
INFO:
INFO:EPOCH 8/100 | STEP: 2800|5416 | Loss: 0.102995
INFO:EPOCH 8/100 | STEP: 2900|5416 | Loss: 0.101772
INFO:EPOCH 8/100 | STEP: 3000|5416 | Loss: 0.104942
INFO:EPOCH 8/100 | STEP: 3100|5416 | Loss: 0.098911
INFO:EPOCH 8/100 | STEP: 3200|5416 | Loss: 0.102975
INFO:EPOCH 8/100 | STEP: 3300|5416 | Loss: 0.099950
INFO:EPOCH 8/100 | STEP: 3400|5416 | Loss: 0.103162
INFO:EPOCH 8/100 | STEP: 3500|5416 | Loss: 0.102918
INFO:EPOCH 8/100 | STEP: 3600|5416 | Loss: 0.102893
INFO:EPOCH 8/100 | STEP: 3700|5416 | Loss: 0.100645
INFO:EPOCH 8/100 | STEP: 3800|5416 | Loss: 0.094131
INFO:EPOCH 8/100 | STEP: 3900|5416 | Loss: 0.099797
INFO:EPOCH 8/100 | STEP: 4000|5416 | Loss: 0.100787
INFO:EPOCH 8/100 | STEP: 4100|5416 | Loss: 0.098664
INFO:EPOCH 8/100 | STEP: 4200|5416 | Loss: 0.101231
INFO:EPOCH 8/100 | STEP: 4300|5416 | Loss: 0.098102
INFO:EPOCH 8/100 | STEP: 4400|5416 | Loss: 0.097842
INFO:EPOCH 8/100 | STEP: 4500|5416 | Loss: 0.095353
INFO:EPOCH 8/100 | STEP: 4600|5416 | Loss: 0.095849
INFO:EPOCH 8/100 | STEP: 4700|5416 | Loss: 0.099972
INFO:EPOCH 8/100 | STEP: 4800|5416 | Loss: 0.095107
INFO:EPOCH 8/100 | STEP: 4900|5416 | Loss: 0.099666
INFO:EPOCH 8/100 | STEP: 5000|5416 | Loss: 0.099147
INFO:EPOCH 8/100 | STEP: 5100|5416 | Loss: 0.101881
INFO:EPOCH 8/100 | STEP: 5200|5416 | Loss: 0.099625
INFO:EPOCH 8/100 | STEP: 5300|5416 | Loss: 0.099504
INFO:EPOCH 8/100 | STEP: 5400|5416 | Loss: 0.095655
INFO:VAL NDCG@10, IoU=0.3: 0.195782
INFO:VAL NDCG@10, IoU=0.5: 0.175702
INFO:VAL NDCG@10, IoU=0.7: 0.117387
INFO:VAL NDCG@20, IoU=0.3: 0.201157
INFO:VAL NDCG@20, IoU=0.5: 0.180256
INFO:VAL NDCG@20, IoU=0.7: 0.121460
INFO:VAL NDCG@40, IoU=0.3: 0.225053
INFO:VAL NDCG@40, IoU=0.5: 0.201206
INFO:VAL NDCG@40, IoU=0.7: 0.135250
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.202256
INFO:TEST NDCG@10, IoU=0.5: 0.183293
INFO:TEST NDCG@10, IoU=0.7: 0.125061
INFO:TEST NDCG@20, IoU=0.3: 0.207310
INFO:TEST NDCG@20, IoU=0.5: 0.186996
INFO:TEST NDCG@20, IoU=0.7: 0.128404
INFO:TEST NDCG@40, IoU=0.3: 0.227292
INFO:TEST NDCG@40, IoU=0.5: 0.204608
INFO:TEST NDCG@40, IoU=0.7: 0.141241
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.195782
INFO:BEST VAL NDCG@10, IoU=0.5: 0.175702
INFO:BEST VAL NDCG@10, IoU=0.7: 0.117387
INFO:BEST VAL NDCG@20, IoU=0.3: 0.201157
INFO:BEST VAL NDCG@20, IoU=0.5: 0.180256
INFO:BEST VAL NDCG@20, IoU=0.7: 0.121460
INFO:BEST VAL NDCG@40, IoU=0.3: 0.225053
INFO:BEST VAL NDCG@40, IoU=0.5: 0.201206
INFO:BEST VAL NDCG@40, IoU=0.7: 0.135250
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.202256
INFO:BEST TEST NDCG@10, IoU=0.5: 0.183293
INFO:BEST TEST NDCG@10, IoU=0.7: 0.125061
INFO:BEST TEST NDCG@20, IoU=0.3: 0.207310
INFO:BEST TEST NDCG@20, IoU=0.5: 0.186996
INFO:BEST TEST NDCG@20, IoU=0.7: 0.128404
INFO:BEST TEST NDCG@40, IoU=0.3: 0.227292
INFO:BEST TEST NDCG@40, IoU=0.5: 0.204608
INFO:BEST TEST NDCG@40, IoU=0.7: 0.141241
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 9|100
INFO:EPOCH 9/100 | STEP: 0|5416 | Loss: 0.137681
INFO:EPOCH 9/100 | STEP: 100|5416 | Loss: 0.130001
INFO:EPOCH 9/100 | STEP: 200|5416 | Loss: 0.134579
INFO:EPOCH 9/100 | STEP: 300|5416 | Loss: 0.132661
INFO:EPOCH 9/100 | STEP: 400|5416 | Loss: 0.133876
INFO:EPOCH 9/100 | STEP: 500|5416 | Loss: 0.133880
INFO:EPOCH 9/100 | STEP: 600|5416 | Loss: 0.134079
INFO:EPOCH 9/100 | STEP: 700|5416 | Loss: 0.128739
INFO:EPOCH 9/100 | STEP: 800|5416 | Loss: 0.129427
INFO:EPOCH 9/100 | STEP: 900|5416 | Loss: 0.130368
INFO:EPOCH 9/100 | STEP: 1000|5416 | Loss: 0.131926
INFO:EPOCH 9/100 | STEP: 1100|5416 | Loss: 0.133015
INFO:EPOCH 9/100 | STEP: 1200|5416 | Loss: 0.130443
INFO:EPOCH 9/100 | STEP: 1300|5416 | Loss: 0.125189
INFO:EPOCH 9/100 | STEP: 1400|5416 | Loss: 0.125324
INFO:EPOCH 9/100 | STEP: 1500|5416 | Loss: 0.128483
INFO:EPOCH 9/100 | STEP: 1600|5416 | Loss: 0.127806
INFO:EPOCH 9/100 | STEP: 1700|5416 | Loss: 0.134230
INFO:EPOCH 9/100 | STEP: 1800|5416 | Loss: 0.132061
INFO:EPOCH 9/100 | STEP: 1900|5416 | Loss: 0.133876
INFO:EPOCH 9/100 | STEP: 2000|5416 | Loss: 0.127645
INFO:EPOCH 9/100 | STEP: 2100|5416 | Loss: 0.132222
INFO:EPOCH 9/100 | STEP: 2200|5416 | Loss: 0.135154
INFO:EPOCH 9/100 | STEP: 2300|5416 | Loss: 0.123267
INFO:EPOCH 9/100 | STEP: 2400|5416 | Loss: 0.128740
INFO:EPOCH 9/100 | STEP: 2500|5416 | Loss: 0.134510
INFO:EPOCH 9/100 | STEP: 2600|5416 | Loss: 0.131133
INFO:EPOCH 9/100 | STEP: 2700|5416 | Loss: 0.130023
INFO:VAL NDCG@10, IoU=0.3: 0.169408
INFO:VAL NDCG@10, IoU=0.5: 0.152405
INFO:VAL NDCG@10, IoU=0.7: 0.102354
INFO:VAL NDCG@20, IoU=0.3: 0.173717
INFO:VAL NDCG@20, IoU=0.5: 0.155385
INFO:VAL NDCG@20, IoU=0.7: 0.106135
INFO:VAL NDCG@40, IoU=0.3: 0.191253
INFO:VAL NDCG@40, IoU=0.5: 0.171220
INFO:VAL NDCG@40, IoU=0.7: 0.117976
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.180857
INFO:TEST NDCG@10, IoU=0.5: 0.161830
INFO:TEST NDCG@10, IoU=0.7: 0.110619
INFO:TEST NDCG@20, IoU=0.3: 0.182953
INFO:TEST NDCG@20, IoU=0.5: 0.163555
INFO:TEST NDCG@20, IoU=0.7: 0.112441
INFO:TEST NDCG@40, IoU=0.3: 0.200286
INFO:TEST NDCG@40, IoU=0.5: 0.178275
INFO:TEST NDCG@40, IoU=0.7: 0.123516
INFO:
INFO:EPOCH 9/100 | STEP: 2800|5416 | Loss: 0.100375
INFO:EPOCH 9/100 | STEP: 2900|5416 | Loss: 0.102135
INFO:EPOCH 9/100 | STEP: 3000|5416 | Loss: 0.094849
INFO:EPOCH 9/100 | STEP: 3100|5416 | Loss: 0.095421
INFO:EPOCH 9/100 | STEP: 3200|5416 | Loss: 0.094034
INFO:EPOCH 9/100 | STEP: 3300|5416 | Loss: 0.105929
INFO:EPOCH 9/100 | STEP: 3400|5416 | Loss: 0.095364
INFO:EPOCH 9/100 | STEP: 3500|5416 | Loss: 0.095863
INFO:EPOCH 9/100 | STEP: 3600|5416 | Loss: 0.098244
INFO:EPOCH 9/100 | STEP: 3700|5416 | Loss: 0.097567
INFO:EPOCH 9/100 | STEP: 3800|5416 | Loss: 0.095354
INFO:EPOCH 9/100 | STEP: 3900|5416 | Loss: 0.094042
INFO:EPOCH 9/100 | STEP: 4000|5416 | Loss: 0.095526
INFO:EPOCH 9/100 | STEP: 4100|5416 | Loss: 0.096187
INFO:EPOCH 9/100 | STEP: 4200|5416 | Loss: 0.091968
INFO:EPOCH 9/100 | STEP: 4300|5416 | Loss: 0.098898
INFO:EPOCH 9/100 | STEP: 4400|5416 | Loss: 0.099210
INFO:EPOCH 9/100 | STEP: 4500|5416 | Loss: 0.093574
INFO:EPOCH 9/100 | STEP: 4600|5416 | Loss: 0.096451
INFO:EPOCH 9/100 | STEP: 4700|5416 | Loss: 0.099635
INFO:EPOCH 9/100 | STEP: 4800|5416 | Loss: 0.093962
INFO:EPOCH 9/100 | STEP: 4900|5416 | Loss: 0.094562
INFO:EPOCH 9/100 | STEP: 5000|5416 | Loss: 0.087535
INFO:EPOCH 9/100 | STEP: 5100|5416 | Loss: 0.096890
INFO:EPOCH 9/100 | STEP: 5200|5416 | Loss: 0.097686
INFO:EPOCH 9/100 | STEP: 5300|5416 | Loss: 0.095578
INFO:EPOCH 9/100 | STEP: 5400|5416 | Loss: 0.096718
INFO:VAL NDCG@10, IoU=0.3: 0.218461
INFO:VAL NDCG@10, IoU=0.5: 0.196941
INFO:VAL NDCG@10, IoU=0.7: 0.135579
INFO:VAL NDCG@20, IoU=0.3: 0.222422
INFO:VAL NDCG@20, IoU=0.5: 0.200534
INFO:VAL NDCG@20, IoU=0.7: 0.138355
INFO:VAL NDCG@40, IoU=0.3: 0.246942
INFO:VAL NDCG@40, IoU=0.5: 0.221618
INFO:VAL NDCG@40, IoU=0.7: 0.152568
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.218888
INFO:TEST NDCG@10, IoU=0.5: 0.196688
INFO:TEST NDCG@10, IoU=0.7: 0.136760
INFO:TEST NDCG@20, IoU=0.3: 0.225306
INFO:TEST NDCG@20, IoU=0.5: 0.202898
INFO:TEST NDCG@20, IoU=0.7: 0.140969
INFO:TEST NDCG@40, IoU=0.3: 0.247241
INFO:TEST NDCG@40, IoU=0.5: 0.222288
INFO:TEST NDCG@40, IoU=0.7: 0.155136
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.218461
INFO:BEST VAL NDCG@10, IoU=0.5: 0.196941
INFO:BEST VAL NDCG@10, IoU=0.7: 0.135579
INFO:BEST VAL NDCG@20, IoU=0.3: 0.222422
INFO:BEST VAL NDCG@20, IoU=0.5: 0.200534
INFO:BEST VAL NDCG@20, IoU=0.7: 0.138355
INFO:BEST VAL NDCG@40, IoU=0.3: 0.246942
INFO:BEST VAL NDCG@40, IoU=0.5: 0.221618
INFO:BEST VAL NDCG@40, IoU=0.7: 0.152568
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.218888
INFO:BEST TEST NDCG@10, IoU=0.5: 0.196688
INFO:BEST TEST NDCG@10, IoU=0.7: 0.136760
INFO:BEST TEST NDCG@20, IoU=0.3: 0.225306
INFO:BEST TEST NDCG@20, IoU=0.5: 0.202898
INFO:BEST TEST NDCG@20, IoU=0.7: 0.140969
INFO:BEST TEST NDCG@40, IoU=0.3: 0.247241
INFO:BEST TEST NDCG@40, IoU=0.5: 0.222288
INFO:BEST TEST NDCG@40, IoU=0.7: 0.155136
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 10|100
INFO:EPOCH 10/100 | STEP: 0|5416 | Loss: 0.136142
INFO:EPOCH 10/100 | STEP: 100|5416 | Loss: 0.130538
INFO:EPOCH 10/100 | STEP: 200|5416 | Loss: 0.129974
INFO:EPOCH 10/100 | STEP: 300|5416 | Loss: 0.124899
INFO:EPOCH 10/100 | STEP: 400|5416 | Loss: 0.127689
INFO:EPOCH 10/100 | STEP: 500|5416 | Loss: 0.126003
INFO:EPOCH 10/100 | STEP: 600|5416 | Loss: 0.126460
INFO:EPOCH 10/100 | STEP: 700|5416 | Loss: 0.132870
INFO:EPOCH 10/100 | STEP: 800|5416 | Loss: 0.129356
INFO:EPOCH 10/100 | STEP: 900|5416 | Loss: 0.118882
INFO:EPOCH 10/100 | STEP: 1000|5416 | Loss: 0.123596
INFO:EPOCH 10/100 | STEP: 1100|5416 | Loss: 0.125405
INFO:EPOCH 10/100 | STEP: 1200|5416 | Loss: 0.125787
INFO:EPOCH 10/100 | STEP: 1300|5416 | Loss: 0.124097
INFO:EPOCH 10/100 | STEP: 1400|5416 | Loss: 0.126791
INFO:EPOCH 10/100 | STEP: 1500|5416 | Loss: 0.131449
INFO:EPOCH 10/100 | STEP: 1600|5416 | Loss: 0.128303
INFO:EPOCH 10/100 | STEP: 1700|5416 | Loss: 0.125049
INFO:EPOCH 10/100 | STEP: 1800|5416 | Loss: 0.128879
INFO:EPOCH 10/100 | STEP: 1900|5416 | Loss: 0.129686
INFO:EPOCH 10/100 | STEP: 2000|5416 | Loss: 0.126635
INFO:EPOCH 10/100 | STEP: 2100|5416 | Loss: 0.128496
INFO:EPOCH 10/100 | STEP: 2200|5416 | Loss: 0.131353
INFO:EPOCH 10/100 | STEP: 2300|5416 | Loss: 0.130001
INFO:EPOCH 10/100 | STEP: 2400|5416 | Loss: 0.126893
INFO:EPOCH 10/100 | STEP: 2500|5416 | Loss: 0.118438
INFO:EPOCH 10/100 | STEP: 2600|5416 | Loss: 0.131056
INFO:EPOCH 10/100 | STEP: 2700|5416 | Loss: 0.122562
INFO:VAL NDCG@10, IoU=0.3: 0.192795
INFO:VAL NDCG@10, IoU=0.5: 0.173028
INFO:VAL NDCG@10, IoU=0.7: 0.115106
INFO:VAL NDCG@20, IoU=0.3: 0.196680
INFO:VAL NDCG@20, IoU=0.5: 0.176207
INFO:VAL NDCG@20, IoU=0.7: 0.118564
INFO:VAL NDCG@40, IoU=0.3: 0.216796
INFO:VAL NDCG@40, IoU=0.5: 0.194081
INFO:VAL NDCG@40, IoU=0.7: 0.131849
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.195443
INFO:TEST NDCG@10, IoU=0.5: 0.175033
INFO:TEST NDCG@10, IoU=0.7: 0.120538
INFO:TEST NDCG@20, IoU=0.3: 0.197259
INFO:TEST NDCG@20, IoU=0.5: 0.175958
INFO:TEST NDCG@20, IoU=0.7: 0.120760
INFO:TEST NDCG@40, IoU=0.3: 0.216241
INFO:TEST NDCG@40, IoU=0.5: 0.192669
INFO:TEST NDCG@40, IoU=0.7: 0.133184
INFO:
INFO:EPOCH 10/100 | STEP: 2800|5416 | Loss: 0.097449
INFO:EPOCH 10/100 | STEP: 2900|5416 | Loss: 0.098415
INFO:EPOCH 10/100 | STEP: 3000|5416 | Loss: 0.094629
INFO:EPOCH 10/100 | STEP: 3100|5416 | Loss: 0.093755
INFO:EPOCH 10/100 | STEP: 3200|5416 | Loss: 0.096388
INFO:EPOCH 10/100 | STEP: 3300|5416 | Loss: 0.089381
INFO:EPOCH 10/100 | STEP: 3400|5416 | Loss: 0.093337
INFO:EPOCH 10/100 | STEP: 3500|5416 | Loss: 0.083543
INFO:EPOCH 10/100 | STEP: 3600|5416 | Loss: 0.095594
INFO:EPOCH 10/100 | STEP: 3700|5416 | Loss: 0.088510
INFO:EPOCH 10/100 | STEP: 3800|5416 | Loss: 0.092014
INFO:EPOCH 10/100 | STEP: 3900|5416 | Loss: 0.090903
INFO:EPOCH 10/100 | STEP: 4000|5416 | Loss: 0.091606
INFO:EPOCH 10/100 | STEP: 4100|5416 | Loss: 0.090540
INFO:EPOCH 10/100 | STEP: 4200|5416 | Loss: 0.093188
INFO:EPOCH 10/100 | STEP: 4300|5416 | Loss: 0.086958
INFO:EPOCH 10/100 | STEP: 4400|5416 | Loss: 0.092541
INFO:EPOCH 10/100 | STEP: 4500|5416 | Loss: 0.085970
INFO:EPOCH 10/100 | STEP: 4600|5416 | Loss: 0.094912
INFO:EPOCH 10/100 | STEP: 4700|5416 | Loss: 0.090765
INFO:EPOCH 10/100 | STEP: 4800|5416 | Loss: 0.087261
INFO:EPOCH 10/100 | STEP: 4900|5416 | Loss: 0.089628
INFO:EPOCH 10/100 | STEP: 5000|5416 | Loss: 0.088750
INFO:EPOCH 10/100 | STEP: 5100|5416 | Loss: 0.095462
INFO:EPOCH 10/100 | STEP: 5200|5416 | Loss: 0.092578
INFO:EPOCH 10/100 | STEP: 5300|5416 | Loss: 0.084893
INFO:EPOCH 10/100 | STEP: 5400|5416 | Loss: 0.095354
INFO:VAL NDCG@10, IoU=0.3: 0.230042
INFO:VAL NDCG@10, IoU=0.5: 0.205778
INFO:VAL NDCG@10, IoU=0.7: 0.138724
INFO:VAL NDCG@20, IoU=0.3: 0.236157
INFO:VAL NDCG@20, IoU=0.5: 0.211891
INFO:VAL NDCG@20, IoU=0.7: 0.142223
INFO:VAL NDCG@40, IoU=0.3: 0.258208
INFO:VAL NDCG@40, IoU=0.5: 0.232562
INFO:VAL NDCG@40, IoU=0.7: 0.158963
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.230948
INFO:TEST NDCG@10, IoU=0.5: 0.209845
INFO:TEST NDCG@10, IoU=0.7: 0.147283
INFO:TEST NDCG@20, IoU=0.3: 0.237544
INFO:TEST NDCG@20, IoU=0.5: 0.215299
INFO:TEST NDCG@20, IoU=0.7: 0.150268
INFO:TEST NDCG@40, IoU=0.3: 0.261103
INFO:TEST NDCG@40, IoU=0.5: 0.236192
INFO:TEST NDCG@40, IoU=0.7: 0.166003
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.230042
INFO:BEST VAL NDCG@10, IoU=0.5: 0.205778
INFO:BEST VAL NDCG@10, IoU=0.7: 0.138724
INFO:BEST VAL NDCG@20, IoU=0.3: 0.236157
INFO:BEST VAL NDCG@20, IoU=0.5: 0.211891
INFO:BEST VAL NDCG@20, IoU=0.7: 0.142223
INFO:BEST VAL NDCG@40, IoU=0.3: 0.258208
INFO:BEST VAL NDCG@40, IoU=0.5: 0.232562
INFO:BEST VAL NDCG@40, IoU=0.7: 0.158963
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.230948
INFO:BEST TEST NDCG@10, IoU=0.5: 0.209845
INFO:BEST TEST NDCG@10, IoU=0.7: 0.147283
INFO:BEST TEST NDCG@20, IoU=0.3: 0.237544
INFO:BEST TEST NDCG@20, IoU=0.5: 0.215299
INFO:BEST TEST NDCG@20, IoU=0.7: 0.150268
INFO:BEST TEST NDCG@40, IoU=0.3: 0.261103
INFO:BEST TEST NDCG@40, IoU=0.5: 0.236192
INFO:BEST TEST NDCG@40, IoU=0.7: 0.166003
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 11|100
INFO:EPOCH 11/100 | STEP: 0|5416 | Loss: 0.136821
INFO:EPOCH 11/100 | STEP: 100|5416 | Loss: 0.127711
INFO:EPOCH 11/100 | STEP: 200|5416 | Loss: 0.131361
INFO:EPOCH 11/100 | STEP: 300|5416 | Loss: 0.127103
INFO:EPOCH 11/100 | STEP: 400|5416 | Loss: 0.126054
INFO:EPOCH 11/100 | STEP: 500|5416 | Loss: 0.123487
INFO:EPOCH 11/100 | STEP: 600|5416 | Loss: 0.123799
INFO:EPOCH 11/100 | STEP: 700|5416 | Loss: 0.122848
INFO:EPOCH 11/100 | STEP: 800|5416 | Loss: 0.122685
INFO:EPOCH 11/100 | STEP: 900|5416 | Loss: 0.119587
INFO:EPOCH 11/100 | STEP: 1000|5416 | Loss: 0.124629
INFO:EPOCH 11/100 | STEP: 1100|5416 | Loss: 0.120151
INFO:EPOCH 11/100 | STEP: 1200|5416 | Loss: 0.124742
INFO:EPOCH 11/100 | STEP: 1300|5416 | Loss: 0.122472
INFO:EPOCH 11/100 | STEP: 1400|5416 | Loss: 0.121637
INFO:EPOCH 11/100 | STEP: 1500|5416 | Loss: 0.126456
INFO:EPOCH 11/100 | STEP: 1600|5416 | Loss: 0.119869
INFO:EPOCH 11/100 | STEP: 1700|5416 | Loss: 0.123962
INFO:EPOCH 11/100 | STEP: 1800|5416 | Loss: 0.122478
INFO:EPOCH 11/100 | STEP: 1900|5416 | Loss: 0.125073
INFO:EPOCH 11/100 | STEP: 2000|5416 | Loss: 0.127088
INFO:EPOCH 11/100 | STEP: 2100|5416 | Loss: 0.127551
INFO:EPOCH 11/100 | STEP: 2200|5416 | Loss: 0.124869
INFO:EPOCH 11/100 | STEP: 2300|5416 | Loss: 0.117063
INFO:EPOCH 11/100 | STEP: 2400|5416 | Loss: 0.126146
INFO:EPOCH 11/100 | STEP: 2500|5416 | Loss: 0.127946
INFO:EPOCH 11/100 | STEP: 2600|5416 | Loss: 0.121586
INFO:EPOCH 11/100 | STEP: 2700|5416 | Loss: 0.124350
INFO:VAL NDCG@10, IoU=0.3: 0.199326
INFO:VAL NDCG@10, IoU=0.5: 0.178402
INFO:VAL NDCG@10, IoU=0.7: 0.119232
INFO:VAL NDCG@20, IoU=0.3: 0.204302
INFO:VAL NDCG@20, IoU=0.5: 0.183194
INFO:VAL NDCG@20, IoU=0.7: 0.122346
INFO:VAL NDCG@40, IoU=0.3: 0.227333
INFO:VAL NDCG@40, IoU=0.5: 0.204215
INFO:VAL NDCG@40, IoU=0.7: 0.138913
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.206211
INFO:TEST NDCG@10, IoU=0.5: 0.185181
INFO:TEST NDCG@10, IoU=0.7: 0.126441
INFO:TEST NDCG@20, IoU=0.3: 0.209875
INFO:TEST NDCG@20, IoU=0.5: 0.188489
INFO:TEST NDCG@20, IoU=0.7: 0.129280
INFO:TEST NDCG@40, IoU=0.3: 0.229081
INFO:TEST NDCG@40, IoU=0.5: 0.205734
INFO:TEST NDCG@40, IoU=0.7: 0.142474
INFO:
INFO:EPOCH 11/100 | STEP: 2800|5416 | Loss: 0.086495
INFO:EPOCH 11/100 | STEP: 2900|5416 | Loss: 0.085705
INFO:EPOCH 11/100 | STEP: 3000|5416 | Loss: 0.092488
INFO:EPOCH 11/100 | STEP: 3100|5416 | Loss: 0.095379
INFO:EPOCH 11/100 | STEP: 3200|5416 | Loss: 0.093861
INFO:EPOCH 11/100 | STEP: 3300|5416 | Loss: 0.088079
INFO:EPOCH 11/100 | STEP: 3400|5416 | Loss: 0.088096
INFO:EPOCH 11/100 | STEP: 3500|5416 | Loss: 0.087914
INFO:EPOCH 11/100 | STEP: 3600|5416 | Loss: 0.087448
INFO:EPOCH 11/100 | STEP: 3700|5416 | Loss: 0.088248
INFO:EPOCH 11/100 | STEP: 3800|5416 | Loss: 0.085805
INFO:EPOCH 11/100 | STEP: 3900|5416 | Loss: 0.090866
INFO:EPOCH 11/100 | STEP: 4000|5416 | Loss: 0.089874
INFO:EPOCH 11/100 | STEP: 4100|5416 | Loss: 0.086583
INFO:EPOCH 11/100 | STEP: 4200|5416 | Loss: 0.087491
INFO:EPOCH 11/100 | STEP: 4300|5416 | Loss: 0.088239
INFO:EPOCH 11/100 | STEP: 4400|5416 | Loss: 0.088855
INFO:EPOCH 11/100 | STEP: 4500|5416 | Loss: 0.084775
INFO:EPOCH 11/100 | STEP: 4600|5416 | Loss: 0.085057
INFO:EPOCH 11/100 | STEP: 4700|5416 | Loss: 0.088935
INFO:EPOCH 11/100 | STEP: 4800|5416 | Loss: 0.088926
INFO:EPOCH 11/100 | STEP: 4900|5416 | Loss: 0.091030
INFO:EPOCH 11/100 | STEP: 5000|5416 | Loss: 0.086798
INFO:EPOCH 11/100 | STEP: 5100|5416 | Loss: 0.088828
INFO:EPOCH 11/100 | STEP: 5200|5416 | Loss: 0.082094
INFO:EPOCH 11/100 | STEP: 5300|5416 | Loss: 0.091196
INFO:EPOCH 11/100 | STEP: 5400|5416 | Loss: 0.084985
INFO:VAL NDCG@10, IoU=0.3: 0.246600
INFO:VAL NDCG@10, IoU=0.5: 0.223897
INFO:VAL NDCG@10, IoU=0.7: 0.152016
INFO:VAL NDCG@20, IoU=0.3: 0.251781
INFO:VAL NDCG@20, IoU=0.5: 0.228322
INFO:VAL NDCG@20, IoU=0.7: 0.154709
INFO:VAL NDCG@40, IoU=0.3: 0.275552
INFO:VAL NDCG@40, IoU=0.5: 0.250039
INFO:VAL NDCG@40, IoU=0.7: 0.170869
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.243855
INFO:TEST NDCG@10, IoU=0.5: 0.221862
INFO:TEST NDCG@10, IoU=0.7: 0.153305
INFO:TEST NDCG@20, IoU=0.3: 0.251570
INFO:TEST NDCG@20, IoU=0.5: 0.228803
INFO:TEST NDCG@20, IoU=0.7: 0.158617
INFO:TEST NDCG@40, IoU=0.3: 0.275472
INFO:TEST NDCG@40, IoU=0.5: 0.250049
INFO:TEST NDCG@40, IoU=0.7: 0.174075
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.246600
INFO:BEST VAL NDCG@10, IoU=0.5: 0.223897
INFO:BEST VAL NDCG@10, IoU=0.7: 0.152016
INFO:BEST VAL NDCG@20, IoU=0.3: 0.251781
INFO:BEST VAL NDCG@20, IoU=0.5: 0.228322
INFO:BEST VAL NDCG@20, IoU=0.7: 0.154709
INFO:BEST VAL NDCG@40, IoU=0.3: 0.275552
INFO:BEST VAL NDCG@40, IoU=0.5: 0.250039
INFO:BEST VAL NDCG@40, IoU=0.7: 0.170869
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.243855
INFO:BEST TEST NDCG@10, IoU=0.5: 0.221862
INFO:BEST TEST NDCG@10, IoU=0.7: 0.153305
INFO:BEST TEST NDCG@20, IoU=0.3: 0.251570
INFO:BEST TEST NDCG@20, IoU=0.5: 0.228803
INFO:BEST TEST NDCG@20, IoU=0.7: 0.158617
INFO:BEST TEST NDCG@40, IoU=0.3: 0.275472
INFO:BEST TEST NDCG@40, IoU=0.5: 0.250049
INFO:BEST TEST NDCG@40, IoU=0.7: 0.174075
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 12|100
INFO:EPOCH 12/100 | STEP: 0|5416 | Loss: 0.128812
INFO:EPOCH 12/100 | STEP: 100|5416 | Loss: 0.123406
INFO:EPOCH 12/100 | STEP: 200|5416 | Loss: 0.123790
INFO:EPOCH 12/100 | STEP: 300|5416 | Loss: 0.123617
INFO:EPOCH 12/100 | STEP: 400|5416 | Loss: 0.126258
INFO:EPOCH 12/100 | STEP: 500|5416 | Loss: 0.127733
INFO:EPOCH 12/100 | STEP: 600|5416 | Loss: 0.122362
INFO:EPOCH 12/100 | STEP: 700|5416 | Loss: 0.118353
INFO:EPOCH 12/100 | STEP: 800|5416 | Loss: 0.122436
INFO:EPOCH 12/100 | STEP: 900|5416 | Loss: 0.123583
INFO:EPOCH 12/100 | STEP: 1000|5416 | Loss: 0.127335
INFO:EPOCH 12/100 | STEP: 1100|5416 | Loss: 0.118851
INFO:EPOCH 12/100 | STEP: 1200|5416 | Loss: 0.122722
INFO:EPOCH 12/100 | STEP: 1300|5416 | Loss: 0.122544
INFO:EPOCH 12/100 | STEP: 1400|5416 | Loss: 0.122980
INFO:EPOCH 12/100 | STEP: 1500|5416 | Loss: 0.119388
INFO:EPOCH 12/100 | STEP: 1600|5416 | Loss: 0.122604
INFO:EPOCH 12/100 | STEP: 1700|5416 | Loss: 0.121135
INFO:EPOCH 12/100 | STEP: 1800|5416 | Loss: 0.122282
INFO:EPOCH 12/100 | STEP: 1900|5416 | Loss: 0.121800
INFO:EPOCH 12/100 | STEP: 2000|5416 | Loss: 0.116838
INFO:EPOCH 12/100 | STEP: 2100|5416 | Loss: 0.123809
INFO:EPOCH 12/100 | STEP: 2200|5416 | Loss: 0.120824
INFO:EPOCH 12/100 | STEP: 2300|5416 | Loss: 0.118678
INFO:EPOCH 12/100 | STEP: 2400|5416 | Loss: 0.111368
INFO:EPOCH 12/100 | STEP: 2500|5416 | Loss: 0.118410
INFO:EPOCH 12/100 | STEP: 2600|5416 | Loss: 0.122296
INFO:EPOCH 12/100 | STEP: 2700|5416 | Loss: 0.115215
INFO:VAL NDCG@10, IoU=0.3: 0.211103
INFO:VAL NDCG@10, IoU=0.5: 0.190925
INFO:VAL NDCG@10, IoU=0.7: 0.126770
INFO:VAL NDCG@20, IoU=0.3: 0.219082
INFO:VAL NDCG@20, IoU=0.5: 0.197945
INFO:VAL NDCG@20, IoU=0.7: 0.133951
INFO:VAL NDCG@40, IoU=0.3: 0.240118
INFO:VAL NDCG@40, IoU=0.5: 0.216113
INFO:VAL NDCG@40, IoU=0.7: 0.147420
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.217449
INFO:TEST NDCG@10, IoU=0.5: 0.195834
INFO:TEST NDCG@10, IoU=0.7: 0.134783
INFO:TEST NDCG@20, IoU=0.3: 0.221954
INFO:TEST NDCG@20, IoU=0.5: 0.199594
INFO:TEST NDCG@20, IoU=0.7: 0.138135
INFO:TEST NDCG@40, IoU=0.3: 0.242150
INFO:TEST NDCG@40, IoU=0.5: 0.217134
INFO:TEST NDCG@40, IoU=0.7: 0.150999
INFO:
INFO:EPOCH 12/100 | STEP: 2800|5416 | Loss: 0.087864
INFO:EPOCH 12/100 | STEP: 2900|5416 | Loss: 0.089892
INFO:EPOCH 12/100 | STEP: 3000|5416 | Loss: 0.087198
INFO:EPOCH 12/100 | STEP: 3100|5416 | Loss: 0.089737
INFO:EPOCH 12/100 | STEP: 3200|5416 | Loss: 0.088410
INFO:EPOCH 12/100 | STEP: 3300|5416 | Loss: 0.081090
INFO:EPOCH 12/100 | STEP: 3400|5416 | Loss: 0.084277
INFO:EPOCH 12/100 | STEP: 3500|5416 | Loss: 0.087615
INFO:EPOCH 12/100 | STEP: 3600|5416 | Loss: 0.083225
INFO:EPOCH 12/100 | STEP: 3700|5416 | Loss: 0.087431
INFO:EPOCH 12/100 | STEP: 3800|5416 | Loss: 0.084682
INFO:EPOCH 12/100 | STEP: 3900|5416 | Loss: 0.083743
INFO:EPOCH 12/100 | STEP: 4000|5416 | Loss: 0.087414
INFO:EPOCH 12/100 | STEP: 4100|5416 | Loss: 0.084137
INFO:EPOCH 12/100 | STEP: 4200|5416 | Loss: 0.089872
INFO:EPOCH 12/100 | STEP: 4300|5416 | Loss: 0.082841
INFO:EPOCH 12/100 | STEP: 4400|5416 | Loss: 0.084012
INFO:EPOCH 12/100 | STEP: 4500|5416 | Loss: 0.083897
INFO:EPOCH 12/100 | STEP: 4600|5416 | Loss: 0.081763
INFO:EPOCH 12/100 | STEP: 4700|5416 | Loss: 0.086148
INFO:EPOCH 12/100 | STEP: 4800|5416 | Loss: 0.084748
INFO:EPOCH 12/100 | STEP: 4900|5416 | Loss: 0.084996
INFO:EPOCH 12/100 | STEP: 5000|5416 | Loss: 0.077722
INFO:EPOCH 12/100 | STEP: 5100|5416 | Loss: 0.083553
INFO:EPOCH 12/100 | STEP: 5200|5416 | Loss: 0.085665
INFO:EPOCH 12/100 | STEP: 5300|5416 | Loss: 0.079383
INFO:EPOCH 12/100 | STEP: 5400|5416 | Loss: 0.082566
INFO:VAL NDCG@10, IoU=0.3: 0.257751
INFO:VAL NDCG@10, IoU=0.5: 0.235029
INFO:VAL NDCG@10, IoU=0.7: 0.158191
INFO:VAL NDCG@20, IoU=0.3: 0.265735
INFO:VAL NDCG@20, IoU=0.5: 0.243136
INFO:VAL NDCG@20, IoU=0.7: 0.164774
INFO:VAL NDCG@40, IoU=0.3: 0.292267
INFO:VAL NDCG@40, IoU=0.5: 0.266587
INFO:VAL NDCG@40, IoU=0.7: 0.180651
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.255706
INFO:TEST NDCG@10, IoU=0.5: 0.233023
INFO:TEST NDCG@10, IoU=0.7: 0.162440
INFO:TEST NDCG@20, IoU=0.3: 0.262784
INFO:TEST NDCG@20, IoU=0.5: 0.239013
INFO:TEST NDCG@20, IoU=0.7: 0.167052
INFO:TEST NDCG@40, IoU=0.3: 0.287808
INFO:TEST NDCG@40, IoU=0.5: 0.261613
INFO:TEST NDCG@40, IoU=0.7: 0.182755
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.257751
INFO:BEST VAL NDCG@10, IoU=0.5: 0.235029
INFO:BEST VAL NDCG@10, IoU=0.7: 0.158191
INFO:BEST VAL NDCG@20, IoU=0.3: 0.265735
INFO:BEST VAL NDCG@20, IoU=0.5: 0.243136
INFO:BEST VAL NDCG@20, IoU=0.7: 0.164774
INFO:BEST VAL NDCG@40, IoU=0.3: 0.292267
INFO:BEST VAL NDCG@40, IoU=0.5: 0.266587
INFO:BEST VAL NDCG@40, IoU=0.7: 0.180651
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.255706
INFO:BEST TEST NDCG@10, IoU=0.5: 0.233023
INFO:BEST TEST NDCG@10, IoU=0.7: 0.162440
INFO:BEST TEST NDCG@20, IoU=0.3: 0.262784
INFO:BEST TEST NDCG@20, IoU=0.5: 0.239013
INFO:BEST TEST NDCG@20, IoU=0.7: 0.167052
INFO:BEST TEST NDCG@40, IoU=0.3: 0.287808
INFO:BEST TEST NDCG@40, IoU=0.5: 0.261613
INFO:BEST TEST NDCG@40, IoU=0.7: 0.182755
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 13|100
INFO:EPOCH 13/100 | STEP: 0|5416 | Loss: 0.132751
INFO:EPOCH 13/100 | STEP: 100|5416 | Loss: 0.116001
INFO:EPOCH 13/100 | STEP: 200|5416 | Loss: 0.116958
INFO:EPOCH 13/100 | STEP: 300|5416 | Loss: 0.116618
INFO:EPOCH 13/100 | STEP: 400|5416 | Loss: 0.118353
INFO:EPOCH 13/100 | STEP: 500|5416 | Loss: 0.116010
INFO:EPOCH 13/100 | STEP: 600|5416 | Loss: 0.119802
INFO:EPOCH 13/100 | STEP: 700|5416 | Loss: 0.116708
INFO:EPOCH 13/100 | STEP: 800|5416 | Loss: 0.112958
INFO:EPOCH 13/100 | STEP: 900|5416 | Loss: 0.118722
INFO:EPOCH 13/100 | STEP: 1000|5416 | Loss: 0.116479
INFO:EPOCH 13/100 | STEP: 1100|5416 | Loss: 0.117423
INFO:EPOCH 13/100 | STEP: 1200|5416 | Loss: 0.119002
INFO:EPOCH 13/100 | STEP: 1300|5416 | Loss: 0.120823
INFO:EPOCH 13/100 | STEP: 1400|5416 | Loss: 0.112025
INFO:EPOCH 13/100 | STEP: 1500|5416 | Loss: 0.122371
INFO:EPOCH 13/100 | STEP: 1600|5416 | Loss: 0.123369
INFO:EPOCH 13/100 | STEP: 1700|5416 | Loss: 0.116433
INFO:EPOCH 13/100 | STEP: 1800|5416 | Loss: 0.123881
INFO:EPOCH 13/100 | STEP: 1900|5416 | Loss: 0.121653
INFO:EPOCH 13/100 | STEP: 2000|5416 | Loss: 0.119468
INFO:EPOCH 13/100 | STEP: 2100|5416 | Loss: 0.119605
INFO:EPOCH 13/100 | STEP: 2200|5416 | Loss: 0.113987
INFO:EPOCH 13/100 | STEP: 2300|5416 | Loss: 0.123097
INFO:EPOCH 13/100 | STEP: 2400|5416 | Loss: 0.121967
INFO:EPOCH 13/100 | STEP: 2500|5416 | Loss: 0.115764
INFO:EPOCH 13/100 | STEP: 2600|5416 | Loss: 0.125109
INFO:EPOCH 13/100 | STEP: 2700|5416 | Loss: 0.117444
INFO:VAL NDCG@10, IoU=0.3: 0.230919
INFO:VAL NDCG@10, IoU=0.5: 0.211417
INFO:VAL NDCG@10, IoU=0.7: 0.140895
INFO:VAL NDCG@20, IoU=0.3: 0.234038
INFO:VAL NDCG@20, IoU=0.5: 0.212229
INFO:VAL NDCG@20, IoU=0.7: 0.143207
INFO:VAL NDCG@40, IoU=0.3: 0.255351
INFO:VAL NDCG@40, IoU=0.5: 0.231326
INFO:VAL NDCG@40, IoU=0.7: 0.157518
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.228210
INFO:TEST NDCG@10, IoU=0.5: 0.206559
INFO:TEST NDCG@10, IoU=0.7: 0.142330
INFO:TEST NDCG@20, IoU=0.3: 0.232312
INFO:TEST NDCG@20, IoU=0.5: 0.209665
INFO:TEST NDCG@20, IoU=0.7: 0.144687
INFO:TEST NDCG@40, IoU=0.3: 0.252970
INFO:TEST NDCG@40, IoU=0.5: 0.227918
INFO:TEST NDCG@40, IoU=0.7: 0.159080
INFO:
INFO:EPOCH 13/100 | STEP: 2800|5416 | Loss: 0.083616
INFO:EPOCH 13/100 | STEP: 2900|5416 | Loss: 0.083039
INFO:EPOCH 13/100 | STEP: 3000|5416 | Loss: 0.084390
INFO:EPOCH 13/100 | STEP: 3100|5416 | Loss: 0.086195
INFO:EPOCH 13/100 | STEP: 3200|5416 | Loss: 0.081286
INFO:EPOCH 13/100 | STEP: 3300|5416 | Loss: 0.080964
INFO:EPOCH 13/100 | STEP: 3400|5416 | Loss: 0.086506
INFO:EPOCH 13/100 | STEP: 3500|5416 | Loss: 0.087273
INFO:EPOCH 13/100 | STEP: 3600|5416 | Loss: 0.077176
INFO:EPOCH 13/100 | STEP: 3700|5416 | Loss: 0.079059
INFO:EPOCH 13/100 | STEP: 3800|5416 | Loss: 0.081406
INFO:EPOCH 13/100 | STEP: 3900|5416 | Loss: 0.081667
INFO:EPOCH 13/100 | STEP: 4000|5416 | Loss: 0.078621
INFO:EPOCH 13/100 | STEP: 4100|5416 | Loss: 0.082740
INFO:EPOCH 13/100 | STEP: 4200|5416 | Loss: 0.080383
INFO:EPOCH 13/100 | STEP: 4300|5416 | Loss: 0.086283
INFO:EPOCH 13/100 | STEP: 4400|5416 | Loss: 0.082348
INFO:EPOCH 13/100 | STEP: 4500|5416 | Loss: 0.080125
INFO:EPOCH 13/100 | STEP: 4600|5416 | Loss: 0.079802
INFO:EPOCH 13/100 | STEP: 4700|5416 | Loss: 0.083088
INFO:EPOCH 13/100 | STEP: 4800|5416 | Loss: 0.084325
INFO:EPOCH 13/100 | STEP: 4900|5416 | Loss: 0.083107
INFO:EPOCH 13/100 | STEP: 5000|5416 | Loss: 0.082317
INFO:EPOCH 13/100 | STEP: 5100|5416 | Loss: 0.080825
INFO:EPOCH 13/100 | STEP: 5200|5416 | Loss: 0.078233
INFO:EPOCH 13/100 | STEP: 5300|5416 | Loss: 0.082484
INFO:EPOCH 13/100 | STEP: 5400|5416 | Loss: 0.082096
INFO:VAL NDCG@10, IoU=0.3: 0.254938
INFO:VAL NDCG@10, IoU=0.5: 0.232550
INFO:VAL NDCG@10, IoU=0.7: 0.157577
INFO:VAL NDCG@20, IoU=0.3: 0.263198
INFO:VAL NDCG@20, IoU=0.5: 0.240126
INFO:VAL NDCG@20, IoU=0.7: 0.162982
INFO:VAL NDCG@40, IoU=0.3: 0.291028
INFO:VAL NDCG@40, IoU=0.5: 0.265170
INFO:VAL NDCG@40, IoU=0.7: 0.180545
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.261465
INFO:TEST NDCG@10, IoU=0.5: 0.240022
INFO:TEST NDCG@10, IoU=0.7: 0.168496
INFO:TEST NDCG@20, IoU=0.3: 0.271278
INFO:TEST NDCG@20, IoU=0.5: 0.248572
INFO:TEST NDCG@20, IoU=0.7: 0.174534
INFO:TEST NDCG@40, IoU=0.3: 0.296829
INFO:TEST NDCG@40, IoU=0.5: 0.271191
INFO:TEST NDCG@40, IoU=0.7: 0.190694
INFO:
INFO:TRAIN EPOCH: 14|100
INFO:EPOCH 14/100 | STEP: 0|5416 | Loss: 0.121357
INFO:EPOCH 14/100 | STEP: 100|5416 | Loss: 0.119689
INFO:EPOCH 14/100 | STEP: 200|5416 | Loss: 0.118707
INFO:EPOCH 14/100 | STEP: 300|5416 | Loss: 0.114562
INFO:EPOCH 14/100 | STEP: 400|5416 | Loss: 0.116081
INFO:EPOCH 14/100 | STEP: 500|5416 | Loss: 0.118345
INFO:EPOCH 14/100 | STEP: 600|5416 | Loss: 0.116495
INFO:EPOCH 14/100 | STEP: 700|5416 | Loss: 0.122141
INFO:EPOCH 14/100 | STEP: 800|5416 | Loss: 0.110766
INFO:EPOCH 14/100 | STEP: 900|5416 | Loss: 0.115103
INFO:EPOCH 14/100 | STEP: 1000|5416 | Loss: 0.111887
INFO:EPOCH 14/100 | STEP: 1100|5416 | Loss: 0.123745
INFO:EPOCH 14/100 | STEP: 1200|5416 | Loss: 0.110193
INFO:EPOCH 14/100 | STEP: 1300|5416 | Loss: 0.121080
INFO:EPOCH 14/100 | STEP: 1400|5416 | Loss: 0.114903
INFO:EPOCH 14/100 | STEP: 1500|5416 | Loss: 0.117229
INFO:EPOCH 14/100 | STEP: 1600|5416 | Loss: 0.117911
INFO:EPOCH 14/100 | STEP: 1700|5416 | Loss: 0.113998
INFO:EPOCH 14/100 | STEP: 1800|5416 | Loss: 0.120624
INFO:EPOCH 14/100 | STEP: 1900|5416 | Loss: 0.115067
INFO:EPOCH 14/100 | STEP: 2000|5416 | Loss: 0.117178
INFO:EPOCH 14/100 | STEP: 2100|5416 | Loss: 0.119354
INFO:EPOCH 14/100 | STEP: 2200|5416 | Loss: 0.117329
INFO:EPOCH 14/100 | STEP: 2300|5416 | Loss: 0.113555
INFO:EPOCH 14/100 | STEP: 2400|5416 | Loss: 0.110399
INFO:EPOCH 14/100 | STEP: 2500|5416 | Loss: 0.115887
INFO:EPOCH 14/100 | STEP: 2600|5416 | Loss: 0.113972
INFO:EPOCH 14/100 | STEP: 2700|5416 | Loss: 0.109830
INFO:VAL NDCG@10, IoU=0.3: 0.226726
INFO:VAL NDCG@10, IoU=0.5: 0.203063
INFO:VAL NDCG@10, IoU=0.7: 0.133594
INFO:VAL NDCG@20, IoU=0.3: 0.236334
INFO:VAL NDCG@20, IoU=0.5: 0.212266
INFO:VAL NDCG@20, IoU=0.7: 0.141905
INFO:VAL NDCG@40, IoU=0.3: 0.260175
INFO:VAL NDCG@40, IoU=0.5: 0.233579
INFO:VAL NDCG@40, IoU=0.7: 0.157363
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.234338
INFO:TEST NDCG@10, IoU=0.5: 0.211134
INFO:TEST NDCG@10, IoU=0.7: 0.145560
INFO:TEST NDCG@20, IoU=0.3: 0.240146
INFO:TEST NDCG@20, IoU=0.5: 0.215988
INFO:TEST NDCG@20, IoU=0.7: 0.150077
INFO:TEST NDCG@40, IoU=0.3: 0.262785
INFO:TEST NDCG@40, IoU=0.5: 0.236423
INFO:TEST NDCG@40, IoU=0.7: 0.165345
INFO:
INFO:EPOCH 14/100 | STEP: 2800|5416 | Loss: 0.091357
INFO:EPOCH 14/100 | STEP: 2900|5416 | Loss: 0.082745
INFO:EPOCH 14/100 | STEP: 3000|5416 | Loss: 0.085219
INFO:EPOCH 14/100 | STEP: 3100|5416 | Loss: 0.080961
INFO:EPOCH 14/100 | STEP: 3200|5416 | Loss: 0.077634
INFO:EPOCH 14/100 | STEP: 3300|5416 | Loss: 0.077650
INFO:EPOCH 14/100 | STEP: 3400|5416 | Loss: 0.080606
INFO:EPOCH 14/100 | STEP: 3500|5416 | Loss: 0.082013
INFO:EPOCH 14/100 | STEP: 3600|5416 | Loss: 0.077535
INFO:EPOCH 14/100 | STEP: 3700|5416 | Loss: 0.084812
INFO:EPOCH 14/100 | STEP: 3800|5416 | Loss: 0.079803
INFO:EPOCH 14/100 | STEP: 3900|5416 | Loss: 0.080285
INFO:EPOCH 14/100 | STEP: 4000|5416 | Loss: 0.079529
INFO:EPOCH 14/100 | STEP: 4100|5416 | Loss: 0.085234
INFO:EPOCH 14/100 | STEP: 4200|5416 | Loss: 0.077609
INFO:EPOCH 14/100 | STEP: 4300|5416 | Loss: 0.082661
INFO:EPOCH 14/100 | STEP: 4400|5416 | Loss: 0.078317
INFO:EPOCH 14/100 | STEP: 4500|5416 | Loss: 0.077230
INFO:EPOCH 14/100 | STEP: 4600|5416 | Loss: 0.077481
INFO:EPOCH 14/100 | STEP: 4700|5416 | Loss: 0.084321
INFO:EPOCH 14/100 | STEP: 4800|5416 | Loss: 0.079527
INFO:EPOCH 14/100 | STEP: 4900|5416 | Loss: 0.077463
INFO:EPOCH 14/100 | STEP: 5000|5416 | Loss: 0.075169
INFO:EPOCH 14/100 | STEP: 5100|5416 | Loss: 0.082849
INFO:EPOCH 14/100 | STEP: 5200|5416 | Loss: 0.080071
INFO:EPOCH 14/100 | STEP: 5300|5416 | Loss: 0.081065
INFO:EPOCH 14/100 | STEP: 5400|5416 | Loss: 0.080018
INFO:VAL NDCG@10, IoU=0.3: 0.275901
INFO:VAL NDCG@10, IoU=0.5: 0.251049
INFO:VAL NDCG@10, IoU=0.7: 0.172786
INFO:VAL NDCG@20, IoU=0.3: 0.283245
INFO:VAL NDCG@20, IoU=0.5: 0.258117
INFO:VAL NDCG@20, IoU=0.7: 0.176810
INFO:VAL NDCG@40, IoU=0.3: 0.311140
INFO:VAL NDCG@40, IoU=0.5: 0.282823
INFO:VAL NDCG@40, IoU=0.7: 0.194860
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.272823
INFO:TEST NDCG@10, IoU=0.5: 0.249746
INFO:TEST NDCG@10, IoU=0.7: 0.176619
INFO:TEST NDCG@20, IoU=0.3: 0.281906
INFO:TEST NDCG@20, IoU=0.5: 0.257417
INFO:TEST NDCG@20, IoU=0.7: 0.181088
INFO:TEST NDCG@40, IoU=0.3: 0.308712
INFO:TEST NDCG@40, IoU=0.5: 0.281314
INFO:TEST NDCG@40, IoU=0.7: 0.198266
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.275901
INFO:BEST VAL NDCG@10, IoU=0.5: 0.251049
INFO:BEST VAL NDCG@10, IoU=0.7: 0.172786
INFO:BEST VAL NDCG@20, IoU=0.3: 0.283245
INFO:BEST VAL NDCG@20, IoU=0.5: 0.258117
INFO:BEST VAL NDCG@20, IoU=0.7: 0.176810
INFO:BEST VAL NDCG@40, IoU=0.3: 0.311140
INFO:BEST VAL NDCG@40, IoU=0.5: 0.282823
INFO:BEST VAL NDCG@40, IoU=0.7: 0.194860
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.272823
INFO:BEST TEST NDCG@10, IoU=0.5: 0.249746
INFO:BEST TEST NDCG@10, IoU=0.7: 0.176619
INFO:BEST TEST NDCG@20, IoU=0.3: 0.281906
INFO:BEST TEST NDCG@20, IoU=0.5: 0.257417
INFO:BEST TEST NDCG@20, IoU=0.7: 0.181088
INFO:BEST TEST NDCG@40, IoU=0.3: 0.308712
INFO:BEST TEST NDCG@40, IoU=0.5: 0.281314
INFO:BEST TEST NDCG@40, IoU=0.7: 0.198266
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 15|100
INFO:EPOCH 15/100 | STEP: 0|5416 | Loss: 0.123229
INFO:EPOCH 15/100 | STEP: 100|5416 | Loss: 0.117734
INFO:EPOCH 15/100 | STEP: 200|5416 | Loss: 0.121768
INFO:EPOCH 15/100 | STEP: 300|5416 | Loss: 0.114704
INFO:EPOCH 15/100 | STEP: 400|5416 | Loss: 0.113894
INFO:EPOCH 15/100 | STEP: 500|5416 | Loss: 0.113938
INFO:EPOCH 15/100 | STEP: 600|5416 | Loss: 0.112909
INFO:EPOCH 15/100 | STEP: 700|5416 | Loss: 0.119071
INFO:EPOCH 15/100 | STEP: 800|5416 | Loss: 0.119217
INFO:EPOCH 15/100 | STEP: 900|5416 | Loss: 0.113909
INFO:EPOCH 15/100 | STEP: 1000|5416 | Loss: 0.116908
INFO:EPOCH 15/100 | STEP: 1100|5416 | Loss: 0.107406
INFO:EPOCH 15/100 | STEP: 1200|5416 | Loss: 0.116355
INFO:EPOCH 15/100 | STEP: 1300|5416 | Loss: 0.106801
INFO:EPOCH 15/100 | STEP: 1400|5416 | Loss: 0.109674
INFO:EPOCH 15/100 | STEP: 1500|5416 | Loss: 0.113577
INFO:EPOCH 15/100 | STEP: 1600|5416 | Loss: 0.116734
INFO:EPOCH 15/100 | STEP: 1700|5416 | Loss: 0.118292
INFO:EPOCH 15/100 | STEP: 1800|5416 | Loss: 0.115151
INFO:EPOCH 15/100 | STEP: 1900|5416 | Loss: 0.112436
INFO:EPOCH 15/100 | STEP: 2000|5416 | Loss: 0.113624
INFO:EPOCH 15/100 | STEP: 2100|5416 | Loss: 0.119800
INFO:EPOCH 15/100 | STEP: 2200|5416 | Loss: 0.110840
INFO:EPOCH 15/100 | STEP: 2300|5416 | Loss: 0.118233
INFO:EPOCH 15/100 | STEP: 2400|5416 | Loss: 0.114762
INFO:EPOCH 15/100 | STEP: 2500|5416 | Loss: 0.113271
INFO:EPOCH 15/100 | STEP: 2600|5416 | Loss: 0.116570
INFO:EPOCH 15/100 | STEP: 2700|5416 | Loss: 0.110236
INFO:VAL NDCG@10, IoU=0.3: 0.241251
INFO:VAL NDCG@10, IoU=0.5: 0.218647
INFO:VAL NDCG@10, IoU=0.7: 0.144061
INFO:VAL NDCG@20, IoU=0.3: 0.249275
INFO:VAL NDCG@20, IoU=0.5: 0.224960
INFO:VAL NDCG@20, IoU=0.7: 0.149828
INFO:VAL NDCG@40, IoU=0.3: 0.272527
INFO:VAL NDCG@40, IoU=0.5: 0.245978
INFO:VAL NDCG@40, IoU=0.7: 0.166919
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.244654
INFO:TEST NDCG@10, IoU=0.5: 0.220279
INFO:TEST NDCG@10, IoU=0.7: 0.151945
INFO:TEST NDCG@20, IoU=0.3: 0.249431
INFO:TEST NDCG@20, IoU=0.5: 0.224325
INFO:TEST NDCG@20, IoU=0.7: 0.155917
INFO:TEST NDCG@40, IoU=0.3: 0.272146
INFO:TEST NDCG@40, IoU=0.5: 0.245030
INFO:TEST NDCG@40, IoU=0.7: 0.171276
INFO:
INFO:EPOCH 15/100 | STEP: 2800|5416 | Loss: 0.080434
INFO:EPOCH 15/100 | STEP: 2900|5416 | Loss: 0.072539
INFO:EPOCH 15/100 | STEP: 3000|5416 | Loss: 0.087096
INFO:EPOCH 15/100 | STEP: 3100|5416 | Loss: 0.079292
INFO:EPOCH 15/100 | STEP: 3200|5416 | Loss: 0.078918
INFO:EPOCH 15/100 | STEP: 3300|5416 | Loss: 0.080784
INFO:EPOCH 15/100 | STEP: 3400|5416 | Loss: 0.076560
INFO:EPOCH 15/100 | STEP: 3500|5416 | Loss: 0.082482
INFO:EPOCH 15/100 | STEP: 3600|5416 | Loss: 0.079143
INFO:EPOCH 15/100 | STEP: 3700|5416 | Loss: 0.080731
INFO:EPOCH 15/100 | STEP: 3800|5416 | Loss: 0.076096
INFO:EPOCH 15/100 | STEP: 3900|5416 | Loss: 0.076400
INFO:EPOCH 15/100 | STEP: 4000|5416 | Loss: 0.073014
INFO:EPOCH 15/100 | STEP: 4100|5416 | Loss: 0.073705
INFO:EPOCH 15/100 | STEP: 4200|5416 | Loss: 0.078218
INFO:EPOCH 15/100 | STEP: 4300|5416 | Loss: 0.080745
INFO:EPOCH 15/100 | STEP: 4400|5416 | Loss: 0.079148
INFO:EPOCH 15/100 | STEP: 4500|5416 | Loss: 0.078258
INFO:EPOCH 15/100 | STEP: 4600|5416 | Loss: 0.079771
INFO:EPOCH 15/100 | STEP: 4700|5416 | Loss: 0.080730
INFO:EPOCH 15/100 | STEP: 4800|5416 | Loss: 0.073564
INFO:EPOCH 15/100 | STEP: 4900|5416 | Loss: 0.078479
INFO:EPOCH 15/100 | STEP: 5000|5416 | Loss: 0.078982
INFO:EPOCH 15/100 | STEP: 5100|5416 | Loss: 0.074709
INFO:EPOCH 15/100 | STEP: 5200|5416 | Loss: 0.078147
INFO:EPOCH 15/100 | STEP: 5300|5416 | Loss: 0.074774
INFO:EPOCH 15/100 | STEP: 5400|5416 | Loss: 0.074040
INFO:VAL NDCG@10, IoU=0.3: 0.275054
INFO:VAL NDCG@10, IoU=0.5: 0.248991
INFO:VAL NDCG@10, IoU=0.7: 0.170911
INFO:VAL NDCG@20, IoU=0.3: 0.283905
INFO:VAL NDCG@20, IoU=0.5: 0.258998
INFO:VAL NDCG@20, IoU=0.7: 0.177806
INFO:VAL NDCG@40, IoU=0.3: 0.313586
INFO:VAL NDCG@40, IoU=0.5: 0.285933
INFO:VAL NDCG@40, IoU=0.7: 0.197362
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.280611
INFO:TEST NDCG@10, IoU=0.5: 0.257196
INFO:TEST NDCG@10, IoU=0.7: 0.181037
INFO:TEST NDCG@20, IoU=0.3: 0.288727
INFO:TEST NDCG@20, IoU=0.5: 0.263867
INFO:TEST NDCG@20, IoU=0.7: 0.186308
INFO:TEST NDCG@40, IoU=0.3: 0.316351
INFO:TEST NDCG@40, IoU=0.5: 0.288680
INFO:TEST NDCG@40, IoU=0.7: 0.204054
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.275054
INFO:BEST VAL NDCG@10, IoU=0.5: 0.248991
INFO:BEST VAL NDCG@10, IoU=0.7: 0.170911
INFO:BEST VAL NDCG@20, IoU=0.3: 0.283905
INFO:BEST VAL NDCG@20, IoU=0.5: 0.258998
INFO:BEST VAL NDCG@20, IoU=0.7: 0.177806
INFO:BEST VAL NDCG@40, IoU=0.3: 0.313586
INFO:BEST VAL NDCG@40, IoU=0.5: 0.285933
INFO:BEST VAL NDCG@40, IoU=0.7: 0.197362
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.280611
INFO:BEST TEST NDCG@10, IoU=0.5: 0.257196
INFO:BEST TEST NDCG@10, IoU=0.7: 0.181037
INFO:BEST TEST NDCG@20, IoU=0.3: 0.288727
INFO:BEST TEST NDCG@20, IoU=0.5: 0.263867
INFO:BEST TEST NDCG@20, IoU=0.7: 0.186308
INFO:BEST TEST NDCG@40, IoU=0.3: 0.316351
INFO:BEST TEST NDCG@40, IoU=0.5: 0.288680
INFO:BEST TEST NDCG@40, IoU=0.7: 0.204054
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 16|100
INFO:EPOCH 16/100 | STEP: 0|5416 | Loss: 0.121828
INFO:EPOCH 16/100 | STEP: 100|5416 | Loss: 0.115243
INFO:EPOCH 16/100 | STEP: 200|5416 | Loss: 0.120224
INFO:EPOCH 16/100 | STEP: 300|5416 | Loss: 0.112641
INFO:EPOCH 16/100 | STEP: 400|5416 | Loss: 0.115597
INFO:EPOCH 16/100 | STEP: 500|5416 | Loss: 0.111237
INFO:EPOCH 16/100 | STEP: 600|5416 | Loss: 0.114000
INFO:EPOCH 16/100 | STEP: 700|5416 | Loss: 0.112558
INFO:EPOCH 16/100 | STEP: 800|5416 | Loss: 0.109831
INFO:EPOCH 16/100 | STEP: 900|5416 | Loss: 0.109361
INFO:EPOCH 16/100 | STEP: 1000|5416 | Loss: 0.112368
INFO:EPOCH 16/100 | STEP: 1100|5416 | Loss: 0.113320
INFO:EPOCH 16/100 | STEP: 1200|5416 | Loss: 0.112147
INFO:EPOCH 16/100 | STEP: 1300|5416 | Loss: 0.111379
INFO:EPOCH 16/100 | STEP: 1400|5416 | Loss: 0.114061
INFO:EPOCH 16/100 | STEP: 1500|5416 | Loss: 0.114527
INFO:EPOCH 16/100 | STEP: 1600|5416 | Loss: 0.114981
INFO:EPOCH 16/100 | STEP: 1700|5416 | Loss: 0.114633
INFO:EPOCH 16/100 | STEP: 1800|5416 | Loss: 0.115452
INFO:EPOCH 16/100 | STEP: 1900|5416 | Loss: 0.112351
INFO:EPOCH 16/100 | STEP: 2000|5416 | Loss: 0.110169
INFO:EPOCH 16/100 | STEP: 2100|5416 | Loss: 0.109331
INFO:EPOCH 16/100 | STEP: 2200|5416 | Loss: 0.114959
INFO:EPOCH 16/100 | STEP: 2300|5416 | Loss: 0.109266
INFO:EPOCH 16/100 | STEP: 2400|5416 | Loss: 0.115381
INFO:EPOCH 16/100 | STEP: 2500|5416 | Loss: 0.106555
INFO:EPOCH 16/100 | STEP: 2600|5416 | Loss: 0.112626
INFO:EPOCH 16/100 | STEP: 2700|5416 | Loss: 0.113062
INFO:VAL NDCG@10, IoU=0.3: 0.242708
INFO:VAL NDCG@10, IoU=0.5: 0.219434
INFO:VAL NDCG@10, IoU=0.7: 0.145981
INFO:VAL NDCG@20, IoU=0.3: 0.251164
INFO:VAL NDCG@20, IoU=0.5: 0.228007
INFO:VAL NDCG@20, IoU=0.7: 0.152729
INFO:VAL NDCG@40, IoU=0.3: 0.276286
INFO:VAL NDCG@40, IoU=0.5: 0.250205
INFO:VAL NDCG@40, IoU=0.7: 0.169576
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.248720
INFO:TEST NDCG@10, IoU=0.5: 0.224054
INFO:TEST NDCG@10, IoU=0.7: 0.154661
INFO:TEST NDCG@20, IoU=0.3: 0.255440
INFO:TEST NDCG@20, IoU=0.5: 0.229690
INFO:TEST NDCG@20, IoU=0.7: 0.159698
INFO:TEST NDCG@40, IoU=0.3: 0.278730
INFO:TEST NDCG@40, IoU=0.5: 0.250397
INFO:TEST NDCG@40, IoU=0.7: 0.175797
INFO:
INFO:EPOCH 16/100 | STEP: 2800|5416 | Loss: 0.082748
INFO:EPOCH 16/100 | STEP: 2900|5416 | Loss: 0.075494
INFO:EPOCH 16/100 | STEP: 3000|5416 | Loss: 0.075841
INFO:EPOCH 16/100 | STEP: 3100|5416 | Loss: 0.075159
INFO:EPOCH 16/100 | STEP: 3200|5416 | Loss: 0.076970
INFO:EPOCH 16/100 | STEP: 3300|5416 | Loss: 0.074462
INFO:EPOCH 16/100 | STEP: 3400|5416 | Loss: 0.074978
INFO:EPOCH 16/100 | STEP: 3500|5416 | Loss: 0.076489
INFO:EPOCH 16/100 | STEP: 3600|5416 | Loss: 0.075014
INFO:EPOCH 16/100 | STEP: 3700|5416 | Loss: 0.078350
INFO:EPOCH 16/100 | STEP: 3800|5416 | Loss: 0.080495
INFO:EPOCH 16/100 | STEP: 3900|5416 | Loss: 0.074650
INFO:EPOCH 16/100 | STEP: 4000|5416 | Loss: 0.072748
INFO:EPOCH 16/100 | STEP: 4100|5416 | Loss: 0.077105
INFO:EPOCH 16/100 | STEP: 4200|5416 | Loss: 0.073311
INFO:EPOCH 16/100 | STEP: 4300|5416 | Loss: 0.073887
INFO:EPOCH 16/100 | STEP: 4400|5416 | Loss: 0.072858
INFO:EPOCH 16/100 | STEP: 4500|5416 | Loss: 0.073638
INFO:EPOCH 16/100 | STEP: 4600|5416 | Loss: 0.079835
INFO:EPOCH 16/100 | STEP: 4700|5416 | Loss: 0.071873
INFO:EPOCH 16/100 | STEP: 4800|5416 | Loss: 0.072879
INFO:EPOCH 16/100 | STEP: 4900|5416 | Loss: 0.075145
INFO:EPOCH 16/100 | STEP: 5000|5416 | Loss: 0.075052
INFO:EPOCH 16/100 | STEP: 5100|5416 | Loss: 0.072378
INFO:EPOCH 16/100 | STEP: 5200|5416 | Loss: 0.078116
INFO:EPOCH 16/100 | STEP: 5300|5416 | Loss: 0.075820
INFO:EPOCH 16/100 | STEP: 5400|5416 | Loss: 0.077830
INFO:VAL NDCG@10, IoU=0.3: 0.286546
INFO:VAL NDCG@10, IoU=0.5: 0.263281
INFO:VAL NDCG@10, IoU=0.7: 0.181655
INFO:VAL NDCG@20, IoU=0.3: 0.294378
INFO:VAL NDCG@20, IoU=0.5: 0.270753
INFO:VAL NDCG@20, IoU=0.7: 0.186423
INFO:VAL NDCG@40, IoU=0.3: 0.321996
INFO:VAL NDCG@40, IoU=0.5: 0.295729
INFO:VAL NDCG@40, IoU=0.7: 0.204278
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.286803
INFO:TEST NDCG@10, IoU=0.5: 0.262553
INFO:TEST NDCG@10, IoU=0.7: 0.183474
INFO:TEST NDCG@20, IoU=0.3: 0.295717
INFO:TEST NDCG@20, IoU=0.5: 0.269986
INFO:TEST NDCG@20, IoU=0.7: 0.188771
INFO:TEST NDCG@40, IoU=0.3: 0.323378
INFO:TEST NDCG@40, IoU=0.5: 0.294894
INFO:TEST NDCG@40, IoU=0.7: 0.206886
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.286546
INFO:BEST VAL NDCG@10, IoU=0.5: 0.263281
INFO:BEST VAL NDCG@10, IoU=0.7: 0.181655
INFO:BEST VAL NDCG@20, IoU=0.3: 0.294378
INFO:BEST VAL NDCG@20, IoU=0.5: 0.270753
INFO:BEST VAL NDCG@20, IoU=0.7: 0.186423
INFO:BEST VAL NDCG@40, IoU=0.3: 0.321996
INFO:BEST VAL NDCG@40, IoU=0.5: 0.295729
INFO:BEST VAL NDCG@40, IoU=0.7: 0.204278
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.286803
INFO:BEST TEST NDCG@10, IoU=0.5: 0.262553
INFO:BEST TEST NDCG@10, IoU=0.7: 0.183474
INFO:BEST TEST NDCG@20, IoU=0.3: 0.295717
INFO:BEST TEST NDCG@20, IoU=0.5: 0.269986
INFO:BEST TEST NDCG@20, IoU=0.7: 0.188771
INFO:BEST TEST NDCG@40, IoU=0.3: 0.323378
INFO:BEST TEST NDCG@40, IoU=0.5: 0.294894
INFO:BEST TEST NDCG@40, IoU=0.7: 0.206886
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 17|100
INFO:EPOCH 17/100 | STEP: 0|5416 | Loss: 0.124675
INFO:EPOCH 17/100 | STEP: 100|5416 | Loss: 0.110720
INFO:EPOCH 17/100 | STEP: 200|5416 | Loss: 0.114823
INFO:EPOCH 17/100 | STEP: 300|5416 | Loss: 0.105640
INFO:EPOCH 17/100 | STEP: 400|5416 | Loss: 0.109608
INFO:EPOCH 17/100 | STEP: 500|5416 | Loss: 0.113022
INFO:EPOCH 17/100 | STEP: 600|5416 | Loss: 0.115890
INFO:EPOCH 17/100 | STEP: 700|5416 | Loss: 0.111630
INFO:EPOCH 17/100 | STEP: 800|5416 | Loss: 0.112129
INFO:EPOCH 17/100 | STEP: 900|5416 | Loss: 0.106336
INFO:EPOCH 17/100 | STEP: 1000|5416 | Loss: 0.117104
INFO:EPOCH 17/100 | STEP: 1100|5416 | Loss: 0.115429
INFO:EPOCH 17/100 | STEP: 1200|5416 | Loss: 0.111246
INFO:EPOCH 17/100 | STEP: 1300|5416 | Loss: 0.106206
INFO:EPOCH 17/100 | STEP: 1400|5416 | Loss: 0.115095
INFO:EPOCH 17/100 | STEP: 1500|5416 | Loss: 0.115129
INFO:EPOCH 17/100 | STEP: 1600|5416 | Loss: 0.103616
INFO:EPOCH 17/100 | STEP: 1700|5416 | Loss: 0.111020
INFO:EPOCH 17/100 | STEP: 1800|5416 | Loss: 0.106229
INFO:EPOCH 17/100 | STEP: 1900|5416 | Loss: 0.111083
INFO:EPOCH 17/100 | STEP: 2000|5416 | Loss: 0.106495
INFO:EPOCH 17/100 | STEP: 2100|5416 | Loss: 0.108635
INFO:EPOCH 17/100 | STEP: 2200|5416 | Loss: 0.114809
INFO:EPOCH 17/100 | STEP: 2300|5416 | Loss: 0.109967
INFO:EPOCH 17/100 | STEP: 2400|5416 | Loss: 0.115251
INFO:EPOCH 17/100 | STEP: 2500|5416 | Loss: 0.104870
INFO:EPOCH 17/100 | STEP: 2600|5416 | Loss: 0.110797
INFO:EPOCH 17/100 | STEP: 2700|5416 | Loss: 0.108733
INFO:VAL NDCG@10, IoU=0.3: 0.254758
INFO:VAL NDCG@10, IoU=0.5: 0.233156
INFO:VAL NDCG@10, IoU=0.7: 0.157902
INFO:VAL NDCG@20, IoU=0.3: 0.260205
INFO:VAL NDCG@20, IoU=0.5: 0.236912
INFO:VAL NDCG@20, IoU=0.7: 0.160227
INFO:VAL NDCG@40, IoU=0.3: 0.286093
INFO:VAL NDCG@40, IoU=0.5: 0.260818
INFO:VAL NDCG@40, IoU=0.7: 0.178506
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.253295
INFO:TEST NDCG@10, IoU=0.5: 0.229755
INFO:TEST NDCG@10, IoU=0.7: 0.159740
INFO:TEST NDCG@20, IoU=0.3: 0.259793
INFO:TEST NDCG@20, IoU=0.5: 0.235447
INFO:TEST NDCG@20, IoU=0.7: 0.164062
INFO:TEST NDCG@40, IoU=0.3: 0.283546
INFO:TEST NDCG@40, IoU=0.5: 0.257142
INFO:TEST NDCG@40, IoU=0.7: 0.180632
INFO:
INFO:EPOCH 17/100 | STEP: 2800|5416 | Loss: 0.072698
INFO:EPOCH 17/100 | STEP: 2900|5416 | Loss: 0.074497
INFO:EPOCH 17/100 | STEP: 3000|5416 | Loss: 0.079963
INFO:EPOCH 17/100 | STEP: 3100|5416 | Loss: 0.075872
INFO:EPOCH 17/100 | STEP: 3200|5416 | Loss: 0.077908
INFO:EPOCH 17/100 | STEP: 3300|5416 | Loss: 0.072978
INFO:EPOCH 17/100 | STEP: 3400|5416 | Loss: 0.076992
INFO:EPOCH 17/100 | STEP: 3500|5416 | Loss: 0.072958
INFO:EPOCH 17/100 | STEP: 3600|5416 | Loss: 0.073820
INFO:EPOCH 17/100 | STEP: 3700|5416 | Loss: 0.076693
INFO:EPOCH 17/100 | STEP: 3800|5416 | Loss: 0.074712
INFO:EPOCH 17/100 | STEP: 3900|5416 | Loss: 0.074094
INFO:EPOCH 17/100 | STEP: 4000|5416 | Loss: 0.073240
INFO:EPOCH 17/100 | STEP: 4100|5416 | Loss: 0.077639
INFO:EPOCH 17/100 | STEP: 4200|5416 | Loss: 0.071213
INFO:EPOCH 17/100 | STEP: 4300|5416 | Loss: 0.067201
INFO:EPOCH 17/100 | STEP: 4400|5416 | Loss: 0.072062
INFO:EPOCH 17/100 | STEP: 4500|5416 | Loss: 0.073945
INFO:EPOCH 17/100 | STEP: 4600|5416 | Loss: 0.076508
INFO:EPOCH 17/100 | STEP: 4700|5416 | Loss: 0.072381
INFO:EPOCH 17/100 | STEP: 4800|5416 | Loss: 0.068744
INFO:EPOCH 17/100 | STEP: 4900|5416 | Loss: 0.077756
INFO:EPOCH 17/100 | STEP: 5000|5416 | Loss: 0.074998
INFO:EPOCH 17/100 | STEP: 5100|5416 | Loss: 0.073087
INFO:EPOCH 17/100 | STEP: 5200|5416 | Loss: 0.070902
INFO:EPOCH 17/100 | STEP: 5300|5416 | Loss: 0.070340
INFO:EPOCH 17/100 | STEP: 5400|5416 | Loss: 0.070418
INFO:VAL NDCG@10, IoU=0.3: 0.295476
INFO:VAL NDCG@10, IoU=0.5: 0.270824
INFO:VAL NDCG@10, IoU=0.7: 0.184332
INFO:VAL NDCG@20, IoU=0.3: 0.302163
INFO:VAL NDCG@20, IoU=0.5: 0.277908
INFO:VAL NDCG@20, IoU=0.7: 0.191794
INFO:VAL NDCG@40, IoU=0.3: 0.328822
INFO:VAL NDCG@40, IoU=0.5: 0.300397
INFO:VAL NDCG@40, IoU=0.7: 0.207926
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.295694
INFO:TEST NDCG@10, IoU=0.5: 0.271385
INFO:TEST NDCG@10, IoU=0.7: 0.192082
INFO:TEST NDCG@20, IoU=0.3: 0.304449
INFO:TEST NDCG@20, IoU=0.5: 0.278565
INFO:TEST NDCG@20, IoU=0.7: 0.197136
INFO:TEST NDCG@40, IoU=0.3: 0.330985
INFO:TEST NDCG@40, IoU=0.5: 0.302460
INFO:TEST NDCG@40, IoU=0.7: 0.214104
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.295476
INFO:BEST VAL NDCG@10, IoU=0.5: 0.270824
INFO:BEST VAL NDCG@10, IoU=0.7: 0.184332
INFO:BEST VAL NDCG@20, IoU=0.3: 0.302163
INFO:BEST VAL NDCG@20, IoU=0.5: 0.277908
INFO:BEST VAL NDCG@20, IoU=0.7: 0.191794
INFO:BEST VAL NDCG@40, IoU=0.3: 0.328822
INFO:BEST VAL NDCG@40, IoU=0.5: 0.300397
INFO:BEST VAL NDCG@40, IoU=0.7: 0.207926
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.295694
INFO:BEST TEST NDCG@10, IoU=0.5: 0.271385
INFO:BEST TEST NDCG@10, IoU=0.7: 0.192082
INFO:BEST TEST NDCG@20, IoU=0.3: 0.304449
INFO:BEST TEST NDCG@20, IoU=0.5: 0.278565
INFO:BEST TEST NDCG@20, IoU=0.7: 0.197136
INFO:BEST TEST NDCG@40, IoU=0.3: 0.330985
INFO:BEST TEST NDCG@40, IoU=0.5: 0.302460
INFO:BEST TEST NDCG@40, IoU=0.7: 0.214104
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 18|100
INFO:EPOCH 18/100 | STEP: 0|5416 | Loss: 0.118901
INFO:EPOCH 18/100 | STEP: 100|5416 | Loss: 0.111957
INFO:EPOCH 18/100 | STEP: 200|5416 | Loss: 0.115171
INFO:EPOCH 18/100 | STEP: 300|5416 | Loss: 0.107774
INFO:EPOCH 18/100 | STEP: 400|5416 | Loss: 0.112723
INFO:EPOCH 18/100 | STEP: 500|5416 | Loss: 0.114205
INFO:EPOCH 18/100 | STEP: 600|5416 | Loss: 0.108304
INFO:EPOCH 18/100 | STEP: 700|5416 | Loss: 0.112416
INFO:EPOCH 18/100 | STEP: 800|5416 | Loss: 0.111032
INFO:EPOCH 18/100 | STEP: 900|5416 | Loss: 0.108444
INFO:EPOCH 18/100 | STEP: 1000|5416 | Loss: 0.106518
INFO:EPOCH 18/100 | STEP: 1100|5416 | Loss: 0.104326
INFO:EPOCH 18/100 | STEP: 1200|5416 | Loss: 0.104271
INFO:EPOCH 18/100 | STEP: 1300|5416 | Loss: 0.116753
INFO:EPOCH 18/100 | STEP: 1400|5416 | Loss: 0.111461
INFO:EPOCH 18/100 | STEP: 1500|5416 | Loss: 0.114870
INFO:EPOCH 18/100 | STEP: 1600|5416 | Loss: 0.109649
INFO:EPOCH 18/100 | STEP: 1700|5416 | Loss: 0.105629
INFO:EPOCH 18/100 | STEP: 1800|5416 | Loss: 0.111612
INFO:EPOCH 18/100 | STEP: 1900|5416 | Loss: 0.105170
INFO:EPOCH 18/100 | STEP: 2000|5416 | Loss: 0.112037
INFO:EPOCH 18/100 | STEP: 2100|5416 | Loss: 0.109673
INFO:EPOCH 18/100 | STEP: 2200|5416 | Loss: 0.109732
INFO:EPOCH 18/100 | STEP: 2300|5416 | Loss: 0.116618
INFO:EPOCH 18/100 | STEP: 2400|5416 | Loss: 0.111405
INFO:EPOCH 18/100 | STEP: 2500|5416 | Loss: 0.105544
INFO:EPOCH 18/100 | STEP: 2600|5416 | Loss: 0.107083
INFO:EPOCH 18/100 | STEP: 2700|5416 | Loss: 0.108458
INFO:VAL NDCG@10, IoU=0.3: 0.258068
INFO:VAL NDCG@10, IoU=0.5: 0.233155
INFO:VAL NDCG@10, IoU=0.7: 0.154076
INFO:VAL NDCG@20, IoU=0.3: 0.267590
INFO:VAL NDCG@20, IoU=0.5: 0.243453
INFO:VAL NDCG@20, IoU=0.7: 0.162850
INFO:VAL NDCG@40, IoU=0.3: 0.295997
INFO:VAL NDCG@40, IoU=0.5: 0.267738
INFO:VAL NDCG@40, IoU=0.7: 0.180567
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.262240
INFO:TEST NDCG@10, IoU=0.5: 0.237027
INFO:TEST NDCG@10, IoU=0.7: 0.163595
INFO:TEST NDCG@20, IoU=0.3: 0.269333
INFO:TEST NDCG@20, IoU=0.5: 0.243172
INFO:TEST NDCG@20, IoU=0.7: 0.169673
INFO:TEST NDCG@40, IoU=0.3: 0.293445
INFO:TEST NDCG@40, IoU=0.5: 0.264965
INFO:TEST NDCG@40, IoU=0.7: 0.185767
INFO:
INFO:EPOCH 18/100 | STEP: 2800|5416 | Loss: 0.072559
INFO:EPOCH 18/100 | STEP: 2900|5416 | Loss: 0.081571
INFO:EPOCH 18/100 | STEP: 3000|5416 | Loss: 0.070516
INFO:EPOCH 18/100 | STEP: 3100|5416 | Loss: 0.077085
INFO:EPOCH 18/100 | STEP: 3200|5416 | Loss: 0.068948
INFO:EPOCH 18/100 | STEP: 3300|5416 | Loss: 0.072679
INFO:EPOCH 18/100 | STEP: 3400|5416 | Loss: 0.074417
INFO:EPOCH 18/100 | STEP: 3500|5416 | Loss: 0.073179
INFO:EPOCH 18/100 | STEP: 3600|5416 | Loss: 0.071883
INFO:EPOCH 18/100 | STEP: 3700|5416 | Loss: 0.072479
INFO:EPOCH 18/100 | STEP: 3800|5416 | Loss: 0.075434
INFO:EPOCH 18/100 | STEP: 3900|5416 | Loss: 0.075686
INFO:EPOCH 18/100 | STEP: 4000|5416 | Loss: 0.074052
INFO:EPOCH 18/100 | STEP: 4100|5416 | Loss: 0.074136
INFO:EPOCH 18/100 | STEP: 4200|5416 | Loss: 0.072308
INFO:EPOCH 18/100 | STEP: 4300|5416 | Loss: 0.070143
INFO:EPOCH 18/100 | STEP: 4400|5416 | Loss: 0.076338
INFO:EPOCH 18/100 | STEP: 4500|5416 | Loss: 0.074457
INFO:EPOCH 18/100 | STEP: 4600|5416 | Loss: 0.069517
INFO:EPOCH 18/100 | STEP: 4700|5416 | Loss: 0.071363
INFO:EPOCH 18/100 | STEP: 4800|5416 | Loss: 0.071575
INFO:EPOCH 18/100 | STEP: 4900|5416 | Loss: 0.071703
INFO:EPOCH 18/100 | STEP: 5000|5416 | Loss: 0.071299
INFO:EPOCH 18/100 | STEP: 5100|5416 | Loss: 0.073239
INFO:EPOCH 18/100 | STEP: 5200|5416 | Loss: 0.070410
INFO:EPOCH 18/100 | STEP: 5300|5416 | Loss: 0.070825
INFO:EPOCH 18/100 | STEP: 5400|5416 | Loss: 0.070386
INFO:VAL NDCG@10, IoU=0.3: 0.295809
INFO:VAL NDCG@10, IoU=0.5: 0.269769
INFO:VAL NDCG@10, IoU=0.7: 0.179985
INFO:VAL NDCG@20, IoU=0.3: 0.306233
INFO:VAL NDCG@20, IoU=0.5: 0.279587
INFO:VAL NDCG@20, IoU=0.7: 0.186320
INFO:VAL NDCG@40, IoU=0.3: 0.334477
INFO:VAL NDCG@40, IoU=0.5: 0.306210
INFO:VAL NDCG@40, IoU=0.7: 0.206993
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.299168
INFO:TEST NDCG@10, IoU=0.5: 0.275474
INFO:TEST NDCG@10, IoU=0.7: 0.194914
INFO:TEST NDCG@20, IoU=0.3: 0.307964
INFO:TEST NDCG@20, IoU=0.5: 0.282616
INFO:TEST NDCG@20, IoU=0.7: 0.199191
INFO:TEST NDCG@40, IoU=0.3: 0.335888
INFO:TEST NDCG@40, IoU=0.5: 0.307573
INFO:TEST NDCG@40, IoU=0.7: 0.217360
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.295809
INFO:BEST VAL NDCG@10, IoU=0.5: 0.269769
INFO:BEST VAL NDCG@10, IoU=0.7: 0.179985
INFO:BEST VAL NDCG@20, IoU=0.3: 0.306233
INFO:BEST VAL NDCG@20, IoU=0.5: 0.279587
INFO:BEST VAL NDCG@20, IoU=0.7: 0.186320
INFO:BEST VAL NDCG@40, IoU=0.3: 0.334477
INFO:BEST VAL NDCG@40, IoU=0.5: 0.306210
INFO:BEST VAL NDCG@40, IoU=0.7: 0.206993
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.299168
INFO:BEST TEST NDCG@10, IoU=0.5: 0.275474
INFO:BEST TEST NDCG@10, IoU=0.7: 0.194914
INFO:BEST TEST NDCG@20, IoU=0.3: 0.307964
INFO:BEST TEST NDCG@20, IoU=0.5: 0.282616
INFO:BEST TEST NDCG@20, IoU=0.7: 0.199191
INFO:BEST TEST NDCG@40, IoU=0.3: 0.335888
INFO:BEST TEST NDCG@40, IoU=0.5: 0.307573
INFO:BEST TEST NDCG@40, IoU=0.7: 0.217360
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 19|100
INFO:EPOCH 19/100 | STEP: 0|5416 | Loss: 0.116815
INFO:EPOCH 19/100 | STEP: 100|5416 | Loss: 0.109872
INFO:EPOCH 19/100 | STEP: 200|5416 | Loss: 0.109338
INFO:EPOCH 19/100 | STEP: 300|5416 | Loss: 0.106935
INFO:EPOCH 19/100 | STEP: 400|5416 | Loss: 0.109059
INFO:EPOCH 19/100 | STEP: 500|5416 | Loss: 0.110301
INFO:EPOCH 19/100 | STEP: 600|5416 | Loss: 0.110501
INFO:EPOCH 19/100 | STEP: 700|5416 | Loss: 0.102313
INFO:EPOCH 19/100 | STEP: 800|5416 | Loss: 0.109367
INFO:EPOCH 19/100 | STEP: 900|5416 | Loss: 0.103635
INFO:EPOCH 19/100 | STEP: 1000|5416 | Loss: 0.108597
INFO:EPOCH 19/100 | STEP: 1100|5416 | Loss: 0.105033
INFO:EPOCH 19/100 | STEP: 1200|5416 | Loss: 0.111396
INFO:EPOCH 19/100 | STEP: 1300|5416 | Loss: 0.108780
INFO:EPOCH 19/100 | STEP: 1400|5416 | Loss: 0.113354
INFO:EPOCH 19/100 | STEP: 1500|5416 | Loss: 0.105467
INFO:EPOCH 19/100 | STEP: 1600|5416 | Loss: 0.109032
INFO:EPOCH 19/100 | STEP: 1700|5416 | Loss: 0.107355
INFO:EPOCH 19/100 | STEP: 1800|5416 | Loss: 0.108159
INFO:EPOCH 19/100 | STEP: 1900|5416 | Loss: 0.114348
INFO:EPOCH 19/100 | STEP: 2000|5416 | Loss: 0.104959
INFO:EPOCH 19/100 | STEP: 2100|5416 | Loss: 0.111234
INFO:EPOCH 19/100 | STEP: 2200|5416 | Loss: 0.113559
INFO:EPOCH 19/100 | STEP: 2300|5416 | Loss: 0.106691
INFO:EPOCH 19/100 | STEP: 2400|5416 | Loss: 0.109387
INFO:EPOCH 19/100 | STEP: 2500|5416 | Loss: 0.108352
INFO:EPOCH 19/100 | STEP: 2600|5416 | Loss: 0.105079
INFO:EPOCH 19/100 | STEP: 2700|5416 | Loss: 0.108538
INFO:VAL NDCG@10, IoU=0.3: 0.266597
INFO:VAL NDCG@10, IoU=0.5: 0.240904
INFO:VAL NDCG@10, IoU=0.7: 0.155513
INFO:VAL NDCG@20, IoU=0.3: 0.274192
INFO:VAL NDCG@20, IoU=0.5: 0.249588
INFO:VAL NDCG@20, IoU=0.7: 0.163913
INFO:VAL NDCG@40, IoU=0.3: 0.301199
INFO:VAL NDCG@40, IoU=0.5: 0.274289
INFO:VAL NDCG@40, IoU=0.7: 0.182621
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.266455
INFO:TEST NDCG@10, IoU=0.5: 0.243293
INFO:TEST NDCG@10, IoU=0.7: 0.168670
INFO:TEST NDCG@20, IoU=0.3: 0.273488
INFO:TEST NDCG@20, IoU=0.5: 0.248361
INFO:TEST NDCG@20, IoU=0.7: 0.172762
INFO:TEST NDCG@40, IoU=0.3: 0.298189
INFO:TEST NDCG@40, IoU=0.5: 0.270709
INFO:TEST NDCG@40, IoU=0.7: 0.189673
INFO:
INFO:EPOCH 19/100 | STEP: 2800|5416 | Loss: 0.074607
INFO:EPOCH 19/100 | STEP: 2900|5416 | Loss: 0.070494
INFO:EPOCH 19/100 | STEP: 3000|5416 | Loss: 0.072631
INFO:EPOCH 19/100 | STEP: 3100|5416 | Loss: 0.071850
INFO:EPOCH 19/100 | STEP: 3200|5416 | Loss: 0.066818
INFO:EPOCH 19/100 | STEP: 3300|5416 | Loss: 0.071425
INFO:EPOCH 19/100 | STEP: 3400|5416 | Loss: 0.072683
INFO:EPOCH 19/100 | STEP: 3500|5416 | Loss: 0.072477
INFO:EPOCH 19/100 | STEP: 3600|5416 | Loss: 0.066129
INFO:EPOCH 19/100 | STEP: 3700|5416 | Loss: 0.072284
INFO:EPOCH 19/100 | STEP: 3800|5416 | Loss: 0.069521
INFO:EPOCH 19/100 | STEP: 3900|5416 | Loss: 0.073119
INFO:EPOCH 19/100 | STEP: 4000|5416 | Loss: 0.070476
INFO:EPOCH 19/100 | STEP: 4100|5416 | Loss: 0.069021
INFO:EPOCH 19/100 | STEP: 4200|5416 | Loss: 0.071342
INFO:EPOCH 19/100 | STEP: 4300|5416 | Loss: 0.073926
INFO:EPOCH 19/100 | STEP: 4400|5416 | Loss: 0.071376
INFO:EPOCH 19/100 | STEP: 4500|5416 | Loss: 0.074602
INFO:EPOCH 19/100 | STEP: 4600|5416 | Loss: 0.070807
INFO:EPOCH 19/100 | STEP: 4700|5416 | Loss: 0.072787
INFO:EPOCH 19/100 | STEP: 4800|5416 | Loss: 0.070627
INFO:EPOCH 19/100 | STEP: 4900|5416 | Loss: 0.067501
INFO:EPOCH 19/100 | STEP: 5000|5416 | Loss: 0.065591
INFO:EPOCH 19/100 | STEP: 5100|5416 | Loss: 0.073435
INFO:EPOCH 19/100 | STEP: 5200|5416 | Loss: 0.067880
INFO:EPOCH 19/100 | STEP: 5300|5416 | Loss: 0.069491
INFO:EPOCH 19/100 | STEP: 5400|5416 | Loss: 0.069243
INFO:VAL NDCG@10, IoU=0.3: 0.306832
INFO:VAL NDCG@10, IoU=0.5: 0.279855
INFO:VAL NDCG@10, IoU=0.7: 0.194997
INFO:VAL NDCG@20, IoU=0.3: 0.317277
INFO:VAL NDCG@20, IoU=0.5: 0.289535
INFO:VAL NDCG@20, IoU=0.7: 0.200518
INFO:VAL NDCG@40, IoU=0.3: 0.343982
INFO:VAL NDCG@40, IoU=0.5: 0.314246
INFO:VAL NDCG@40, IoU=0.7: 0.217204
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.306424
INFO:TEST NDCG@10, IoU=0.5: 0.281186
INFO:TEST NDCG@10, IoU=0.7: 0.199892
INFO:TEST NDCG@20, IoU=0.3: 0.314740
INFO:TEST NDCG@20, IoU=0.5: 0.288201
INFO:TEST NDCG@20, IoU=0.7: 0.205065
INFO:TEST NDCG@40, IoU=0.3: 0.342616
INFO:TEST NDCG@40, IoU=0.5: 0.313318
INFO:TEST NDCG@40, IoU=0.7: 0.222185
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.306832
INFO:BEST VAL NDCG@10, IoU=0.5: 0.279855
INFO:BEST VAL NDCG@10, IoU=0.7: 0.194997
INFO:BEST VAL NDCG@20, IoU=0.3: 0.317277
INFO:BEST VAL NDCG@20, IoU=0.5: 0.289535
INFO:BEST VAL NDCG@20, IoU=0.7: 0.200518
INFO:BEST VAL NDCG@40, IoU=0.3: 0.343982
INFO:BEST VAL NDCG@40, IoU=0.5: 0.314246
INFO:BEST VAL NDCG@40, IoU=0.7: 0.217204
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.306424
INFO:BEST TEST NDCG@10, IoU=0.5: 0.281186
INFO:BEST TEST NDCG@10, IoU=0.7: 0.199892
INFO:BEST TEST NDCG@20, IoU=0.3: 0.314740
INFO:BEST TEST NDCG@20, IoU=0.5: 0.288201
INFO:BEST TEST NDCG@20, IoU=0.7: 0.205065
INFO:BEST TEST NDCG@40, IoU=0.3: 0.342616
INFO:BEST TEST NDCG@40, IoU=0.5: 0.313318
INFO:BEST TEST NDCG@40, IoU=0.7: 0.222185
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 20|100
INFO:EPOCH 20/100 | STEP: 0|5416 | Loss: 0.260749
INFO:EPOCH 20/100 | STEP: 100|5416 | Loss: 0.245611
INFO:EPOCH 20/100 | STEP: 200|5416 | Loss: 0.254927
INFO:EPOCH 20/100 | STEP: 300|5416 | Loss: 0.246540
INFO:EPOCH 20/100 | STEP: 400|5416 | Loss: 0.233277
INFO:EPOCH 20/100 | STEP: 500|5416 | Loss: 0.242177
INFO:EPOCH 20/100 | STEP: 600|5416 | Loss: 0.235538
INFO:EPOCH 20/100 | STEP: 700|5416 | Loss: 0.243990
INFO:EPOCH 20/100 | STEP: 800|5416 | Loss: 0.230884
INFO:EPOCH 20/100 | STEP: 900|5416 | Loss: 0.232825
INFO:EPOCH 20/100 | STEP: 1000|5416 | Loss: 0.244270
INFO:EPOCH 20/100 | STEP: 1100|5416 | Loss: 0.240771
INFO:EPOCH 20/100 | STEP: 1200|5416 | Loss: 0.220800
INFO:EPOCH 20/100 | STEP: 1300|5416 | Loss: 0.226361
INFO:EPOCH 20/100 | STEP: 1400|5416 | Loss: 0.231442
INFO:EPOCH 20/100 | STEP: 1500|5416 | Loss: 0.234647
INFO:EPOCH 20/100 | STEP: 1600|5416 | Loss: 0.238227
INFO:EPOCH 20/100 | STEP: 1700|5416 | Loss: 0.238560
INFO:EPOCH 20/100 | STEP: 1800|5416 | Loss: 0.235338
INFO:EPOCH 20/100 | STEP: 1900|5416 | Loss: 0.228287
INFO:EPOCH 20/100 | STEP: 2000|5416 | Loss: 0.245037
INFO:EPOCH 20/100 | STEP: 2100|5416 | Loss: 0.222913
INFO:EPOCH 20/100 | STEP: 2200|5416 | Loss: 0.216209
INFO:EPOCH 20/100 | STEP: 2300|5416 | Loss: 0.228392
INFO:EPOCH 20/100 | STEP: 2400|5416 | Loss: 0.231449
INFO:EPOCH 20/100 | STEP: 2500|5416 | Loss: 0.222229
INFO:EPOCH 20/100 | STEP: 2600|5416 | Loss: 0.229279
INFO:EPOCH 20/100 | STEP: 2700|5416 | Loss: 0.225708
INFO:VAL NDCG@10, IoU=0.3: 0.276136
INFO:VAL NDCG@10, IoU=0.5: 0.251885
INFO:VAL NDCG@10, IoU=0.7: 0.170334
INFO:VAL NDCG@20, IoU=0.3: 0.286428
INFO:VAL NDCG@20, IoU=0.5: 0.259909
INFO:VAL NDCG@20, IoU=0.7: 0.176846
INFO:VAL NDCG@40, IoU=0.3: 0.311816
INFO:VAL NDCG@40, IoU=0.5: 0.281793
INFO:VAL NDCG@40, IoU=0.7: 0.193231
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.279074
INFO:TEST NDCG@10, IoU=0.5: 0.251855
INFO:TEST NDCG@10, IoU=0.7: 0.174302
INFO:TEST NDCG@20, IoU=0.3: 0.285879
INFO:TEST NDCG@20, IoU=0.5: 0.257864
INFO:TEST NDCG@20, IoU=0.7: 0.179054
INFO:TEST NDCG@40, IoU=0.3: 0.309947
INFO:TEST NDCG@40, IoU=0.5: 0.279828
INFO:TEST NDCG@40, IoU=0.7: 0.195801
INFO:
INFO:EPOCH 20/100 | STEP: 2800|5416 | Loss: 0.162063
INFO:EPOCH 20/100 | STEP: 2900|5416 | Loss: 0.173777
INFO:EPOCH 20/100 | STEP: 3000|5416 | Loss: 0.166035
INFO:EPOCH 20/100 | STEP: 3100|5416 | Loss: 0.167147
INFO:EPOCH 20/100 | STEP: 3200|5416 | Loss: 0.158013
INFO:EPOCH 20/100 | STEP: 3300|5416 | Loss: 0.163026
INFO:EPOCH 20/100 | STEP: 3400|5416 | Loss: 0.154979
INFO:EPOCH 20/100 | STEP: 3500|5416 | Loss: 0.157518
INFO:EPOCH 20/100 | STEP: 3600|5416 | Loss: 0.149279
INFO:EPOCH 20/100 | STEP: 3700|5416 | Loss: 0.150992
INFO:EPOCH 20/100 | STEP: 3800|5416 | Loss: 0.164845
INFO:EPOCH 20/100 | STEP: 3900|5416 | Loss: 0.171481
INFO:EPOCH 20/100 | STEP: 4000|5416 | Loss: 0.166722
INFO:EPOCH 20/100 | STEP: 4100|5416 | Loss: 0.149921
INFO:EPOCH 20/100 | STEP: 4200|5416 | Loss: 0.169775
INFO:EPOCH 20/100 | STEP: 4300|5416 | Loss: 0.162163
INFO:EPOCH 20/100 | STEP: 4400|5416 | Loss: 0.158133
INFO:EPOCH 20/100 | STEP: 4500|5416 | Loss: 0.152088
INFO:EPOCH 20/100 | STEP: 4600|5416 | Loss: 0.162600
INFO:EPOCH 20/100 | STEP: 4700|5416 | Loss: 0.157549
INFO:EPOCH 20/100 | STEP: 4800|5416 | Loss: 0.148951
INFO:EPOCH 20/100 | STEP: 4900|5416 | Loss: 0.163197
INFO:EPOCH 20/100 | STEP: 5000|5416 | Loss: 0.154752
INFO:EPOCH 20/100 | STEP: 5100|5416 | Loss: 0.156999
INFO:EPOCH 20/100 | STEP: 5200|5416 | Loss: 0.155632
INFO:EPOCH 20/100 | STEP: 5300|5416 | Loss: 0.164846
INFO:EPOCH 20/100 | STEP: 5400|5416 | Loss: 0.145521
INFO:VAL NDCG@10, IoU=0.3: 0.332220
INFO:VAL NDCG@10, IoU=0.5: 0.303961
INFO:VAL NDCG@10, IoU=0.7: 0.203056
INFO:VAL NDCG@20, IoU=0.3: 0.340019
INFO:VAL NDCG@20, IoU=0.5: 0.310547
INFO:VAL NDCG@20, IoU=0.7: 0.211049
INFO:VAL NDCG@40, IoU=0.3: 0.369936
INFO:VAL NDCG@40, IoU=0.5: 0.338452
INFO:VAL NDCG@40, IoU=0.7: 0.229747
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.329729
INFO:TEST NDCG@10, IoU=0.5: 0.301312
INFO:TEST NDCG@10, IoU=0.7: 0.210937
INFO:TEST NDCG@20, IoU=0.3: 0.338129
INFO:TEST NDCG@20, IoU=0.5: 0.308277
INFO:TEST NDCG@20, IoU=0.7: 0.216151
INFO:TEST NDCG@40, IoU=0.3: 0.366329
INFO:TEST NDCG@40, IoU=0.5: 0.333334
INFO:TEST NDCG@40, IoU=0.7: 0.233838
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.332220
INFO:BEST VAL NDCG@10, IoU=0.5: 0.303961
INFO:BEST VAL NDCG@10, IoU=0.7: 0.203056
INFO:BEST VAL NDCG@20, IoU=0.3: 0.340019
INFO:BEST VAL NDCG@20, IoU=0.5: 0.310547
INFO:BEST VAL NDCG@20, IoU=0.7: 0.211049
INFO:BEST VAL NDCG@40, IoU=0.3: 0.369936
INFO:BEST VAL NDCG@40, IoU=0.5: 0.338452
INFO:BEST VAL NDCG@40, IoU=0.7: 0.229747
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.329729
INFO:BEST TEST NDCG@10, IoU=0.5: 0.301312
INFO:BEST TEST NDCG@10, IoU=0.7: 0.210937
INFO:BEST TEST NDCG@20, IoU=0.3: 0.338129
INFO:BEST TEST NDCG@20, IoU=0.5: 0.308277
INFO:BEST TEST NDCG@20, IoU=0.7: 0.216151
INFO:BEST TEST NDCG@40, IoU=0.3: 0.366329
INFO:BEST TEST NDCG@40, IoU=0.5: 0.333334
INFO:BEST TEST NDCG@40, IoU=0.7: 0.233838
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 21|100
INFO:EPOCH 21/100 | STEP: 0|5416 | Loss: 0.230045
INFO:EPOCH 21/100 | STEP: 100|5416 | Loss: 0.227576
INFO:EPOCH 21/100 | STEP: 200|5416 | Loss: 0.230885
INFO:EPOCH 21/100 | STEP: 300|5416 | Loss: 0.231778
INFO:EPOCH 21/100 | STEP: 400|5416 | Loss: 0.222028
INFO:EPOCH 21/100 | STEP: 500|5416 | Loss: 0.223894
INFO:EPOCH 21/100 | STEP: 600|5416 | Loss: 0.224058
INFO:EPOCH 21/100 | STEP: 700|5416 | Loss: 0.222295
INFO:EPOCH 21/100 | STEP: 800|5416 | Loss: 0.216511
INFO:EPOCH 21/100 | STEP: 900|5416 | Loss: 0.232973
INFO:EPOCH 21/100 | STEP: 1000|5416 | Loss: 0.217250
INFO:EPOCH 21/100 | STEP: 1100|5416 | Loss: 0.237772
INFO:EPOCH 21/100 | STEP: 1200|5416 | Loss: 0.221917
INFO:EPOCH 21/100 | STEP: 1300|5416 | Loss: 0.226783
INFO:EPOCH 21/100 | STEP: 1400|5416 | Loss: 0.215725
INFO:EPOCH 21/100 | STEP: 1500|5416 | Loss: 0.226041
INFO:EPOCH 21/100 | STEP: 1600|5416 | Loss: 0.233901
INFO:EPOCH 21/100 | STEP: 1700|5416 | Loss: 0.216900
INFO:EPOCH 21/100 | STEP: 1800|5416 | Loss: 0.231524
INFO:EPOCH 21/100 | STEP: 1900|5416 | Loss: 0.224480
INFO:EPOCH 21/100 | STEP: 2000|5416 | Loss: 0.214674
INFO:EPOCH 21/100 | STEP: 2100|5416 | Loss: 0.213682
INFO:EPOCH 21/100 | STEP: 2200|5416 | Loss: 0.225473
INFO:EPOCH 21/100 | STEP: 2300|5416 | Loss: 0.227824
INFO:EPOCH 21/100 | STEP: 2400|5416 | Loss: 0.225055
INFO:EPOCH 21/100 | STEP: 2500|5416 | Loss: 0.218428
INFO:EPOCH 21/100 | STEP: 2600|5416 | Loss: 0.230924
INFO:EPOCH 21/100 | STEP: 2700|5416 | Loss: 0.221169
INFO:VAL NDCG@10, IoU=0.3: 0.291474
INFO:VAL NDCG@10, IoU=0.5: 0.264145
INFO:VAL NDCG@10, IoU=0.7: 0.173259
INFO:VAL NDCG@20, IoU=0.3: 0.297221
INFO:VAL NDCG@20, IoU=0.5: 0.269136
INFO:VAL NDCG@20, IoU=0.7: 0.179171
INFO:VAL NDCG@40, IoU=0.3: 0.323558
INFO:VAL NDCG@40, IoU=0.5: 0.292232
INFO:VAL NDCG@40, IoU=0.7: 0.196197
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.291582
INFO:TEST NDCG@10, IoU=0.5: 0.262652
INFO:TEST NDCG@10, IoU=0.7: 0.182238
INFO:TEST NDCG@20, IoU=0.3: 0.295758
INFO:TEST NDCG@20, IoU=0.5: 0.266615
INFO:TEST NDCG@20, IoU=0.7: 0.185870
INFO:TEST NDCG@40, IoU=0.3: 0.319680
INFO:TEST NDCG@40, IoU=0.5: 0.287978
INFO:TEST NDCG@40, IoU=0.7: 0.202584
INFO:
INFO:EPOCH 21/100 | STEP: 2800|5416 | Loss: 0.171335
INFO:EPOCH 21/100 | STEP: 2900|5416 | Loss: 0.172916
INFO:EPOCH 21/100 | STEP: 3000|5416 | Loss: 0.151662
INFO:EPOCH 21/100 | STEP: 3100|5416 | Loss: 0.156889
INFO:EPOCH 21/100 | STEP: 3200|5416 | Loss: 0.161451
INFO:EPOCH 21/100 | STEP: 3300|5416 | Loss: 0.170715
INFO:EPOCH 21/100 | STEP: 3400|5416 | Loss: 0.155669
INFO:EPOCH 21/100 | STEP: 3500|5416 | Loss: 0.153654
INFO:EPOCH 21/100 | STEP: 3600|5416 | Loss: 0.159511
INFO:EPOCH 21/100 | STEP: 3700|5416 | Loss: 0.144075
INFO:EPOCH 21/100 | STEP: 3800|5416 | Loss: 0.159747
INFO:EPOCH 21/100 | STEP: 3900|5416 | Loss: 0.142864
INFO:EPOCH 21/100 | STEP: 4000|5416 | Loss: 0.153779
INFO:EPOCH 21/100 | STEP: 4100|5416 | Loss: 0.153636
INFO:EPOCH 21/100 | STEP: 4200|5416 | Loss: 0.151232
INFO:EPOCH 21/100 | STEP: 4300|5416 | Loss: 0.159991
INFO:EPOCH 21/100 | STEP: 4400|5416 | Loss: 0.159602
INFO:EPOCH 21/100 | STEP: 4500|5416 | Loss: 0.155270
INFO:EPOCH 21/100 | STEP: 4600|5416 | Loss: 0.153987
INFO:EPOCH 21/100 | STEP: 4700|5416 | Loss: 0.151739
INFO:EPOCH 21/100 | STEP: 4800|5416 | Loss: 0.163105
INFO:EPOCH 21/100 | STEP: 4900|5416 | Loss: 0.155829
INFO:EPOCH 21/100 | STEP: 5000|5416 | Loss: 0.155178
INFO:EPOCH 21/100 | STEP: 5100|5416 | Loss: 0.159547
INFO:EPOCH 21/100 | STEP: 5200|5416 | Loss: 0.150119
INFO:EPOCH 21/100 | STEP: 5300|5416 | Loss: 0.141052
INFO:EPOCH 21/100 | STEP: 5400|5416 | Loss: 0.147992
INFO:VAL NDCG@10, IoU=0.3: 0.337165
INFO:VAL NDCG@10, IoU=0.5: 0.307936
INFO:VAL NDCG@10, IoU=0.7: 0.206687
INFO:VAL NDCG@20, IoU=0.3: 0.347924
INFO:VAL NDCG@20, IoU=0.5: 0.317316
INFO:VAL NDCG@20, IoU=0.7: 0.215867
INFO:VAL NDCG@40, IoU=0.3: 0.378066
INFO:VAL NDCG@40, IoU=0.5: 0.344567
INFO:VAL NDCG@40, IoU=0.7: 0.235583
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.339816
INFO:TEST NDCG@10, IoU=0.5: 0.310552
INFO:TEST NDCG@10, IoU=0.7: 0.217563
INFO:TEST NDCG@20, IoU=0.3: 0.346205
INFO:TEST NDCG@20, IoU=0.5: 0.315683
INFO:TEST NDCG@20, IoU=0.7: 0.221245
INFO:TEST NDCG@40, IoU=0.3: 0.374364
INFO:TEST NDCG@40, IoU=0.5: 0.340993
INFO:TEST NDCG@40, IoU=0.7: 0.239380
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.337165
INFO:BEST VAL NDCG@10, IoU=0.5: 0.307936
INFO:BEST VAL NDCG@10, IoU=0.7: 0.206687
INFO:BEST VAL NDCG@20, IoU=0.3: 0.347924
INFO:BEST VAL NDCG@20, IoU=0.5: 0.317316
INFO:BEST VAL NDCG@20, IoU=0.7: 0.215867
INFO:BEST VAL NDCG@40, IoU=0.3: 0.378066
INFO:BEST VAL NDCG@40, IoU=0.5: 0.344567
INFO:BEST VAL NDCG@40, IoU=0.7: 0.235583
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.339816
INFO:BEST TEST NDCG@10, IoU=0.5: 0.310552
INFO:BEST TEST NDCG@10, IoU=0.7: 0.217563
INFO:BEST TEST NDCG@20, IoU=0.3: 0.346205
INFO:BEST TEST NDCG@20, IoU=0.5: 0.315683
INFO:BEST TEST NDCG@20, IoU=0.7: 0.221245
INFO:BEST TEST NDCG@40, IoU=0.3: 0.374364
INFO:BEST TEST NDCG@40, IoU=0.5: 0.340993
INFO:BEST TEST NDCG@40, IoU=0.7: 0.239380
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 22|100
INFO:EPOCH 22/100 | STEP: 0|5416 | Loss: 0.233481
INFO:EPOCH 22/100 | STEP: 100|5416 | Loss: 0.214358
INFO:EPOCH 22/100 | STEP: 200|5416 | Loss: 0.227075
INFO:EPOCH 22/100 | STEP: 300|5416 | Loss: 0.219918
INFO:EPOCH 22/100 | STEP: 400|5416 | Loss: 0.228133
INFO:EPOCH 22/100 | STEP: 500|5416 | Loss: 0.232626
INFO:EPOCH 22/100 | STEP: 600|5416 | Loss: 0.230340
INFO:EPOCH 22/100 | STEP: 700|5416 | Loss: 0.239674
INFO:EPOCH 22/100 | STEP: 800|5416 | Loss: 0.217784
INFO:EPOCH 22/100 | STEP: 900|5416 | Loss: 0.221698
INFO:EPOCH 22/100 | STEP: 1000|5416 | Loss: 0.220816
INFO:EPOCH 22/100 | STEP: 1100|5416 | Loss: 0.217933
INFO:EPOCH 22/100 | STEP: 1200|5416 | Loss: 0.223029
INFO:EPOCH 22/100 | STEP: 1300|5416 | Loss: 0.219280
INFO:EPOCH 22/100 | STEP: 1400|5416 | Loss: 0.228339
INFO:EPOCH 22/100 | STEP: 1500|5416 | Loss: 0.228801
INFO:EPOCH 22/100 | STEP: 1600|5416 | Loss: 0.216527
INFO:EPOCH 22/100 | STEP: 1700|5416 | Loss: 0.219808
INFO:EPOCH 22/100 | STEP: 1800|5416 | Loss: 0.215811
INFO:EPOCH 22/100 | STEP: 1900|5416 | Loss: 0.213759
INFO:EPOCH 22/100 | STEP: 2000|5416 | Loss: 0.225387
INFO:EPOCH 22/100 | STEP: 2100|5416 | Loss: 0.227426
INFO:EPOCH 22/100 | STEP: 2200|5416 | Loss: 0.227072
INFO:EPOCH 22/100 | STEP: 2300|5416 | Loss: 0.219210
INFO:EPOCH 22/100 | STEP: 2400|5416 | Loss: 0.227416
INFO:EPOCH 22/100 | STEP: 2500|5416 | Loss: 0.216666
INFO:EPOCH 22/100 | STEP: 2600|5416 | Loss: 0.222598
INFO:EPOCH 22/100 | STEP: 2700|5416 | Loss: 0.212495
INFO:VAL NDCG@10, IoU=0.3: 0.289283
INFO:VAL NDCG@10, IoU=0.5: 0.261519
INFO:VAL NDCG@10, IoU=0.7: 0.169969
INFO:VAL NDCG@20, IoU=0.3: 0.295643
INFO:VAL NDCG@20, IoU=0.5: 0.266804
INFO:VAL NDCG@20, IoU=0.7: 0.175831
INFO:VAL NDCG@40, IoU=0.3: 0.319717
INFO:VAL NDCG@40, IoU=0.5: 0.289843
INFO:VAL NDCG@40, IoU=0.7: 0.193968
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.296334
INFO:TEST NDCG@10, IoU=0.5: 0.266534
INFO:TEST NDCG@10, IoU=0.7: 0.183906
INFO:TEST NDCG@20, IoU=0.3: 0.301388
INFO:TEST NDCG@20, IoU=0.5: 0.271853
INFO:TEST NDCG@20, IoU=0.7: 0.189172
INFO:TEST NDCG@40, IoU=0.3: 0.325152
INFO:TEST NDCG@40, IoU=0.5: 0.293096
INFO:TEST NDCG@40, IoU=0.7: 0.205371
INFO:
INFO:EPOCH 22/100 | STEP: 2800|5416 | Loss: 0.153677
INFO:EPOCH 22/100 | STEP: 2900|5416 | Loss: 0.147446
INFO:EPOCH 22/100 | STEP: 3000|5416 | Loss: 0.157480
INFO:EPOCH 22/100 | STEP: 3100|5416 | Loss: 0.149401
INFO:EPOCH 22/100 | STEP: 3200|5416 | Loss: 0.148609
INFO:EPOCH 22/100 | STEP: 3300|5416 | Loss: 0.153068
INFO:EPOCH 22/100 | STEP: 3400|5416 | Loss: 0.151856
INFO:EPOCH 22/100 | STEP: 3500|5416 | Loss: 0.140509
INFO:EPOCH 22/100 | STEP: 3600|5416 | Loss: 0.133254
INFO:EPOCH 22/100 | STEP: 3700|5416 | Loss: 0.151370
INFO:EPOCH 22/100 | STEP: 3800|5416 | Loss: 0.150649
INFO:EPOCH 22/100 | STEP: 3900|5416 | Loss: 0.155311
INFO:EPOCH 22/100 | STEP: 4000|5416 | Loss: 0.145454
INFO:EPOCH 22/100 | STEP: 4100|5416 | Loss: 0.142749
INFO:EPOCH 22/100 | STEP: 4200|5416 | Loss: 0.136972
INFO:EPOCH 22/100 | STEP: 4300|5416 | Loss: 0.148353
INFO:EPOCH 22/100 | STEP: 4400|5416 | Loss: 0.150183
INFO:EPOCH 22/100 | STEP: 4500|5416 | Loss: 0.149784
INFO:EPOCH 22/100 | STEP: 4600|5416 | Loss: 0.153768
INFO:EPOCH 22/100 | STEP: 4700|5416 | Loss: 0.151521
INFO:EPOCH 22/100 | STEP: 4800|5416 | Loss: 0.140025
INFO:EPOCH 22/100 | STEP: 4900|5416 | Loss: 0.146021
INFO:EPOCH 22/100 | STEP: 5000|5416 | Loss: 0.148868
INFO:EPOCH 22/100 | STEP: 5100|5416 | Loss: 0.153664
INFO:EPOCH 22/100 | STEP: 5200|5416 | Loss: 0.148106
INFO:EPOCH 22/100 | STEP: 5300|5416 | Loss: 0.147230
INFO:EPOCH 22/100 | STEP: 5400|5416 | Loss: 0.144254
INFO:VAL NDCG@10, IoU=0.3: 0.340366
INFO:VAL NDCG@10, IoU=0.5: 0.311918
INFO:VAL NDCG@10, IoU=0.7: 0.209637
INFO:VAL NDCG@20, IoU=0.3: 0.349003
INFO:VAL NDCG@20, IoU=0.5: 0.319907
INFO:VAL NDCG@20, IoU=0.7: 0.215869
INFO:VAL NDCG@40, IoU=0.3: 0.378083
INFO:VAL NDCG@40, IoU=0.5: 0.345602
INFO:VAL NDCG@40, IoU=0.7: 0.234506
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.340764
INFO:TEST NDCG@10, IoU=0.5: 0.311310
INFO:TEST NDCG@10, IoU=0.7: 0.217135
INFO:TEST NDCG@20, IoU=0.3: 0.350074
INFO:TEST NDCG@20, IoU=0.5: 0.319093
INFO:TEST NDCG@20, IoU=0.7: 0.223450
INFO:TEST NDCG@40, IoU=0.3: 0.377121
INFO:TEST NDCG@40, IoU=0.5: 0.343471
INFO:TEST NDCG@40, IoU=0.7: 0.241028
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.340366
INFO:BEST VAL NDCG@10, IoU=0.5: 0.311918
INFO:BEST VAL NDCG@10, IoU=0.7: 0.209637
INFO:BEST VAL NDCG@20, IoU=0.3: 0.349003
INFO:BEST VAL NDCG@20, IoU=0.5: 0.319907
INFO:BEST VAL NDCG@20, IoU=0.7: 0.215869
INFO:BEST VAL NDCG@40, IoU=0.3: 0.378083
INFO:BEST VAL NDCG@40, IoU=0.5: 0.345602
INFO:BEST VAL NDCG@40, IoU=0.7: 0.234506
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.340764
INFO:BEST TEST NDCG@10, IoU=0.5: 0.311310
INFO:BEST TEST NDCG@10, IoU=0.7: 0.217135
INFO:BEST TEST NDCG@20, IoU=0.3: 0.350074
INFO:BEST TEST NDCG@20, IoU=0.5: 0.319093
INFO:BEST TEST NDCG@20, IoU=0.7: 0.223450
INFO:BEST TEST NDCG@40, IoU=0.3: 0.377121
INFO:BEST TEST NDCG@40, IoU=0.5: 0.343471
INFO:BEST TEST NDCG@40, IoU=0.7: 0.241028
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 23|100
INFO:EPOCH 23/100 | STEP: 0|5416 | Loss: 0.232911
INFO:EPOCH 23/100 | STEP: 100|5416 | Loss: 0.218324
INFO:EPOCH 23/100 | STEP: 200|5416 | Loss: 0.219923
INFO:EPOCH 23/100 | STEP: 300|5416 | Loss: 0.212254
INFO:EPOCH 23/100 | STEP: 400|5416 | Loss: 0.213682
INFO:EPOCH 23/100 | STEP: 500|5416 | Loss: 0.240780
INFO:EPOCH 23/100 | STEP: 600|5416 | Loss: 0.214575
INFO:EPOCH 23/100 | STEP: 700|5416 | Loss: 0.226821
INFO:EPOCH 23/100 | STEP: 800|5416 | Loss: 0.212899
INFO:EPOCH 23/100 | STEP: 900|5416 | Loss: 0.231892
INFO:EPOCH 23/100 | STEP: 1000|5416 | Loss: 0.225479
INFO:EPOCH 23/100 | STEP: 1100|5416 | Loss: 0.218645
INFO:EPOCH 23/100 | STEP: 1200|5416 | Loss: 0.218262
INFO:EPOCH 23/100 | STEP: 1300|5416 | Loss: 0.208464
INFO:EPOCH 23/100 | STEP: 1400|5416 | Loss: 0.221943
INFO:EPOCH 23/100 | STEP: 1500|5416 | Loss: 0.220928
INFO:EPOCH 23/100 | STEP: 1600|5416 | Loss: 0.228020
INFO:EPOCH 23/100 | STEP: 1700|5416 | Loss: 0.215314
INFO:EPOCH 23/100 | STEP: 1800|5416 | Loss: 0.224323
INFO:EPOCH 23/100 | STEP: 1900|5416 | Loss: 0.209248
INFO:EPOCH 23/100 | STEP: 2000|5416 | Loss: 0.237443
INFO:EPOCH 23/100 | STEP: 2100|5416 | Loss: 0.221945
INFO:EPOCH 23/100 | STEP: 2200|5416 | Loss: 0.214351
INFO:EPOCH 23/100 | STEP: 2300|5416 | Loss: 0.219912
INFO:EPOCH 23/100 | STEP: 2400|5416 | Loss: 0.211824
INFO:EPOCH 23/100 | STEP: 2500|5416 | Loss: 0.212949
INFO:EPOCH 23/100 | STEP: 2600|5416 | Loss: 0.219816
INFO:EPOCH 23/100 | STEP: 2700|5416 | Loss: 0.222694
INFO:VAL NDCG@10, IoU=0.3: 0.300008
INFO:VAL NDCG@10, IoU=0.5: 0.269534
INFO:VAL NDCG@10, IoU=0.7: 0.176869
INFO:VAL NDCG@20, IoU=0.3: 0.304560
INFO:VAL NDCG@20, IoU=0.5: 0.275252
INFO:VAL NDCG@20, IoU=0.7: 0.181970
INFO:VAL NDCG@40, IoU=0.3: 0.331835
INFO:VAL NDCG@40, IoU=0.5: 0.300437
INFO:VAL NDCG@40, IoU=0.7: 0.204125
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.298186
INFO:TEST NDCG@10, IoU=0.5: 0.268005
INFO:TEST NDCG@10, IoU=0.7: 0.184820
INFO:TEST NDCG@20, IoU=0.3: 0.304327
INFO:TEST NDCG@20, IoU=0.5: 0.273665
INFO:TEST NDCG@20, IoU=0.7: 0.191071
INFO:TEST NDCG@40, IoU=0.3: 0.328024
INFO:TEST NDCG@40, IoU=0.5: 0.295381
INFO:TEST NDCG@40, IoU=0.7: 0.207645
INFO:
INFO:EPOCH 23/100 | STEP: 2800|5416 | Loss: 0.152822
INFO:EPOCH 23/100 | STEP: 2900|5416 | Loss: 0.142207
INFO:EPOCH 23/100 | STEP: 3000|5416 | Loss: 0.133925
INFO:EPOCH 23/100 | STEP: 3100|5416 | Loss: 0.152607
INFO:EPOCH 23/100 | STEP: 3200|5416 | Loss: 0.148335
INFO:EPOCH 23/100 | STEP: 3300|5416 | Loss: 0.153123
INFO:EPOCH 23/100 | STEP: 3400|5416 | Loss: 0.145470
INFO:EPOCH 23/100 | STEP: 3500|5416 | Loss: 0.151450
INFO:EPOCH 23/100 | STEP: 3600|5416 | Loss: 0.148858
INFO:EPOCH 23/100 | STEP: 3700|5416 | Loss: 0.150667
INFO:EPOCH 23/100 | STEP: 3800|5416 | Loss: 0.145461
INFO:EPOCH 23/100 | STEP: 3900|5416 | Loss: 0.144022
INFO:EPOCH 23/100 | STEP: 4000|5416 | Loss: 0.133770
INFO:EPOCH 23/100 | STEP: 4100|5416 | Loss: 0.144266
INFO:EPOCH 23/100 | STEP: 4200|5416 | Loss: 0.143351
INFO:EPOCH 23/100 | STEP: 4300|5416 | Loss: 0.143486
INFO:EPOCH 23/100 | STEP: 4400|5416 | Loss: 0.143582
INFO:EPOCH 23/100 | STEP: 4500|5416 | Loss: 0.136352
INFO:EPOCH 23/100 | STEP: 4600|5416 | Loss: 0.141969
INFO:EPOCH 23/100 | STEP: 4700|5416 | Loss: 0.131681
INFO:EPOCH 23/100 | STEP: 4800|5416 | Loss: 0.147382
INFO:EPOCH 23/100 | STEP: 4900|5416 | Loss: 0.140047
INFO:EPOCH 23/100 | STEP: 5000|5416 | Loss: 0.137434
INFO:EPOCH 23/100 | STEP: 5100|5416 | Loss: 0.153052
INFO:EPOCH 23/100 | STEP: 5200|5416 | Loss: 0.136202
INFO:EPOCH 23/100 | STEP: 5300|5416 | Loss: 0.141587
INFO:EPOCH 23/100 | STEP: 5400|5416 | Loss: 0.139047
INFO:VAL NDCG@10, IoU=0.3: 0.355912
INFO:VAL NDCG@10, IoU=0.5: 0.324745
INFO:VAL NDCG@10, IoU=0.7: 0.218689
INFO:VAL NDCG@20, IoU=0.3: 0.362565
INFO:VAL NDCG@20, IoU=0.5: 0.329553
INFO:VAL NDCG@20, IoU=0.7: 0.223112
INFO:VAL NDCG@40, IoU=0.3: 0.389363
INFO:VAL NDCG@40, IoU=0.5: 0.354332
INFO:VAL NDCG@40, IoU=0.7: 0.242139
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.349004
INFO:TEST NDCG@10, IoU=0.5: 0.318298
INFO:TEST NDCG@10, IoU=0.7: 0.222876
INFO:TEST NDCG@20, IoU=0.3: 0.356716
INFO:TEST NDCG@20, IoU=0.5: 0.324741
INFO:TEST NDCG@20, IoU=0.7: 0.228163
INFO:TEST NDCG@40, IoU=0.3: 0.384606
INFO:TEST NDCG@40, IoU=0.5: 0.349868
INFO:TEST NDCG@40, IoU=0.7: 0.246244
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.355912
INFO:BEST VAL NDCG@10, IoU=0.5: 0.324745
INFO:BEST VAL NDCG@10, IoU=0.7: 0.218689
INFO:BEST VAL NDCG@20, IoU=0.3: 0.362565
INFO:BEST VAL NDCG@20, IoU=0.5: 0.329553
INFO:BEST VAL NDCG@20, IoU=0.7: 0.223112
INFO:BEST VAL NDCG@40, IoU=0.3: 0.389363
INFO:BEST VAL NDCG@40, IoU=0.5: 0.354332
INFO:BEST VAL NDCG@40, IoU=0.7: 0.242139
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.349004
INFO:BEST TEST NDCG@10, IoU=0.5: 0.318298
INFO:BEST TEST NDCG@10, IoU=0.7: 0.222876
INFO:BEST TEST NDCG@20, IoU=0.3: 0.356716
INFO:BEST TEST NDCG@20, IoU=0.5: 0.324741
INFO:BEST TEST NDCG@20, IoU=0.7: 0.228163
INFO:BEST TEST NDCG@40, IoU=0.3: 0.384606
INFO:BEST TEST NDCG@40, IoU=0.5: 0.349868
INFO:BEST TEST NDCG@40, IoU=0.7: 0.246244
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 24|100
INFO:EPOCH 24/100 | STEP: 0|5416 | Loss: 0.225933
INFO:EPOCH 24/100 | STEP: 100|5416 | Loss: 0.223398
INFO:EPOCH 24/100 | STEP: 200|5416 | Loss: 0.216473
INFO:EPOCH 24/100 | STEP: 300|5416 | Loss: 0.207554
INFO:EPOCH 24/100 | STEP: 400|5416 | Loss: 0.223158
INFO:EPOCH 24/100 | STEP: 500|5416 | Loss: 0.215351
INFO:EPOCH 24/100 | STEP: 600|5416 | Loss: 0.215034
INFO:EPOCH 24/100 | STEP: 700|5416 | Loss: 0.202685
INFO:EPOCH 24/100 | STEP: 800|5416 | Loss: 0.214742
INFO:EPOCH 24/100 | STEP: 900|5416 | Loss: 0.215785
INFO:EPOCH 24/100 | STEP: 1000|5416 | Loss: 0.214527
INFO:EPOCH 24/100 | STEP: 1100|5416 | Loss: 0.233361
INFO:EPOCH 24/100 | STEP: 1200|5416 | Loss: 0.213250
INFO:EPOCH 24/100 | STEP: 1300|5416 | Loss: 0.216612
INFO:EPOCH 24/100 | STEP: 1400|5416 | Loss: 0.223634
INFO:EPOCH 24/100 | STEP: 1500|5416 | Loss: 0.223418
INFO:EPOCH 24/100 | STEP: 1600|5416 | Loss: 0.216954
INFO:EPOCH 24/100 | STEP: 1700|5416 | Loss: 0.215534
INFO:EPOCH 24/100 | STEP: 1800|5416 | Loss: 0.214447
INFO:EPOCH 24/100 | STEP: 1900|5416 | Loss: 0.223267
INFO:EPOCH 24/100 | STEP: 2000|5416 | Loss: 0.214724
INFO:EPOCH 24/100 | STEP: 2100|5416 | Loss: 0.213794
INFO:EPOCH 24/100 | STEP: 2200|5416 | Loss: 0.211735
INFO:EPOCH 24/100 | STEP: 2300|5416 | Loss: 0.214713
INFO:EPOCH 24/100 | STEP: 2400|5416 | Loss: 0.219294
INFO:EPOCH 24/100 | STEP: 2500|5416 | Loss: 0.221424
INFO:EPOCH 24/100 | STEP: 2600|5416 | Loss: 0.221809
INFO:EPOCH 24/100 | STEP: 2700|5416 | Loss: 0.219360
INFO:VAL NDCG@10, IoU=0.3: 0.303780
INFO:VAL NDCG@10, IoU=0.5: 0.275131
INFO:VAL NDCG@10, IoU=0.7: 0.178846
INFO:VAL NDCG@20, IoU=0.3: 0.309990
INFO:VAL NDCG@20, IoU=0.5: 0.281490
INFO:VAL NDCG@20, IoU=0.7: 0.188613
INFO:VAL NDCG@40, IoU=0.3: 0.334054
INFO:VAL NDCG@40, IoU=0.5: 0.302567
INFO:VAL NDCG@40, IoU=0.7: 0.206769
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.303535
INFO:TEST NDCG@10, IoU=0.5: 0.272890
INFO:TEST NDCG@10, IoU=0.7: 0.187955
INFO:TEST NDCG@20, IoU=0.3: 0.308974
INFO:TEST NDCG@20, IoU=0.5: 0.277589
INFO:TEST NDCG@20, IoU=0.7: 0.193366
INFO:TEST NDCG@40, IoU=0.3: 0.332615
INFO:TEST NDCG@40, IoU=0.5: 0.299278
INFO:TEST NDCG@40, IoU=0.7: 0.210530
INFO:
INFO:EPOCH 24/100 | STEP: 2800|5416 | Loss: 0.154583
INFO:EPOCH 24/100 | STEP: 2900|5416 | Loss: 0.140513
INFO:EPOCH 24/100 | STEP: 3000|5416 | Loss: 0.136187
INFO:EPOCH 24/100 | STEP: 3100|5416 | Loss: 0.142619
INFO:EPOCH 24/100 | STEP: 3200|5416 | Loss: 0.154242
INFO:EPOCH 24/100 | STEP: 3300|5416 | Loss: 0.136690
INFO:EPOCH 24/100 | STEP: 3400|5416 | Loss: 0.143492
INFO:EPOCH 24/100 | STEP: 3500|5416 | Loss: 0.140702
INFO:EPOCH 24/100 | STEP: 3600|5416 | Loss: 0.136811
INFO:EPOCH 24/100 | STEP: 3700|5416 | Loss: 0.132659
INFO:EPOCH 24/100 | STEP: 3800|5416 | Loss: 0.150649
INFO:EPOCH 24/100 | STEP: 3900|5416 | Loss: 0.136654
INFO:EPOCH 24/100 | STEP: 4000|5416 | Loss: 0.143578
INFO:EPOCH 24/100 | STEP: 4100|5416 | Loss: 0.141707
INFO:EPOCH 24/100 | STEP: 4200|5416 | Loss: 0.146183
INFO:EPOCH 24/100 | STEP: 4300|5416 | Loss: 0.153726
INFO:EPOCH 24/100 | STEP: 4400|5416 | Loss: 0.140160
INFO:EPOCH 24/100 | STEP: 4500|5416 | Loss: 0.147835
INFO:EPOCH 24/100 | STEP: 4600|5416 | Loss: 0.139302
INFO:EPOCH 24/100 | STEP: 4700|5416 | Loss: 0.135996
INFO:EPOCH 24/100 | STEP: 4800|5416 | Loss: 0.142068
INFO:EPOCH 24/100 | STEP: 4900|5416 | Loss: 0.135103
INFO:EPOCH 24/100 | STEP: 5000|5416 | Loss: 0.141342
INFO:EPOCH 24/100 | STEP: 5100|5416 | Loss: 0.135295
INFO:EPOCH 24/100 | STEP: 5200|5416 | Loss: 0.139662
INFO:EPOCH 24/100 | STEP: 5300|5416 | Loss: 0.139741
INFO:EPOCH 24/100 | STEP: 5400|5416 | Loss: 0.142259
INFO:VAL NDCG@10, IoU=0.3: 0.350951
INFO:VAL NDCG@10, IoU=0.5: 0.319264
INFO:VAL NDCG@10, IoU=0.7: 0.215193
INFO:VAL NDCG@20, IoU=0.3: 0.362738
INFO:VAL NDCG@20, IoU=0.5: 0.330245
INFO:VAL NDCG@20, IoU=0.7: 0.223171
INFO:VAL NDCG@40, IoU=0.3: 0.390055
INFO:VAL NDCG@40, IoU=0.5: 0.354726
INFO:VAL NDCG@40, IoU=0.7: 0.241565
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.354611
INFO:TEST NDCG@10, IoU=0.5: 0.322545
INFO:TEST NDCG@10, IoU=0.7: 0.225876
INFO:TEST NDCG@20, IoU=0.3: 0.360881
INFO:TEST NDCG@20, IoU=0.5: 0.327980
INFO:TEST NDCG@20, IoU=0.7: 0.230538
INFO:TEST NDCG@40, IoU=0.3: 0.389002
INFO:TEST NDCG@40, IoU=0.5: 0.353651
INFO:TEST NDCG@40, IoU=0.7: 0.249134
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.350951
INFO:BEST VAL NDCG@10, IoU=0.5: 0.319264
INFO:BEST VAL NDCG@10, IoU=0.7: 0.215193
INFO:BEST VAL NDCG@20, IoU=0.3: 0.362738
INFO:BEST VAL NDCG@20, IoU=0.5: 0.330245
INFO:BEST VAL NDCG@20, IoU=0.7: 0.223171
INFO:BEST VAL NDCG@40, IoU=0.3: 0.390055
INFO:BEST VAL NDCG@40, IoU=0.5: 0.354726
INFO:BEST VAL NDCG@40, IoU=0.7: 0.241565
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.354611
INFO:BEST TEST NDCG@10, IoU=0.5: 0.322545
INFO:BEST TEST NDCG@10, IoU=0.7: 0.225876
INFO:BEST TEST NDCG@20, IoU=0.3: 0.360881
INFO:BEST TEST NDCG@20, IoU=0.5: 0.327980
INFO:BEST TEST NDCG@20, IoU=0.7: 0.230538
INFO:BEST TEST NDCG@40, IoU=0.3: 0.389002
INFO:BEST TEST NDCG@40, IoU=0.5: 0.353651
INFO:BEST TEST NDCG@40, IoU=0.7: 0.249134
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 25|100
INFO:EPOCH 25/100 | STEP: 0|5416 | Loss: 0.218666
INFO:EPOCH 25/100 | STEP: 100|5416 | Loss: 0.210208
INFO:EPOCH 25/100 | STEP: 200|5416 | Loss: 0.214434
INFO:EPOCH 25/100 | STEP: 300|5416 | Loss: 0.198251
INFO:EPOCH 25/100 | STEP: 400|5416 | Loss: 0.230251
INFO:EPOCH 25/100 | STEP: 500|5416 | Loss: 0.206251
INFO:EPOCH 25/100 | STEP: 600|5416 | Loss: 0.221921
INFO:EPOCH 25/100 | STEP: 700|5416 | Loss: 0.203499
INFO:EPOCH 25/100 | STEP: 800|5416 | Loss: 0.219992
INFO:EPOCH 25/100 | STEP: 900|5416 | Loss: 0.210214
INFO:EPOCH 25/100 | STEP: 1000|5416 | Loss: 0.220293
INFO:EPOCH 25/100 | STEP: 1100|5416 | Loss: 0.208781
INFO:EPOCH 25/100 | STEP: 1200|5416 | Loss: 0.220702
INFO:EPOCH 25/100 | STEP: 1300|5416 | Loss: 0.206079
INFO:EPOCH 25/100 | STEP: 1400|5416 | Loss: 0.203509
INFO:EPOCH 25/100 | STEP: 1500|5416 | Loss: 0.195203
INFO:EPOCH 25/100 | STEP: 1600|5416 | Loss: 0.212766
INFO:EPOCH 25/100 | STEP: 1700|5416 | Loss: 0.217185
INFO:EPOCH 25/100 | STEP: 1800|5416 | Loss: 0.217817
INFO:EPOCH 25/100 | STEP: 1900|5416 | Loss: 0.215503
INFO:EPOCH 25/100 | STEP: 2000|5416 | Loss: 0.209910
INFO:EPOCH 25/100 | STEP: 2100|5416 | Loss: 0.219283
INFO:EPOCH 25/100 | STEP: 2200|5416 | Loss: 0.217446
INFO:EPOCH 25/100 | STEP: 2300|5416 | Loss: 0.207141
INFO:EPOCH 25/100 | STEP: 2400|5416 | Loss: 0.233758
INFO:EPOCH 25/100 | STEP: 2500|5416 | Loss: 0.214366
INFO:EPOCH 25/100 | STEP: 2600|5416 | Loss: 0.220674
INFO:EPOCH 25/100 | STEP: 2700|5416 | Loss: 0.208192
INFO:VAL NDCG@10, IoU=0.3: 0.305991
INFO:VAL NDCG@10, IoU=0.5: 0.277230
INFO:VAL NDCG@10, IoU=0.7: 0.182751
INFO:VAL NDCG@20, IoU=0.3: 0.311584
INFO:VAL NDCG@20, IoU=0.5: 0.280830
INFO:VAL NDCG@20, IoU=0.7: 0.188011
INFO:VAL NDCG@40, IoU=0.3: 0.337771
INFO:VAL NDCG@40, IoU=0.5: 0.305607
INFO:VAL NDCG@40, IoU=0.7: 0.209450
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.307953
INFO:TEST NDCG@10, IoU=0.5: 0.276415
INFO:TEST NDCG@10, IoU=0.7: 0.189903
INFO:TEST NDCG@20, IoU=0.3: 0.313883
INFO:TEST NDCG@20, IoU=0.5: 0.282074
INFO:TEST NDCG@20, IoU=0.7: 0.195753
INFO:TEST NDCG@40, IoU=0.3: 0.338176
INFO:TEST NDCG@40, IoU=0.5: 0.304422
INFO:TEST NDCG@40, IoU=0.7: 0.213400
INFO:
INFO:EPOCH 25/100 | STEP: 2800|5416 | Loss: 0.142431
INFO:EPOCH 25/100 | STEP: 2900|5416 | Loss: 0.133216
INFO:EPOCH 25/100 | STEP: 3000|5416 | Loss: 0.143284
INFO:EPOCH 25/100 | STEP: 3100|5416 | Loss: 0.143624
INFO:EPOCH 25/100 | STEP: 3200|5416 | Loss: 0.145788
INFO:EPOCH 25/100 | STEP: 3300|5416 | Loss: 0.150107
INFO:EPOCH 25/100 | STEP: 3400|5416 | Loss: 0.143254
INFO:EPOCH 25/100 | STEP: 3500|5416 | Loss: 0.147449
INFO:EPOCH 25/100 | STEP: 3600|5416 | Loss: 0.136543
INFO:EPOCH 25/100 | STEP: 3700|5416 | Loss: 0.137639
INFO:EPOCH 25/100 | STEP: 3800|5416 | Loss: 0.143741
INFO:EPOCH 25/100 | STEP: 3900|5416 | Loss: 0.145702
INFO:EPOCH 25/100 | STEP: 4000|5416 | Loss: 0.130949
INFO:EPOCH 25/100 | STEP: 4100|5416 | Loss: 0.145799
INFO:EPOCH 25/100 | STEP: 4200|5416 | Loss: 0.142106
INFO:EPOCH 25/100 | STEP: 4300|5416 | Loss: 0.140697
INFO:EPOCH 25/100 | STEP: 4400|5416 | Loss: 0.148343
INFO:EPOCH 25/100 | STEP: 4500|5416 | Loss: 0.149291
INFO:EPOCH 25/100 | STEP: 4600|5416 | Loss: 0.142804
INFO:EPOCH 25/100 | STEP: 4700|5416 | Loss: 0.139916
INFO:EPOCH 25/100 | STEP: 4800|5416 | Loss: 0.134949
INFO:EPOCH 25/100 | STEP: 4900|5416 | Loss: 0.136588
INFO:EPOCH 25/100 | STEP: 5000|5416 | Loss: 0.132723
INFO:EPOCH 25/100 | STEP: 5100|5416 | Loss: 0.145020
INFO:EPOCH 25/100 | STEP: 5200|5416 | Loss: 0.137251
INFO:EPOCH 25/100 | STEP: 5300|5416 | Loss: 0.125412
INFO:EPOCH 25/100 | STEP: 5400|5416 | Loss: 0.141680
INFO:VAL NDCG@10, IoU=0.3: 0.356174
INFO:VAL NDCG@10, IoU=0.5: 0.325012
INFO:VAL NDCG@10, IoU=0.7: 0.218626
INFO:VAL NDCG@20, IoU=0.3: 0.366910
INFO:VAL NDCG@20, IoU=0.5: 0.334607
INFO:VAL NDCG@20, IoU=0.7: 0.228601
INFO:VAL NDCG@40, IoU=0.3: 0.393201
INFO:VAL NDCG@40, IoU=0.5: 0.357862
INFO:VAL NDCG@40, IoU=0.7: 0.245265
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.357601
INFO:TEST NDCG@10, IoU=0.5: 0.325351
INFO:TEST NDCG@10, IoU=0.7: 0.229049
INFO:TEST NDCG@20, IoU=0.3: 0.365606
INFO:TEST NDCG@20, IoU=0.5: 0.332096
INFO:TEST NDCG@20, IoU=0.7: 0.233858
INFO:TEST NDCG@40, IoU=0.3: 0.392503
INFO:TEST NDCG@40, IoU=0.5: 0.356491
INFO:TEST NDCG@40, IoU=0.7: 0.251586
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.356174
INFO:BEST VAL NDCG@10, IoU=0.5: 0.325012
INFO:BEST VAL NDCG@10, IoU=0.7: 0.218626
INFO:BEST VAL NDCG@20, IoU=0.3: 0.366910
INFO:BEST VAL NDCG@20, IoU=0.5: 0.334607
INFO:BEST VAL NDCG@20, IoU=0.7: 0.228601
INFO:BEST VAL NDCG@40, IoU=0.3: 0.393201
INFO:BEST VAL NDCG@40, IoU=0.5: 0.357862
INFO:BEST VAL NDCG@40, IoU=0.7: 0.245265
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.357601
INFO:BEST TEST NDCG@10, IoU=0.5: 0.325351
INFO:BEST TEST NDCG@10, IoU=0.7: 0.229049
INFO:BEST TEST NDCG@20, IoU=0.3: 0.365606
INFO:BEST TEST NDCG@20, IoU=0.5: 0.332096
INFO:BEST TEST NDCG@20, IoU=0.7: 0.233858
INFO:BEST TEST NDCG@40, IoU=0.3: 0.392503
INFO:BEST TEST NDCG@40, IoU=0.5: 0.356491
INFO:BEST TEST NDCG@40, IoU=0.7: 0.251586
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 26|100
INFO:EPOCH 26/100 | STEP: 0|5416 | Loss: 0.226570
INFO:EPOCH 26/100 | STEP: 100|5416 | Loss: 0.216861
INFO:EPOCH 26/100 | STEP: 200|5416 | Loss: 0.215388
INFO:EPOCH 26/100 | STEP: 300|5416 | Loss: 0.213502
INFO:EPOCH 26/100 | STEP: 400|5416 | Loss: 0.222843
INFO:EPOCH 26/100 | STEP: 500|5416 | Loss: 0.222577
INFO:EPOCH 26/100 | STEP: 600|5416 | Loss: 0.217817
INFO:EPOCH 26/100 | STEP: 700|5416 | Loss: 0.220266
INFO:EPOCH 26/100 | STEP: 800|5416 | Loss: 0.223878
INFO:EPOCH 26/100 | STEP: 900|5416 | Loss: 0.219012
INFO:EPOCH 26/100 | STEP: 1000|5416 | Loss: 0.215241
INFO:EPOCH 26/100 | STEP: 1100|5416 | Loss: 0.211937
INFO:EPOCH 26/100 | STEP: 1200|5416 | Loss: 0.223934
INFO:EPOCH 26/100 | STEP: 1300|5416 | Loss: 0.209474
INFO:EPOCH 26/100 | STEP: 1400|5416 | Loss: 0.218187
INFO:EPOCH 26/100 | STEP: 1500|5416 | Loss: 0.217553
INFO:EPOCH 26/100 | STEP: 1600|5416 | Loss: 0.216796
INFO:EPOCH 26/100 | STEP: 1700|5416 | Loss: 0.199920
INFO:EPOCH 26/100 | STEP: 1800|5416 | Loss: 0.222913
INFO:EPOCH 26/100 | STEP: 1900|5416 | Loss: 0.208809
INFO:EPOCH 26/100 | STEP: 2000|5416 | Loss: 0.208982
INFO:EPOCH 26/100 | STEP: 2100|5416 | Loss: 0.203892
INFO:EPOCH 26/100 | STEP: 2200|5416 | Loss: 0.206922
INFO:EPOCH 26/100 | STEP: 2300|5416 | Loss: 0.208909
INFO:EPOCH 26/100 | STEP: 2400|5416 | Loss: 0.210475
INFO:EPOCH 26/100 | STEP: 2500|5416 | Loss: 0.210323
INFO:EPOCH 26/100 | STEP: 2600|5416 | Loss: 0.219127
INFO:EPOCH 26/100 | STEP: 2700|5416 | Loss: 0.205092
INFO:VAL NDCG@10, IoU=0.3: 0.308424
INFO:VAL NDCG@10, IoU=0.5: 0.280243
INFO:VAL NDCG@10, IoU=0.7: 0.182790
INFO:VAL NDCG@20, IoU=0.3: 0.314415
INFO:VAL NDCG@20, IoU=0.5: 0.285721
INFO:VAL NDCG@20, IoU=0.7: 0.191731
INFO:VAL NDCG@40, IoU=0.3: 0.340678
INFO:VAL NDCG@40, IoU=0.5: 0.308758
INFO:VAL NDCG@40, IoU=0.7: 0.210046
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.312314
INFO:TEST NDCG@10, IoU=0.5: 0.281534
INFO:TEST NDCG@10, IoU=0.7: 0.192909
INFO:TEST NDCG@20, IoU=0.3: 0.316933
INFO:TEST NDCG@20, IoU=0.5: 0.285553
INFO:TEST NDCG@20, IoU=0.7: 0.197615
INFO:TEST NDCG@40, IoU=0.3: 0.340288
INFO:TEST NDCG@40, IoU=0.5: 0.306717
INFO:TEST NDCG@40, IoU=0.7: 0.214844
INFO:
INFO:EPOCH 26/100 | STEP: 2800|5416 | Loss: 0.149670
INFO:EPOCH 26/100 | STEP: 2900|5416 | Loss: 0.131030
INFO:EPOCH 26/100 | STEP: 3000|5416 | Loss: 0.134802
INFO:EPOCH 26/100 | STEP: 3100|5416 | Loss: 0.142793
INFO:EPOCH 26/100 | STEP: 3200|5416 | Loss: 0.144470
INFO:EPOCH 26/100 | STEP: 3300|5416 | Loss: 0.139241
INFO:EPOCH 26/100 | STEP: 3400|5416 | Loss: 0.144869
INFO:EPOCH 26/100 | STEP: 3500|5416 | Loss: 0.141133
INFO:EPOCH 26/100 | STEP: 3600|5416 | Loss: 0.139149
INFO:EPOCH 26/100 | STEP: 3700|5416 | Loss: 0.152214
INFO:EPOCH 26/100 | STEP: 3800|5416 | Loss: 0.136497
INFO:EPOCH 26/100 | STEP: 3900|5416 | Loss: 0.141817
INFO:EPOCH 26/100 | STEP: 4000|5416 | Loss: 0.135629
INFO:EPOCH 26/100 | STEP: 4100|5416 | Loss: 0.140703
INFO:EPOCH 26/100 | STEP: 4200|5416 | Loss: 0.137397
INFO:EPOCH 26/100 | STEP: 4300|5416 | Loss: 0.137438
INFO:EPOCH 26/100 | STEP: 4400|5416 | Loss: 0.137135
INFO:EPOCH 26/100 | STEP: 4500|5416 | Loss: 0.130488
INFO:EPOCH 26/100 | STEP: 4600|5416 | Loss: 0.139329
INFO:EPOCH 26/100 | STEP: 4700|5416 | Loss: 0.147245
INFO:EPOCH 26/100 | STEP: 4800|5416 | Loss: 0.146407
INFO:EPOCH 26/100 | STEP: 4900|5416 | Loss: 0.140903
INFO:EPOCH 26/100 | STEP: 5000|5416 | Loss: 0.144109
INFO:EPOCH 26/100 | STEP: 5100|5416 | Loss: 0.130575
INFO:EPOCH 26/100 | STEP: 5200|5416 | Loss: 0.138867
INFO:EPOCH 26/100 | STEP: 5300|5416 | Loss: 0.146569
INFO:EPOCH 26/100 | STEP: 5400|5416 | Loss: 0.134377
INFO:VAL NDCG@10, IoU=0.3: 0.354486
INFO:VAL NDCG@10, IoU=0.5: 0.324303
INFO:VAL NDCG@10, IoU=0.7: 0.221122
INFO:VAL NDCG@20, IoU=0.3: 0.360824
INFO:VAL NDCG@20, IoU=0.5: 0.329333
INFO:VAL NDCG@20, IoU=0.7: 0.223975
INFO:VAL NDCG@40, IoU=0.3: 0.390931
INFO:VAL NDCG@40, IoU=0.5: 0.357316
INFO:VAL NDCG@40, IoU=0.7: 0.245821
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.361917
INFO:TEST NDCG@10, IoU=0.5: 0.329769
INFO:TEST NDCG@10, IoU=0.7: 0.232298
INFO:TEST NDCG@20, IoU=0.3: 0.369718
INFO:TEST NDCG@20, IoU=0.5: 0.336563
INFO:TEST NDCG@20, IoU=0.7: 0.237370
INFO:TEST NDCG@40, IoU=0.3: 0.396682
INFO:TEST NDCG@40, IoU=0.5: 0.360829
INFO:TEST NDCG@40, IoU=0.7: 0.255153
INFO:
INFO:TRAIN EPOCH: 27|100
INFO:EPOCH 27/100 | STEP: 0|5416 | Loss: 0.231663
INFO:EPOCH 27/100 | STEP: 100|5416 | Loss: 0.210103
INFO:EPOCH 27/100 | STEP: 200|5416 | Loss: 0.221248
INFO:EPOCH 27/100 | STEP: 300|5416 | Loss: 0.216868
INFO:EPOCH 27/100 | STEP: 400|5416 | Loss: 0.215578
INFO:EPOCH 27/100 | STEP: 500|5416 | Loss: 0.224193
INFO:EPOCH 27/100 | STEP: 600|5416 | Loss: 0.215588
INFO:EPOCH 27/100 | STEP: 700|5416 | Loss: 0.220469
INFO:EPOCH 27/100 | STEP: 800|5416 | Loss: 0.212394
INFO:EPOCH 27/100 | STEP: 900|5416 | Loss: 0.205243
INFO:EPOCH 27/100 | STEP: 1000|5416 | Loss: 0.208703
INFO:EPOCH 27/100 | STEP: 1100|5416 | Loss: 0.218129
INFO:EPOCH 27/100 | STEP: 1200|5416 | Loss: 0.210004
INFO:EPOCH 27/100 | STEP: 1300|5416 | Loss: 0.200453
INFO:EPOCH 27/100 | STEP: 1400|5416 | Loss: 0.214661
INFO:EPOCH 27/100 | STEP: 1500|5416 | Loss: 0.196893
INFO:EPOCH 27/100 | STEP: 1600|5416 | Loss: 0.209613
INFO:EPOCH 27/100 | STEP: 1700|5416 | Loss: 0.216203
INFO:EPOCH 27/100 | STEP: 1800|5416 | Loss: 0.201212
INFO:EPOCH 27/100 | STEP: 1900|5416 | Loss: 0.205880
INFO:EPOCH 27/100 | STEP: 2000|5416 | Loss: 0.210998
INFO:EPOCH 27/100 | STEP: 2100|5416 | Loss: 0.216591
INFO:EPOCH 27/100 | STEP: 2200|5416 | Loss: 0.212628
INFO:EPOCH 27/100 | STEP: 2300|5416 | Loss: 0.200186
INFO:EPOCH 27/100 | STEP: 2400|5416 | Loss: 0.221025
INFO:EPOCH 27/100 | STEP: 2500|5416 | Loss: 0.218888
INFO:EPOCH 27/100 | STEP: 2600|5416 | Loss: 0.215321
INFO:EPOCH 27/100 | STEP: 2700|5416 | Loss: 0.213479
INFO:VAL NDCG@10, IoU=0.3: 0.312408
INFO:VAL NDCG@10, IoU=0.5: 0.282536
INFO:VAL NDCG@10, IoU=0.7: 0.184128
INFO:VAL NDCG@20, IoU=0.3: 0.319274
INFO:VAL NDCG@20, IoU=0.5: 0.287934
INFO:VAL NDCG@20, IoU=0.7: 0.192492
INFO:VAL NDCG@40, IoU=0.3: 0.345051
INFO:VAL NDCG@40, IoU=0.5: 0.311869
INFO:VAL NDCG@40, IoU=0.7: 0.211670
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.311505
INFO:TEST NDCG@10, IoU=0.5: 0.280925
INFO:TEST NDCG@10, IoU=0.7: 0.193997
INFO:TEST NDCG@20, IoU=0.3: 0.318367
INFO:TEST NDCG@20, IoU=0.5: 0.286924
INFO:TEST NDCG@20, IoU=0.7: 0.199540
INFO:TEST NDCG@40, IoU=0.3: 0.342542
INFO:TEST NDCG@40, IoU=0.5: 0.309075
INFO:TEST NDCG@40, IoU=0.7: 0.217181
INFO:
INFO:EPOCH 27/100 | STEP: 2800|5416 | Loss: 0.143107
INFO:EPOCH 27/100 | STEP: 2900|5416 | Loss: 0.139785
INFO:EPOCH 27/100 | STEP: 3000|5416 | Loss: 0.141720
INFO:EPOCH 27/100 | STEP: 3100|5416 | Loss: 0.141001
INFO:EPOCH 27/100 | STEP: 3200|5416 | Loss: 0.144204
INFO:EPOCH 27/100 | STEP: 3300|5416 | Loss: 0.146232
INFO:EPOCH 27/100 | STEP: 3400|5416 | Loss: 0.136593
INFO:EPOCH 27/100 | STEP: 3500|5416 | Loss: 0.134024
INFO:EPOCH 27/100 | STEP: 3600|5416 | Loss: 0.132677
INFO:EPOCH 27/100 | STEP: 3700|5416 | Loss: 0.141846
INFO:EPOCH 27/100 | STEP: 3800|5416 | Loss: 0.127122
INFO:EPOCH 27/100 | STEP: 3900|5416 | Loss: 0.139530
INFO:EPOCH 27/100 | STEP: 4000|5416 | Loss: 0.145309
INFO:EPOCH 27/100 | STEP: 4100|5416 | Loss: 0.129873
INFO:EPOCH 27/100 | STEP: 4200|5416 | Loss: 0.148855
INFO:EPOCH 27/100 | STEP: 4300|5416 | Loss: 0.148207
INFO:EPOCH 27/100 | STEP: 4400|5416 | Loss: 0.134302
INFO:EPOCH 27/100 | STEP: 4500|5416 | Loss: 0.126457
INFO:EPOCH 27/100 | STEP: 4600|5416 | Loss: 0.132266
INFO:EPOCH 27/100 | STEP: 4700|5416 | Loss: 0.138741
INFO:EPOCH 27/100 | STEP: 4800|5416 | Loss: 0.144057
INFO:EPOCH 27/100 | STEP: 4900|5416 | Loss: 0.133558
INFO:EPOCH 27/100 | STEP: 5000|5416 | Loss: 0.144109
INFO:EPOCH 27/100 | STEP: 5100|5416 | Loss: 0.132609
INFO:EPOCH 27/100 | STEP: 5200|5416 | Loss: 0.139814
INFO:EPOCH 27/100 | STEP: 5300|5416 | Loss: 0.132906
INFO:EPOCH 27/100 | STEP: 5400|5416 | Loss: 0.146843
INFO:VAL NDCG@10, IoU=0.3: 0.361440
INFO:VAL NDCG@10, IoU=0.5: 0.331190
INFO:VAL NDCG@10, IoU=0.7: 0.222866
INFO:VAL NDCG@20, IoU=0.3: 0.366659
INFO:VAL NDCG@20, IoU=0.5: 0.335358
INFO:VAL NDCG@20, IoU=0.7: 0.227612
INFO:VAL NDCG@40, IoU=0.3: 0.396420
INFO:VAL NDCG@40, IoU=0.5: 0.362625
INFO:VAL NDCG@40, IoU=0.7: 0.249042
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.364132
INFO:TEST NDCG@10, IoU=0.5: 0.331796
INFO:TEST NDCG@10, IoU=0.7: 0.232669
INFO:TEST NDCG@20, IoU=0.3: 0.372448
INFO:TEST NDCG@20, IoU=0.5: 0.339156
INFO:TEST NDCG@20, IoU=0.7: 0.237575
INFO:TEST NDCG@40, IoU=0.3: 0.400280
INFO:TEST NDCG@40, IoU=0.5: 0.364470
INFO:TEST NDCG@40, IoU=0.7: 0.256288
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.361440
INFO:BEST VAL NDCG@10, IoU=0.5: 0.331190
INFO:BEST VAL NDCG@10, IoU=0.7: 0.222866
INFO:BEST VAL NDCG@20, IoU=0.3: 0.366659
INFO:BEST VAL NDCG@20, IoU=0.5: 0.335358
INFO:BEST VAL NDCG@20, IoU=0.7: 0.227612
INFO:BEST VAL NDCG@40, IoU=0.3: 0.396420
INFO:BEST VAL NDCG@40, IoU=0.5: 0.362625
INFO:BEST VAL NDCG@40, IoU=0.7: 0.249042
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.364132
INFO:BEST TEST NDCG@10, IoU=0.5: 0.331796
INFO:BEST TEST NDCG@10, IoU=0.7: 0.232669
INFO:BEST TEST NDCG@20, IoU=0.3: 0.372448
INFO:BEST TEST NDCG@20, IoU=0.5: 0.339156
INFO:BEST TEST NDCG@20, IoU=0.7: 0.237575
INFO:BEST TEST NDCG@40, IoU=0.3: 0.400280
INFO:BEST TEST NDCG@40, IoU=0.5: 0.364470
INFO:BEST TEST NDCG@40, IoU=0.7: 0.256288
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 28|100
INFO:EPOCH 28/100 | STEP: 0|5416 | Loss: 0.224974
INFO:EPOCH 28/100 | STEP: 100|5416 | Loss: 0.215000
INFO:EPOCH 28/100 | STEP: 200|5416 | Loss: 0.227398
INFO:EPOCH 28/100 | STEP: 300|5416 | Loss: 0.211887
INFO:EPOCH 28/100 | STEP: 400|5416 | Loss: 0.202868
INFO:EPOCH 28/100 | STEP: 500|5416 | Loss: 0.213135
INFO:EPOCH 28/100 | STEP: 600|5416 | Loss: 0.211543
INFO:EPOCH 28/100 | STEP: 700|5416 | Loss: 0.206467
INFO:EPOCH 28/100 | STEP: 800|5416 | Loss: 0.209822
INFO:EPOCH 28/100 | STEP: 900|5416 | Loss: 0.204623
INFO:EPOCH 28/100 | STEP: 1000|5416 | Loss: 0.213616
INFO:EPOCH 28/100 | STEP: 1100|5416 | Loss: 0.219300
INFO:EPOCH 28/100 | STEP: 1200|5416 | Loss: 0.217008
INFO:EPOCH 28/100 | STEP: 1300|5416 | Loss: 0.211718
INFO:EPOCH 28/100 | STEP: 1400|5416 | Loss: 0.211249
INFO:EPOCH 28/100 | STEP: 1500|5416 | Loss: 0.210318
INFO:EPOCH 28/100 | STEP: 1600|5416 | Loss: 0.200989
INFO:EPOCH 28/100 | STEP: 1700|5416 | Loss: 0.203355
INFO:EPOCH 28/100 | STEP: 1800|5416 | Loss: 0.208359
INFO:EPOCH 28/100 | STEP: 1900|5416 | Loss: 0.214470
INFO:EPOCH 28/100 | STEP: 2000|5416 | Loss: 0.207890
INFO:EPOCH 28/100 | STEP: 2100|5416 | Loss: 0.204900
INFO:EPOCH 28/100 | STEP: 2200|5416 | Loss: 0.207532
INFO:EPOCH 28/100 | STEP: 2300|5416 | Loss: 0.210220
INFO:EPOCH 28/100 | STEP: 2400|5416 | Loss: 0.189912
INFO:EPOCH 28/100 | STEP: 2500|5416 | Loss: 0.197015
INFO:EPOCH 28/100 | STEP: 2600|5416 | Loss: 0.216352
INFO:EPOCH 28/100 | STEP: 2700|5416 | Loss: 0.203583
INFO:VAL NDCG@10, IoU=0.3: 0.308140
INFO:VAL NDCG@10, IoU=0.5: 0.278980
INFO:VAL NDCG@10, IoU=0.7: 0.183156
INFO:VAL NDCG@20, IoU=0.3: 0.319343
INFO:VAL NDCG@20, IoU=0.5: 0.288981
INFO:VAL NDCG@20, IoU=0.7: 0.194539
INFO:VAL NDCG@40, IoU=0.3: 0.345138
INFO:VAL NDCG@40, IoU=0.5: 0.312660
INFO:VAL NDCG@40, IoU=0.7: 0.213228
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.313094
INFO:TEST NDCG@10, IoU=0.5: 0.281012
INFO:TEST NDCG@10, IoU=0.7: 0.193049
INFO:TEST NDCG@20, IoU=0.3: 0.320261
INFO:TEST NDCG@20, IoU=0.5: 0.287669
INFO:TEST NDCG@20, IoU=0.7: 0.199809
INFO:TEST NDCG@40, IoU=0.3: 0.345051
INFO:TEST NDCG@40, IoU=0.5: 0.310176
INFO:TEST NDCG@40, IoU=0.7: 0.218004
INFO:
INFO:EPOCH 28/100 | STEP: 2800|5416 | Loss: 0.139272
INFO:EPOCH 28/100 | STEP: 2900|5416 | Loss: 0.144226
INFO:EPOCH 28/100 | STEP: 3000|5416 | Loss: 0.138517
INFO:EPOCH 28/100 | STEP: 3100|5416 | Loss: 0.139473
INFO:EPOCH 28/100 | STEP: 3200|5416 | Loss: 0.137210
INFO:EPOCH 28/100 | STEP: 3300|5416 | Loss: 0.129810
INFO:EPOCH 28/100 | STEP: 3400|5416 | Loss: 0.129970
INFO:EPOCH 28/100 | STEP: 3500|5416 | Loss: 0.131510
INFO:EPOCH 28/100 | STEP: 3600|5416 | Loss: 0.133471
INFO:EPOCH 28/100 | STEP: 3700|5416 | Loss: 0.142087
INFO:EPOCH 28/100 | STEP: 3800|5416 | Loss: 0.126318
INFO:EPOCH 28/100 | STEP: 3900|5416 | Loss: 0.132152
INFO:EPOCH 28/100 | STEP: 4000|5416 | Loss: 0.129677
INFO:EPOCH 28/100 | STEP: 4100|5416 | Loss: 0.136371
INFO:EPOCH 28/100 | STEP: 4200|5416 | Loss: 0.138850
INFO:EPOCH 28/100 | STEP: 4300|5416 | Loss: 0.133949
INFO:EPOCH 28/100 | STEP: 4400|5416 | Loss: 0.135963
INFO:EPOCH 28/100 | STEP: 4500|5416 | Loss: 0.148928
INFO:EPOCH 28/100 | STEP: 4600|5416 | Loss: 0.139825
INFO:EPOCH 28/100 | STEP: 4700|5416 | Loss: 0.141178
INFO:EPOCH 28/100 | STEP: 4800|5416 | Loss: 0.129097
INFO:EPOCH 28/100 | STEP: 4900|5416 | Loss: 0.133471
INFO:EPOCH 28/100 | STEP: 5000|5416 | Loss: 0.128523
INFO:EPOCH 28/100 | STEP: 5100|5416 | Loss: 0.143489
INFO:EPOCH 28/100 | STEP: 5200|5416 | Loss: 0.144567
INFO:EPOCH 28/100 | STEP: 5300|5416 | Loss: 0.144451
INFO:EPOCH 28/100 | STEP: 5400|5416 | Loss: 0.128500
INFO:VAL NDCG@10, IoU=0.3: 0.369200
INFO:VAL NDCG@10, IoU=0.5: 0.336350
INFO:VAL NDCG@10, IoU=0.7: 0.226154
INFO:VAL NDCG@20, IoU=0.3: 0.373333
INFO:VAL NDCG@20, IoU=0.5: 0.340593
INFO:VAL NDCG@20, IoU=0.7: 0.229841
INFO:VAL NDCG@40, IoU=0.3: 0.403342
INFO:VAL NDCG@40, IoU=0.5: 0.367559
INFO:VAL NDCG@40, IoU=0.7: 0.251644
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.369668
INFO:TEST NDCG@10, IoU=0.5: 0.336104
INFO:TEST NDCG@10, IoU=0.7: 0.235046
INFO:TEST NDCG@20, IoU=0.3: 0.376624
INFO:TEST NDCG@20, IoU=0.5: 0.342104
INFO:TEST NDCG@20, IoU=0.7: 0.239995
INFO:TEST NDCG@40, IoU=0.3: 0.404380
INFO:TEST NDCG@40, IoU=0.5: 0.367329
INFO:TEST NDCG@40, IoU=0.7: 0.258202
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.369200
INFO:BEST VAL NDCG@10, IoU=0.5: 0.336350
INFO:BEST VAL NDCG@10, IoU=0.7: 0.226154
INFO:BEST VAL NDCG@20, IoU=0.3: 0.373333
INFO:BEST VAL NDCG@20, IoU=0.5: 0.340593
INFO:BEST VAL NDCG@20, IoU=0.7: 0.229841
INFO:BEST VAL NDCG@40, IoU=0.3: 0.403342
INFO:BEST VAL NDCG@40, IoU=0.5: 0.367559
INFO:BEST VAL NDCG@40, IoU=0.7: 0.251644
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.369668
INFO:BEST TEST NDCG@10, IoU=0.5: 0.336104
INFO:BEST TEST NDCG@10, IoU=0.7: 0.235046
INFO:BEST TEST NDCG@20, IoU=0.3: 0.376624
INFO:BEST TEST NDCG@20, IoU=0.5: 0.342104
INFO:BEST TEST NDCG@20, IoU=0.7: 0.239995
INFO:BEST TEST NDCG@40, IoU=0.3: 0.404380
INFO:BEST TEST NDCG@40, IoU=0.5: 0.367329
INFO:BEST TEST NDCG@40, IoU=0.7: 0.258202
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 29|100
INFO:EPOCH 29/100 | STEP: 0|5416 | Loss: 0.215597
INFO:EPOCH 29/100 | STEP: 100|5416 | Loss: 0.200163
INFO:EPOCH 29/100 | STEP: 200|5416 | Loss: 0.213873
INFO:EPOCH 29/100 | STEP: 300|5416 | Loss: 0.214934
INFO:EPOCH 29/100 | STEP: 400|5416 | Loss: 0.205474
INFO:EPOCH 29/100 | STEP: 500|5416 | Loss: 0.213190
INFO:EPOCH 29/100 | STEP: 600|5416 | Loss: 0.212800
INFO:EPOCH 29/100 | STEP: 700|5416 | Loss: 0.195938
INFO:EPOCH 29/100 | STEP: 800|5416 | Loss: 0.199599
INFO:EPOCH 29/100 | STEP: 900|5416 | Loss: 0.205330
INFO:EPOCH 29/100 | STEP: 1000|5416 | Loss: 0.216626
INFO:EPOCH 29/100 | STEP: 1100|5416 | Loss: 0.205327
INFO:EPOCH 29/100 | STEP: 1200|5416 | Loss: 0.196321
INFO:EPOCH 29/100 | STEP: 1300|5416 | Loss: 0.204562
INFO:EPOCH 29/100 | STEP: 1400|5416 | Loss: 0.207040
INFO:EPOCH 29/100 | STEP: 1500|5416 | Loss: 0.202719
INFO:EPOCH 29/100 | STEP: 1600|5416 | Loss: 0.204572
INFO:EPOCH 29/100 | STEP: 1700|5416 | Loss: 0.215263
INFO:EPOCH 29/100 | STEP: 1800|5416 | Loss: 0.208570
INFO:EPOCH 29/100 | STEP: 1900|5416 | Loss: 0.203169
INFO:EPOCH 29/100 | STEP: 2000|5416 | Loss: 0.202524
INFO:EPOCH 29/100 | STEP: 2100|5416 | Loss: 0.206314
INFO:EPOCH 29/100 | STEP: 2200|5416 | Loss: 0.201284
INFO:EPOCH 29/100 | STEP: 2300|5416 | Loss: 0.201528
INFO:EPOCH 29/100 | STEP: 2400|5416 | Loss: 0.201796
INFO:EPOCH 29/100 | STEP: 2500|5416 | Loss: 0.197244
INFO:EPOCH 29/100 | STEP: 2600|5416 | Loss: 0.199063
INFO:EPOCH 29/100 | STEP: 2700|5416 | Loss: 0.203900
INFO:VAL NDCG@10, IoU=0.3: 0.317111
INFO:VAL NDCG@10, IoU=0.5: 0.287773
INFO:VAL NDCG@10, IoU=0.7: 0.190971
INFO:VAL NDCG@20, IoU=0.3: 0.322315
INFO:VAL NDCG@20, IoU=0.5: 0.292739
INFO:VAL NDCG@20, IoU=0.7: 0.199596
INFO:VAL NDCG@40, IoU=0.3: 0.347894
INFO:VAL NDCG@40, IoU=0.5: 0.315703
INFO:VAL NDCG@40, IoU=0.7: 0.217203
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.317907
INFO:TEST NDCG@10, IoU=0.5: 0.286258
INFO:TEST NDCG@10, IoU=0.7: 0.197427
INFO:TEST NDCG@20, IoU=0.3: 0.324044
INFO:TEST NDCG@20, IoU=0.5: 0.291905
INFO:TEST NDCG@20, IoU=0.7: 0.202627
INFO:TEST NDCG@40, IoU=0.3: 0.347579
INFO:TEST NDCG@40, IoU=0.5: 0.313386
INFO:TEST NDCG@40, IoU=0.7: 0.220169
INFO:
INFO:EPOCH 29/100 | STEP: 2800|5416 | Loss: 0.132409
INFO:EPOCH 29/100 | STEP: 2900|5416 | Loss: 0.126092
INFO:EPOCH 29/100 | STEP: 3000|5416 | Loss: 0.122734
INFO:EPOCH 29/100 | STEP: 3100|5416 | Loss: 0.142389
INFO:EPOCH 29/100 | STEP: 3200|5416 | Loss: 0.133803
INFO:EPOCH 29/100 | STEP: 3300|5416 | Loss: 0.130362
INFO:EPOCH 29/100 | STEP: 3400|5416 | Loss: 0.139284
INFO:EPOCH 29/100 | STEP: 3500|5416 | Loss: 0.130855
INFO:EPOCH 29/100 | STEP: 3600|5416 | Loss: 0.135037
INFO:EPOCH 29/100 | STEP: 3700|5416 | Loss: 0.130425
INFO:EPOCH 29/100 | STEP: 3800|5416 | Loss: 0.136596
INFO:EPOCH 29/100 | STEP: 3900|5416 | Loss: 0.131968
INFO:EPOCH 29/100 | STEP: 4000|5416 | Loss: 0.137377
INFO:EPOCH 29/100 | STEP: 4100|5416 | Loss: 0.136165
INFO:EPOCH 29/100 | STEP: 4200|5416 | Loss: 0.129076
INFO:EPOCH 29/100 | STEP: 4300|5416 | Loss: 0.140180
INFO:EPOCH 29/100 | STEP: 4400|5416 | Loss: 0.125950
INFO:EPOCH 29/100 | STEP: 4500|5416 | Loss: 0.130053
INFO:EPOCH 29/100 | STEP: 4600|5416 | Loss: 0.126929
INFO:EPOCH 29/100 | STEP: 4700|5416 | Loss: 0.132913
INFO:EPOCH 29/100 | STEP: 4800|5416 | Loss: 0.129441
INFO:EPOCH 29/100 | STEP: 4900|5416 | Loss: 0.133068
INFO:EPOCH 29/100 | STEP: 5000|5416 | Loss: 0.142345
INFO:EPOCH 29/100 | STEP: 5100|5416 | Loss: 0.147768
INFO:EPOCH 29/100 | STEP: 5200|5416 | Loss: 0.134042
INFO:EPOCH 29/100 | STEP: 5300|5416 | Loss: 0.129830
INFO:EPOCH 29/100 | STEP: 5400|5416 | Loss: 0.124548
INFO:VAL NDCG@10, IoU=0.3: 0.370878
INFO:VAL NDCG@10, IoU=0.5: 0.338517
INFO:VAL NDCG@10, IoU=0.7: 0.224546
INFO:VAL NDCG@20, IoU=0.3: 0.378897
INFO:VAL NDCG@20, IoU=0.5: 0.344843
INFO:VAL NDCG@20, IoU=0.7: 0.231780
INFO:VAL NDCG@40, IoU=0.3: 0.406873
INFO:VAL NDCG@40, IoU=0.5: 0.370907
INFO:VAL NDCG@40, IoU=0.7: 0.253366
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.371523
INFO:TEST NDCG@10, IoU=0.5: 0.337518
INFO:TEST NDCG@10, IoU=0.7: 0.237357
INFO:TEST NDCG@20, IoU=0.3: 0.379422
INFO:TEST NDCG@20, IoU=0.5: 0.344469
INFO:TEST NDCG@20, IoU=0.7: 0.242331
INFO:TEST NDCG@40, IoU=0.3: 0.407126
INFO:TEST NDCG@40, IoU=0.5: 0.369744
INFO:TEST NDCG@40, IoU=0.7: 0.260788
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.370878
INFO:BEST VAL NDCG@10, IoU=0.5: 0.338517
INFO:BEST VAL NDCG@10, IoU=0.7: 0.224546
INFO:BEST VAL NDCG@20, IoU=0.3: 0.378897
INFO:BEST VAL NDCG@20, IoU=0.5: 0.344843
INFO:BEST VAL NDCG@20, IoU=0.7: 0.231780
INFO:BEST VAL NDCG@40, IoU=0.3: 0.406873
INFO:BEST VAL NDCG@40, IoU=0.5: 0.370907
INFO:BEST VAL NDCG@40, IoU=0.7: 0.253366
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.371523
INFO:BEST TEST NDCG@10, IoU=0.5: 0.337518
INFO:BEST TEST NDCG@10, IoU=0.7: 0.237357
INFO:BEST TEST NDCG@20, IoU=0.3: 0.379422
INFO:BEST TEST NDCG@20, IoU=0.5: 0.344469
INFO:BEST TEST NDCG@20, IoU=0.7: 0.242331
INFO:BEST TEST NDCG@40, IoU=0.3: 0.407126
INFO:BEST TEST NDCG@40, IoU=0.5: 0.369744
INFO:BEST TEST NDCG@40, IoU=0.7: 0.260788
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 30|100
INFO:EPOCH 30/100 | STEP: 0|5416 | Loss: 0.217078
INFO:EPOCH 30/100 | STEP: 100|5416 | Loss: 0.213924
INFO:EPOCH 30/100 | STEP: 200|5416 | Loss: 0.216870
INFO:EPOCH 30/100 | STEP: 300|5416 | Loss: 0.210597
INFO:EPOCH 30/100 | STEP: 400|5416 | Loss: 0.214933
INFO:EPOCH 30/100 | STEP: 500|5416 | Loss: 0.203504
INFO:EPOCH 30/100 | STEP: 600|5416 | Loss: 0.212737
INFO:EPOCH 30/100 | STEP: 700|5416 | Loss: 0.202307
INFO:EPOCH 30/100 | STEP: 800|5416 | Loss: 0.205059
INFO:EPOCH 30/100 | STEP: 900|5416 | Loss: 0.210438
INFO:EPOCH 30/100 | STEP: 1000|5416 | Loss: 0.209582
INFO:EPOCH 30/100 | STEP: 1100|5416 | Loss: 0.202851
INFO:EPOCH 30/100 | STEP: 1200|5416 | Loss: 0.204953
INFO:EPOCH 30/100 | STEP: 1300|5416 | Loss: 0.217815
INFO:EPOCH 30/100 | STEP: 1400|5416 | Loss: 0.210332
INFO:EPOCH 30/100 | STEP: 1500|5416 | Loss: 0.212419
INFO:EPOCH 30/100 | STEP: 1600|5416 | Loss: 0.207673
INFO:EPOCH 30/100 | STEP: 1700|5416 | Loss: 0.212631
INFO:EPOCH 30/100 | STEP: 1800|5416 | Loss: 0.200702
INFO:EPOCH 30/100 | STEP: 1900|5416 | Loss: 0.206785
INFO:EPOCH 30/100 | STEP: 2000|5416 | Loss: 0.196812
INFO:EPOCH 30/100 | STEP: 2100|5416 | Loss: 0.214404
INFO:EPOCH 30/100 | STEP: 2200|5416 | Loss: 0.211573
INFO:EPOCH 30/100 | STEP: 2300|5416 | Loss: 0.206022
INFO:EPOCH 30/100 | STEP: 2400|5416 | Loss: 0.205160
INFO:EPOCH 30/100 | STEP: 2500|5416 | Loss: 0.203920
INFO:EPOCH 30/100 | STEP: 2600|5416 | Loss: 0.199162
INFO:EPOCH 30/100 | STEP: 2700|5416 | Loss: 0.198409
INFO:VAL NDCG@10, IoU=0.3: 0.323873
INFO:VAL NDCG@10, IoU=0.5: 0.293360
INFO:VAL NDCG@10, IoU=0.7: 0.191671
INFO:VAL NDCG@20, IoU=0.3: 0.326471
INFO:VAL NDCG@20, IoU=0.5: 0.295690
INFO:VAL NDCG@20, IoU=0.7: 0.198026
INFO:VAL NDCG@40, IoU=0.3: 0.354695
INFO:VAL NDCG@40, IoU=0.5: 0.320842
INFO:VAL NDCG@40, IoU=0.7: 0.218861
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.318468
INFO:TEST NDCG@10, IoU=0.5: 0.284654
INFO:TEST NDCG@10, IoU=0.7: 0.196511
INFO:TEST NDCG@20, IoU=0.3: 0.324443
INFO:TEST NDCG@20, IoU=0.5: 0.290993
INFO:TEST NDCG@20, IoU=0.7: 0.202860
INFO:TEST NDCG@40, IoU=0.3: 0.348693
INFO:TEST NDCG@40, IoU=0.5: 0.313495
INFO:TEST NDCG@40, IoU=0.7: 0.220443
INFO:
INFO:EPOCH 30/100 | STEP: 2800|5416 | Loss: 0.144754
INFO:EPOCH 30/100 | STEP: 2900|5416 | Loss: 0.133408
INFO:EPOCH 30/100 | STEP: 3000|5416 | Loss: 0.128979
INFO:EPOCH 30/100 | STEP: 3100|5416 | Loss: 0.133516
INFO:EPOCH 30/100 | STEP: 3200|5416 | Loss: 0.128988
INFO:EPOCH 30/100 | STEP: 3300|5416 | Loss: 0.132556
INFO:EPOCH 30/100 | STEP: 3400|5416 | Loss: 0.124853
INFO:EPOCH 30/100 | STEP: 3500|5416 | Loss: 0.130581
INFO:EPOCH 30/100 | STEP: 3600|5416 | Loss: 0.139420
INFO:EPOCH 30/100 | STEP: 3700|5416 | Loss: 0.130225
INFO:EPOCH 30/100 | STEP: 3800|5416 | Loss: 0.120632
INFO:EPOCH 30/100 | STEP: 3900|5416 | Loss: 0.130579
INFO:EPOCH 30/100 | STEP: 4000|5416 | Loss: 0.128451
INFO:EPOCH 30/100 | STEP: 4100|5416 | Loss: 0.132125
INFO:EPOCH 30/100 | STEP: 4200|5416 | Loss: 0.118576
INFO:EPOCH 30/100 | STEP: 4300|5416 | Loss: 0.126798
INFO:EPOCH 30/100 | STEP: 4400|5416 | Loss: 0.130034
INFO:EPOCH 30/100 | STEP: 4500|5416 | Loss: 0.126739
INFO:EPOCH 30/100 | STEP: 4600|5416 | Loss: 0.120636
INFO:EPOCH 30/100 | STEP: 4700|5416 | Loss: 0.132407
INFO:EPOCH 30/100 | STEP: 4800|5416 | Loss: 0.128870
INFO:EPOCH 30/100 | STEP: 4900|5416 | Loss: 0.130136
INFO:EPOCH 30/100 | STEP: 5000|5416 | Loss: 0.128150
INFO:EPOCH 30/100 | STEP: 5100|5416 | Loss: 0.127754
INFO:EPOCH 30/100 | STEP: 5200|5416 | Loss: 0.136659
INFO:EPOCH 30/100 | STEP: 5300|5416 | Loss: 0.126111
INFO:EPOCH 30/100 | STEP: 5400|5416 | Loss: 0.132538
INFO:VAL NDCG@10, IoU=0.3: 0.375213
INFO:VAL NDCG@10, IoU=0.5: 0.341794
INFO:VAL NDCG@10, IoU=0.7: 0.226533
INFO:VAL NDCG@20, IoU=0.3: 0.380016
INFO:VAL NDCG@20, IoU=0.5: 0.346108
INFO:VAL NDCG@20, IoU=0.7: 0.232928
INFO:VAL NDCG@40, IoU=0.3: 0.407686
INFO:VAL NDCG@40, IoU=0.5: 0.370767
INFO:VAL NDCG@40, IoU=0.7: 0.251802
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.370490
INFO:TEST NDCG@10, IoU=0.5: 0.336474
INFO:TEST NDCG@10, IoU=0.7: 0.236120
INFO:TEST NDCG@20, IoU=0.3: 0.379271
INFO:TEST NDCG@20, IoU=0.5: 0.344813
INFO:TEST NDCG@20, IoU=0.7: 0.242376
INFO:TEST NDCG@40, IoU=0.3: 0.408875
INFO:TEST NDCG@40, IoU=0.5: 0.371480
INFO:TEST NDCG@40, IoU=0.7: 0.262272
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.375213
INFO:BEST VAL NDCG@10, IoU=0.5: 0.341794
INFO:BEST VAL NDCG@10, IoU=0.7: 0.226533
INFO:BEST VAL NDCG@20, IoU=0.3: 0.380016
INFO:BEST VAL NDCG@20, IoU=0.5: 0.346108
INFO:BEST VAL NDCG@20, IoU=0.7: 0.232928
INFO:BEST VAL NDCG@40, IoU=0.3: 0.407686
INFO:BEST VAL NDCG@40, IoU=0.5: 0.370767
INFO:BEST VAL NDCG@40, IoU=0.7: 0.251802
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.370490
INFO:BEST TEST NDCG@10, IoU=0.5: 0.336474
INFO:BEST TEST NDCG@10, IoU=0.7: 0.236120
INFO:BEST TEST NDCG@20, IoU=0.3: 0.379271
INFO:BEST TEST NDCG@20, IoU=0.5: 0.344813
INFO:BEST TEST NDCG@20, IoU=0.7: 0.242376
INFO:BEST TEST NDCG@40, IoU=0.3: 0.408875
INFO:BEST TEST NDCG@40, IoU=0.5: 0.371480
INFO:BEST TEST NDCG@40, IoU=0.7: 0.262272
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 31|100
INFO:EPOCH 31/100 | STEP: 0|5416 | Loss: 0.212905
INFO:EPOCH 31/100 | STEP: 100|5416 | Loss: 0.206223
INFO:EPOCH 31/100 | STEP: 200|5416 | Loss: 0.216435
INFO:EPOCH 31/100 | STEP: 300|5416 | Loss: 0.203038
INFO:EPOCH 31/100 | STEP: 400|5416 | Loss: 0.214935
INFO:EPOCH 31/100 | STEP: 500|5416 | Loss: 0.213922
INFO:EPOCH 31/100 | STEP: 600|5416 | Loss: 0.208426
INFO:EPOCH 31/100 | STEP: 700|5416 | Loss: 0.207539
INFO:EPOCH 31/100 | STEP: 800|5416 | Loss: 0.215758
INFO:EPOCH 31/100 | STEP: 900|5416 | Loss: 0.202568
INFO:EPOCH 31/100 | STEP: 1000|5416 | Loss: 0.201858
INFO:EPOCH 31/100 | STEP: 1100|5416 | Loss: 0.215045
INFO:EPOCH 31/100 | STEP: 1200|5416 | Loss: 0.197466
INFO:EPOCH 31/100 | STEP: 1300|5416 | Loss: 0.198247
INFO:EPOCH 31/100 | STEP: 1400|5416 | Loss: 0.197229
INFO:EPOCH 31/100 | STEP: 1500|5416 | Loss: 0.198599
INFO:EPOCH 31/100 | STEP: 1600|5416 | Loss: 0.187330
INFO:EPOCH 31/100 | STEP: 1700|5416 | Loss: 0.200997
INFO:EPOCH 31/100 | STEP: 1800|5416 | Loss: 0.194730
INFO:EPOCH 31/100 | STEP: 1900|5416 | Loss: 0.203292
INFO:EPOCH 31/100 | STEP: 2000|5416 | Loss: 0.194743
INFO:EPOCH 31/100 | STEP: 2100|5416 | Loss: 0.192325
INFO:EPOCH 31/100 | STEP: 2200|5416 | Loss: 0.212427
INFO:EPOCH 31/100 | STEP: 2300|5416 | Loss: 0.204901
INFO:EPOCH 31/100 | STEP: 2400|5416 | Loss: 0.202709
INFO:EPOCH 31/100 | STEP: 2500|5416 | Loss: 0.202964
INFO:EPOCH 31/100 | STEP: 2600|5416 | Loss: 0.210620
INFO:EPOCH 31/100 | STEP: 2700|5416 | Loss: 0.202098
INFO:VAL NDCG@10, IoU=0.3: 0.330437
INFO:VAL NDCG@10, IoU=0.5: 0.298770
INFO:VAL NDCG@10, IoU=0.7: 0.195468
INFO:VAL NDCG@20, IoU=0.3: 0.334039
INFO:VAL NDCG@20, IoU=0.5: 0.302524
INFO:VAL NDCG@20, IoU=0.7: 0.202789
INFO:VAL NDCG@40, IoU=0.3: 0.360802
INFO:VAL NDCG@40, IoU=0.5: 0.325079
INFO:VAL NDCG@40, IoU=0.7: 0.222414
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.324128
INFO:TEST NDCG@10, IoU=0.5: 0.290312
INFO:TEST NDCG@10, IoU=0.7: 0.199531
INFO:TEST NDCG@20, IoU=0.3: 0.329166
INFO:TEST NDCG@20, IoU=0.5: 0.295131
INFO:TEST NDCG@20, IoU=0.7: 0.205095
INFO:TEST NDCG@40, IoU=0.3: 0.353125
INFO:TEST NDCG@40, IoU=0.5: 0.317513
INFO:TEST NDCG@40, IoU=0.7: 0.222625
INFO:
INFO:EPOCH 31/100 | STEP: 2800|5416 | Loss: 0.127990
INFO:EPOCH 31/100 | STEP: 2900|5416 | Loss: 0.128406
INFO:EPOCH 31/100 | STEP: 3000|5416 | Loss: 0.134750
INFO:EPOCH 31/100 | STEP: 3100|5416 | Loss: 0.123260
INFO:EPOCH 31/100 | STEP: 3200|5416 | Loss: 0.133276
INFO:EPOCH 31/100 | STEP: 3300|5416 | Loss: 0.125708
INFO:EPOCH 31/100 | STEP: 3400|5416 | Loss: 0.115917
INFO:EPOCH 31/100 | STEP: 3500|5416 | Loss: 0.134525
INFO:EPOCH 31/100 | STEP: 3600|5416 | Loss: 0.127091
INFO:EPOCH 31/100 | STEP: 3700|5416 | Loss: 0.142209
INFO:EPOCH 31/100 | STEP: 3800|5416 | Loss: 0.137323
INFO:EPOCH 31/100 | STEP: 3900|5416 | Loss: 0.124431
INFO:EPOCH 31/100 | STEP: 4000|5416 | Loss: 0.132182
INFO:EPOCH 31/100 | STEP: 4100|5416 | Loss: 0.126894
INFO:EPOCH 31/100 | STEP: 4200|5416 | Loss: 0.119544
INFO:EPOCH 31/100 | STEP: 4300|5416 | Loss: 0.136562
INFO:EPOCH 31/100 | STEP: 4400|5416 | Loss: 0.140787
INFO:EPOCH 31/100 | STEP: 4500|5416 | Loss: 0.144130
INFO:EPOCH 31/100 | STEP: 4600|5416 | Loss: 0.132459
INFO:EPOCH 31/100 | STEP: 4700|5416 | Loss: 0.127734
INFO:EPOCH 31/100 | STEP: 4800|5416 | Loss: 0.135119
INFO:EPOCH 31/100 | STEP: 4900|5416 | Loss: 0.123206
INFO:EPOCH 31/100 | STEP: 5000|5416 | Loss: 0.128823
INFO:EPOCH 31/100 | STEP: 5100|5416 | Loss: 0.128275
INFO:EPOCH 31/100 | STEP: 5200|5416 | Loss: 0.119800
INFO:EPOCH 31/100 | STEP: 5300|5416 | Loss: 0.125084
INFO:EPOCH 31/100 | STEP: 5400|5416 | Loss: 0.129310
INFO:VAL NDCG@10, IoU=0.3: 0.370319
INFO:VAL NDCG@10, IoU=0.5: 0.338518
INFO:VAL NDCG@10, IoU=0.7: 0.227276
INFO:VAL NDCG@20, IoU=0.3: 0.376701
INFO:VAL NDCG@20, IoU=0.5: 0.343663
INFO:VAL NDCG@20, IoU=0.7: 0.234798
INFO:VAL NDCG@40, IoU=0.3: 0.406206
INFO:VAL NDCG@40, IoU=0.5: 0.370502
INFO:VAL NDCG@40, IoU=0.7: 0.255184
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.376487
INFO:TEST NDCG@10, IoU=0.5: 0.341950
INFO:TEST NDCG@10, IoU=0.7: 0.240546
INFO:TEST NDCG@20, IoU=0.3: 0.383708
INFO:TEST NDCG@20, IoU=0.5: 0.348858
INFO:TEST NDCG@20, IoU=0.7: 0.246121
INFO:TEST NDCG@40, IoU=0.3: 0.411352
INFO:TEST NDCG@40, IoU=0.5: 0.373865
INFO:TEST NDCG@40, IoU=0.7: 0.264328
INFO:
INFO:TRAIN EPOCH: 32|100
INFO:EPOCH 32/100 | STEP: 0|5416 | Loss: 0.210177
INFO:EPOCH 32/100 | STEP: 100|5416 | Loss: 0.204760
INFO:EPOCH 32/100 | STEP: 200|5416 | Loss: 0.203894
INFO:EPOCH 32/100 | STEP: 300|5416 | Loss: 0.206809
INFO:EPOCH 32/100 | STEP: 400|5416 | Loss: 0.206748
INFO:EPOCH 32/100 | STEP: 500|5416 | Loss: 0.194134
INFO:EPOCH 32/100 | STEP: 600|5416 | Loss: 0.206711
INFO:EPOCH 32/100 | STEP: 700|5416 | Loss: 0.196075
INFO:EPOCH 32/100 | STEP: 800|5416 | Loss: 0.196120
INFO:EPOCH 32/100 | STEP: 900|5416 | Loss: 0.210024
INFO:EPOCH 32/100 | STEP: 1000|5416 | Loss: 0.202661
INFO:EPOCH 32/100 | STEP: 1100|5416 | Loss: 0.214362
INFO:EPOCH 32/100 | STEP: 1200|5416 | Loss: 0.205560
INFO:EPOCH 32/100 | STEP: 1300|5416 | Loss: 0.199708
INFO:EPOCH 32/100 | STEP: 1400|5416 | Loss: 0.201609
INFO:EPOCH 32/100 | STEP: 1500|5416 | Loss: 0.197932
INFO:EPOCH 32/100 | STEP: 1600|5416 | Loss: 0.204254
INFO:EPOCH 32/100 | STEP: 1700|5416 | Loss: 0.193159
INFO:EPOCH 32/100 | STEP: 1800|5416 | Loss: 0.205714
INFO:EPOCH 32/100 | STEP: 1900|5416 | Loss: 0.209099
INFO:EPOCH 32/100 | STEP: 2000|5416 | Loss: 0.198147
INFO:EPOCH 32/100 | STEP: 2100|5416 | Loss: 0.192999
INFO:EPOCH 32/100 | STEP: 2200|5416 | Loss: 0.221840
INFO:EPOCH 32/100 | STEP: 2300|5416 | Loss: 0.202510
INFO:EPOCH 32/100 | STEP: 2400|5416 | Loss: 0.210451
INFO:EPOCH 32/100 | STEP: 2500|5416 | Loss: 0.194842
INFO:EPOCH 32/100 | STEP: 2600|5416 | Loss: 0.203661
INFO:EPOCH 32/100 | STEP: 2700|5416 | Loss: 0.191733
INFO:VAL NDCG@10, IoU=0.3: 0.329260
INFO:VAL NDCG@10, IoU=0.5: 0.300540
INFO:VAL NDCG@10, IoU=0.7: 0.201764
INFO:VAL NDCG@20, IoU=0.3: 0.332657
INFO:VAL NDCG@20, IoU=0.5: 0.303344
INFO:VAL NDCG@20, IoU=0.7: 0.204685
INFO:VAL NDCG@40, IoU=0.3: 0.357210
INFO:VAL NDCG@40, IoU=0.5: 0.325592
INFO:VAL NDCG@40, IoU=0.7: 0.224664
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.325077
INFO:TEST NDCG@10, IoU=0.5: 0.291831
INFO:TEST NDCG@10, IoU=0.7: 0.202063
INFO:TEST NDCG@20, IoU=0.3: 0.329526
INFO:TEST NDCG@20, IoU=0.5: 0.296308
INFO:TEST NDCG@20, IoU=0.7: 0.207163
INFO:TEST NDCG@40, IoU=0.3: 0.353500
INFO:TEST NDCG@40, IoU=0.5: 0.318371
INFO:TEST NDCG@40, IoU=0.7: 0.224616
INFO:
INFO:EPOCH 32/100 | STEP: 2800|5416 | Loss: 0.125379
INFO:EPOCH 32/100 | STEP: 2900|5416 | Loss: 0.130713
INFO:EPOCH 32/100 | STEP: 3000|5416 | Loss: 0.125689
INFO:EPOCH 32/100 | STEP: 3100|5416 | Loss: 0.129006
INFO:EPOCH 32/100 | STEP: 3200|5416 | Loss: 0.133304
INFO:EPOCH 32/100 | STEP: 3300|5416 | Loss: 0.127759
INFO:EPOCH 32/100 | STEP: 3400|5416 | Loss: 0.130229
INFO:EPOCH 32/100 | STEP: 3500|5416 | Loss: 0.116386
INFO:EPOCH 32/100 | STEP: 3600|5416 | Loss: 0.122362
INFO:EPOCH 32/100 | STEP: 3700|5416 | Loss: 0.127379
INFO:EPOCH 32/100 | STEP: 3800|5416 | Loss: 0.124951
INFO:EPOCH 32/100 | STEP: 3900|5416 | Loss: 0.130033
INFO:EPOCH 32/100 | STEP: 4000|5416 | Loss: 0.131757
INFO:EPOCH 32/100 | STEP: 4100|5416 | Loss: 0.131795
INFO:EPOCH 32/100 | STEP: 4200|5416 | Loss: 0.129254
INFO:EPOCH 32/100 | STEP: 4300|5416 | Loss: 0.129926
INFO:EPOCH 32/100 | STEP: 4400|5416 | Loss: 0.121342
INFO:EPOCH 32/100 | STEP: 4500|5416 | Loss: 0.115960
INFO:EPOCH 32/100 | STEP: 4600|5416 | Loss: 0.134742
INFO:EPOCH 32/100 | STEP: 4700|5416 | Loss: 0.122884
INFO:EPOCH 32/100 | STEP: 4800|5416 | Loss: 0.127809
INFO:EPOCH 32/100 | STEP: 4900|5416 | Loss: 0.115717
INFO:EPOCH 32/100 | STEP: 5000|5416 | Loss: 0.124152
INFO:EPOCH 32/100 | STEP: 5100|5416 | Loss: 0.120043
INFO:EPOCH 32/100 | STEP: 5200|5416 | Loss: 0.126539
INFO:EPOCH 32/100 | STEP: 5300|5416 | Loss: 0.123222
INFO:EPOCH 32/100 | STEP: 5400|5416 | Loss: 0.128369
INFO:VAL NDCG@10, IoU=0.3: 0.373377
INFO:VAL NDCG@10, IoU=0.5: 0.343633
INFO:VAL NDCG@10, IoU=0.7: 0.230479
INFO:VAL NDCG@20, IoU=0.3: 0.384717
INFO:VAL NDCG@20, IoU=0.5: 0.352612
INFO:VAL NDCG@20, IoU=0.7: 0.239257
INFO:VAL NDCG@40, IoU=0.3: 0.410846
INFO:VAL NDCG@40, IoU=0.5: 0.376207
INFO:VAL NDCG@40, IoU=0.7: 0.258199
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.377151
INFO:TEST NDCG@10, IoU=0.5: 0.344697
INFO:TEST NDCG@10, IoU=0.7: 0.240775
INFO:TEST NDCG@20, IoU=0.3: 0.384332
INFO:TEST NDCG@20, IoU=0.5: 0.350514
INFO:TEST NDCG@20, IoU=0.7: 0.245508
INFO:TEST NDCG@40, IoU=0.3: 0.412463
INFO:TEST NDCG@40, IoU=0.5: 0.375693
INFO:TEST NDCG@40, IoU=0.7: 0.264779
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.373377
INFO:BEST VAL NDCG@10, IoU=0.5: 0.343633
INFO:BEST VAL NDCG@10, IoU=0.7: 0.230479
INFO:BEST VAL NDCG@20, IoU=0.3: 0.384717
INFO:BEST VAL NDCG@20, IoU=0.5: 0.352612
INFO:BEST VAL NDCG@20, IoU=0.7: 0.239257
INFO:BEST VAL NDCG@40, IoU=0.3: 0.410846
INFO:BEST VAL NDCG@40, IoU=0.5: 0.376207
INFO:BEST VAL NDCG@40, IoU=0.7: 0.258199
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.377151
INFO:BEST TEST NDCG@10, IoU=0.5: 0.344697
INFO:BEST TEST NDCG@10, IoU=0.7: 0.240775
INFO:BEST TEST NDCG@20, IoU=0.3: 0.384332
INFO:BEST TEST NDCG@20, IoU=0.5: 0.350514
INFO:BEST TEST NDCG@20, IoU=0.7: 0.245508
INFO:BEST TEST NDCG@40, IoU=0.3: 0.412463
INFO:BEST TEST NDCG@40, IoU=0.5: 0.375693
INFO:BEST TEST NDCG@40, IoU=0.7: 0.264779
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 33|100
INFO:EPOCH 33/100 | STEP: 0|5416 | Loss: 0.205398
INFO:EPOCH 33/100 | STEP: 100|5416 | Loss: 0.207469
INFO:EPOCH 33/100 | STEP: 200|5416 | Loss: 0.207335
INFO:EPOCH 33/100 | STEP: 300|5416 | Loss: 0.197698
INFO:EPOCH 33/100 | STEP: 400|5416 | Loss: 0.197073
INFO:EPOCH 33/100 | STEP: 500|5416 | Loss: 0.200271
INFO:EPOCH 33/100 | STEP: 600|5416 | Loss: 0.196387
INFO:EPOCH 33/100 | STEP: 700|5416 | Loss: 0.202828
INFO:EPOCH 33/100 | STEP: 800|5416 | Loss: 0.202253
INFO:EPOCH 33/100 | STEP: 900|5416 | Loss: 0.197368
INFO:EPOCH 33/100 | STEP: 1000|5416 | Loss: 0.201149
INFO:EPOCH 33/100 | STEP: 1100|5416 | Loss: 0.195913
INFO:EPOCH 33/100 | STEP: 1200|5416 | Loss: 0.200630
INFO:EPOCH 33/100 | STEP: 1300|5416 | Loss: 0.210965
INFO:EPOCH 33/100 | STEP: 1400|5416 | Loss: 0.185038
INFO:EPOCH 33/100 | STEP: 1500|5416 | Loss: 0.202854
INFO:EPOCH 33/100 | STEP: 1600|5416 | Loss: 0.209241
INFO:EPOCH 33/100 | STEP: 1700|5416 | Loss: 0.201796
INFO:EPOCH 33/100 | STEP: 1800|5416 | Loss: 0.198968
INFO:EPOCH 33/100 | STEP: 1900|5416 | Loss: 0.204723
INFO:EPOCH 33/100 | STEP: 2000|5416 | Loss: 0.204810
INFO:EPOCH 33/100 | STEP: 2100|5416 | Loss: 0.200846
INFO:EPOCH 33/100 | STEP: 2200|5416 | Loss: 0.203962
INFO:EPOCH 33/100 | STEP: 2300|5416 | Loss: 0.191601
INFO:EPOCH 33/100 | STEP: 2400|5416 | Loss: 0.198369
INFO:EPOCH 33/100 | STEP: 2500|5416 | Loss: 0.191573
INFO:EPOCH 33/100 | STEP: 2600|5416 | Loss: 0.200447
INFO:EPOCH 33/100 | STEP: 2700|5416 | Loss: 0.212461
INFO:VAL NDCG@10, IoU=0.3: 0.324209
INFO:VAL NDCG@10, IoU=0.5: 0.294394
INFO:VAL NDCG@10, IoU=0.7: 0.193077
INFO:VAL NDCG@20, IoU=0.3: 0.331755
INFO:VAL NDCG@20, IoU=0.5: 0.300811
INFO:VAL NDCG@20, IoU=0.7: 0.201225
INFO:VAL NDCG@40, IoU=0.3: 0.355675
INFO:VAL NDCG@40, IoU=0.5: 0.322400
INFO:VAL NDCG@40, IoU=0.7: 0.221020
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.329688
INFO:TEST NDCG@10, IoU=0.5: 0.295992
INFO:TEST NDCG@10, IoU=0.7: 0.203711
INFO:TEST NDCG@20, IoU=0.3: 0.334009
INFO:TEST NDCG@20, IoU=0.5: 0.300386
INFO:TEST NDCG@20, IoU=0.7: 0.209142
INFO:TEST NDCG@40, IoU=0.3: 0.358374
INFO:TEST NDCG@40, IoU=0.5: 0.322336
INFO:TEST NDCG@40, IoU=0.7: 0.226390
INFO:
INFO:EPOCH 33/100 | STEP: 2800|5416 | Loss: 0.129503
INFO:EPOCH 33/100 | STEP: 2900|5416 | Loss: 0.130216
INFO:EPOCH 33/100 | STEP: 3000|5416 | Loss: 0.124455
INFO:EPOCH 33/100 | STEP: 3100|5416 | Loss: 0.121809
INFO:EPOCH 33/100 | STEP: 3200|5416 | Loss: 0.129195
INFO:EPOCH 33/100 | STEP: 3300|5416 | Loss: 0.127993
INFO:EPOCH 33/100 | STEP: 3400|5416 | Loss: 0.129480
INFO:EPOCH 33/100 | STEP: 3500|5416 | Loss: 0.125683
INFO:EPOCH 33/100 | STEP: 3600|5416 | Loss: 0.136386
INFO:EPOCH 33/100 | STEP: 3700|5416 | Loss: 0.127011
INFO:EPOCH 33/100 | STEP: 3800|5416 | Loss: 0.123601
INFO:EPOCH 33/100 | STEP: 3900|5416 | Loss: 0.136323
INFO:EPOCH 33/100 | STEP: 4000|5416 | Loss: 0.121991
INFO:EPOCH 33/100 | STEP: 4100|5416 | Loss: 0.123880
INFO:EPOCH 33/100 | STEP: 4200|5416 | Loss: 0.126718
INFO:EPOCH 33/100 | STEP: 4300|5416 | Loss: 0.128709
INFO:EPOCH 33/100 | STEP: 4400|5416 | Loss: 0.131859
INFO:EPOCH 33/100 | STEP: 4500|5416 | Loss: 0.118710
INFO:EPOCH 33/100 | STEP: 4600|5416 | Loss: 0.115761
INFO:EPOCH 33/100 | STEP: 4700|5416 | Loss: 0.119818
INFO:EPOCH 33/100 | STEP: 4800|5416 | Loss: 0.129993
INFO:EPOCH 33/100 | STEP: 4900|5416 | Loss: 0.125073
INFO:EPOCH 33/100 | STEP: 5000|5416 | Loss: 0.135239
INFO:EPOCH 33/100 | STEP: 5100|5416 | Loss: 0.128887
INFO:EPOCH 33/100 | STEP: 5200|5416 | Loss: 0.122368
INFO:EPOCH 33/100 | STEP: 5300|5416 | Loss: 0.137010
INFO:EPOCH 33/100 | STEP: 5400|5416 | Loss: 0.121881
INFO:VAL NDCG@10, IoU=0.3: 0.375852
INFO:VAL NDCG@10, IoU=0.5: 0.342436
INFO:VAL NDCG@10, IoU=0.7: 0.227571
INFO:VAL NDCG@20, IoU=0.3: 0.382539
INFO:VAL NDCG@20, IoU=0.5: 0.349184
INFO:VAL NDCG@20, IoU=0.7: 0.235701
INFO:VAL NDCG@40, IoU=0.3: 0.411835
INFO:VAL NDCG@40, IoU=0.5: 0.376967
INFO:VAL NDCG@40, IoU=0.7: 0.258110
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.380117
INFO:TEST NDCG@10, IoU=0.5: 0.345049
INFO:TEST NDCG@10, IoU=0.7: 0.241783
INFO:TEST NDCG@20, IoU=0.3: 0.388535
INFO:TEST NDCG@20, IoU=0.5: 0.352703
INFO:TEST NDCG@20, IoU=0.7: 0.247433
INFO:TEST NDCG@40, IoU=0.3: 0.416936
INFO:TEST NDCG@40, IoU=0.5: 0.378686
INFO:TEST NDCG@40, IoU=0.7: 0.266566
INFO:
INFO:TRAIN EPOCH: 34|100
INFO:EPOCH 34/100 | STEP: 0|5416 | Loss: 0.224795
INFO:EPOCH 34/100 | STEP: 100|5416 | Loss: 0.200883
INFO:EPOCH 34/100 | STEP: 200|5416 | Loss: 0.191115
INFO:EPOCH 34/100 | STEP: 300|5416 | Loss: 0.204906
INFO:EPOCH 34/100 | STEP: 400|5416 | Loss: 0.213816
INFO:EPOCH 34/100 | STEP: 500|5416 | Loss: 0.194981
INFO:EPOCH 34/100 | STEP: 600|5416 | Loss: 0.214157
INFO:EPOCH 34/100 | STEP: 700|5416 | Loss: 0.201585
INFO:EPOCH 34/100 | STEP: 800|5416 | Loss: 0.193933
INFO:EPOCH 34/100 | STEP: 900|5416 | Loss: 0.199799
INFO:EPOCH 34/100 | STEP: 1000|5416 | Loss: 0.195333
INFO:EPOCH 34/100 | STEP: 1100|5416 | Loss: 0.198815
INFO:EPOCH 34/100 | STEP: 1200|5416 | Loss: 0.207507
INFO:EPOCH 34/100 | STEP: 1300|5416 | Loss: 0.195885
INFO:EPOCH 34/100 | STEP: 1400|5416 | Loss: 0.190513
INFO:EPOCH 34/100 | STEP: 1500|5416 | Loss: 0.204770
INFO:EPOCH 34/100 | STEP: 1600|5416 | Loss: 0.198122
INFO:EPOCH 34/100 | STEP: 1700|5416 | Loss: 0.195326
INFO:EPOCH 34/100 | STEP: 1800|5416 | Loss: 0.197996
INFO:EPOCH 34/100 | STEP: 1900|5416 | Loss: 0.209709
INFO:EPOCH 34/100 | STEP: 2000|5416 | Loss: 0.193415
INFO:EPOCH 34/100 | STEP: 2100|5416 | Loss: 0.193612
INFO:EPOCH 34/100 | STEP: 2200|5416 | Loss: 0.201800
INFO:EPOCH 34/100 | STEP: 2300|5416 | Loss: 0.204008
INFO:EPOCH 34/100 | STEP: 2400|5416 | Loss: 0.203321
INFO:EPOCH 34/100 | STEP: 2500|5416 | Loss: 0.199012
INFO:EPOCH 34/100 | STEP: 2600|5416 | Loss: 0.206843
INFO:EPOCH 34/100 | STEP: 2700|5416 | Loss: 0.205761
INFO:VAL NDCG@10, IoU=0.3: 0.328140
INFO:VAL NDCG@10, IoU=0.5: 0.298688
INFO:VAL NDCG@10, IoU=0.7: 0.195077
INFO:VAL NDCG@20, IoU=0.3: 0.331461
INFO:VAL NDCG@20, IoU=0.5: 0.299898
INFO:VAL NDCG@20, IoU=0.7: 0.200708
INFO:VAL NDCG@40, IoU=0.3: 0.359495
INFO:VAL NDCG@40, IoU=0.5: 0.325204
INFO:VAL NDCG@40, IoU=0.7: 0.223069
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.332214
INFO:TEST NDCG@10, IoU=0.5: 0.298612
INFO:TEST NDCG@10, IoU=0.7: 0.207282
INFO:TEST NDCG@20, IoU=0.3: 0.336335
INFO:TEST NDCG@20, IoU=0.5: 0.302593
INFO:TEST NDCG@20, IoU=0.7: 0.211561
INFO:TEST NDCG@40, IoU=0.3: 0.362295
INFO:TEST NDCG@40, IoU=0.5: 0.326293
INFO:TEST NDCG@40, IoU=0.7: 0.229928
INFO:
INFO:EPOCH 34/100 | STEP: 2800|5416 | Loss: 0.139642
INFO:EPOCH 34/100 | STEP: 2900|5416 | Loss: 0.126748
INFO:EPOCH 34/100 | STEP: 3000|5416 | Loss: 0.132166
INFO:EPOCH 34/100 | STEP: 3100|5416 | Loss: 0.137259
INFO:EPOCH 34/100 | STEP: 3200|5416 | Loss: 0.128896
INFO:EPOCH 34/100 | STEP: 3300|5416 | Loss: 0.121796
INFO:EPOCH 34/100 | STEP: 3400|5416 | Loss: 0.127180
INFO:EPOCH 34/100 | STEP: 3500|5416 | Loss: 0.125238
INFO:EPOCH 34/100 | STEP: 3600|5416 | Loss: 0.115586
INFO:EPOCH 34/100 | STEP: 3700|5416 | Loss: 0.125447
INFO:EPOCH 34/100 | STEP: 3800|5416 | Loss: 0.131141
INFO:EPOCH 34/100 | STEP: 3900|5416 | Loss: 0.124893
INFO:EPOCH 34/100 | STEP: 4000|5416 | Loss: 0.128934
INFO:EPOCH 34/100 | STEP: 4100|5416 | Loss: 0.119726
INFO:EPOCH 34/100 | STEP: 4200|5416 | Loss: 0.126515
INFO:EPOCH 34/100 | STEP: 4300|5416 | Loss: 0.129881
INFO:EPOCH 34/100 | STEP: 4400|5416 | Loss: 0.121600
INFO:EPOCH 34/100 | STEP: 4500|5416 | Loss: 0.123760
INFO:EPOCH 34/100 | STEP: 4600|5416 | Loss: 0.124395
INFO:EPOCH 34/100 | STEP: 4700|5416 | Loss: 0.127100
INFO:EPOCH 34/100 | STEP: 4800|5416 | Loss: 0.128692
INFO:EPOCH 34/100 | STEP: 4900|5416 | Loss: 0.124309
INFO:EPOCH 34/100 | STEP: 5000|5416 | Loss: 0.118585
INFO:EPOCH 34/100 | STEP: 5100|5416 | Loss: 0.124789
INFO:EPOCH 34/100 | STEP: 5200|5416 | Loss: 0.121448
INFO:EPOCH 34/100 | STEP: 5300|5416 | Loss: 0.127359
INFO:EPOCH 34/100 | STEP: 5400|5416 | Loss: 0.118832
INFO:VAL NDCG@10, IoU=0.3: 0.378241
INFO:VAL NDCG@10, IoU=0.5: 0.345261
INFO:VAL NDCG@10, IoU=0.7: 0.233411
INFO:VAL NDCG@20, IoU=0.3: 0.385660
INFO:VAL NDCG@20, IoU=0.5: 0.351650
INFO:VAL NDCG@20, IoU=0.7: 0.240255
INFO:VAL NDCG@40, IoU=0.3: 0.415667
INFO:VAL NDCG@40, IoU=0.5: 0.379109
INFO:VAL NDCG@40, IoU=0.7: 0.260521
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.384384
INFO:TEST NDCG@10, IoU=0.5: 0.350570
INFO:TEST NDCG@10, IoU=0.7: 0.244176
INFO:TEST NDCG@20, IoU=0.3: 0.391482
INFO:TEST NDCG@20, IoU=0.5: 0.356493
INFO:TEST NDCG@20, IoU=0.7: 0.249829
INFO:TEST NDCG@40, IoU=0.3: 0.419336
INFO:TEST NDCG@40, IoU=0.5: 0.381643
INFO:TEST NDCG@40, IoU=0.7: 0.268817
INFO:
INFO:TRAIN EPOCH: 35|100
INFO:EPOCH 35/100 | STEP: 0|5416 | Loss: 0.210909
INFO:EPOCH 35/100 | STEP: 100|5416 | Loss: 0.203217
INFO:EPOCH 35/100 | STEP: 200|5416 | Loss: 0.208088
INFO:EPOCH 35/100 | STEP: 300|5416 | Loss: 0.202172
INFO:EPOCH 35/100 | STEP: 400|5416 | Loss: 0.191890
INFO:EPOCH 35/100 | STEP: 500|5416 | Loss: 0.197285
INFO:EPOCH 35/100 | STEP: 600|5416 | Loss: 0.201659
INFO:EPOCH 35/100 | STEP: 700|5416 | Loss: 0.196093
INFO:EPOCH 35/100 | STEP: 800|5416 | Loss: 0.185375
INFO:EPOCH 35/100 | STEP: 900|5416 | Loss: 0.200525
INFO:EPOCH 35/100 | STEP: 1000|5416 | Loss: 0.213113
INFO:EPOCH 35/100 | STEP: 1100|5416 | Loss: 0.199501
INFO:EPOCH 35/100 | STEP: 1200|5416 | Loss: 0.198657
INFO:EPOCH 35/100 | STEP: 1300|5416 | Loss: 0.193223
INFO:EPOCH 35/100 | STEP: 1400|5416 | Loss: 0.195568
INFO:EPOCH 35/100 | STEP: 1500|5416 | Loss: 0.194494
INFO:EPOCH 35/100 | STEP: 1600|5416 | Loss: 0.193567
INFO:EPOCH 35/100 | STEP: 1700|5416 | Loss: 0.196325
INFO:EPOCH 35/100 | STEP: 1800|5416 | Loss: 0.201842
INFO:EPOCH 35/100 | STEP: 1900|5416 | Loss: 0.208974
INFO:EPOCH 35/100 | STEP: 2000|5416 | Loss: 0.198742
INFO:EPOCH 35/100 | STEP: 2100|5416 | Loss: 0.202738
INFO:EPOCH 35/100 | STEP: 2200|5416 | Loss: 0.195877
INFO:EPOCH 35/100 | STEP: 2300|5416 | Loss: 0.210606
INFO:EPOCH 35/100 | STEP: 2400|5416 | Loss: 0.206829
INFO:EPOCH 35/100 | STEP: 2500|5416 | Loss: 0.202286
INFO:EPOCH 35/100 | STEP: 2600|5416 | Loss: 0.191398
INFO:EPOCH 35/100 | STEP: 2700|5416 | Loss: 0.203462
INFO:VAL NDCG@10, IoU=0.3: 0.332192
INFO:VAL NDCG@10, IoU=0.5: 0.299307
INFO:VAL NDCG@10, IoU=0.7: 0.197972
INFO:VAL NDCG@20, IoU=0.3: 0.337918
INFO:VAL NDCG@20, IoU=0.5: 0.303473
INFO:VAL NDCG@20, IoU=0.7: 0.203754
INFO:VAL NDCG@40, IoU=0.3: 0.363643
INFO:VAL NDCG@40, IoU=0.5: 0.327966
INFO:VAL NDCG@40, IoU=0.7: 0.223414
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.329030
INFO:TEST NDCG@10, IoU=0.5: 0.295670
INFO:TEST NDCG@10, IoU=0.7: 0.204231
INFO:TEST NDCG@20, IoU=0.3: 0.336210
INFO:TEST NDCG@20, IoU=0.5: 0.302487
INFO:TEST NDCG@20, IoU=0.7: 0.210397
INFO:TEST NDCG@40, IoU=0.3: 0.361697
INFO:TEST NDCG@40, IoU=0.5: 0.325939
INFO:TEST NDCG@40, IoU=0.7: 0.229715
INFO:
INFO:EPOCH 35/100 | STEP: 2800|5416 | Loss: 0.138989
INFO:EPOCH 35/100 | STEP: 2900|5416 | Loss: 0.122042
INFO:EPOCH 35/100 | STEP: 3000|5416 | Loss: 0.119390
INFO:EPOCH 35/100 | STEP: 3100|5416 | Loss: 0.120759
INFO:EPOCH 35/100 | STEP: 3200|5416 | Loss: 0.125754
INFO:EPOCH 35/100 | STEP: 3300|5416 | Loss: 0.127041
INFO:EPOCH 35/100 | STEP: 3400|5416 | Loss: 0.135223
INFO:EPOCH 35/100 | STEP: 3500|5416 | Loss: 0.132076
INFO:EPOCH 35/100 | STEP: 3600|5416 | Loss: 0.124523
INFO:EPOCH 35/100 | STEP: 3700|5416 | Loss: 0.123095
INFO:EPOCH 35/100 | STEP: 3800|5416 | Loss: 0.129332
INFO:EPOCH 35/100 | STEP: 3900|5416 | Loss: 0.133700
INFO:EPOCH 35/100 | STEP: 4000|5416 | Loss: 0.126707
INFO:EPOCH 35/100 | STEP: 4100|5416 | Loss: 0.121348
INFO:EPOCH 35/100 | STEP: 4200|5416 | Loss: 0.124309
INFO:EPOCH 35/100 | STEP: 4300|5416 | Loss: 0.118622
INFO:EPOCH 35/100 | STEP: 4400|5416 | Loss: 0.118425
INFO:EPOCH 35/100 | STEP: 4500|5416 | Loss: 0.122096
INFO:EPOCH 35/100 | STEP: 4600|5416 | Loss: 0.128514
INFO:EPOCH 35/100 | STEP: 4700|5416 | Loss: 0.131107
INFO:EPOCH 35/100 | STEP: 4800|5416 | Loss: 0.129902
INFO:EPOCH 35/100 | STEP: 4900|5416 | Loss: 0.122909
INFO:EPOCH 35/100 | STEP: 5000|5416 | Loss: 0.120343
INFO:EPOCH 35/100 | STEP: 5100|5416 | Loss: 0.116756
INFO:EPOCH 35/100 | STEP: 5200|5416 | Loss: 0.120180
INFO:EPOCH 35/100 | STEP: 5300|5416 | Loss: 0.121720
INFO:EPOCH 35/100 | STEP: 5400|5416 | Loss: 0.125619
INFO:VAL NDCG@10, IoU=0.3: 0.382378
INFO:VAL NDCG@10, IoU=0.5: 0.350240
INFO:VAL NDCG@10, IoU=0.7: 0.234116
INFO:VAL NDCG@20, IoU=0.3: 0.390880
INFO:VAL NDCG@20, IoU=0.5: 0.356478
INFO:VAL NDCG@20, IoU=0.7: 0.242520
INFO:VAL NDCG@40, IoU=0.3: 0.420008
INFO:VAL NDCG@40, IoU=0.5: 0.383340
INFO:VAL NDCG@40, IoU=0.7: 0.265171
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.385781
INFO:TEST NDCG@10, IoU=0.5: 0.352199
INFO:TEST NDCG@10, IoU=0.7: 0.245817
INFO:TEST NDCG@20, IoU=0.3: 0.392831
INFO:TEST NDCG@20, IoU=0.5: 0.358297
INFO:TEST NDCG@20, IoU=0.7: 0.251707
INFO:TEST NDCG@40, IoU=0.3: 0.421374
INFO:TEST NDCG@40, IoU=0.5: 0.384289
INFO:TEST NDCG@40, IoU=0.7: 0.270799
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.382378
INFO:BEST VAL NDCG@10, IoU=0.5: 0.350240
INFO:BEST VAL NDCG@10, IoU=0.7: 0.234116
INFO:BEST VAL NDCG@20, IoU=0.3: 0.390880
INFO:BEST VAL NDCG@20, IoU=0.5: 0.356478
INFO:BEST VAL NDCG@20, IoU=0.7: 0.242520
INFO:BEST VAL NDCG@40, IoU=0.3: 0.420008
INFO:BEST VAL NDCG@40, IoU=0.5: 0.383340
INFO:BEST VAL NDCG@40, IoU=0.7: 0.265171
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.385781
INFO:BEST TEST NDCG@10, IoU=0.5: 0.352199
INFO:BEST TEST NDCG@10, IoU=0.7: 0.245817
INFO:BEST TEST NDCG@20, IoU=0.3: 0.392831
INFO:BEST TEST NDCG@20, IoU=0.5: 0.358297
INFO:BEST TEST NDCG@20, IoU=0.7: 0.251707
INFO:BEST TEST NDCG@40, IoU=0.3: 0.421374
INFO:BEST TEST NDCG@40, IoU=0.5: 0.384289
INFO:BEST TEST NDCG@40, IoU=0.7: 0.270799
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 36|100
INFO:EPOCH 36/100 | STEP: 0|5416 | Loss: 0.209982
INFO:EPOCH 36/100 | STEP: 100|5416 | Loss: 0.203510
INFO:EPOCH 36/100 | STEP: 200|5416 | Loss: 0.197465
INFO:EPOCH 36/100 | STEP: 300|5416 | Loss: 0.196171
INFO:EPOCH 36/100 | STEP: 400|5416 | Loss: 0.202769
INFO:EPOCH 36/100 | STEP: 500|5416 | Loss: 0.194414
INFO:EPOCH 36/100 | STEP: 600|5416 | Loss: 0.192150
INFO:EPOCH 36/100 | STEP: 700|5416 | Loss: 0.200686
INFO:EPOCH 36/100 | STEP: 800|5416 | Loss: 0.190906
INFO:EPOCH 36/100 | STEP: 900|5416 | Loss: 0.193599
INFO:EPOCH 36/100 | STEP: 1000|5416 | Loss: 0.192916
INFO:EPOCH 36/100 | STEP: 1100|5416 | Loss: 0.201298
INFO:EPOCH 36/100 | STEP: 1200|5416 | Loss: 0.204449
INFO:EPOCH 36/100 | STEP: 1300|5416 | Loss: 0.201847
INFO:EPOCH 36/100 | STEP: 1400|5416 | Loss: 0.202089
INFO:EPOCH 36/100 | STEP: 1500|5416 | Loss: 0.188777
INFO:EPOCH 36/100 | STEP: 1600|5416 | Loss: 0.194472
INFO:EPOCH 36/100 | STEP: 1700|5416 | Loss: 0.206441
INFO:EPOCH 36/100 | STEP: 1800|5416 | Loss: 0.188674
INFO:EPOCH 36/100 | STEP: 1900|5416 | Loss: 0.196125
INFO:EPOCH 36/100 | STEP: 2000|5416 | Loss: 0.203458
INFO:EPOCH 36/100 | STEP: 2100|5416 | Loss: 0.196500
INFO:EPOCH 36/100 | STEP: 2200|5416 | Loss: 0.193602
INFO:EPOCH 36/100 | STEP: 2300|5416 | Loss: 0.191382
INFO:EPOCH 36/100 | STEP: 2400|5416 | Loss: 0.190072
INFO:EPOCH 36/100 | STEP: 2500|5416 | Loss: 0.206599
INFO:EPOCH 36/100 | STEP: 2600|5416 | Loss: 0.203158
INFO:EPOCH 36/100 | STEP: 2700|5416 | Loss: 0.193874
INFO:VAL NDCG@10, IoU=0.3: 0.336482
INFO:VAL NDCG@10, IoU=0.5: 0.304343
INFO:VAL NDCG@10, IoU=0.7: 0.200160
INFO:VAL NDCG@20, IoU=0.3: 0.341933
INFO:VAL NDCG@20, IoU=0.5: 0.309546
INFO:VAL NDCG@20, IoU=0.7: 0.208563
INFO:VAL NDCG@40, IoU=0.3: 0.370278
INFO:VAL NDCG@40, IoU=0.5: 0.335149
INFO:VAL NDCG@40, IoU=0.7: 0.229693
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.336790
INFO:TEST NDCG@10, IoU=0.5: 0.302454
INFO:TEST NDCG@10, IoU=0.7: 0.207978
INFO:TEST NDCG@20, IoU=0.3: 0.343547
INFO:TEST NDCG@20, IoU=0.5: 0.308937
INFO:TEST NDCG@20, IoU=0.7: 0.214168
INFO:TEST NDCG@40, IoU=0.3: 0.367834
INFO:TEST NDCG@40, IoU=0.5: 0.331433
INFO:TEST NDCG@40, IoU=0.7: 0.232729
INFO:
INFO:EPOCH 36/100 | STEP: 2800|5416 | Loss: 0.127560
INFO:EPOCH 36/100 | STEP: 2900|5416 | Loss: 0.126060
INFO:EPOCH 36/100 | STEP: 3000|5416 | Loss: 0.122369
INFO:EPOCH 36/100 | STEP: 3100|5416 | Loss: 0.130034
INFO:EPOCH 36/100 | STEP: 3200|5416 | Loss: 0.118858
INFO:EPOCH 36/100 | STEP: 3300|5416 | Loss: 0.114841
INFO:EPOCH 36/100 | STEP: 3400|5416 | Loss: 0.125699
INFO:EPOCH 36/100 | STEP: 3500|5416 | Loss: 0.125621
INFO:EPOCH 36/100 | STEP: 3600|5416 | Loss: 0.126495
INFO:EPOCH 36/100 | STEP: 3700|5416 | Loss: 0.133734
INFO:EPOCH 36/100 | STEP: 3800|5416 | Loss: 0.120313
INFO:EPOCH 36/100 | STEP: 3900|5416 | Loss: 0.125531
INFO:EPOCH 36/100 | STEP: 4000|5416 | Loss: 0.125930
INFO:EPOCH 36/100 | STEP: 4100|5416 | Loss: 0.122789
INFO:EPOCH 36/100 | STEP: 4200|5416 | Loss: 0.111626
INFO:EPOCH 36/100 | STEP: 4300|5416 | Loss: 0.124871
INFO:EPOCH 36/100 | STEP: 4400|5416 | Loss: 0.124439
INFO:EPOCH 36/100 | STEP: 4500|5416 | Loss: 0.131759
INFO:EPOCH 36/100 | STEP: 4600|5416 | Loss: 0.115346
INFO:EPOCH 36/100 | STEP: 4700|5416 | Loss: 0.129033
INFO:EPOCH 36/100 | STEP: 4800|5416 | Loss: 0.106162
INFO:EPOCH 36/100 | STEP: 4900|5416 | Loss: 0.121664
INFO:EPOCH 36/100 | STEP: 5000|5416 | Loss: 0.123795
INFO:EPOCH 36/100 | STEP: 5100|5416 | Loss: 0.117577
INFO:EPOCH 36/100 | STEP: 5200|5416 | Loss: 0.122430
INFO:EPOCH 36/100 | STEP: 5300|5416 | Loss: 0.113388
INFO:EPOCH 36/100 | STEP: 5400|5416 | Loss: 0.117222
INFO:VAL NDCG@10, IoU=0.3: 0.382486
INFO:VAL NDCG@10, IoU=0.5: 0.350855
INFO:VAL NDCG@10, IoU=0.7: 0.235044
INFO:VAL NDCG@20, IoU=0.3: 0.389959
INFO:VAL NDCG@20, IoU=0.5: 0.357423
INFO:VAL NDCG@20, IoU=0.7: 0.243731
INFO:VAL NDCG@40, IoU=0.3: 0.418699
INFO:VAL NDCG@40, IoU=0.5: 0.382219
INFO:VAL NDCG@40, IoU=0.7: 0.263475
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.387512
INFO:TEST NDCG@10, IoU=0.5: 0.352692
INFO:TEST NDCG@10, IoU=0.7: 0.247323
INFO:TEST NDCG@20, IoU=0.3: 0.393340
INFO:TEST NDCG@20, IoU=0.5: 0.358102
INFO:TEST NDCG@20, IoU=0.7: 0.251510
INFO:TEST NDCG@40, IoU=0.3: 0.421735
INFO:TEST NDCG@40, IoU=0.5: 0.383653
INFO:TEST NDCG@40, IoU=0.7: 0.270101
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.382486
INFO:BEST VAL NDCG@10, IoU=0.5: 0.350855
INFO:BEST VAL NDCG@10, IoU=0.7: 0.235044
INFO:BEST VAL NDCG@20, IoU=0.3: 0.389959
INFO:BEST VAL NDCG@20, IoU=0.5: 0.357423
INFO:BEST VAL NDCG@20, IoU=0.7: 0.243731
INFO:BEST VAL NDCG@40, IoU=0.3: 0.418699
INFO:BEST VAL NDCG@40, IoU=0.5: 0.382219
INFO:BEST VAL NDCG@40, IoU=0.7: 0.263475
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.387512
INFO:BEST TEST NDCG@10, IoU=0.5: 0.352692
INFO:BEST TEST NDCG@10, IoU=0.7: 0.247323
INFO:BEST TEST NDCG@20, IoU=0.3: 0.393340
INFO:BEST TEST NDCG@20, IoU=0.5: 0.358102
INFO:BEST TEST NDCG@20, IoU=0.7: 0.251510
INFO:BEST TEST NDCG@40, IoU=0.3: 0.421735
INFO:BEST TEST NDCG@40, IoU=0.5: 0.383653
INFO:BEST TEST NDCG@40, IoU=0.7: 0.270101
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 37|100
INFO:EPOCH 37/100 | STEP: 0|5416 | Loss: 0.204690
INFO:EPOCH 37/100 | STEP: 100|5416 | Loss: 0.203085
INFO:EPOCH 37/100 | STEP: 200|5416 | Loss: 0.203108
INFO:EPOCH 37/100 | STEP: 300|5416 | Loss: 0.201926
INFO:EPOCH 37/100 | STEP: 400|5416 | Loss: 0.201016
INFO:EPOCH 37/100 | STEP: 500|5416 | Loss: 0.220104
INFO:EPOCH 37/100 | STEP: 600|5416 | Loss: 0.203748
INFO:EPOCH 37/100 | STEP: 700|5416 | Loss: 0.194903
INFO:EPOCH 37/100 | STEP: 800|5416 | Loss: 0.194839
INFO:EPOCH 37/100 | STEP: 900|5416 | Loss: 0.201010
INFO:EPOCH 37/100 | STEP: 1000|5416 | Loss: 0.198221
INFO:EPOCH 37/100 | STEP: 1100|5416 | Loss: 0.199311
INFO:EPOCH 37/100 | STEP: 1200|5416 | Loss: 0.196522
INFO:EPOCH 37/100 | STEP: 1300|5416 | Loss: 0.205492
INFO:EPOCH 37/100 | STEP: 1400|5416 | Loss: 0.189557
INFO:EPOCH 37/100 | STEP: 1500|5416 | Loss: 0.208102
INFO:EPOCH 37/100 | STEP: 1600|5416 | Loss: 0.194053
INFO:EPOCH 37/100 | STEP: 1700|5416 | Loss: 0.199663
INFO:EPOCH 37/100 | STEP: 1800|5416 | Loss: 0.205155
INFO:EPOCH 37/100 | STEP: 1900|5416 | Loss: 0.192006
INFO:EPOCH 37/100 | STEP: 2000|5416 | Loss: 0.186446
INFO:EPOCH 37/100 | STEP: 2100|5416 | Loss: 0.193338
INFO:EPOCH 37/100 | STEP: 2200|5416 | Loss: 0.206082
INFO:EPOCH 37/100 | STEP: 2300|5416 | Loss: 0.190185
INFO:EPOCH 37/100 | STEP: 2400|5416 | Loss: 0.188538
INFO:EPOCH 37/100 | STEP: 2500|5416 | Loss: 0.193576
INFO:EPOCH 37/100 | STEP: 2600|5416 | Loss: 0.198978
INFO:EPOCH 37/100 | STEP: 2700|5416 | Loss: 0.192401
INFO:VAL NDCG@10, IoU=0.3: 0.339135
INFO:VAL NDCG@10, IoU=0.5: 0.307524
INFO:VAL NDCG@10, IoU=0.7: 0.202041
INFO:VAL NDCG@20, IoU=0.3: 0.340803
INFO:VAL NDCG@20, IoU=0.5: 0.308421
INFO:VAL NDCG@20, IoU=0.7: 0.207370
INFO:VAL NDCG@40, IoU=0.3: 0.368283
INFO:VAL NDCG@40, IoU=0.5: 0.333226
INFO:VAL NDCG@40, IoU=0.7: 0.227480
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.337505
INFO:TEST NDCG@10, IoU=0.5: 0.302302
INFO:TEST NDCG@10, IoU=0.7: 0.209231
INFO:TEST NDCG@20, IoU=0.3: 0.342106
INFO:TEST NDCG@20, IoU=0.5: 0.307378
INFO:TEST NDCG@20, IoU=0.7: 0.214749
INFO:TEST NDCG@40, IoU=0.3: 0.367292
INFO:TEST NDCG@40, IoU=0.5: 0.330705
INFO:TEST NDCG@40, IoU=0.7: 0.232661
INFO:
INFO:EPOCH 37/100 | STEP: 2800|5416 | Loss: 0.126520
INFO:EPOCH 37/100 | STEP: 2900|5416 | Loss: 0.128673
INFO:EPOCH 37/100 | STEP: 3000|5416 | Loss: 0.113005
INFO:EPOCH 37/100 | STEP: 3100|5416 | Loss: 0.121010
INFO:EPOCH 37/100 | STEP: 3200|5416 | Loss: 0.114410
INFO:EPOCH 37/100 | STEP: 3300|5416 | Loss: 0.115621
INFO:EPOCH 37/100 | STEP: 3400|5416 | Loss: 0.127418
INFO:EPOCH 37/100 | STEP: 3500|5416 | Loss: 0.120978
INFO:EPOCH 37/100 | STEP: 3600|5416 | Loss: 0.117950
INFO:EPOCH 37/100 | STEP: 3700|5416 | Loss: 0.118373
INFO:EPOCH 37/100 | STEP: 3800|5416 | Loss: 0.121117
INFO:EPOCH 37/100 | STEP: 3900|5416 | Loss: 0.112228
INFO:EPOCH 37/100 | STEP: 4000|5416 | Loss: 0.125115
INFO:EPOCH 37/100 | STEP: 4100|5416 | Loss: 0.124600
INFO:EPOCH 37/100 | STEP: 4200|5416 | Loss: 0.125481
INFO:EPOCH 37/100 | STEP: 4300|5416 | Loss: 0.127034
INFO:EPOCH 37/100 | STEP: 4400|5416 | Loss: 0.123968
INFO:EPOCH 37/100 | STEP: 4500|5416 | Loss: 0.131034
INFO:EPOCH 37/100 | STEP: 4600|5416 | Loss: 0.126162
INFO:EPOCH 37/100 | STEP: 4700|5416 | Loss: 0.122304
INFO:EPOCH 37/100 | STEP: 4800|5416 | Loss: 0.128733
INFO:EPOCH 37/100 | STEP: 4900|5416 | Loss: 0.113257
INFO:EPOCH 37/100 | STEP: 5000|5416 | Loss: 0.119365
INFO:EPOCH 37/100 | STEP: 5100|5416 | Loss: 0.111653
INFO:EPOCH 37/100 | STEP: 5200|5416 | Loss: 0.126120
INFO:EPOCH 37/100 | STEP: 5300|5416 | Loss: 0.110668
INFO:EPOCH 37/100 | STEP: 5400|5416 | Loss: 0.113436
INFO:VAL NDCG@10, IoU=0.3: 0.389131
INFO:VAL NDCG@10, IoU=0.5: 0.355908
INFO:VAL NDCG@10, IoU=0.7: 0.242269
INFO:VAL NDCG@20, IoU=0.3: 0.393797
INFO:VAL NDCG@20, IoU=0.5: 0.359923
INFO:VAL NDCG@20, IoU=0.7: 0.247318
INFO:VAL NDCG@40, IoU=0.3: 0.423770
INFO:VAL NDCG@40, IoU=0.5: 0.387187
INFO:VAL NDCG@40, IoU=0.7: 0.265406
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.392842
INFO:TEST NDCG@10, IoU=0.5: 0.357490
INFO:TEST NDCG@10, IoU=0.7: 0.249646
INFO:TEST NDCG@20, IoU=0.3: 0.399955
INFO:TEST NDCG@20, IoU=0.5: 0.363457
INFO:TEST NDCG@20, IoU=0.7: 0.255052
INFO:TEST NDCG@40, IoU=0.3: 0.427620
INFO:TEST NDCG@40, IoU=0.5: 0.389077
INFO:TEST NDCG@40, IoU=0.7: 0.273913
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.389131
INFO:BEST VAL NDCG@10, IoU=0.5: 0.355908
INFO:BEST VAL NDCG@10, IoU=0.7: 0.242269
INFO:BEST VAL NDCG@20, IoU=0.3: 0.393797
INFO:BEST VAL NDCG@20, IoU=0.5: 0.359923
INFO:BEST VAL NDCG@20, IoU=0.7: 0.247318
INFO:BEST VAL NDCG@40, IoU=0.3: 0.423770
INFO:BEST VAL NDCG@40, IoU=0.5: 0.387187
INFO:BEST VAL NDCG@40, IoU=0.7: 0.265406
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.392842
INFO:BEST TEST NDCG@10, IoU=0.5: 0.357490
INFO:BEST TEST NDCG@10, IoU=0.7: 0.249646
INFO:BEST TEST NDCG@20, IoU=0.3: 0.399955
INFO:BEST TEST NDCG@20, IoU=0.5: 0.363457
INFO:BEST TEST NDCG@20, IoU=0.7: 0.255052
INFO:BEST TEST NDCG@40, IoU=0.3: 0.427620
INFO:BEST TEST NDCG@40, IoU=0.5: 0.389077
INFO:BEST TEST NDCG@40, IoU=0.7: 0.273913
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 38|100
INFO:EPOCH 38/100 | STEP: 0|5416 | Loss: 0.209725
INFO:EPOCH 38/100 | STEP: 100|5416 | Loss: 0.191870
INFO:EPOCH 38/100 | STEP: 200|5416 | Loss: 0.200966
INFO:EPOCH 38/100 | STEP: 300|5416 | Loss: 0.210798
INFO:EPOCH 38/100 | STEP: 400|5416 | Loss: 0.200019
INFO:EPOCH 38/100 | STEP: 500|5416 | Loss: 0.198319
INFO:EPOCH 38/100 | STEP: 600|5416 | Loss: 0.194199
INFO:EPOCH 38/100 | STEP: 700|5416 | Loss: 0.195587
INFO:EPOCH 38/100 | STEP: 800|5416 | Loss: 0.196683
INFO:EPOCH 38/100 | STEP: 900|5416 | Loss: 0.201971
INFO:EPOCH 38/100 | STEP: 1000|5416 | Loss: 0.200203
INFO:EPOCH 38/100 | STEP: 1100|5416 | Loss: 0.195101
INFO:EPOCH 38/100 | STEP: 1200|5416 | Loss: 0.193132
INFO:EPOCH 38/100 | STEP: 1300|5416 | Loss: 0.197209
INFO:EPOCH 38/100 | STEP: 1400|5416 | Loss: 0.197298
INFO:EPOCH 38/100 | STEP: 1500|5416 | Loss: 0.200296
INFO:EPOCH 38/100 | STEP: 1600|5416 | Loss: 0.191826
INFO:EPOCH 38/100 | STEP: 1700|5416 | Loss: 0.194240
INFO:EPOCH 38/100 | STEP: 1800|5416 | Loss: 0.181242
INFO:EPOCH 38/100 | STEP: 1900|5416 | Loss: 0.186590
INFO:EPOCH 38/100 | STEP: 2000|5416 | Loss: 0.196348
INFO:EPOCH 38/100 | STEP: 2100|5416 | Loss: 0.193573
INFO:EPOCH 38/100 | STEP: 2200|5416 | Loss: 0.201005
INFO:EPOCH 38/100 | STEP: 2300|5416 | Loss: 0.184090
INFO:EPOCH 38/100 | STEP: 2400|5416 | Loss: 0.202503
INFO:EPOCH 38/100 | STEP: 2500|5416 | Loss: 0.195781
INFO:EPOCH 38/100 | STEP: 2600|5416 | Loss: 0.192397
INFO:EPOCH 38/100 | STEP: 2700|5416 | Loss: 0.192536
INFO:VAL NDCG@10, IoU=0.3: 0.339235
INFO:VAL NDCG@10, IoU=0.5: 0.307213
INFO:VAL NDCG@10, IoU=0.7: 0.200479
INFO:VAL NDCG@20, IoU=0.3: 0.343068
INFO:VAL NDCG@20, IoU=0.5: 0.310641
INFO:VAL NDCG@20, IoU=0.7: 0.209688
INFO:VAL NDCG@40, IoU=0.3: 0.369712
INFO:VAL NDCG@40, IoU=0.5: 0.333752
INFO:VAL NDCG@40, IoU=0.7: 0.228682
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.338137
INFO:TEST NDCG@10, IoU=0.5: 0.304810
INFO:TEST NDCG@10, IoU=0.7: 0.210773
INFO:TEST NDCG@20, IoU=0.3: 0.344210
INFO:TEST NDCG@20, IoU=0.5: 0.310244
INFO:TEST NDCG@20, IoU=0.7: 0.216347
INFO:TEST NDCG@40, IoU=0.3: 0.369673
INFO:TEST NDCG@40, IoU=0.5: 0.333819
INFO:TEST NDCG@40, IoU=0.7: 0.234595
INFO:
INFO:EPOCH 38/100 | STEP: 2800|5416 | Loss: 0.132045
INFO:EPOCH 38/100 | STEP: 2900|5416 | Loss: 0.136233
INFO:EPOCH 38/100 | STEP: 3000|5416 | Loss: 0.127356
INFO:EPOCH 38/100 | STEP: 3100|5416 | Loss: 0.124507
INFO:EPOCH 38/100 | STEP: 3200|5416 | Loss: 0.121198
INFO:EPOCH 38/100 | STEP: 3300|5416 | Loss: 0.130245
INFO:EPOCH 38/100 | STEP: 3400|5416 | Loss: 0.125730
INFO:EPOCH 38/100 | STEP: 3500|5416 | Loss: 0.125097
INFO:EPOCH 38/100 | STEP: 3600|5416 | Loss: 0.120941
INFO:EPOCH 38/100 | STEP: 3700|5416 | Loss: 0.117112
INFO:EPOCH 38/100 | STEP: 3800|5416 | Loss: 0.124179
INFO:EPOCH 38/100 | STEP: 3900|5416 | Loss: 0.126128
INFO:EPOCH 38/100 | STEP: 4000|5416 | Loss: 0.124387
INFO:EPOCH 38/100 | STEP: 4100|5416 | Loss: 0.115415
INFO:EPOCH 38/100 | STEP: 4200|5416 | Loss: 0.116277
INFO:EPOCH 38/100 | STEP: 4300|5416 | Loss: 0.117000
INFO:EPOCH 38/100 | STEP: 4400|5416 | Loss: 0.120583
INFO:EPOCH 38/100 | STEP: 4500|5416 | Loss: 0.116541
INFO:EPOCH 38/100 | STEP: 4600|5416 | Loss: 0.121016
INFO:EPOCH 38/100 | STEP: 4700|5416 | Loss: 0.118429
INFO:EPOCH 38/100 | STEP: 4800|5416 | Loss: 0.121927
INFO:EPOCH 38/100 | STEP: 4900|5416 | Loss: 0.118518
INFO:EPOCH 38/100 | STEP: 5000|5416 | Loss: 0.118732
INFO:EPOCH 38/100 | STEP: 5100|5416 | Loss: 0.123417
INFO:EPOCH 38/100 | STEP: 5200|5416 | Loss: 0.111853
INFO:EPOCH 38/100 | STEP: 5300|5416 | Loss: 0.127464
INFO:EPOCH 38/100 | STEP: 5400|5416 | Loss: 0.118246
INFO:VAL NDCG@10, IoU=0.3: 0.386285
INFO:VAL NDCG@10, IoU=0.5: 0.353433
INFO:VAL NDCG@10, IoU=0.7: 0.237151
INFO:VAL NDCG@20, IoU=0.3: 0.398327
INFO:VAL NDCG@20, IoU=0.5: 0.363434
INFO:VAL NDCG@20, IoU=0.7: 0.247511
INFO:VAL NDCG@40, IoU=0.3: 0.424842
INFO:VAL NDCG@40, IoU=0.5: 0.388541
INFO:VAL NDCG@40, IoU=0.7: 0.266733
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.390813
INFO:TEST NDCG@10, IoU=0.5: 0.355885
INFO:TEST NDCG@10, IoU=0.7: 0.251138
INFO:TEST NDCG@20, IoU=0.3: 0.399310
INFO:TEST NDCG@20, IoU=0.5: 0.363158
INFO:TEST NDCG@20, IoU=0.7: 0.257070
INFO:TEST NDCG@40, IoU=0.3: 0.428245
INFO:TEST NDCG@40, IoU=0.5: 0.389835
INFO:TEST NDCG@40, IoU=0.7: 0.276347
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.386285
INFO:BEST VAL NDCG@10, IoU=0.5: 0.353433
INFO:BEST VAL NDCG@10, IoU=0.7: 0.237151
INFO:BEST VAL NDCG@20, IoU=0.3: 0.398327
INFO:BEST VAL NDCG@20, IoU=0.5: 0.363434
INFO:BEST VAL NDCG@20, IoU=0.7: 0.247511
INFO:BEST VAL NDCG@40, IoU=0.3: 0.424842
INFO:BEST VAL NDCG@40, IoU=0.5: 0.388541
INFO:BEST VAL NDCG@40, IoU=0.7: 0.266733
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.390813
INFO:BEST TEST NDCG@10, IoU=0.5: 0.355885
INFO:BEST TEST NDCG@10, IoU=0.7: 0.251138
INFO:BEST TEST NDCG@20, IoU=0.3: 0.399310
INFO:BEST TEST NDCG@20, IoU=0.5: 0.363158
INFO:BEST TEST NDCG@20, IoU=0.7: 0.257070
INFO:BEST TEST NDCG@40, IoU=0.3: 0.428245
INFO:BEST TEST NDCG@40, IoU=0.5: 0.389835
INFO:BEST TEST NDCG@40, IoU=0.7: 0.276347
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 39|100
INFO:EPOCH 39/100 | STEP: 0|5416 | Loss: 0.216390
INFO:EPOCH 39/100 | STEP: 100|5416 | Loss: 0.194229
INFO:EPOCH 39/100 | STEP: 200|5416 | Loss: 0.194705
INFO:EPOCH 39/100 | STEP: 300|5416 | Loss: 0.201774
INFO:EPOCH 39/100 | STEP: 400|5416 | Loss: 0.196851
INFO:EPOCH 39/100 | STEP: 500|5416 | Loss: 0.186245
INFO:EPOCH 39/100 | STEP: 600|5416 | Loss: 0.201980
INFO:EPOCH 39/100 | STEP: 700|5416 | Loss: 0.195899
INFO:EPOCH 39/100 | STEP: 800|5416 | Loss: 0.190554
INFO:EPOCH 39/100 | STEP: 900|5416 | Loss: 0.193168
INFO:EPOCH 39/100 | STEP: 1000|5416 | Loss: 0.193432
INFO:EPOCH 39/100 | STEP: 1100|5416 | Loss: 0.186639
INFO:EPOCH 39/100 | STEP: 1200|5416 | Loss: 0.194994
INFO:EPOCH 39/100 | STEP: 1300|5416 | Loss: 0.199292
INFO:EPOCH 39/100 | STEP: 1400|5416 | Loss: 0.188339
INFO:EPOCH 39/100 | STEP: 1500|5416 | Loss: 0.195900
INFO:EPOCH 39/100 | STEP: 1600|5416 | Loss: 0.210924
INFO:EPOCH 39/100 | STEP: 1700|5416 | Loss: 0.196866
INFO:EPOCH 39/100 | STEP: 1800|5416 | Loss: 0.195701
INFO:EPOCH 39/100 | STEP: 1900|5416 | Loss: 0.187394
INFO:EPOCH 39/100 | STEP: 2000|5416 | Loss: 0.199740
INFO:EPOCH 39/100 | STEP: 2100|5416 | Loss: 0.190104
INFO:EPOCH 39/100 | STEP: 2200|5416 | Loss: 0.193680
INFO:EPOCH 39/100 | STEP: 2300|5416 | Loss: 0.204460
INFO:EPOCH 39/100 | STEP: 2400|5416 | Loss: 0.204913
INFO:EPOCH 39/100 | STEP: 2500|5416 | Loss: 0.192439
INFO:EPOCH 39/100 | STEP: 2600|5416 | Loss: 0.189453
INFO:EPOCH 39/100 | STEP: 2700|5416 | Loss: 0.198041
INFO:VAL NDCG@10, IoU=0.3: 0.341254
INFO:VAL NDCG@10, IoU=0.5: 0.309683
INFO:VAL NDCG@10, IoU=0.7: 0.206029
INFO:VAL NDCG@20, IoU=0.3: 0.347020
INFO:VAL NDCG@20, IoU=0.5: 0.315281
INFO:VAL NDCG@20, IoU=0.7: 0.214669
INFO:VAL NDCG@40, IoU=0.3: 0.371643
INFO:VAL NDCG@40, IoU=0.5: 0.337197
INFO:VAL NDCG@40, IoU=0.7: 0.231709
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.342470
INFO:TEST NDCG@10, IoU=0.5: 0.308016
INFO:TEST NDCG@10, IoU=0.7: 0.214287
INFO:TEST NDCG@20, IoU=0.3: 0.348108
INFO:TEST NDCG@20, IoU=0.5: 0.313223
INFO:TEST NDCG@20, IoU=0.7: 0.220349
INFO:TEST NDCG@40, IoU=0.3: 0.373654
INFO:TEST NDCG@40, IoU=0.5: 0.337207
INFO:TEST NDCG@40, IoU=0.7: 0.238990
INFO:
INFO:EPOCH 39/100 | STEP: 2800|5416 | Loss: 0.118313
INFO:EPOCH 39/100 | STEP: 2900|5416 | Loss: 0.128033
INFO:EPOCH 39/100 | STEP: 3000|5416 | Loss: 0.114511
INFO:EPOCH 39/100 | STEP: 3100|5416 | Loss: 0.124714
INFO:EPOCH 39/100 | STEP: 3200|5416 | Loss: 0.120663
INFO:EPOCH 39/100 | STEP: 3300|5416 | Loss: 0.130415
INFO:EPOCH 39/100 | STEP: 3400|5416 | Loss: 0.118503
INFO:EPOCH 39/100 | STEP: 3500|5416 | Loss: 0.110393
INFO:EPOCH 39/100 | STEP: 3600|5416 | Loss: 0.132085
INFO:EPOCH 39/100 | STEP: 3700|5416 | Loss: 0.119241
INFO:EPOCH 39/100 | STEP: 3800|5416 | Loss: 0.120882
INFO:EPOCH 39/100 | STEP: 3900|5416 | Loss: 0.118759
INFO:EPOCH 39/100 | STEP: 4000|5416 | Loss: 0.121995
INFO:EPOCH 39/100 | STEP: 4100|5416 | Loss: 0.110247
INFO:EPOCH 39/100 | STEP: 4200|5416 | Loss: 0.122190
INFO:EPOCH 39/100 | STEP: 4300|5416 | Loss: 0.112543
INFO:EPOCH 39/100 | STEP: 4400|5416 | Loss: 0.127909
INFO:EPOCH 39/100 | STEP: 4500|5416 | Loss: 0.122231
INFO:EPOCH 39/100 | STEP: 4600|5416 | Loss: 0.117744
INFO:EPOCH 39/100 | STEP: 4700|5416 | Loss: 0.113026
INFO:EPOCH 39/100 | STEP: 4800|5416 | Loss: 0.122055
INFO:EPOCH 39/100 | STEP: 4900|5416 | Loss: 0.121503
INFO:EPOCH 39/100 | STEP: 5000|5416 | Loss: 0.115118
INFO:EPOCH 39/100 | STEP: 5100|5416 | Loss: 0.116708
INFO:EPOCH 39/100 | STEP: 5200|5416 | Loss: 0.116107
INFO:EPOCH 39/100 | STEP: 5300|5416 | Loss: 0.111185
INFO:EPOCH 39/100 | STEP: 5400|5416 | Loss: 0.127959
INFO:VAL NDCG@10, IoU=0.3: 0.387955
INFO:VAL NDCG@10, IoU=0.5: 0.355342
INFO:VAL NDCG@10, IoU=0.7: 0.242073
INFO:VAL NDCG@20, IoU=0.3: 0.398560
INFO:VAL NDCG@20, IoU=0.5: 0.365242
INFO:VAL NDCG@20, IoU=0.7: 0.249898
INFO:VAL NDCG@40, IoU=0.3: 0.430595
INFO:VAL NDCG@40, IoU=0.5: 0.393811
INFO:VAL NDCG@40, IoU=0.7: 0.271147
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.394781
INFO:TEST NDCG@10, IoU=0.5: 0.359976
INFO:TEST NDCG@10, IoU=0.7: 0.253523
INFO:TEST NDCG@20, IoU=0.3: 0.401830
INFO:TEST NDCG@20, IoU=0.5: 0.365916
INFO:TEST NDCG@20, IoU=0.7: 0.257684
INFO:TEST NDCG@40, IoU=0.3: 0.430435
INFO:TEST NDCG@40, IoU=0.5: 0.392086
INFO:TEST NDCG@40, IoU=0.7: 0.277354
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.387955
INFO:BEST VAL NDCG@10, IoU=0.5: 0.355342
INFO:BEST VAL NDCG@10, IoU=0.7: 0.242073
INFO:BEST VAL NDCG@20, IoU=0.3: 0.398560
INFO:BEST VAL NDCG@20, IoU=0.5: 0.365242
INFO:BEST VAL NDCG@20, IoU=0.7: 0.249898
INFO:BEST VAL NDCG@40, IoU=0.3: 0.430595
INFO:BEST VAL NDCG@40, IoU=0.5: 0.393811
INFO:BEST VAL NDCG@40, IoU=0.7: 0.271147
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.394781
INFO:BEST TEST NDCG@10, IoU=0.5: 0.359976
INFO:BEST TEST NDCG@10, IoU=0.7: 0.253523
INFO:BEST TEST NDCG@20, IoU=0.3: 0.401830
INFO:BEST TEST NDCG@20, IoU=0.5: 0.365916
INFO:BEST TEST NDCG@20, IoU=0.7: 0.257684
INFO:BEST TEST NDCG@40, IoU=0.3: 0.430435
INFO:BEST TEST NDCG@40, IoU=0.5: 0.392086
INFO:BEST TEST NDCG@40, IoU=0.7: 0.277354
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 40|100
INFO:EPOCH 40/100 | STEP: 0|5416 | Loss: 0.210069
INFO:EPOCH 40/100 | STEP: 100|5416 | Loss: 0.194757
INFO:EPOCH 40/100 | STEP: 200|5416 | Loss: 0.195282
INFO:EPOCH 40/100 | STEP: 300|5416 | Loss: 0.192480
INFO:EPOCH 40/100 | STEP: 400|5416 | Loss: 0.189177
INFO:EPOCH 40/100 | STEP: 500|5416 | Loss: 0.206431
INFO:EPOCH 40/100 | STEP: 600|5416 | Loss: 0.194625
INFO:EPOCH 40/100 | STEP: 700|5416 | Loss: 0.195542
INFO:EPOCH 40/100 | STEP: 800|5416 | Loss: 0.202758
INFO:EPOCH 40/100 | STEP: 900|5416 | Loss: 0.189984
INFO:EPOCH 40/100 | STEP: 1000|5416 | Loss: 0.189362
INFO:EPOCH 40/100 | STEP: 1100|5416 | Loss: 0.190958
INFO:EPOCH 40/100 | STEP: 1200|5416 | Loss: 0.190568
INFO:EPOCH 40/100 | STEP: 1300|5416 | Loss: 0.198428
INFO:EPOCH 40/100 | STEP: 1400|5416 | Loss: 0.196454
INFO:EPOCH 40/100 | STEP: 1500|5416 | Loss: 0.202059
INFO:EPOCH 40/100 | STEP: 1600|5416 | Loss: 0.201943
INFO:EPOCH 40/100 | STEP: 1700|5416 | Loss: 0.190227
INFO:EPOCH 40/100 | STEP: 1800|5416 | Loss: 0.186019
INFO:EPOCH 40/100 | STEP: 1900|5416 | Loss: 0.193578
INFO:EPOCH 40/100 | STEP: 2000|5416 | Loss: 0.184805
INFO:EPOCH 40/100 | STEP: 2100|5416 | Loss: 0.195836
INFO:EPOCH 40/100 | STEP: 2200|5416 | Loss: 0.198893
INFO:EPOCH 40/100 | STEP: 2300|5416 | Loss: 0.189877
INFO:EPOCH 40/100 | STEP: 2400|5416 | Loss: 0.187077
INFO:EPOCH 40/100 | STEP: 2500|5416 | Loss: 0.191272
INFO:EPOCH 40/100 | STEP: 2600|5416 | Loss: 0.190057
INFO:EPOCH 40/100 | STEP: 2700|5416 | Loss: 0.186977
INFO:VAL NDCG@10, IoU=0.3: 0.338378
INFO:VAL NDCG@10, IoU=0.5: 0.307450
INFO:VAL NDCG@10, IoU=0.7: 0.205821
INFO:VAL NDCG@20, IoU=0.3: 0.344898
INFO:VAL NDCG@20, IoU=0.5: 0.312207
INFO:VAL NDCG@20, IoU=0.7: 0.212671
INFO:VAL NDCG@40, IoU=0.3: 0.371405
INFO:VAL NDCG@40, IoU=0.5: 0.337571
INFO:VAL NDCG@40, IoU=0.7: 0.234356
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.342200
INFO:TEST NDCG@10, IoU=0.5: 0.308053
INFO:TEST NDCG@10, IoU=0.7: 0.213379
INFO:TEST NDCG@20, IoU=0.3: 0.347884
INFO:TEST NDCG@20, IoU=0.5: 0.313773
INFO:TEST NDCG@20, IoU=0.7: 0.219215
INFO:TEST NDCG@40, IoU=0.3: 0.373122
INFO:TEST NDCG@40, IoU=0.5: 0.336345
INFO:TEST NDCG@40, IoU=0.7: 0.237277
INFO:
INFO:EPOCH 40/100 | STEP: 2800|5416 | Loss: 0.124188
INFO:EPOCH 40/100 | STEP: 2900|5416 | Loss: 0.118065
INFO:EPOCH 40/100 | STEP: 3000|5416 | Loss: 0.129711
INFO:EPOCH 40/100 | STEP: 3100|5416 | Loss: 0.125429
INFO:EPOCH 40/100 | STEP: 3200|5416 | Loss: 0.115798
INFO:EPOCH 40/100 | STEP: 3300|5416 | Loss: 0.129049
INFO:EPOCH 40/100 | STEP: 3400|5416 | Loss: 0.113522
INFO:EPOCH 40/100 | STEP: 3500|5416 | Loss: 0.123254
INFO:EPOCH 40/100 | STEP: 3600|5416 | Loss: 0.112990
INFO:EPOCH 40/100 | STEP: 3700|5416 | Loss: 0.121904
INFO:EPOCH 40/100 | STEP: 3800|5416 | Loss: 0.119018
INFO:EPOCH 40/100 | STEP: 3900|5416 | Loss: 0.119920
INFO:EPOCH 40/100 | STEP: 4000|5416 | Loss: 0.121846
INFO:EPOCH 40/100 | STEP: 4100|5416 | Loss: 0.120634
INFO:EPOCH 40/100 | STEP: 4200|5416 | Loss: 0.114580
INFO:EPOCH 40/100 | STEP: 4300|5416 | Loss: 0.121135
INFO:EPOCH 40/100 | STEP: 4400|5416 | Loss: 0.110395
INFO:EPOCH 40/100 | STEP: 4500|5416 | Loss: 0.113483
INFO:EPOCH 40/100 | STEP: 4600|5416 | Loss: 0.113698
INFO:EPOCH 40/100 | STEP: 4700|5416 | Loss: 0.120326
INFO:EPOCH 40/100 | STEP: 4800|5416 | Loss: 0.121815
INFO:EPOCH 40/100 | STEP: 4900|5416 | Loss: 0.120031
INFO:EPOCH 40/100 | STEP: 5000|5416 | Loss: 0.109388
INFO:EPOCH 40/100 | STEP: 5100|5416 | Loss: 0.112318
INFO:EPOCH 40/100 | STEP: 5200|5416 | Loss: 0.120884
INFO:EPOCH 40/100 | STEP: 5300|5416 | Loss: 0.119507
INFO:EPOCH 40/100 | STEP: 5400|5416 | Loss: 0.116164
INFO:VAL NDCG@10, IoU=0.3: 0.395390
INFO:VAL NDCG@10, IoU=0.5: 0.360525
INFO:VAL NDCG@10, IoU=0.7: 0.245291
INFO:VAL NDCG@20, IoU=0.3: 0.402355
INFO:VAL NDCG@20, IoU=0.5: 0.367846
INFO:VAL NDCG@20, IoU=0.7: 0.250448
INFO:VAL NDCG@40, IoU=0.3: 0.432511
INFO:VAL NDCG@40, IoU=0.5: 0.395700
INFO:VAL NDCG@40, IoU=0.7: 0.271756
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.396836
INFO:TEST NDCG@10, IoU=0.5: 0.362064
INFO:TEST NDCG@10, IoU=0.7: 0.254456
INFO:TEST NDCG@20, IoU=0.3: 0.404199
INFO:TEST NDCG@20, IoU=0.5: 0.368022
INFO:TEST NDCG@20, IoU=0.7: 0.258891
INFO:TEST NDCG@40, IoU=0.3: 0.432162
INFO:TEST NDCG@40, IoU=0.5: 0.393464
INFO:TEST NDCG@40, IoU=0.7: 0.277575
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.395390
INFO:BEST VAL NDCG@10, IoU=0.5: 0.360525
INFO:BEST VAL NDCG@10, IoU=0.7: 0.245291
INFO:BEST VAL NDCG@20, IoU=0.3: 0.402355
INFO:BEST VAL NDCG@20, IoU=0.5: 0.367846
INFO:BEST VAL NDCG@20, IoU=0.7: 0.250448
INFO:BEST VAL NDCG@40, IoU=0.3: 0.432511
INFO:BEST VAL NDCG@40, IoU=0.5: 0.395700
INFO:BEST VAL NDCG@40, IoU=0.7: 0.271756
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.396836
INFO:BEST TEST NDCG@10, IoU=0.5: 0.362064
INFO:BEST TEST NDCG@10, IoU=0.7: 0.254456
INFO:BEST TEST NDCG@20, IoU=0.3: 0.404199
INFO:BEST TEST NDCG@20, IoU=0.5: 0.368022
INFO:BEST TEST NDCG@20, IoU=0.7: 0.258891
INFO:BEST TEST NDCG@40, IoU=0.3: 0.432162
INFO:BEST TEST NDCG@40, IoU=0.5: 0.393464
INFO:BEST TEST NDCG@40, IoU=0.7: 0.277575
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 41|100
INFO:EPOCH 41/100 | STEP: 0|5416 | Loss: 0.211819
INFO:EPOCH 41/100 | STEP: 100|5416 | Loss: 0.190120
INFO:EPOCH 41/100 | STEP: 200|5416 | Loss: 0.198030
INFO:EPOCH 41/100 | STEP: 300|5416 | Loss: 0.185929
INFO:EPOCH 41/100 | STEP: 400|5416 | Loss: 0.206035
INFO:EPOCH 41/100 | STEP: 500|5416 | Loss: 0.205017
INFO:EPOCH 41/100 | STEP: 600|5416 | Loss: 0.187389
INFO:EPOCH 41/100 | STEP: 700|5416 | Loss: 0.198322
INFO:EPOCH 41/100 | STEP: 800|5416 | Loss: 0.184137
INFO:EPOCH 41/100 | STEP: 900|5416 | Loss: 0.193261
INFO:EPOCH 41/100 | STEP: 1000|5416 | Loss: 0.196531
INFO:EPOCH 41/100 | STEP: 1100|5416 | Loss: 0.191599
INFO:EPOCH 41/100 | STEP: 1200|5416 | Loss: 0.201700
INFO:EPOCH 41/100 | STEP: 1300|5416 | Loss: 0.200598
INFO:EPOCH 41/100 | STEP: 1400|5416 | Loss: 0.194477
INFO:EPOCH 41/100 | STEP: 1500|5416 | Loss: 0.192568
INFO:EPOCH 41/100 | STEP: 1600|5416 | Loss: 0.183196
INFO:EPOCH 41/100 | STEP: 1700|5416 | Loss: 0.185859
INFO:EPOCH 41/100 | STEP: 1800|5416 | Loss: 0.185939
INFO:EPOCH 41/100 | STEP: 1900|5416 | Loss: 0.186723
INFO:EPOCH 41/100 | STEP: 2000|5416 | Loss: 0.196708
INFO:EPOCH 41/100 | STEP: 2100|5416 | Loss: 0.192402
INFO:EPOCH 41/100 | STEP: 2200|5416 | Loss: 0.199610
INFO:EPOCH 41/100 | STEP: 2300|5416 | Loss: 0.189017
INFO:EPOCH 41/100 | STEP: 2400|5416 | Loss: 0.175385
INFO:EPOCH 41/100 | STEP: 2500|5416 | Loss: 0.187158
INFO:EPOCH 41/100 | STEP: 2600|5416 | Loss: 0.194922
INFO:EPOCH 41/100 | STEP: 2700|5416 | Loss: 0.193589
INFO:VAL NDCG@10, IoU=0.3: 0.341039
INFO:VAL NDCG@10, IoU=0.5: 0.309691
INFO:VAL NDCG@10, IoU=0.7: 0.205755
INFO:VAL NDCG@20, IoU=0.3: 0.348577
INFO:VAL NDCG@20, IoU=0.5: 0.315548
INFO:VAL NDCG@20, IoU=0.7: 0.214223
INFO:VAL NDCG@40, IoU=0.3: 0.376171
INFO:VAL NDCG@40, IoU=0.5: 0.339979
INFO:VAL NDCG@40, IoU=0.7: 0.234352
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.344939
INFO:TEST NDCG@10, IoU=0.5: 0.310610
INFO:TEST NDCG@10, IoU=0.7: 0.214996
INFO:TEST NDCG@20, IoU=0.3: 0.350257
INFO:TEST NDCG@20, IoU=0.5: 0.315642
INFO:TEST NDCG@20, IoU=0.7: 0.220068
INFO:TEST NDCG@40, IoU=0.3: 0.375870
INFO:TEST NDCG@40, IoU=0.5: 0.338936
INFO:TEST NDCG@40, IoU=0.7: 0.238716
INFO:
INFO:EPOCH 41/100 | STEP: 2800|5416 | Loss: 0.130306
INFO:EPOCH 41/100 | STEP: 2900|5416 | Loss: 0.118538
INFO:EPOCH 41/100 | STEP: 3000|5416 | Loss: 0.118808
INFO:EPOCH 41/100 | STEP: 3100|5416 | Loss: 0.128779
INFO:EPOCH 41/100 | STEP: 3200|5416 | Loss: 0.119329
INFO:EPOCH 41/100 | STEP: 3300|5416 | Loss: 0.113508
INFO:EPOCH 41/100 | STEP: 3400|5416 | Loss: 0.118886
INFO:EPOCH 41/100 | STEP: 3500|5416 | Loss: 0.115779
INFO:EPOCH 41/100 | STEP: 3600|5416 | Loss: 0.112814
INFO:EPOCH 41/100 | STEP: 3700|5416 | Loss: 0.120994
INFO:EPOCH 41/100 | STEP: 3800|5416 | Loss: 0.126393
INFO:EPOCH 41/100 | STEP: 3900|5416 | Loss: 0.119694
INFO:EPOCH 41/100 | STEP: 4000|5416 | Loss: 0.118495
INFO:EPOCH 41/100 | STEP: 4100|5416 | Loss: 0.117523
INFO:EPOCH 41/100 | STEP: 4200|5416 | Loss: 0.117149
INFO:EPOCH 41/100 | STEP: 4300|5416 | Loss: 0.113518
INFO:EPOCH 41/100 | STEP: 4400|5416 | Loss: 0.117198
INFO:EPOCH 41/100 | STEP: 4500|5416 | Loss: 0.120885
INFO:EPOCH 41/100 | STEP: 4600|5416 | Loss: 0.122614
INFO:EPOCH 41/100 | STEP: 4700|5416 | Loss: 0.111210
INFO:EPOCH 41/100 | STEP: 4800|5416 | Loss: 0.120991
INFO:EPOCH 41/100 | STEP: 4900|5416 | Loss: 0.129326
INFO:EPOCH 41/100 | STEP: 5000|5416 | Loss: 0.122097
INFO:EPOCH 41/100 | STEP: 5100|5416 | Loss: 0.123040
INFO:EPOCH 41/100 | STEP: 5200|5416 | Loss: 0.110922
INFO:EPOCH 41/100 | STEP: 5300|5416 | Loss: 0.116725
INFO:EPOCH 41/100 | STEP: 5400|5416 | Loss: 0.115247
INFO:VAL NDCG@10, IoU=0.3: 0.396370
INFO:VAL NDCG@10, IoU=0.5: 0.363348
INFO:VAL NDCG@10, IoU=0.7: 0.246006
INFO:VAL NDCG@20, IoU=0.3: 0.402631
INFO:VAL NDCG@20, IoU=0.5: 0.368053
INFO:VAL NDCG@20, IoU=0.7: 0.249707
INFO:VAL NDCG@40, IoU=0.3: 0.433759
INFO:VAL NDCG@40, IoU=0.5: 0.396564
INFO:VAL NDCG@40, IoU=0.7: 0.270340
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.397634
INFO:TEST NDCG@10, IoU=0.5: 0.361272
INFO:TEST NDCG@10, IoU=0.7: 0.252892
INFO:TEST NDCG@20, IoU=0.3: 0.404167
INFO:TEST NDCG@20, IoU=0.5: 0.367503
INFO:TEST NDCG@20, IoU=0.7: 0.258494
INFO:TEST NDCG@40, IoU=0.3: 0.433407
INFO:TEST NDCG@40, IoU=0.5: 0.393956
INFO:TEST NDCG@40, IoU=0.7: 0.278245
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.396370
INFO:BEST VAL NDCG@10, IoU=0.5: 0.363348
INFO:BEST VAL NDCG@10, IoU=0.7: 0.246006
INFO:BEST VAL NDCG@20, IoU=0.3: 0.402631
INFO:BEST VAL NDCG@20, IoU=0.5: 0.368053
INFO:BEST VAL NDCG@20, IoU=0.7: 0.249707
INFO:BEST VAL NDCG@40, IoU=0.3: 0.433759
INFO:BEST VAL NDCG@40, IoU=0.5: 0.396564
INFO:BEST VAL NDCG@40, IoU=0.7: 0.270340
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.397634
INFO:BEST TEST NDCG@10, IoU=0.5: 0.361272
INFO:BEST TEST NDCG@10, IoU=0.7: 0.252892
INFO:BEST TEST NDCG@20, IoU=0.3: 0.404167
INFO:BEST TEST NDCG@20, IoU=0.5: 0.367503
INFO:BEST TEST NDCG@20, IoU=0.7: 0.258494
INFO:BEST TEST NDCG@40, IoU=0.3: 0.433407
INFO:BEST TEST NDCG@40, IoU=0.5: 0.393956
INFO:BEST TEST NDCG@40, IoU=0.7: 0.278245
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 42|100
INFO:EPOCH 42/100 | STEP: 0|5416 | Loss: 0.195677
INFO:EPOCH 42/100 | STEP: 100|5416 | Loss: 0.198200
INFO:EPOCH 42/100 | STEP: 200|5416 | Loss: 0.210688
INFO:EPOCH 42/100 | STEP: 300|5416 | Loss: 0.198573
INFO:EPOCH 42/100 | STEP: 400|5416 | Loss: 0.179209
INFO:EPOCH 42/100 | STEP: 500|5416 | Loss: 0.201245
INFO:EPOCH 42/100 | STEP: 600|5416 | Loss: 0.190685
INFO:EPOCH 42/100 | STEP: 700|5416 | Loss: 0.190558
INFO:EPOCH 42/100 | STEP: 800|5416 | Loss: 0.191689
INFO:EPOCH 42/100 | STEP: 900|5416 | Loss: 0.194634
INFO:EPOCH 42/100 | STEP: 1000|5416 | Loss: 0.189433
INFO:EPOCH 42/100 | STEP: 1100|5416 | Loss: 0.180769
INFO:EPOCH 42/100 | STEP: 1200|5416 | Loss: 0.185406
INFO:EPOCH 42/100 | STEP: 1300|5416 | Loss: 0.193936
INFO:EPOCH 42/100 | STEP: 1400|5416 | Loss: 0.207726
INFO:EPOCH 42/100 | STEP: 1500|5416 | Loss: 0.188224
INFO:EPOCH 42/100 | STEP: 1600|5416 | Loss: 0.188083
INFO:EPOCH 42/100 | STEP: 1700|5416 | Loss: 0.201641
INFO:EPOCH 42/100 | STEP: 1800|5416 | Loss: 0.199273
INFO:EPOCH 42/100 | STEP: 1900|5416 | Loss: 0.191738
INFO:EPOCH 42/100 | STEP: 2000|5416 | Loss: 0.191957
INFO:EPOCH 42/100 | STEP: 2100|5416 | Loss: 0.185197
INFO:EPOCH 42/100 | STEP: 2200|5416 | Loss: 0.194740
INFO:EPOCH 42/100 | STEP: 2300|5416 | Loss: 0.181349
INFO:EPOCH 42/100 | STEP: 2400|5416 | Loss: 0.193986
INFO:EPOCH 42/100 | STEP: 2500|5416 | Loss: 0.200808
INFO:EPOCH 42/100 | STEP: 2600|5416 | Loss: 0.183939
INFO:EPOCH 42/100 | STEP: 2700|5416 | Loss: 0.186945
INFO:VAL NDCG@10, IoU=0.3: 0.353015
INFO:VAL NDCG@10, IoU=0.5: 0.321911
INFO:VAL NDCG@10, IoU=0.7: 0.214540
INFO:VAL NDCG@20, IoU=0.3: 0.355612
INFO:VAL NDCG@20, IoU=0.5: 0.322671
INFO:VAL NDCG@20, IoU=0.7: 0.219293
INFO:VAL NDCG@40, IoU=0.3: 0.379907
INFO:VAL NDCG@40, IoU=0.5: 0.344794
INFO:VAL NDCG@40, IoU=0.7: 0.237345
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.347477
INFO:TEST NDCG@10, IoU=0.5: 0.313107
INFO:TEST NDCG@10, IoU=0.7: 0.215495
INFO:TEST NDCG@20, IoU=0.3: 0.351622
INFO:TEST NDCG@20, IoU=0.5: 0.316987
INFO:TEST NDCG@20, IoU=0.7: 0.220788
INFO:TEST NDCG@40, IoU=0.3: 0.377701
INFO:TEST NDCG@40, IoU=0.5: 0.340876
INFO:TEST NDCG@40, IoU=0.7: 0.239995
INFO:
INFO:EPOCH 42/100 | STEP: 2800|5416 | Loss: 0.118857
INFO:EPOCH 42/100 | STEP: 2900|5416 | Loss: 0.115851
INFO:EPOCH 42/100 | STEP: 3000|5416 | Loss: 0.114959
INFO:EPOCH 42/100 | STEP: 3100|5416 | Loss: 0.127365
INFO:EPOCH 42/100 | STEP: 3200|5416 | Loss: 0.118857
INFO:EPOCH 42/100 | STEP: 3300|5416 | Loss: 0.119865
INFO:EPOCH 42/100 | STEP: 3400|5416 | Loss: 0.120603
INFO:EPOCH 42/100 | STEP: 3500|5416 | Loss: 0.112812
INFO:EPOCH 42/100 | STEP: 3600|5416 | Loss: 0.117089
INFO:EPOCH 42/100 | STEP: 3700|5416 | Loss: 0.114145
INFO:EPOCH 42/100 | STEP: 3800|5416 | Loss: 0.123498
INFO:EPOCH 42/100 | STEP: 3900|5416 | Loss: 0.102948
INFO:EPOCH 42/100 | STEP: 4000|5416 | Loss: 0.114940
INFO:EPOCH 42/100 | STEP: 4100|5416 | Loss: 0.119423
INFO:EPOCH 42/100 | STEP: 4200|5416 | Loss: 0.129400
INFO:EPOCH 42/100 | STEP: 4300|5416 | Loss: 0.109158
INFO:EPOCH 42/100 | STEP: 4400|5416 | Loss: 0.121120
INFO:EPOCH 42/100 | STEP: 4500|5416 | Loss: 0.119857
INFO:EPOCH 42/100 | STEP: 4600|5416 | Loss: 0.116162
INFO:EPOCH 42/100 | STEP: 4700|5416 | Loss: 0.108345
INFO:EPOCH 42/100 | STEP: 4800|5416 | Loss: 0.123012
INFO:EPOCH 42/100 | STEP: 4900|5416 | Loss: 0.107481
INFO:EPOCH 42/100 | STEP: 5000|5416 | Loss: 0.115812
INFO:EPOCH 42/100 | STEP: 5100|5416 | Loss: 0.115091
INFO:EPOCH 42/100 | STEP: 5200|5416 | Loss: 0.120396
INFO:EPOCH 42/100 | STEP: 5300|5416 | Loss: 0.119790
INFO:EPOCH 42/100 | STEP: 5400|5416 | Loss: 0.122029
INFO:VAL NDCG@10, IoU=0.3: 0.398907
INFO:VAL NDCG@10, IoU=0.5: 0.365847
INFO:VAL NDCG@10, IoU=0.7: 0.249223
INFO:VAL NDCG@20, IoU=0.3: 0.403216
INFO:VAL NDCG@20, IoU=0.5: 0.368951
INFO:VAL NDCG@20, IoU=0.7: 0.249919
INFO:VAL NDCG@40, IoU=0.3: 0.434394
INFO:VAL NDCG@40, IoU=0.5: 0.397497
INFO:VAL NDCG@40, IoU=0.7: 0.272516
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.398881
INFO:TEST NDCG@10, IoU=0.5: 0.364024
INFO:TEST NDCG@10, IoU=0.7: 0.255877
INFO:TEST NDCG@20, IoU=0.3: 0.405752
INFO:TEST NDCG@20, IoU=0.5: 0.370498
INFO:TEST NDCG@20, IoU=0.7: 0.261547
INFO:TEST NDCG@40, IoU=0.3: 0.434778
INFO:TEST NDCG@40, IoU=0.5: 0.396712
INFO:TEST NDCG@40, IoU=0.7: 0.280421
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.398907
INFO:BEST VAL NDCG@10, IoU=0.5: 0.365847
INFO:BEST VAL NDCG@10, IoU=0.7: 0.249223
INFO:BEST VAL NDCG@20, IoU=0.3: 0.403216
INFO:BEST VAL NDCG@20, IoU=0.5: 0.368951
INFO:BEST VAL NDCG@20, IoU=0.7: 0.249919
INFO:BEST VAL NDCG@40, IoU=0.3: 0.434394
INFO:BEST VAL NDCG@40, IoU=0.5: 0.397497
INFO:BEST VAL NDCG@40, IoU=0.7: 0.272516
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.398881
INFO:BEST TEST NDCG@10, IoU=0.5: 0.364024
INFO:BEST TEST NDCG@10, IoU=0.7: 0.255877
INFO:BEST TEST NDCG@20, IoU=0.3: 0.405752
INFO:BEST TEST NDCG@20, IoU=0.5: 0.370498
INFO:BEST TEST NDCG@20, IoU=0.7: 0.261547
INFO:BEST TEST NDCG@40, IoU=0.3: 0.434778
INFO:BEST TEST NDCG@40, IoU=0.5: 0.396712
INFO:BEST TEST NDCG@40, IoU=0.7: 0.280421
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 43|100
INFO:EPOCH 43/100 | STEP: 0|5416 | Loss: 0.212899
INFO:EPOCH 43/100 | STEP: 100|5416 | Loss: 0.179995
INFO:EPOCH 43/100 | STEP: 200|5416 | Loss: 0.196526
INFO:EPOCH 43/100 | STEP: 300|5416 | Loss: 0.185217
INFO:EPOCH 43/100 | STEP: 400|5416 | Loss: 0.193111
INFO:EPOCH 43/100 | STEP: 500|5416 | Loss: 0.194160
INFO:EPOCH 43/100 | STEP: 600|5416 | Loss: 0.200584
INFO:EPOCH 43/100 | STEP: 700|5416 | Loss: 0.191337
INFO:EPOCH 43/100 | STEP: 800|5416 | Loss: 0.185547
INFO:EPOCH 43/100 | STEP: 900|5416 | Loss: 0.193119
INFO:EPOCH 43/100 | STEP: 1000|5416 | Loss: 0.192286
INFO:EPOCH 43/100 | STEP: 1100|5416 | Loss: 0.195867
INFO:EPOCH 43/100 | STEP: 1200|5416 | Loss: 0.202549
INFO:EPOCH 43/100 | STEP: 1300|5416 | Loss: 0.193195
INFO:EPOCH 43/100 | STEP: 1400|5416 | Loss: 0.195109
INFO:EPOCH 43/100 | STEP: 1500|5416 | Loss: 0.198812
INFO:EPOCH 43/100 | STEP: 1600|5416 | Loss: 0.188990
INFO:EPOCH 43/100 | STEP: 1700|5416 | Loss: 0.185543
INFO:EPOCH 43/100 | STEP: 1800|5416 | Loss: 0.183619
INFO:EPOCH 43/100 | STEP: 1900|5416 | Loss: 0.191817
INFO:EPOCH 43/100 | STEP: 2000|5416 | Loss: 0.196130
INFO:EPOCH 43/100 | STEP: 2100|5416 | Loss: 0.190725
INFO:EPOCH 43/100 | STEP: 2200|5416 | Loss: 0.194712
INFO:EPOCH 43/100 | STEP: 2300|5416 | Loss: 0.199072
INFO:EPOCH 43/100 | STEP: 2400|5416 | Loss: 0.187062
INFO:EPOCH 43/100 | STEP: 2500|5416 | Loss: 0.194722
INFO:EPOCH 43/100 | STEP: 2600|5416 | Loss: 0.193296
INFO:EPOCH 43/100 | STEP: 2700|5416 | Loss: 0.188209
INFO:VAL NDCG@10, IoU=0.3: 0.348422
INFO:VAL NDCG@10, IoU=0.5: 0.314635
INFO:VAL NDCG@10, IoU=0.7: 0.207866
INFO:VAL NDCG@20, IoU=0.3: 0.352223
INFO:VAL NDCG@20, IoU=0.5: 0.318810
INFO:VAL NDCG@20, IoU=0.7: 0.214827
INFO:VAL NDCG@40, IoU=0.3: 0.379306
INFO:VAL NDCG@40, IoU=0.5: 0.343900
INFO:VAL NDCG@40, IoU=0.7: 0.235511
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.347002
INFO:TEST NDCG@10, IoU=0.5: 0.312772
INFO:TEST NDCG@10, IoU=0.7: 0.215744
INFO:TEST NDCG@20, IoU=0.3: 0.353269
INFO:TEST NDCG@20, IoU=0.5: 0.319056
INFO:TEST NDCG@20, IoU=0.7: 0.221486
INFO:TEST NDCG@40, IoU=0.3: 0.379201
INFO:TEST NDCG@40, IoU=0.5: 0.342933
INFO:TEST NDCG@40, IoU=0.7: 0.240420
INFO:
INFO:EPOCH 43/100 | STEP: 2800|5416 | Loss: 0.114015
INFO:EPOCH 43/100 | STEP: 2900|5416 | Loss: 0.113968
INFO:EPOCH 43/100 | STEP: 3000|5416 | Loss: 0.115727
INFO:EPOCH 43/100 | STEP: 3100|5416 | Loss: 0.123224
INFO:EPOCH 43/100 | STEP: 3200|5416 | Loss: 0.113424
INFO:EPOCH 43/100 | STEP: 3300|5416 | Loss: 0.118154
INFO:EPOCH 43/100 | STEP: 3400|5416 | Loss: 0.115568
INFO:EPOCH 43/100 | STEP: 3500|5416 | Loss: 0.109840
INFO:EPOCH 43/100 | STEP: 3600|5416 | Loss: 0.126462
INFO:EPOCH 43/100 | STEP: 3700|5416 | Loss: 0.116733
INFO:EPOCH 43/100 | STEP: 3800|5416 | Loss: 0.110775
INFO:EPOCH 43/100 | STEP: 3900|5416 | Loss: 0.118824
INFO:EPOCH 43/100 | STEP: 4000|5416 | Loss: 0.116733
INFO:EPOCH 43/100 | STEP: 4100|5416 | Loss: 0.110672
INFO:EPOCH 43/100 | STEP: 4200|5416 | Loss: 0.118897
INFO:EPOCH 43/100 | STEP: 4300|5416 | Loss: 0.110664
INFO:EPOCH 43/100 | STEP: 4400|5416 | Loss: 0.116857
INFO:EPOCH 43/100 | STEP: 4500|5416 | Loss: 0.110235
INFO:EPOCH 43/100 | STEP: 4600|5416 | Loss: 0.114993
INFO:EPOCH 43/100 | STEP: 4700|5416 | Loss: 0.116041
INFO:EPOCH 43/100 | STEP: 4800|5416 | Loss: 0.122403
INFO:EPOCH 43/100 | STEP: 4900|5416 | Loss: 0.117121
INFO:EPOCH 43/100 | STEP: 5000|5416 | Loss: 0.117024
INFO:EPOCH 43/100 | STEP: 5100|5416 | Loss: 0.113988
INFO:EPOCH 43/100 | STEP: 5200|5416 | Loss: 0.121201
INFO:EPOCH 43/100 | STEP: 5300|5416 | Loss: 0.108850
INFO:EPOCH 43/100 | STEP: 5400|5416 | Loss: 0.110181
INFO:VAL NDCG@10, IoU=0.3: 0.400463
INFO:VAL NDCG@10, IoU=0.5: 0.366992
INFO:VAL NDCG@10, IoU=0.7: 0.247572
INFO:VAL NDCG@20, IoU=0.3: 0.406950
INFO:VAL NDCG@20, IoU=0.5: 0.372741
INFO:VAL NDCG@20, IoU=0.7: 0.253935
INFO:VAL NDCG@40, IoU=0.3: 0.435553
INFO:VAL NDCG@40, IoU=0.5: 0.397659
INFO:VAL NDCG@40, IoU=0.7: 0.272791
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.399755
INFO:TEST NDCG@10, IoU=0.5: 0.364489
INFO:TEST NDCG@10, IoU=0.7: 0.257113
INFO:TEST NDCG@20, IoU=0.3: 0.408201
INFO:TEST NDCG@20, IoU=0.5: 0.371720
INFO:TEST NDCG@20, IoU=0.7: 0.263183
INFO:TEST NDCG@40, IoU=0.3: 0.437089
INFO:TEST NDCG@40, IoU=0.5: 0.397771
INFO:TEST NDCG@40, IoU=0.7: 0.282139
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.400463
INFO:BEST VAL NDCG@10, IoU=0.5: 0.366992
INFO:BEST VAL NDCG@10, IoU=0.7: 0.247572
INFO:BEST VAL NDCG@20, IoU=0.3: 0.406950
INFO:BEST VAL NDCG@20, IoU=0.5: 0.372741
INFO:BEST VAL NDCG@20, IoU=0.7: 0.253935
INFO:BEST VAL NDCG@40, IoU=0.3: 0.435553
INFO:BEST VAL NDCG@40, IoU=0.5: 0.397659
INFO:BEST VAL NDCG@40, IoU=0.7: 0.272791
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.399755
INFO:BEST TEST NDCG@10, IoU=0.5: 0.364489
INFO:BEST TEST NDCG@10, IoU=0.7: 0.257113
INFO:BEST TEST NDCG@20, IoU=0.3: 0.408201
INFO:BEST TEST NDCG@20, IoU=0.5: 0.371720
INFO:BEST TEST NDCG@20, IoU=0.7: 0.263183
INFO:BEST TEST NDCG@40, IoU=0.3: 0.437089
INFO:BEST TEST NDCG@40, IoU=0.5: 0.397771
INFO:BEST TEST NDCG@40, IoU=0.7: 0.282139
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 44|100
INFO:EPOCH 44/100 | STEP: 0|5416 | Loss: 0.210417
INFO:EPOCH 44/100 | STEP: 100|5416 | Loss: 0.187495
INFO:EPOCH 44/100 | STEP: 200|5416 | Loss: 0.188322
INFO:EPOCH 44/100 | STEP: 300|5416 | Loss: 0.186298
INFO:EPOCH 44/100 | STEP: 400|5416 | Loss: 0.192145
INFO:EPOCH 44/100 | STEP: 500|5416 | Loss: 0.184320
INFO:EPOCH 44/100 | STEP: 600|5416 | Loss: 0.195326
INFO:EPOCH 44/100 | STEP: 700|5416 | Loss: 0.190624
INFO:EPOCH 44/100 | STEP: 800|5416 | Loss: 0.194919
INFO:EPOCH 44/100 | STEP: 900|5416 | Loss: 0.191598
INFO:EPOCH 44/100 | STEP: 1000|5416 | Loss: 0.192795
INFO:EPOCH 44/100 | STEP: 1100|5416 | Loss: 0.177436
INFO:EPOCH 44/100 | STEP: 1200|5416 | Loss: 0.191299
INFO:EPOCH 44/100 | STEP: 1300|5416 | Loss: 0.192985
INFO:EPOCH 44/100 | STEP: 1400|5416 | Loss: 0.191350
INFO:EPOCH 44/100 | STEP: 1500|5416 | Loss: 0.190088
INFO:EPOCH 44/100 | STEP: 1600|5416 | Loss: 0.193630
INFO:EPOCH 44/100 | STEP: 1700|5416 | Loss: 0.191242
INFO:EPOCH 44/100 | STEP: 1800|5416 | Loss: 0.186908
INFO:EPOCH 44/100 | STEP: 1900|5416 | Loss: 0.190102
INFO:EPOCH 44/100 | STEP: 2000|5416 | Loss: 0.193372
INFO:EPOCH 44/100 | STEP: 2100|5416 | Loss: 0.201142
INFO:EPOCH 44/100 | STEP: 2200|5416 | Loss: 0.189609
INFO:EPOCH 44/100 | STEP: 2300|5416 | Loss: 0.191998
INFO:EPOCH 44/100 | STEP: 2400|5416 | Loss: 0.190385
INFO:EPOCH 44/100 | STEP: 2500|5416 | Loss: 0.193940
INFO:EPOCH 44/100 | STEP: 2600|5416 | Loss: 0.183125
INFO:EPOCH 44/100 | STEP: 2700|5416 | Loss: 0.187302
INFO:VAL NDCG@10, IoU=0.3: 0.346453
INFO:VAL NDCG@10, IoU=0.5: 0.313719
INFO:VAL NDCG@10, IoU=0.7: 0.207234
INFO:VAL NDCG@20, IoU=0.3: 0.353401
INFO:VAL NDCG@20, IoU=0.5: 0.319412
INFO:VAL NDCG@20, IoU=0.7: 0.215055
INFO:VAL NDCG@40, IoU=0.3: 0.380696
INFO:VAL NDCG@40, IoU=0.5: 0.344495
INFO:VAL NDCG@40, IoU=0.7: 0.236912
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.351499
INFO:TEST NDCG@10, IoU=0.5: 0.316623
INFO:TEST NDCG@10, IoU=0.7: 0.218057
INFO:TEST NDCG@20, IoU=0.3: 0.355749
INFO:TEST NDCG@20, IoU=0.5: 0.320913
INFO:TEST NDCG@20, IoU=0.7: 0.223214
INFO:TEST NDCG@40, IoU=0.3: 0.381698
INFO:TEST NDCG@40, IoU=0.5: 0.344553
INFO:TEST NDCG@40, IoU=0.7: 0.242784
INFO:
INFO:EPOCH 44/100 | STEP: 2800|5416 | Loss: 0.115096
INFO:EPOCH 44/100 | STEP: 2900|5416 | Loss: 0.114359
INFO:EPOCH 44/100 | STEP: 3000|5416 | Loss: 0.118998
INFO:EPOCH 44/100 | STEP: 3100|5416 | Loss: 0.114010
INFO:EPOCH 44/100 | STEP: 3200|5416 | Loss: 0.125164
INFO:EPOCH 44/100 | STEP: 3300|5416 | Loss: 0.113664
INFO:EPOCH 44/100 | STEP: 3400|5416 | Loss: 0.114639
INFO:EPOCH 44/100 | STEP: 3500|5416 | Loss: 0.113985
INFO:EPOCH 44/100 | STEP: 3600|5416 | Loss: 0.114792
INFO:EPOCH 44/100 | STEP: 3700|5416 | Loss: 0.119801
INFO:EPOCH 44/100 | STEP: 3800|5416 | Loss: 0.119055
INFO:EPOCH 44/100 | STEP: 3900|5416 | Loss: 0.116584
INFO:EPOCH 44/100 | STEP: 4000|5416 | Loss: 0.120807
INFO:EPOCH 44/100 | STEP: 4100|5416 | Loss: 0.119889
INFO:EPOCH 44/100 | STEP: 4200|5416 | Loss: 0.110957
INFO:EPOCH 44/100 | STEP: 4300|5416 | Loss: 0.109753
INFO:EPOCH 44/100 | STEP: 4400|5416 | Loss: 0.112753
INFO:EPOCH 44/100 | STEP: 4500|5416 | Loss: 0.114464
INFO:EPOCH 44/100 | STEP: 4600|5416 | Loss: 0.117657
INFO:EPOCH 44/100 | STEP: 4700|5416 | Loss: 0.114848
INFO:EPOCH 44/100 | STEP: 4800|5416 | Loss: 0.116592
INFO:EPOCH 44/100 | STEP: 4900|5416 | Loss: 0.105551
INFO:EPOCH 44/100 | STEP: 5000|5416 | Loss: 0.122969
INFO:EPOCH 44/100 | STEP: 5100|5416 | Loss: 0.111046
INFO:EPOCH 44/100 | STEP: 5200|5416 | Loss: 0.113448
INFO:EPOCH 44/100 | STEP: 5300|5416 | Loss: 0.114360
INFO:EPOCH 44/100 | STEP: 5400|5416 | Loss: 0.109888
INFO:VAL NDCG@10, IoU=0.3: 0.399192
INFO:VAL NDCG@10, IoU=0.5: 0.364079
INFO:VAL NDCG@10, IoU=0.7: 0.246479
INFO:VAL NDCG@20, IoU=0.3: 0.407792
INFO:VAL NDCG@20, IoU=0.5: 0.372284
INFO:VAL NDCG@20, IoU=0.7: 0.253150
INFO:VAL NDCG@40, IoU=0.3: 0.438212
INFO:VAL NDCG@40, IoU=0.5: 0.400150
INFO:VAL NDCG@40, IoU=0.7: 0.274448
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.402087
INFO:TEST NDCG@10, IoU=0.5: 0.366855
INFO:TEST NDCG@10, IoU=0.7: 0.256009
INFO:TEST NDCG@20, IoU=0.3: 0.409420
INFO:TEST NDCG@20, IoU=0.5: 0.373109
INFO:TEST NDCG@20, IoU=0.7: 0.261791
INFO:TEST NDCG@40, IoU=0.3: 0.437987
INFO:TEST NDCG@40, IoU=0.5: 0.398843
INFO:TEST NDCG@40, IoU=0.7: 0.280969
INFO:
INFO:TRAIN EPOCH: 45|100
INFO:EPOCH 45/100 | STEP: 0|5416 | Loss: 0.197266
INFO:EPOCH 45/100 | STEP: 100|5416 | Loss: 0.187078
INFO:EPOCH 45/100 | STEP: 200|5416 | Loss: 0.198297
INFO:EPOCH 45/100 | STEP: 300|5416 | Loss: 0.192775
INFO:EPOCH 45/100 | STEP: 400|5416 | Loss: 0.204561
INFO:EPOCH 45/100 | STEP: 500|5416 | Loss: 0.192876
INFO:EPOCH 45/100 | STEP: 600|5416 | Loss: 0.192119
INFO:EPOCH 45/100 | STEP: 700|5416 | Loss: 0.189269
INFO:EPOCH 45/100 | STEP: 800|5416 | Loss: 0.200385
INFO:EPOCH 45/100 | STEP: 900|5416 | Loss: 0.204592
INFO:EPOCH 45/100 | STEP: 1000|5416 | Loss: 0.203915
INFO:EPOCH 45/100 | STEP: 1100|5416 | Loss: 0.197263
INFO:EPOCH 45/100 | STEP: 1200|5416 | Loss: 0.183081
INFO:EPOCH 45/100 | STEP: 1300|5416 | Loss: 0.187741
INFO:EPOCH 45/100 | STEP: 1400|5416 | Loss: 0.189744
INFO:EPOCH 45/100 | STEP: 1500|5416 | Loss: 0.190540
INFO:EPOCH 45/100 | STEP: 1600|5416 | Loss: 0.189258
INFO:EPOCH 45/100 | STEP: 1700|5416 | Loss: 0.181728
INFO:EPOCH 45/100 | STEP: 1800|5416 | Loss: 0.198228
INFO:EPOCH 45/100 | STEP: 1900|5416 | Loss: 0.185717
INFO:EPOCH 45/100 | STEP: 2000|5416 | Loss: 0.186278
INFO:EPOCH 45/100 | STEP: 2100|5416 | Loss: 0.205948
INFO:EPOCH 45/100 | STEP: 2200|5416 | Loss: 0.197468
INFO:EPOCH 45/100 | STEP: 2300|5416 | Loss: 0.181392
INFO:EPOCH 45/100 | STEP: 2400|5416 | Loss: 0.188147
INFO:EPOCH 45/100 | STEP: 2500|5416 | Loss: 0.182888
INFO:EPOCH 45/100 | STEP: 2600|5416 | Loss: 0.184085
INFO:EPOCH 45/100 | STEP: 2700|5416 | Loss: 0.188203
INFO:VAL NDCG@10, IoU=0.3: 0.348903
INFO:VAL NDCG@10, IoU=0.5: 0.317571
INFO:VAL NDCG@10, IoU=0.7: 0.212132
INFO:VAL NDCG@20, IoU=0.3: 0.355659
INFO:VAL NDCG@20, IoU=0.5: 0.321422
INFO:VAL NDCG@20, IoU=0.7: 0.217936
INFO:VAL NDCG@40, IoU=0.3: 0.381384
INFO:VAL NDCG@40, IoU=0.5: 0.345717
INFO:VAL NDCG@40, IoU=0.7: 0.238142
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.352075
INFO:TEST NDCG@10, IoU=0.5: 0.316974
INFO:TEST NDCG@10, IoU=0.7: 0.219113
INFO:TEST NDCG@20, IoU=0.3: 0.357375
INFO:TEST NDCG@20, IoU=0.5: 0.321801
INFO:TEST NDCG@20, IoU=0.7: 0.224568
INFO:TEST NDCG@40, IoU=0.3: 0.382509
INFO:TEST NDCG@40, IoU=0.5: 0.345332
INFO:TEST NDCG@40, IoU=0.7: 0.243196
INFO:
INFO:EPOCH 45/100 | STEP: 2800|5416 | Loss: 0.117107
INFO:EPOCH 45/100 | STEP: 2900|5416 | Loss: 0.114912
INFO:EPOCH 45/100 | STEP: 3000|5416 | Loss: 0.102694
INFO:EPOCH 45/100 | STEP: 3100|5416 | Loss: 0.123701
INFO:EPOCH 45/100 | STEP: 3200|5416 | Loss: 0.113267
INFO:EPOCH 45/100 | STEP: 3300|5416 | Loss: 0.121548
INFO:EPOCH 45/100 | STEP: 3400|5416 | Loss: 0.113087
INFO:EPOCH 45/100 | STEP: 3500|5416 | Loss: 0.106115
INFO:EPOCH 45/100 | STEP: 3600|5416 | Loss: 0.113966
INFO:EPOCH 45/100 | STEP: 3700|5416 | Loss: 0.114635
INFO:EPOCH 45/100 | STEP: 3800|5416 | Loss: 0.124521
INFO:EPOCH 45/100 | STEP: 3900|5416 | Loss: 0.108907
INFO:EPOCH 45/100 | STEP: 4000|5416 | Loss: 0.115637
INFO:EPOCH 45/100 | STEP: 4100|5416 | Loss: 0.108388
INFO:EPOCH 45/100 | STEP: 4200|5416 | Loss: 0.116521
INFO:EPOCH 45/100 | STEP: 4300|5416 | Loss: 0.109393
INFO:EPOCH 45/100 | STEP: 4400|5416 | Loss: 0.114124
INFO:EPOCH 45/100 | STEP: 4500|5416 | Loss: 0.110990
INFO:EPOCH 45/100 | STEP: 4600|5416 | Loss: 0.108979
INFO:EPOCH 45/100 | STEP: 4700|5416 | Loss: 0.104704
INFO:EPOCH 45/100 | STEP: 4800|5416 | Loss: 0.115805
INFO:EPOCH 45/100 | STEP: 4900|5416 | Loss: 0.114481
INFO:EPOCH 45/100 | STEP: 5000|5416 | Loss: 0.126582
INFO:EPOCH 45/100 | STEP: 5100|5416 | Loss: 0.108185
INFO:EPOCH 45/100 | STEP: 5200|5416 | Loss: 0.118036
INFO:EPOCH 45/100 | STEP: 5300|5416 | Loss: 0.117298
INFO:EPOCH 45/100 | STEP: 5400|5416 | Loss: 0.102573
INFO:VAL NDCG@10, IoU=0.3: 0.394962
INFO:VAL NDCG@10, IoU=0.5: 0.361106
INFO:VAL NDCG@10, IoU=0.7: 0.242491
INFO:VAL NDCG@20, IoU=0.3: 0.405860
INFO:VAL NDCG@20, IoU=0.5: 0.372020
INFO:VAL NDCG@20, IoU=0.7: 0.253644
INFO:VAL NDCG@40, IoU=0.3: 0.437620
INFO:VAL NDCG@40, IoU=0.5: 0.401470
INFO:VAL NDCG@40, IoU=0.7: 0.275817
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.404501
INFO:TEST NDCG@10, IoU=0.5: 0.369696
INFO:TEST NDCG@10, IoU=0.7: 0.260967
INFO:TEST NDCG@20, IoU=0.3: 0.411234
INFO:TEST NDCG@20, IoU=0.5: 0.375156
INFO:TEST NDCG@20, IoU=0.7: 0.265555
INFO:TEST NDCG@40, IoU=0.3: 0.440467
INFO:TEST NDCG@40, IoU=0.5: 0.401635
INFO:TEST NDCG@40, IoU=0.7: 0.284867
INFO:
INFO:TRAIN EPOCH: 46|100
INFO:EPOCH 46/100 | STEP: 0|5416 | Loss: 0.204513
INFO:EPOCH 46/100 | STEP: 100|5416 | Loss: 0.189406
INFO:EPOCH 46/100 | STEP: 200|5416 | Loss: 0.189491
INFO:EPOCH 46/100 | STEP: 300|5416 | Loss: 0.200320
INFO:EPOCH 46/100 | STEP: 400|5416 | Loss: 0.198834
INFO:EPOCH 46/100 | STEP: 500|5416 | Loss: 0.189543
INFO:EPOCH 46/100 | STEP: 600|5416 | Loss: 0.194552
INFO:EPOCH 46/100 | STEP: 700|5416 | Loss: 0.199670
INFO:EPOCH 46/100 | STEP: 800|5416 | Loss: 0.187445
INFO:EPOCH 46/100 | STEP: 900|5416 | Loss: 0.190320
INFO:EPOCH 46/100 | STEP: 1000|5416 | Loss: 0.190532
INFO:EPOCH 46/100 | STEP: 1100|5416 | Loss: 0.196079
INFO:EPOCH 46/100 | STEP: 1200|5416 | Loss: 0.191016
INFO:EPOCH 46/100 | STEP: 1300|5416 | Loss: 0.194713
INFO:EPOCH 46/100 | STEP: 1400|5416 | Loss: 0.195021
INFO:EPOCH 46/100 | STEP: 1500|5416 | Loss: 0.175075
INFO:EPOCH 46/100 | STEP: 1600|5416 | Loss: 0.182801
INFO:EPOCH 46/100 | STEP: 1700|5416 | Loss: 0.195034
INFO:EPOCH 46/100 | STEP: 1800|5416 | Loss: 0.197159
INFO:EPOCH 46/100 | STEP: 1900|5416 | Loss: 0.201161
INFO:EPOCH 46/100 | STEP: 2000|5416 | Loss: 0.191998
INFO:EPOCH 46/100 | STEP: 2100|5416 | Loss: 0.184971
INFO:EPOCH 46/100 | STEP: 2200|5416 | Loss: 0.190423
INFO:EPOCH 46/100 | STEP: 2300|5416 | Loss: 0.182597
INFO:EPOCH 46/100 | STEP: 2400|5416 | Loss: 0.180461
INFO:EPOCH 46/100 | STEP: 2500|5416 | Loss: 0.192235
INFO:EPOCH 46/100 | STEP: 2600|5416 | Loss: 0.198144
INFO:EPOCH 46/100 | STEP: 2700|5416 | Loss: 0.196520
INFO:VAL NDCG@10, IoU=0.3: 0.347186
INFO:VAL NDCG@10, IoU=0.5: 0.314455
INFO:VAL NDCG@10, IoU=0.7: 0.208423
INFO:VAL NDCG@20, IoU=0.3: 0.355134
INFO:VAL NDCG@20, IoU=0.5: 0.321122
INFO:VAL NDCG@20, IoU=0.7: 0.215954
INFO:VAL NDCG@40, IoU=0.3: 0.383375
INFO:VAL NDCG@40, IoU=0.5: 0.346749
INFO:VAL NDCG@40, IoU=0.7: 0.237536
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.353369
INFO:TEST NDCG@10, IoU=0.5: 0.317997
INFO:TEST NDCG@10, IoU=0.7: 0.221345
INFO:TEST NDCG@20, IoU=0.3: 0.359259
INFO:TEST NDCG@20, IoU=0.5: 0.323503
INFO:TEST NDCG@20, IoU=0.7: 0.226204
INFO:TEST NDCG@40, IoU=0.3: 0.384453
INFO:TEST NDCG@40, IoU=0.5: 0.346685
INFO:TEST NDCG@40, IoU=0.7: 0.244819
INFO:
INFO:EPOCH 46/100 | STEP: 2800|5416 | Loss: 0.119572
INFO:EPOCH 46/100 | STEP: 2900|5416 | Loss: 0.118543
INFO:EPOCH 46/100 | STEP: 3000|5416 | Loss: 0.107255
INFO:EPOCH 46/100 | STEP: 3100|5416 | Loss: 0.110729
INFO:EPOCH 46/100 | STEP: 3200|5416 | Loss: 0.112259
INFO:EPOCH 46/100 | STEP: 3300|5416 | Loss: 0.113506
INFO:EPOCH 46/100 | STEP: 3400|5416 | Loss: 0.110595
INFO:EPOCH 46/100 | STEP: 3500|5416 | Loss: 0.118831
INFO:EPOCH 46/100 | STEP: 3600|5416 | Loss: 0.118297
INFO:EPOCH 46/100 | STEP: 3700|5416 | Loss: 0.106814
INFO:EPOCH 46/100 | STEP: 3800|5416 | Loss: 0.110900
INFO:EPOCH 46/100 | STEP: 3900|5416 | Loss: 0.112266
INFO:EPOCH 46/100 | STEP: 4000|5416 | Loss: 0.118990
INFO:EPOCH 46/100 | STEP: 4100|5416 | Loss: 0.114586
INFO:EPOCH 46/100 | STEP: 4200|5416 | Loss: 0.116177
INFO:EPOCH 46/100 | STEP: 4300|5416 | Loss: 0.107100
INFO:EPOCH 46/100 | STEP: 4400|5416 | Loss: 0.110649
INFO:EPOCH 46/100 | STEP: 4500|5416 | Loss: 0.117510
INFO:EPOCH 46/100 | STEP: 4600|5416 | Loss: 0.109005
INFO:EPOCH 46/100 | STEP: 4700|5416 | Loss: 0.116086
INFO:EPOCH 46/100 | STEP: 4800|5416 | Loss: 0.115646
INFO:EPOCH 46/100 | STEP: 4900|5416 | Loss: 0.115588
INFO:EPOCH 46/100 | STEP: 5000|5416 | Loss: 0.113991
INFO:EPOCH 46/100 | STEP: 5100|5416 | Loss: 0.111018
INFO:EPOCH 46/100 | STEP: 5200|5416 | Loss: 0.108023
INFO:EPOCH 46/100 | STEP: 5300|5416 | Loss: 0.103849
INFO:EPOCH 46/100 | STEP: 5400|5416 | Loss: 0.110709
INFO:VAL NDCG@10, IoU=0.3: 0.400779
INFO:VAL NDCG@10, IoU=0.5: 0.365481
INFO:VAL NDCG@10, IoU=0.7: 0.247079
INFO:VAL NDCG@20, IoU=0.3: 0.409444
INFO:VAL NDCG@20, IoU=0.5: 0.373258
INFO:VAL NDCG@20, IoU=0.7: 0.254842
INFO:VAL NDCG@40, IoU=0.3: 0.438643
INFO:VAL NDCG@40, IoU=0.5: 0.399610
INFO:VAL NDCG@40, IoU=0.7: 0.274610
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.407870
INFO:TEST NDCG@10, IoU=0.5: 0.372480
INFO:TEST NDCG@10, IoU=0.7: 0.261265
INFO:TEST NDCG@20, IoU=0.3: 0.415444
INFO:TEST NDCG@20, IoU=0.5: 0.378789
INFO:TEST NDCG@20, IoU=0.7: 0.266730
INFO:TEST NDCG@40, IoU=0.3: 0.443673
INFO:TEST NDCG@40, IoU=0.5: 0.405225
INFO:TEST NDCG@40, IoU=0.7: 0.286205
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.400779
INFO:BEST VAL NDCG@10, IoU=0.5: 0.365481
INFO:BEST VAL NDCG@10, IoU=0.7: 0.247079
INFO:BEST VAL NDCG@20, IoU=0.3: 0.409444
INFO:BEST VAL NDCG@20, IoU=0.5: 0.373258
INFO:BEST VAL NDCG@20, IoU=0.7: 0.254842
INFO:BEST VAL NDCG@40, IoU=0.3: 0.438643
INFO:BEST VAL NDCG@40, IoU=0.5: 0.399610
INFO:BEST VAL NDCG@40, IoU=0.7: 0.274610
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.407870
INFO:BEST TEST NDCG@10, IoU=0.5: 0.372480
INFO:BEST TEST NDCG@10, IoU=0.7: 0.261265
INFO:BEST TEST NDCG@20, IoU=0.3: 0.415444
INFO:BEST TEST NDCG@20, IoU=0.5: 0.378789
INFO:BEST TEST NDCG@20, IoU=0.7: 0.266730
INFO:BEST TEST NDCG@40, IoU=0.3: 0.443673
INFO:BEST TEST NDCG@40, IoU=0.5: 0.405225
INFO:BEST TEST NDCG@40, IoU=0.7: 0.286205
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 47|100
INFO:EPOCH 47/100 | STEP: 0|5416 | Loss: 0.204784
INFO:EPOCH 47/100 | STEP: 100|5416 | Loss: 0.178094
INFO:EPOCH 47/100 | STEP: 200|5416 | Loss: 0.191972
INFO:EPOCH 47/100 | STEP: 300|5416 | Loss: 0.182894
INFO:EPOCH 47/100 | STEP: 400|5416 | Loss: 0.187033
INFO:EPOCH 47/100 | STEP: 500|5416 | Loss: 0.192516
INFO:EPOCH 47/100 | STEP: 600|5416 | Loss: 0.187305
INFO:EPOCH 47/100 | STEP: 700|5416 | Loss: 0.196674
INFO:EPOCH 47/100 | STEP: 800|5416 | Loss: 0.196331
INFO:EPOCH 47/100 | STEP: 900|5416 | Loss: 0.191177
INFO:EPOCH 47/100 | STEP: 1000|5416 | Loss: 0.188649
INFO:EPOCH 47/100 | STEP: 1100|5416 | Loss: 0.202200
INFO:EPOCH 47/100 | STEP: 1200|5416 | Loss: 0.179143
INFO:EPOCH 47/100 | STEP: 1300|5416 | Loss: 0.181637
INFO:EPOCH 47/100 | STEP: 1400|5416 | Loss: 0.186022
INFO:EPOCH 47/100 | STEP: 1500|5416 | Loss: 0.188663
INFO:EPOCH 47/100 | STEP: 1600|5416 | Loss: 0.179902
INFO:EPOCH 47/100 | STEP: 1700|5416 | Loss: 0.193210
INFO:EPOCH 47/100 | STEP: 1800|5416 | Loss: 0.194821
INFO:EPOCH 47/100 | STEP: 1900|5416 | Loss: 0.186967
INFO:EPOCH 47/100 | STEP: 2000|5416 | Loss: 0.193844
INFO:EPOCH 47/100 | STEP: 2100|5416 | Loss: 0.196010
INFO:EPOCH 47/100 | STEP: 2200|5416 | Loss: 0.184003
INFO:EPOCH 47/100 | STEP: 2300|5416 | Loss: 0.185231
INFO:EPOCH 47/100 | STEP: 2400|5416 | Loss: 0.186846
INFO:EPOCH 47/100 | STEP: 2500|5416 | Loss: 0.194819
INFO:EPOCH 47/100 | STEP: 2600|5416 | Loss: 0.186472
INFO:EPOCH 47/100 | STEP: 2700|5416 | Loss: 0.189224
INFO:VAL NDCG@10, IoU=0.3: 0.356182
INFO:VAL NDCG@10, IoU=0.5: 0.324625
INFO:VAL NDCG@10, IoU=0.7: 0.216671
INFO:VAL NDCG@20, IoU=0.3: 0.363862
INFO:VAL NDCG@20, IoU=0.5: 0.329807
INFO:VAL NDCG@20, IoU=0.7: 0.224339
INFO:VAL NDCG@40, IoU=0.3: 0.389723
INFO:VAL NDCG@40, IoU=0.5: 0.354169
INFO:VAL NDCG@40, IoU=0.7: 0.244737
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.352651
INFO:TEST NDCG@10, IoU=0.5: 0.317154
INFO:TEST NDCG@10, IoU=0.7: 0.219852
INFO:TEST NDCG@20, IoU=0.3: 0.359431
INFO:TEST NDCG@20, IoU=0.5: 0.323886
INFO:TEST NDCG@20, IoU=0.7: 0.226424
INFO:TEST NDCG@40, IoU=0.3: 0.385027
INFO:TEST NDCG@40, IoU=0.5: 0.347397
INFO:TEST NDCG@40, IoU=0.7: 0.245787
INFO:
INFO:EPOCH 47/100 | STEP: 2800|5416 | Loss: 0.107456
INFO:EPOCH 47/100 | STEP: 2900|5416 | Loss: 0.117914
INFO:EPOCH 47/100 | STEP: 3000|5416 | Loss: 0.120302
INFO:EPOCH 47/100 | STEP: 3100|5416 | Loss: 0.112460
INFO:EPOCH 47/100 | STEP: 3200|5416 | Loss: 0.108763
INFO:EPOCH 47/100 | STEP: 3300|5416 | Loss: 0.117064
INFO:EPOCH 47/100 | STEP: 3400|5416 | Loss: 0.114992
INFO:EPOCH 47/100 | STEP: 3500|5416 | Loss: 0.115484
INFO:EPOCH 47/100 | STEP: 3600|5416 | Loss: 0.111102
INFO:EPOCH 47/100 | STEP: 3700|5416 | Loss: 0.110588
INFO:EPOCH 47/100 | STEP: 3800|5416 | Loss: 0.116104
INFO:EPOCH 47/100 | STEP: 3900|5416 | Loss: 0.102610
INFO:EPOCH 47/100 | STEP: 4000|5416 | Loss: 0.110668
INFO:EPOCH 47/100 | STEP: 4100|5416 | Loss: 0.117559
INFO:EPOCH 47/100 | STEP: 4200|5416 | Loss: 0.111381
INFO:EPOCH 47/100 | STEP: 4300|5416 | Loss: 0.106028
INFO:EPOCH 47/100 | STEP: 4400|5416 | Loss: 0.104760
INFO:EPOCH 47/100 | STEP: 4500|5416 | Loss: 0.102680
INFO:EPOCH 47/100 | STEP: 4600|5416 | Loss: 0.103214
INFO:EPOCH 47/100 | STEP: 4700|5416 | Loss: 0.111251
INFO:EPOCH 47/100 | STEP: 4800|5416 | Loss: 0.118359
INFO:EPOCH 47/100 | STEP: 4900|5416 | Loss: 0.120901
INFO:EPOCH 47/100 | STEP: 5000|5416 | Loss: 0.120921
INFO:EPOCH 47/100 | STEP: 5100|5416 | Loss: 0.115551
INFO:EPOCH 47/100 | STEP: 5200|5416 | Loss: 0.118607
INFO:EPOCH 47/100 | STEP: 5300|5416 | Loss: 0.114208
INFO:EPOCH 47/100 | STEP: 5400|5416 | Loss: 0.114622
INFO:VAL NDCG@10, IoU=0.3: 0.404815
INFO:VAL NDCG@10, IoU=0.5: 0.369842
INFO:VAL NDCG@10, IoU=0.7: 0.248438
INFO:VAL NDCG@20, IoU=0.3: 0.411481
INFO:VAL NDCG@20, IoU=0.5: 0.375920
INFO:VAL NDCG@20, IoU=0.7: 0.257353
INFO:VAL NDCG@40, IoU=0.3: 0.439681
INFO:VAL NDCG@40, IoU=0.5: 0.401868
INFO:VAL NDCG@40, IoU=0.7: 0.276635
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.407697
INFO:TEST NDCG@10, IoU=0.5: 0.371702
INFO:TEST NDCG@10, IoU=0.7: 0.261887
INFO:TEST NDCG@20, IoU=0.3: 0.415193
INFO:TEST NDCG@20, IoU=0.5: 0.377688
INFO:TEST NDCG@20, IoU=0.7: 0.267401
INFO:TEST NDCG@40, IoU=0.3: 0.444495
INFO:TEST NDCG@40, IoU=0.5: 0.405059
INFO:TEST NDCG@40, IoU=0.7: 0.287489
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.404815
INFO:BEST VAL NDCG@10, IoU=0.5: 0.369842
INFO:BEST VAL NDCG@10, IoU=0.7: 0.248438
INFO:BEST VAL NDCG@20, IoU=0.3: 0.411481
INFO:BEST VAL NDCG@20, IoU=0.5: 0.375920
INFO:BEST VAL NDCG@20, IoU=0.7: 0.257353
INFO:BEST VAL NDCG@40, IoU=0.3: 0.439681
INFO:BEST VAL NDCG@40, IoU=0.5: 0.401868
INFO:BEST VAL NDCG@40, IoU=0.7: 0.276635
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.407697
INFO:BEST TEST NDCG@10, IoU=0.5: 0.371702
INFO:BEST TEST NDCG@10, IoU=0.7: 0.261887
INFO:BEST TEST NDCG@20, IoU=0.3: 0.415193
INFO:BEST TEST NDCG@20, IoU=0.5: 0.377688
INFO:BEST TEST NDCG@20, IoU=0.7: 0.267401
INFO:BEST TEST NDCG@40, IoU=0.3: 0.444495
INFO:BEST TEST NDCG@40, IoU=0.5: 0.405059
INFO:BEST TEST NDCG@40, IoU=0.7: 0.287489
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 48|100
INFO:EPOCH 48/100 | STEP: 0|5416 | Loss: 0.206357
INFO:EPOCH 48/100 | STEP: 100|5416 | Loss: 0.192692
INFO:EPOCH 48/100 | STEP: 200|5416 | Loss: 0.183127
INFO:EPOCH 48/100 | STEP: 300|5416 | Loss: 0.189718
INFO:EPOCH 48/100 | STEP: 400|5416 | Loss: 0.189851
INFO:EPOCH 48/100 | STEP: 500|5416 | Loss: 0.197910
INFO:EPOCH 48/100 | STEP: 600|5416 | Loss: 0.187019
INFO:EPOCH 48/100 | STEP: 700|5416 | Loss: 0.176081
INFO:EPOCH 48/100 | STEP: 800|5416 | Loss: 0.186149
INFO:EPOCH 48/100 | STEP: 900|5416 | Loss: 0.196744
INFO:EPOCH 48/100 | STEP: 1000|5416 | Loss: 0.188938
INFO:EPOCH 48/100 | STEP: 1100|5416 | Loss: 0.196061
INFO:EPOCH 48/100 | STEP: 1200|5416 | Loss: 0.192346
INFO:EPOCH 48/100 | STEP: 1300|5416 | Loss: 0.193005
INFO:EPOCH 48/100 | STEP: 1400|5416 | Loss: 0.182762
INFO:EPOCH 48/100 | STEP: 1500|5416 | Loss: 0.199270
INFO:EPOCH 48/100 | STEP: 1600|5416 | Loss: 0.198037
INFO:EPOCH 48/100 | STEP: 1700|5416 | Loss: 0.182081
INFO:EPOCH 48/100 | STEP: 1800|5416 | Loss: 0.182324
INFO:EPOCH 48/100 | STEP: 1900|5416 | Loss: 0.192385
INFO:EPOCH 48/100 | STEP: 2000|5416 | Loss: 0.197457
INFO:EPOCH 48/100 | STEP: 2100|5416 | Loss: 0.180781
INFO:EPOCH 48/100 | STEP: 2200|5416 | Loss: 0.185503
INFO:EPOCH 48/100 | STEP: 2300|5416 | Loss: 0.183511
INFO:EPOCH 48/100 | STEP: 2400|5416 | Loss: 0.172908
INFO:EPOCH 48/100 | STEP: 2500|5416 | Loss: 0.185860
INFO:EPOCH 48/100 | STEP: 2600|5416 | Loss: 0.185451
INFO:EPOCH 48/100 | STEP: 2700|5416 | Loss: 0.198343
INFO:VAL NDCG@10, IoU=0.3: 0.354966
INFO:VAL NDCG@10, IoU=0.5: 0.323786
INFO:VAL NDCG@10, IoU=0.7: 0.217269
INFO:VAL NDCG@20, IoU=0.3: 0.359899
INFO:VAL NDCG@20, IoU=0.5: 0.328486
INFO:VAL NDCG@20, IoU=0.7: 0.222841
INFO:VAL NDCG@40, IoU=0.3: 0.386324
INFO:VAL NDCG@40, IoU=0.5: 0.351808
INFO:VAL NDCG@40, IoU=0.7: 0.243245
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.356782
INFO:TEST NDCG@10, IoU=0.5: 0.320468
INFO:TEST NDCG@10, IoU=0.7: 0.222748
INFO:TEST NDCG@20, IoU=0.3: 0.362839
INFO:TEST NDCG@20, IoU=0.5: 0.325728
INFO:TEST NDCG@20, IoU=0.7: 0.227947
INFO:TEST NDCG@40, IoU=0.3: 0.388147
INFO:TEST NDCG@40, IoU=0.5: 0.349385
INFO:TEST NDCG@40, IoU=0.7: 0.247239
INFO:
INFO:EPOCH 48/100 | STEP: 2800|5416 | Loss: 0.118292
INFO:EPOCH 48/100 | STEP: 2900|5416 | Loss: 0.115136
INFO:EPOCH 48/100 | STEP: 3000|5416 | Loss: 0.123053
INFO:EPOCH 48/100 | STEP: 3100|5416 | Loss: 0.112862
INFO:EPOCH 48/100 | STEP: 3200|5416 | Loss: 0.117580
INFO:EPOCH 48/100 | STEP: 3300|5416 | Loss: 0.109062
INFO:EPOCH 48/100 | STEP: 3400|5416 | Loss: 0.119381
INFO:EPOCH 48/100 | STEP: 3500|5416 | Loss: 0.113195
INFO:EPOCH 48/100 | STEP: 3600|5416 | Loss: 0.112094
INFO:EPOCH 48/100 | STEP: 3700|5416 | Loss: 0.115133
INFO:EPOCH 48/100 | STEP: 3800|5416 | Loss: 0.126902
INFO:EPOCH 48/100 | STEP: 3900|5416 | Loss: 0.112416
INFO:EPOCH 48/100 | STEP: 4000|5416 | Loss: 0.108925
INFO:EPOCH 48/100 | STEP: 4100|5416 | Loss: 0.109277
INFO:EPOCH 48/100 | STEP: 4200|5416 | Loss: 0.110440
INFO:EPOCH 48/100 | STEP: 4300|5416 | Loss: 0.116196
INFO:EPOCH 48/100 | STEP: 4400|5416 | Loss: 0.119317
INFO:EPOCH 48/100 | STEP: 4500|5416 | Loss: 0.112150
INFO:EPOCH 48/100 | STEP: 4600|5416 | Loss: 0.114247
INFO:EPOCH 48/100 | STEP: 4700|5416 | Loss: 0.116454
INFO:EPOCH 48/100 | STEP: 4800|5416 | Loss: 0.117424
INFO:EPOCH 48/100 | STEP: 4900|5416 | Loss: 0.118815
INFO:EPOCH 48/100 | STEP: 5000|5416 | Loss: 0.120008
INFO:EPOCH 48/100 | STEP: 5100|5416 | Loss: 0.103291
INFO:EPOCH 48/100 | STEP: 5200|5416 | Loss: 0.110557
INFO:EPOCH 48/100 | STEP: 5300|5416 | Loss: 0.120066
INFO:EPOCH 48/100 | STEP: 5400|5416 | Loss: 0.101363
INFO:VAL NDCG@10, IoU=0.3: 0.410496
INFO:VAL NDCG@10, IoU=0.5: 0.377607
INFO:VAL NDCG@10, IoU=0.7: 0.251349
INFO:VAL NDCG@20, IoU=0.3: 0.413834
INFO:VAL NDCG@20, IoU=0.5: 0.378524
INFO:VAL NDCG@20, IoU=0.7: 0.256438
INFO:VAL NDCG@40, IoU=0.3: 0.443828
INFO:VAL NDCG@40, IoU=0.5: 0.406532
INFO:VAL NDCG@40, IoU=0.7: 0.279163
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.407803
INFO:TEST NDCG@10, IoU=0.5: 0.372808
INFO:TEST NDCG@10, IoU=0.7: 0.260876
INFO:TEST NDCG@20, IoU=0.3: 0.416178
INFO:TEST NDCG@20, IoU=0.5: 0.379650
INFO:TEST NDCG@20, IoU=0.7: 0.266672
INFO:TEST NDCG@40, IoU=0.3: 0.444608
INFO:TEST NDCG@40, IoU=0.5: 0.405594
INFO:TEST NDCG@40, IoU=0.7: 0.286457
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.410496
INFO:BEST VAL NDCG@10, IoU=0.5: 0.377607
INFO:BEST VAL NDCG@10, IoU=0.7: 0.251349
INFO:BEST VAL NDCG@20, IoU=0.3: 0.413834
INFO:BEST VAL NDCG@20, IoU=0.5: 0.378524
INFO:BEST VAL NDCG@20, IoU=0.7: 0.256438
INFO:BEST VAL NDCG@40, IoU=0.3: 0.443828
INFO:BEST VAL NDCG@40, IoU=0.5: 0.406532
INFO:BEST VAL NDCG@40, IoU=0.7: 0.279163
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.407803
INFO:BEST TEST NDCG@10, IoU=0.5: 0.372808
INFO:BEST TEST NDCG@10, IoU=0.7: 0.260876
INFO:BEST TEST NDCG@20, IoU=0.3: 0.416178
INFO:BEST TEST NDCG@20, IoU=0.5: 0.379650
INFO:BEST TEST NDCG@20, IoU=0.7: 0.266672
INFO:BEST TEST NDCG@40, IoU=0.3: 0.444608
INFO:BEST TEST NDCG@40, IoU=0.5: 0.405594
INFO:BEST TEST NDCG@40, IoU=0.7: 0.286457
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 49|100
INFO:EPOCH 49/100 | STEP: 0|5416 | Loss: 0.204348
INFO:EPOCH 49/100 | STEP: 100|5416 | Loss: 0.193817
INFO:EPOCH 49/100 | STEP: 200|5416 | Loss: 0.186769
INFO:EPOCH 49/100 | STEP: 300|5416 | Loss: 0.198241
INFO:EPOCH 49/100 | STEP: 400|5416 | Loss: 0.199124
INFO:EPOCH 49/100 | STEP: 500|5416 | Loss: 0.183375
INFO:EPOCH 49/100 | STEP: 600|5416 | Loss: 0.190806
INFO:EPOCH 49/100 | STEP: 700|5416 | Loss: 0.179725
INFO:EPOCH 49/100 | STEP: 800|5416 | Loss: 0.188066
INFO:EPOCH 49/100 | STEP: 900|5416 | Loss: 0.187759
INFO:EPOCH 49/100 | STEP: 1000|5416 | Loss: 0.177205
INFO:EPOCH 49/100 | STEP: 1100|5416 | Loss: 0.184611
INFO:EPOCH 49/100 | STEP: 1200|5416 | Loss: 0.182537
INFO:EPOCH 49/100 | STEP: 1300|5416 | Loss: 0.188796
INFO:EPOCH 49/100 | STEP: 1400|5416 | Loss: 0.192192
INFO:EPOCH 49/100 | STEP: 1500|5416 | Loss: 0.188480
INFO:EPOCH 49/100 | STEP: 1600|5416 | Loss: 0.184920
INFO:EPOCH 49/100 | STEP: 1700|5416 | Loss: 0.200993
INFO:EPOCH 49/100 | STEP: 1800|5416 | Loss: 0.187330
INFO:EPOCH 49/100 | STEP: 1900|5416 | Loss: 0.186021
INFO:EPOCH 49/100 | STEP: 2000|5416 | Loss: 0.181440
INFO:EPOCH 49/100 | STEP: 2100|5416 | Loss: 0.169426
INFO:EPOCH 49/100 | STEP: 2200|5416 | Loss: 0.180085
INFO:EPOCH 49/100 | STEP: 2300|5416 | Loss: 0.183069
INFO:EPOCH 49/100 | STEP: 2400|5416 | Loss: 0.191662
INFO:EPOCH 49/100 | STEP: 2500|5416 | Loss: 0.189502
INFO:EPOCH 49/100 | STEP: 2600|5416 | Loss: 0.183271
INFO:EPOCH 49/100 | STEP: 2700|5416 | Loss: 0.189451
INFO:VAL NDCG@10, IoU=0.3: 0.360641
INFO:VAL NDCG@10, IoU=0.5: 0.327856
INFO:VAL NDCG@10, IoU=0.7: 0.221941
INFO:VAL NDCG@20, IoU=0.3: 0.363422
INFO:VAL NDCG@20, IoU=0.5: 0.329409
INFO:VAL NDCG@20, IoU=0.7: 0.225343
INFO:VAL NDCG@40, IoU=0.3: 0.389955
INFO:VAL NDCG@40, IoU=0.5: 0.353911
INFO:VAL NDCG@40, IoU=0.7: 0.245807
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.359730
INFO:TEST NDCG@10, IoU=0.5: 0.324283
INFO:TEST NDCG@10, IoU=0.7: 0.223716
INFO:TEST NDCG@20, IoU=0.3: 0.364172
INFO:TEST NDCG@20, IoU=0.5: 0.328848
INFO:TEST NDCG@20, IoU=0.7: 0.228934
INFO:TEST NDCG@40, IoU=0.3: 0.390839
INFO:TEST NDCG@40, IoU=0.5: 0.353026
INFO:TEST NDCG@40, IoU=0.7: 0.248151
INFO:
INFO:EPOCH 49/100 | STEP: 2800|5416 | Loss: 0.117039
INFO:EPOCH 49/100 | STEP: 2900|5416 | Loss: 0.109354
INFO:EPOCH 49/100 | STEP: 3000|5416 | Loss: 0.111520
INFO:EPOCH 49/100 | STEP: 3100|5416 | Loss: 0.117346
INFO:EPOCH 49/100 | STEP: 3200|5416 | Loss: 0.107991
INFO:EPOCH 49/100 | STEP: 3300|5416 | Loss: 0.111968
INFO:EPOCH 49/100 | STEP: 3400|5416 | Loss: 0.109166
INFO:EPOCH 49/100 | STEP: 3500|5416 | Loss: 0.112914
INFO:EPOCH 49/100 | STEP: 3600|5416 | Loss: 0.106642
INFO:EPOCH 49/100 | STEP: 3700|5416 | Loss: 0.108719
INFO:EPOCH 49/100 | STEP: 3800|5416 | Loss: 0.112363
INFO:EPOCH 49/100 | STEP: 3900|5416 | Loss: 0.111567
INFO:EPOCH 49/100 | STEP: 4000|5416 | Loss: 0.112437
INFO:EPOCH 49/100 | STEP: 4100|5416 | Loss: 0.102302
INFO:EPOCH 49/100 | STEP: 4200|5416 | Loss: 0.105766
INFO:EPOCH 49/100 | STEP: 4300|5416 | Loss: 0.109693
INFO:EPOCH 49/100 | STEP: 4400|5416 | Loss: 0.114090
INFO:EPOCH 49/100 | STEP: 4500|5416 | Loss: 0.107182
INFO:EPOCH 49/100 | STEP: 4600|5416 | Loss: 0.116686
INFO:EPOCH 49/100 | STEP: 4700|5416 | Loss: 0.114935
INFO:EPOCH 49/100 | STEP: 4800|5416 | Loss: 0.110363
INFO:EPOCH 49/100 | STEP: 4900|5416 | Loss: 0.113485
INFO:EPOCH 49/100 | STEP: 5000|5416 | Loss: 0.113140
INFO:EPOCH 49/100 | STEP: 5100|5416 | Loss: 0.111483
INFO:EPOCH 49/100 | STEP: 5200|5416 | Loss: 0.115426
INFO:EPOCH 49/100 | STEP: 5300|5416 | Loss: 0.107805
INFO:EPOCH 49/100 | STEP: 5400|5416 | Loss: 0.108679
INFO:VAL NDCG@10, IoU=0.3: 0.405707
INFO:VAL NDCG@10, IoU=0.5: 0.371847
INFO:VAL NDCG@10, IoU=0.7: 0.253129
INFO:VAL NDCG@20, IoU=0.3: 0.411412
INFO:VAL NDCG@20, IoU=0.5: 0.375958
INFO:VAL NDCG@20, IoU=0.7: 0.257488
INFO:VAL NDCG@40, IoU=0.3: 0.441067
INFO:VAL NDCG@40, IoU=0.5: 0.403983
INFO:VAL NDCG@40, IoU=0.7: 0.278234
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.406733
INFO:TEST NDCG@10, IoU=0.5: 0.370378
INFO:TEST NDCG@10, IoU=0.7: 0.260382
INFO:TEST NDCG@20, IoU=0.3: 0.416214
INFO:TEST NDCG@20, IoU=0.5: 0.378470
INFO:TEST NDCG@20, IoU=0.7: 0.267183
INFO:TEST NDCG@40, IoU=0.3: 0.444680
INFO:TEST NDCG@40, IoU=0.5: 0.405256
INFO:TEST NDCG@40, IoU=0.7: 0.286766
INFO:
INFO:TRAIN EPOCH: 50|100
INFO:EPOCH 50/100 | STEP: 0|5416 | Loss: 0.196274
INFO:EPOCH 50/100 | STEP: 100|5416 | Loss: 0.188940
INFO:EPOCH 50/100 | STEP: 200|5416 | Loss: 0.192175
INFO:EPOCH 50/100 | STEP: 300|5416 | Loss: 0.186477
INFO:EPOCH 50/100 | STEP: 400|5416 | Loss: 0.189116
INFO:EPOCH 50/100 | STEP: 500|5416 | Loss: 0.183142
INFO:EPOCH 50/100 | STEP: 600|5416 | Loss: 0.189607
INFO:EPOCH 50/100 | STEP: 700|5416 | Loss: 0.183164
INFO:EPOCH 50/100 | STEP: 800|5416 | Loss: 0.195390
INFO:EPOCH 50/100 | STEP: 900|5416 | Loss: 0.189611
INFO:EPOCH 50/100 | STEP: 1000|5416 | Loss: 0.185543
INFO:EPOCH 50/100 | STEP: 1100|5416 | Loss: 0.194833
INFO:EPOCH 50/100 | STEP: 1200|5416 | Loss: 0.195766
INFO:EPOCH 50/100 | STEP: 1300|5416 | Loss: 0.185539
INFO:EPOCH 50/100 | STEP: 1400|5416 | Loss: 0.185160
INFO:EPOCH 50/100 | STEP: 1500|5416 | Loss: 0.188844
INFO:EPOCH 50/100 | STEP: 1600|5416 | Loss: 0.177078
INFO:EPOCH 50/100 | STEP: 1700|5416 | Loss: 0.185190
INFO:EPOCH 50/100 | STEP: 1800|5416 | Loss: 0.189380
INFO:EPOCH 50/100 | STEP: 1900|5416 | Loss: 0.183900
INFO:EPOCH 50/100 | STEP: 2000|5416 | Loss: 0.180702
INFO:EPOCH 50/100 | STEP: 2100|5416 | Loss: 0.180353
INFO:EPOCH 50/100 | STEP: 2200|5416 | Loss: 0.198825
INFO:EPOCH 50/100 | STEP: 2300|5416 | Loss: 0.186100
INFO:EPOCH 50/100 | STEP: 2400|5416 | Loss: 0.198495
INFO:EPOCH 50/100 | STEP: 2500|5416 | Loss: 0.181334
INFO:EPOCH 50/100 | STEP: 2600|5416 | Loss: 0.176866
INFO:EPOCH 50/100 | STEP: 2700|5416 | Loss: 0.170922
INFO:VAL NDCG@10, IoU=0.3: 0.356020
INFO:VAL NDCG@10, IoU=0.5: 0.323544
INFO:VAL NDCG@10, IoU=0.7: 0.217140
INFO:VAL NDCG@20, IoU=0.3: 0.361367
INFO:VAL NDCG@20, IoU=0.5: 0.327183
INFO:VAL NDCG@20, IoU=0.7: 0.222381
INFO:VAL NDCG@40, IoU=0.3: 0.387636
INFO:VAL NDCG@40, IoU=0.5: 0.351948
INFO:VAL NDCG@40, IoU=0.7: 0.243281
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.359180
INFO:TEST NDCG@10, IoU=0.5: 0.322168
INFO:TEST NDCG@10, IoU=0.7: 0.222911
INFO:TEST NDCG@20, IoU=0.3: 0.363476
INFO:TEST NDCG@20, IoU=0.5: 0.326907
INFO:TEST NDCG@20, IoU=0.7: 0.228283
INFO:TEST NDCG@40, IoU=0.3: 0.389126
INFO:TEST NDCG@40, IoU=0.5: 0.350526
INFO:TEST NDCG@40, IoU=0.7: 0.247217
INFO:
INFO:EPOCH 50/100 | STEP: 2800|5416 | Loss: 0.112390
INFO:EPOCH 50/100 | STEP: 2900|5416 | Loss: 0.110341
INFO:EPOCH 50/100 | STEP: 3000|5416 | Loss: 0.114766
INFO:EPOCH 50/100 | STEP: 3100|5416 | Loss: 0.112254
INFO:EPOCH 50/100 | STEP: 3200|5416 | Loss: 0.111210
INFO:EPOCH 50/100 | STEP: 3300|5416 | Loss: 0.105772
INFO:EPOCH 50/100 | STEP: 3400|5416 | Loss: 0.110368
INFO:EPOCH 50/100 | STEP: 3500|5416 | Loss: 0.103910
INFO:EPOCH 50/100 | STEP: 3600|5416 | Loss: 0.109499
INFO:EPOCH 50/100 | STEP: 3700|5416 | Loss: 0.118139
INFO:EPOCH 50/100 | STEP: 3800|5416 | Loss: 0.117190
INFO:EPOCH 50/100 | STEP: 3900|5416 | Loss: 0.105860
INFO:EPOCH 50/100 | STEP: 4000|5416 | Loss: 0.109232
INFO:EPOCH 50/100 | STEP: 4100|5416 | Loss: 0.107876
INFO:EPOCH 50/100 | STEP: 4200|5416 | Loss: 0.109730
INFO:EPOCH 50/100 | STEP: 4300|5416 | Loss: 0.111729
INFO:EPOCH 50/100 | STEP: 4400|5416 | Loss: 0.106177
INFO:EPOCH 50/100 | STEP: 4500|5416 | Loss: 0.096550
INFO:EPOCH 50/100 | STEP: 4600|5416 | Loss: 0.111381
INFO:EPOCH 50/100 | STEP: 4700|5416 | Loss: 0.111155
INFO:EPOCH 50/100 | STEP: 4800|5416 | Loss: 0.110198
INFO:EPOCH 50/100 | STEP: 4900|5416 | Loss: 0.108139
INFO:EPOCH 50/100 | STEP: 5000|5416 | Loss: 0.110570
INFO:EPOCH 50/100 | STEP: 5100|5416 | Loss: 0.104491
INFO:EPOCH 50/100 | STEP: 5200|5416 | Loss: 0.109846
INFO:EPOCH 50/100 | STEP: 5300|5416 | Loss: 0.117297
INFO:EPOCH 50/100 | STEP: 5400|5416 | Loss: 0.102268
INFO:VAL NDCG@10, IoU=0.3: 0.407418
INFO:VAL NDCG@10, IoU=0.5: 0.375619
INFO:VAL NDCG@10, IoU=0.7: 0.254717
INFO:VAL NDCG@20, IoU=0.3: 0.408757
INFO:VAL NDCG@20, IoU=0.5: 0.375784
INFO:VAL NDCG@20, IoU=0.7: 0.258021
INFO:VAL NDCG@40, IoU=0.3: 0.440392
INFO:VAL NDCG@40, IoU=0.5: 0.404130
INFO:VAL NDCG@40, IoU=0.7: 0.278970
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.409698
INFO:TEST NDCG@10, IoU=0.5: 0.374755
INFO:TEST NDCG@10, IoU=0.7: 0.264070
INFO:TEST NDCG@20, IoU=0.3: 0.418457
INFO:TEST NDCG@20, IoU=0.5: 0.382100
INFO:TEST NDCG@20, IoU=0.7: 0.269594
INFO:TEST NDCG@40, IoU=0.3: 0.446955
INFO:TEST NDCG@40, IoU=0.5: 0.408038
INFO:TEST NDCG@40, IoU=0.7: 0.289100
INFO:
INFO:TRAIN EPOCH: 51|100
INFO:EPOCH 51/100 | STEP: 0|5416 | Loss: 0.200897
INFO:EPOCH 51/100 | STEP: 100|5416 | Loss: 0.189014
INFO:EPOCH 51/100 | STEP: 200|5416 | Loss: 0.187372
INFO:EPOCH 51/100 | STEP: 300|5416 | Loss: 0.181893
INFO:EPOCH 51/100 | STEP: 400|5416 | Loss: 0.183752
INFO:EPOCH 51/100 | STEP: 500|5416 | Loss: 0.191417
INFO:EPOCH 51/100 | STEP: 600|5416 | Loss: 0.192467
INFO:EPOCH 51/100 | STEP: 700|5416 | Loss: 0.202156
INFO:EPOCH 51/100 | STEP: 800|5416 | Loss: 0.187286
INFO:EPOCH 51/100 | STEP: 900|5416 | Loss: 0.186651
INFO:EPOCH 51/100 | STEP: 1000|5416 | Loss: 0.178901
INFO:EPOCH 51/100 | STEP: 1100|5416 | Loss: 0.179481
INFO:EPOCH 51/100 | STEP: 1200|5416 | Loss: 0.187883
INFO:EPOCH 51/100 | STEP: 1300|5416 | Loss: 0.191760
INFO:EPOCH 51/100 | STEP: 1400|5416 | Loss: 0.179760
INFO:EPOCH 51/100 | STEP: 1500|5416 | Loss: 0.183491
INFO:EPOCH 51/100 | STEP: 1600|5416 | Loss: 0.189138
INFO:EPOCH 51/100 | STEP: 1700|5416 | Loss: 0.196920
INFO:EPOCH 51/100 | STEP: 1800|5416 | Loss: 0.189428
INFO:EPOCH 51/100 | STEP: 1900|5416 | Loss: 0.182375
INFO:EPOCH 51/100 | STEP: 2000|5416 | Loss: 0.179741
INFO:EPOCH 51/100 | STEP: 2100|5416 | Loss: 0.188416
INFO:EPOCH 51/100 | STEP: 2200|5416 | Loss: 0.177445
INFO:EPOCH 51/100 | STEP: 2300|5416 | Loss: 0.184961
INFO:EPOCH 51/100 | STEP: 2400|5416 | Loss: 0.192116
INFO:EPOCH 51/100 | STEP: 2500|5416 | Loss: 0.184204
INFO:EPOCH 51/100 | STEP: 2600|5416 | Loss: 0.172980
INFO:EPOCH 51/100 | STEP: 2700|5416 | Loss: 0.178756
INFO:VAL NDCG@10, IoU=0.3: 0.363197
INFO:VAL NDCG@10, IoU=0.5: 0.331242
INFO:VAL NDCG@10, IoU=0.7: 0.219791
INFO:VAL NDCG@20, IoU=0.3: 0.366685
INFO:VAL NDCG@20, IoU=0.5: 0.333841
INFO:VAL NDCG@20, IoU=0.7: 0.225740
INFO:VAL NDCG@40, IoU=0.3: 0.392868
INFO:VAL NDCG@40, IoU=0.5: 0.357296
INFO:VAL NDCG@40, IoU=0.7: 0.246242
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.360649
INFO:TEST NDCG@10, IoU=0.5: 0.324941
INFO:TEST NDCG@10, IoU=0.7: 0.223713
INFO:TEST NDCG@20, IoU=0.3: 0.366861
INFO:TEST NDCG@20, IoU=0.5: 0.330882
INFO:TEST NDCG@20, IoU=0.7: 0.230462
INFO:TEST NDCG@40, IoU=0.3: 0.391950
INFO:TEST NDCG@40, IoU=0.5: 0.353713
INFO:TEST NDCG@40, IoU=0.7: 0.249409
INFO:
INFO:EPOCH 51/100 | STEP: 2800|5416 | Loss: 0.106957
INFO:EPOCH 51/100 | STEP: 2900|5416 | Loss: 0.109909
INFO:EPOCH 51/100 | STEP: 3000|5416 | Loss: 0.106883
INFO:EPOCH 51/100 | STEP: 3100|5416 | Loss: 0.115468
INFO:EPOCH 51/100 | STEP: 3200|5416 | Loss: 0.111842
INFO:EPOCH 51/100 | STEP: 3300|5416 | Loss: 0.108867
INFO:EPOCH 51/100 | STEP: 3400|5416 | Loss: 0.112151
INFO:EPOCH 51/100 | STEP: 3500|5416 | Loss: 0.113900
INFO:EPOCH 51/100 | STEP: 3600|5416 | Loss: 0.114564
INFO:EPOCH 51/100 | STEP: 3700|5416 | Loss: 0.114242
INFO:EPOCH 51/100 | STEP: 3800|5416 | Loss: 0.100916
INFO:EPOCH 51/100 | STEP: 3900|5416 | Loss: 0.112943
INFO:EPOCH 51/100 | STEP: 4000|5416 | Loss: 0.104863
INFO:EPOCH 51/100 | STEP: 4100|5416 | Loss: 0.115351
INFO:EPOCH 51/100 | STEP: 4200|5416 | Loss: 0.114626
INFO:EPOCH 51/100 | STEP: 4300|5416 | Loss: 0.119318
INFO:EPOCH 51/100 | STEP: 4400|5416 | Loss: 0.107457
INFO:EPOCH 51/100 | STEP: 4500|5416 | Loss: 0.100901
INFO:EPOCH 51/100 | STEP: 4600|5416 | Loss: 0.112237
INFO:EPOCH 51/100 | STEP: 4700|5416 | Loss: 0.113104
INFO:EPOCH 51/100 | STEP: 4800|5416 | Loss: 0.115046
INFO:EPOCH 51/100 | STEP: 4900|5416 | Loss: 0.110653
INFO:EPOCH 51/100 | STEP: 5000|5416 | Loss: 0.112269
INFO:EPOCH 51/100 | STEP: 5100|5416 | Loss: 0.109565
INFO:EPOCH 51/100 | STEP: 5200|5416 | Loss: 0.113681
INFO:EPOCH 51/100 | STEP: 5300|5416 | Loss: 0.104181
INFO:EPOCH 51/100 | STEP: 5400|5416 | Loss: 0.100583
INFO:VAL NDCG@10, IoU=0.3: 0.410778
INFO:VAL NDCG@10, IoU=0.5: 0.377059
INFO:VAL NDCG@10, IoU=0.7: 0.253352
INFO:VAL NDCG@20, IoU=0.3: 0.416307
INFO:VAL NDCG@20, IoU=0.5: 0.381957
INFO:VAL NDCG@20, IoU=0.7: 0.260448
INFO:VAL NDCG@40, IoU=0.3: 0.444929
INFO:VAL NDCG@40, IoU=0.5: 0.407869
INFO:VAL NDCG@40, IoU=0.7: 0.279957
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.410282
INFO:TEST NDCG@10, IoU=0.5: 0.374400
INFO:TEST NDCG@10, IoU=0.7: 0.264531
INFO:TEST NDCG@20, IoU=0.3: 0.418056
INFO:TEST NDCG@20, IoU=0.5: 0.381409
INFO:TEST NDCG@20, IoU=0.7: 0.269821
INFO:TEST NDCG@40, IoU=0.3: 0.447345
INFO:TEST NDCG@40, IoU=0.5: 0.407403
INFO:TEST NDCG@40, IoU=0.7: 0.288919
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.410778
INFO:BEST VAL NDCG@10, IoU=0.5: 0.377059
INFO:BEST VAL NDCG@10, IoU=0.7: 0.253352
INFO:BEST VAL NDCG@20, IoU=0.3: 0.416307
INFO:BEST VAL NDCG@20, IoU=0.5: 0.381957
INFO:BEST VAL NDCG@20, IoU=0.7: 0.260448
INFO:BEST VAL NDCG@40, IoU=0.3: 0.444929
INFO:BEST VAL NDCG@40, IoU=0.5: 0.407869
INFO:BEST VAL NDCG@40, IoU=0.7: 0.279957
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.410282
INFO:BEST TEST NDCG@10, IoU=0.5: 0.374400
INFO:BEST TEST NDCG@10, IoU=0.7: 0.264531
INFO:BEST TEST NDCG@20, IoU=0.3: 0.418056
INFO:BEST TEST NDCG@20, IoU=0.5: 0.381409
INFO:BEST TEST NDCG@20, IoU=0.7: 0.269821
INFO:BEST TEST NDCG@40, IoU=0.3: 0.447345
INFO:BEST TEST NDCG@40, IoU=0.5: 0.407403
INFO:BEST TEST NDCG@40, IoU=0.7: 0.288919
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 52|100
INFO:EPOCH 52/100 | STEP: 0|5416 | Loss: 0.203795
INFO:EPOCH 52/100 | STEP: 100|5416 | Loss: 0.187096
INFO:EPOCH 52/100 | STEP: 200|5416 | Loss: 0.184656
INFO:EPOCH 52/100 | STEP: 300|5416 | Loss: 0.191390
INFO:EPOCH 52/100 | STEP: 400|5416 | Loss: 0.186263
INFO:EPOCH 52/100 | STEP: 500|5416 | Loss: 0.176453
INFO:EPOCH 52/100 | STEP: 600|5416 | Loss: 0.198023
INFO:EPOCH 52/100 | STEP: 700|5416 | Loss: 0.182672
INFO:EPOCH 52/100 | STEP: 800|5416 | Loss: 0.181619
INFO:EPOCH 52/100 | STEP: 900|5416 | Loss: 0.193242
INFO:EPOCH 52/100 | STEP: 1000|5416 | Loss: 0.192887
INFO:EPOCH 52/100 | STEP: 1100|5416 | Loss: 0.193294
INFO:EPOCH 52/100 | STEP: 1200|5416 | Loss: 0.165502
INFO:EPOCH 52/100 | STEP: 1300|5416 | Loss: 0.172057
INFO:EPOCH 52/100 | STEP: 1400|5416 | Loss: 0.186318
INFO:EPOCH 52/100 | STEP: 1500|5416 | Loss: 0.178614
INFO:EPOCH 52/100 | STEP: 1600|5416 | Loss: 0.183781
INFO:EPOCH 52/100 | STEP: 1700|5416 | Loss: 0.185533
INFO:EPOCH 52/100 | STEP: 1800|5416 | Loss: 0.188574
INFO:EPOCH 52/100 | STEP: 1900|5416 | Loss: 0.185729
INFO:EPOCH 52/100 | STEP: 2000|5416 | Loss: 0.185340
INFO:EPOCH 52/100 | STEP: 2100|5416 | Loss: 0.179096
INFO:EPOCH 52/100 | STEP: 2200|5416 | Loss: 0.178743
INFO:EPOCH 52/100 | STEP: 2300|5416 | Loss: 0.188610
INFO:EPOCH 52/100 | STEP: 2400|5416 | Loss: 0.182587
INFO:EPOCH 52/100 | STEP: 2500|5416 | Loss: 0.190865
INFO:EPOCH 52/100 | STEP: 2600|5416 | Loss: 0.180210
INFO:EPOCH 52/100 | STEP: 2700|5416 | Loss: 0.186147
INFO:VAL NDCG@10, IoU=0.3: 0.362985
INFO:VAL NDCG@10, IoU=0.5: 0.328818
INFO:VAL NDCG@10, IoU=0.7: 0.220801
INFO:VAL NDCG@20, IoU=0.3: 0.367495
INFO:VAL NDCG@20, IoU=0.5: 0.331767
INFO:VAL NDCG@20, IoU=0.7: 0.225513
INFO:VAL NDCG@40, IoU=0.3: 0.396463
INFO:VAL NDCG@40, IoU=0.5: 0.358042
INFO:VAL NDCG@40, IoU=0.7: 0.247632
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.360929
INFO:TEST NDCG@10, IoU=0.5: 0.325250
INFO:TEST NDCG@10, IoU=0.7: 0.225862
INFO:TEST NDCG@20, IoU=0.3: 0.366617
INFO:TEST NDCG@20, IoU=0.5: 0.330942
INFO:TEST NDCG@20, IoU=0.7: 0.231666
INFO:TEST NDCG@40, IoU=0.3: 0.393286
INFO:TEST NDCG@40, IoU=0.5: 0.355125
INFO:TEST NDCG@40, IoU=0.7: 0.250928
INFO:
INFO:EPOCH 52/100 | STEP: 2800|5416 | Loss: 0.111097
INFO:EPOCH 52/100 | STEP: 2900|5416 | Loss: 0.112401
INFO:EPOCH 52/100 | STEP: 3000|5416 | Loss: 0.122031
INFO:EPOCH 52/100 | STEP: 3100|5416 | Loss: 0.112010
INFO:EPOCH 52/100 | STEP: 3200|5416 | Loss: 0.113003
INFO:EPOCH 52/100 | STEP: 3300|5416 | Loss: 0.122166
INFO:EPOCH 52/100 | STEP: 3400|5416 | Loss: 0.104087
INFO:EPOCH 52/100 | STEP: 3500|5416 | Loss: 0.109151
INFO:EPOCH 52/100 | STEP: 3600|5416 | Loss: 0.100713
INFO:EPOCH 52/100 | STEP: 3700|5416 | Loss: 0.109680
INFO:EPOCH 52/100 | STEP: 3800|5416 | Loss: 0.110463
INFO:EPOCH 52/100 | STEP: 3900|5416 | Loss: 0.112875
INFO:EPOCH 52/100 | STEP: 4000|5416 | Loss: 0.102318
INFO:EPOCH 52/100 | STEP: 4100|5416 | Loss: 0.111566
INFO:EPOCH 52/100 | STEP: 4200|5416 | Loss: 0.117785
INFO:EPOCH 52/100 | STEP: 4300|5416 | Loss: 0.106411
INFO:EPOCH 52/100 | STEP: 4400|5416 | Loss: 0.113129
INFO:EPOCH 52/100 | STEP: 4500|5416 | Loss: 0.098025
INFO:EPOCH 52/100 | STEP: 4600|5416 | Loss: 0.103874
INFO:EPOCH 52/100 | STEP: 4700|5416 | Loss: 0.106296
INFO:EPOCH 52/100 | STEP: 4800|5416 | Loss: 0.107538
INFO:EPOCH 52/100 | STEP: 4900|5416 | Loss: 0.108144
INFO:EPOCH 52/100 | STEP: 5000|5416 | Loss: 0.115901
INFO:EPOCH 52/100 | STEP: 5100|5416 | Loss: 0.106321
INFO:EPOCH 52/100 | STEP: 5200|5416 | Loss: 0.105713
INFO:EPOCH 52/100 | STEP: 5300|5416 | Loss: 0.113250
INFO:EPOCH 52/100 | STEP: 5400|5416 | Loss: 0.107235
INFO:VAL NDCG@10, IoU=0.3: 0.414229
INFO:VAL NDCG@10, IoU=0.5: 0.380045
INFO:VAL NDCG@10, IoU=0.7: 0.259523
INFO:VAL NDCG@20, IoU=0.3: 0.420054
INFO:VAL NDCG@20, IoU=0.5: 0.383683
INFO:VAL NDCG@20, IoU=0.7: 0.262265
INFO:VAL NDCG@40, IoU=0.3: 0.448654
INFO:VAL NDCG@40, IoU=0.5: 0.411173
INFO:VAL NDCG@40, IoU=0.7: 0.282846
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.411059
INFO:TEST NDCG@10, IoU=0.5: 0.374627
INFO:TEST NDCG@10, IoU=0.7: 0.265608
INFO:TEST NDCG@20, IoU=0.3: 0.419566
INFO:TEST NDCG@20, IoU=0.5: 0.382068
INFO:TEST NDCG@20, IoU=0.7: 0.271185
INFO:TEST NDCG@40, IoU=0.3: 0.449235
INFO:TEST NDCG@40, IoU=0.5: 0.409457
INFO:TEST NDCG@40, IoU=0.7: 0.290517
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.414229
INFO:BEST VAL NDCG@10, IoU=0.5: 0.380045
INFO:BEST VAL NDCG@10, IoU=0.7: 0.259523
INFO:BEST VAL NDCG@20, IoU=0.3: 0.420054
INFO:BEST VAL NDCG@20, IoU=0.5: 0.383683
INFO:BEST VAL NDCG@20, IoU=0.7: 0.262265
INFO:BEST VAL NDCG@40, IoU=0.3: 0.448654
INFO:BEST VAL NDCG@40, IoU=0.5: 0.411173
INFO:BEST VAL NDCG@40, IoU=0.7: 0.282846
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.411059
INFO:BEST TEST NDCG@10, IoU=0.5: 0.374627
INFO:BEST TEST NDCG@10, IoU=0.7: 0.265608
INFO:BEST TEST NDCG@20, IoU=0.3: 0.419566
INFO:BEST TEST NDCG@20, IoU=0.5: 0.382068
INFO:BEST TEST NDCG@20, IoU=0.7: 0.271185
INFO:BEST TEST NDCG@40, IoU=0.3: 0.449235
INFO:BEST TEST NDCG@40, IoU=0.5: 0.409457
INFO:BEST TEST NDCG@40, IoU=0.7: 0.290517
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 53|100
INFO:EPOCH 53/100 | STEP: 0|5416 | Loss: 0.189482
INFO:EPOCH 53/100 | STEP: 100|5416 | Loss: 0.178810
INFO:EPOCH 53/100 | STEP: 200|5416 | Loss: 0.183984
INFO:EPOCH 53/100 | STEP: 300|5416 | Loss: 0.183406
INFO:EPOCH 53/100 | STEP: 400|5416 | Loss: 0.194276
INFO:EPOCH 53/100 | STEP: 500|5416 | Loss: 0.188914
INFO:EPOCH 53/100 | STEP: 600|5416 | Loss: 0.187067
INFO:EPOCH 53/100 | STEP: 700|5416 | Loss: 0.175951
INFO:EPOCH 53/100 | STEP: 800|5416 | Loss: 0.179098
INFO:EPOCH 53/100 | STEP: 900|5416 | Loss: 0.199748
INFO:EPOCH 53/100 | STEP: 1000|5416 | Loss: 0.192373
INFO:EPOCH 53/100 | STEP: 1100|5416 | Loss: 0.190859
INFO:EPOCH 53/100 | STEP: 1200|5416 | Loss: 0.192714
INFO:EPOCH 53/100 | STEP: 1300|5416 | Loss: 0.178910
INFO:EPOCH 53/100 | STEP: 1400|5416 | Loss: 0.183462
INFO:EPOCH 53/100 | STEP: 1500|5416 | Loss: 0.178387
INFO:EPOCH 53/100 | STEP: 1600|5416 | Loss: 0.196830
INFO:EPOCH 53/100 | STEP: 1700|5416 | Loss: 0.189269
INFO:EPOCH 53/100 | STEP: 1800|5416 | Loss: 0.174486
INFO:EPOCH 53/100 | STEP: 1900|5416 | Loss: 0.187307
INFO:EPOCH 53/100 | STEP: 2000|5416 | Loss: 0.185868
INFO:EPOCH 53/100 | STEP: 2100|5416 | Loss: 0.185375
INFO:EPOCH 53/100 | STEP: 2200|5416 | Loss: 0.185457
INFO:EPOCH 53/100 | STEP: 2300|5416 | Loss: 0.184028
INFO:EPOCH 53/100 | STEP: 2400|5416 | Loss: 0.190717
INFO:EPOCH 53/100 | STEP: 2500|5416 | Loss: 0.192543
INFO:EPOCH 53/100 | STEP: 2600|5416 | Loss: 0.180874
INFO:EPOCH 53/100 | STEP: 2700|5416 | Loss: 0.194710
INFO:VAL NDCG@10, IoU=0.3: 0.363052
INFO:VAL NDCG@10, IoU=0.5: 0.328164
INFO:VAL NDCG@10, IoU=0.7: 0.220758
INFO:VAL NDCG@20, IoU=0.3: 0.365399
INFO:VAL NDCG@20, IoU=0.5: 0.330353
INFO:VAL NDCG@20, IoU=0.7: 0.226282
INFO:VAL NDCG@40, IoU=0.3: 0.392144
INFO:VAL NDCG@40, IoU=0.5: 0.355847
INFO:VAL NDCG@40, IoU=0.7: 0.247846
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.361885
INFO:TEST NDCG@10, IoU=0.5: 0.326310
INFO:TEST NDCG@10, IoU=0.7: 0.226866
INFO:TEST NDCG@20, IoU=0.3: 0.365893
INFO:TEST NDCG@20, IoU=0.5: 0.330457
INFO:TEST NDCG@20, IoU=0.7: 0.231085
INFO:TEST NDCG@40, IoU=0.3: 0.392137
INFO:TEST NDCG@40, IoU=0.5: 0.355036
INFO:TEST NDCG@40, IoU=0.7: 0.250399
INFO:
INFO:EPOCH 53/100 | STEP: 2800|5416 | Loss: 0.117734
INFO:EPOCH 53/100 | STEP: 2900|5416 | Loss: 0.109931
INFO:EPOCH 53/100 | STEP: 3000|5416 | Loss: 0.105536
INFO:EPOCH 53/100 | STEP: 3100|5416 | Loss: 0.103432
INFO:EPOCH 53/100 | STEP: 3200|5416 | Loss: 0.102449
INFO:EPOCH 53/100 | STEP: 3300|5416 | Loss: 0.106920
INFO:EPOCH 53/100 | STEP: 3400|5416 | Loss: 0.113806
INFO:EPOCH 53/100 | STEP: 3500|5416 | Loss: 0.115239
INFO:EPOCH 53/100 | STEP: 3600|5416 | Loss: 0.105565
INFO:EPOCH 53/100 | STEP: 3700|5416 | Loss: 0.098017
INFO:EPOCH 53/100 | STEP: 3800|5416 | Loss: 0.104623
INFO:EPOCH 53/100 | STEP: 3900|5416 | Loss: 0.107220
INFO:EPOCH 53/100 | STEP: 4000|5416 | Loss: 0.103575
INFO:EPOCH 53/100 | STEP: 4100|5416 | Loss: 0.103615
INFO:EPOCH 53/100 | STEP: 4200|5416 | Loss: 0.102964
INFO:EPOCH 53/100 | STEP: 4300|5416 | Loss: 0.103290
INFO:EPOCH 53/100 | STEP: 4400|5416 | Loss: 0.101451
INFO:EPOCH 53/100 | STEP: 4500|5416 | Loss: 0.110542
INFO:EPOCH 53/100 | STEP: 4600|5416 | Loss: 0.110414
INFO:EPOCH 53/100 | STEP: 4700|5416 | Loss: 0.119164
INFO:EPOCH 53/100 | STEP: 4800|5416 | Loss: 0.097742
INFO:EPOCH 53/100 | STEP: 4900|5416 | Loss: 0.108562
INFO:EPOCH 53/100 | STEP: 5000|5416 | Loss: 0.101155
INFO:EPOCH 53/100 | STEP: 5100|5416 | Loss: 0.111238
INFO:EPOCH 53/100 | STEP: 5200|5416 | Loss: 0.106921
INFO:EPOCH 53/100 | STEP: 5300|5416 | Loss: 0.113493
INFO:EPOCH 53/100 | STEP: 5400|5416 | Loss: 0.105507
INFO:VAL NDCG@10, IoU=0.3: 0.413749
INFO:VAL NDCG@10, IoU=0.5: 0.377448
INFO:VAL NDCG@10, IoU=0.7: 0.254384
INFO:VAL NDCG@20, IoU=0.3: 0.417940
INFO:VAL NDCG@20, IoU=0.5: 0.382572
INFO:VAL NDCG@20, IoU=0.7: 0.260873
INFO:VAL NDCG@40, IoU=0.3: 0.447395
INFO:VAL NDCG@40, IoU=0.5: 0.408961
INFO:VAL NDCG@40, IoU=0.7: 0.282137
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.412587
INFO:TEST NDCG@10, IoU=0.5: 0.376455
INFO:TEST NDCG@10, IoU=0.7: 0.265187
INFO:TEST NDCG@20, IoU=0.3: 0.420211
INFO:TEST NDCG@20, IoU=0.5: 0.382594
INFO:TEST NDCG@20, IoU=0.7: 0.270149
INFO:TEST NDCG@40, IoU=0.3: 0.449410
INFO:TEST NDCG@40, IoU=0.5: 0.409705
INFO:TEST NDCG@40, IoU=0.7: 0.290235
INFO:
INFO:TRAIN EPOCH: 54|100
INFO:EPOCH 54/100 | STEP: 0|5416 | Loss: 0.198367
INFO:EPOCH 54/100 | STEP: 100|5416 | Loss: 0.191737
INFO:EPOCH 54/100 | STEP: 200|5416 | Loss: 0.180156
INFO:EPOCH 54/100 | STEP: 300|5416 | Loss: 0.179889
INFO:EPOCH 54/100 | STEP: 400|5416 | Loss: 0.191364
INFO:EPOCH 54/100 | STEP: 500|5416 | Loss: 0.181302
INFO:EPOCH 54/100 | STEP: 600|5416 | Loss: 0.182223
INFO:EPOCH 54/100 | STEP: 700|5416 | Loss: 0.186538
INFO:EPOCH 54/100 | STEP: 800|5416 | Loss: 0.185255
INFO:EPOCH 54/100 | STEP: 900|5416 | Loss: 0.189271
INFO:EPOCH 54/100 | STEP: 1000|5416 | Loss: 0.193190
INFO:EPOCH 54/100 | STEP: 1100|5416 | Loss: 0.184395
INFO:EPOCH 54/100 | STEP: 1200|5416 | Loss: 0.181797
INFO:EPOCH 54/100 | STEP: 1300|5416 | Loss: 0.181233
INFO:EPOCH 54/100 | STEP: 1400|5416 | Loss: 0.191754
INFO:EPOCH 54/100 | STEP: 1500|5416 | Loss: 0.191987
INFO:EPOCH 54/100 | STEP: 1600|5416 | Loss: 0.185188
INFO:EPOCH 54/100 | STEP: 1700|5416 | Loss: 0.171147
INFO:EPOCH 54/100 | STEP: 1800|5416 | Loss: 0.186259
INFO:EPOCH 54/100 | STEP: 1900|5416 | Loss: 0.179453
INFO:EPOCH 54/100 | STEP: 2000|5416 | Loss: 0.182041
INFO:EPOCH 54/100 | STEP: 2100|5416 | Loss: 0.178292
INFO:EPOCH 54/100 | STEP: 2200|5416 | Loss: 0.181481
INFO:EPOCH 54/100 | STEP: 2300|5416 | Loss: 0.177777
INFO:EPOCH 54/100 | STEP: 2400|5416 | Loss: 0.183759
INFO:EPOCH 54/100 | STEP: 2500|5416 | Loss: 0.188162
INFO:EPOCH 54/100 | STEP: 2600|5416 | Loss: 0.176076
INFO:EPOCH 54/100 | STEP: 2700|5416 | Loss: 0.178726
INFO:VAL NDCG@10, IoU=0.3: 0.366482
INFO:VAL NDCG@10, IoU=0.5: 0.334749
INFO:VAL NDCG@10, IoU=0.7: 0.222887
INFO:VAL NDCG@20, IoU=0.3: 0.370865
INFO:VAL NDCG@20, IoU=0.5: 0.337639
INFO:VAL NDCG@20, IoU=0.7: 0.228978
INFO:VAL NDCG@40, IoU=0.3: 0.396867
INFO:VAL NDCG@40, IoU=0.5: 0.361613
INFO:VAL NDCG@40, IoU=0.7: 0.250680
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.362937
INFO:TEST NDCG@10, IoU=0.5: 0.327100
INFO:TEST NDCG@10, IoU=0.7: 0.226562
INFO:TEST NDCG@20, IoU=0.3: 0.368040
INFO:TEST NDCG@20, IoU=0.5: 0.332322
INFO:TEST NDCG@20, IoU=0.7: 0.232467
INFO:TEST NDCG@40, IoU=0.3: 0.393993
INFO:TEST NDCG@40, IoU=0.5: 0.356081
INFO:TEST NDCG@40, IoU=0.7: 0.251910
INFO:
INFO:EPOCH 54/100 | STEP: 2800|5416 | Loss: 0.107413
INFO:EPOCH 54/100 | STEP: 2900|5416 | Loss: 0.104755
INFO:EPOCH 54/100 | STEP: 3000|5416 | Loss: 0.112231
INFO:EPOCH 54/100 | STEP: 3100|5416 | Loss: 0.107259
INFO:EPOCH 54/100 | STEP: 3200|5416 | Loss: 0.109777
INFO:EPOCH 54/100 | STEP: 3300|5416 | Loss: 0.119380
INFO:EPOCH 54/100 | STEP: 3400|5416 | Loss: 0.108365
INFO:EPOCH 54/100 | STEP: 3500|5416 | Loss: 0.111683
INFO:EPOCH 54/100 | STEP: 3600|5416 | Loss: 0.102247
INFO:EPOCH 54/100 | STEP: 3700|5416 | Loss: 0.108834
INFO:EPOCH 54/100 | STEP: 3800|5416 | Loss: 0.102004
INFO:EPOCH 54/100 | STEP: 3900|5416 | Loss: 0.104315
INFO:EPOCH 54/100 | STEP: 4000|5416 | Loss: 0.104095
INFO:EPOCH 54/100 | STEP: 4100|5416 | Loss: 0.103624
INFO:EPOCH 54/100 | STEP: 4200|5416 | Loss: 0.108403
INFO:EPOCH 54/100 | STEP: 4300|5416 | Loss: 0.104163
INFO:EPOCH 54/100 | STEP: 4400|5416 | Loss: 0.110859
INFO:EPOCH 54/100 | STEP: 4500|5416 | Loss: 0.100871
INFO:EPOCH 54/100 | STEP: 4600|5416 | Loss: 0.108117
INFO:EPOCH 54/100 | STEP: 4700|5416 | Loss: 0.111958
INFO:EPOCH 54/100 | STEP: 4800|5416 | Loss: 0.110875
INFO:EPOCH 54/100 | STEP: 4900|5416 | Loss: 0.107764
INFO:EPOCH 54/100 | STEP: 5000|5416 | Loss: 0.105980
INFO:EPOCH 54/100 | STEP: 5100|5416 | Loss: 0.105787
INFO:EPOCH 54/100 | STEP: 5200|5416 | Loss: 0.113930
INFO:EPOCH 54/100 | STEP: 5300|5416 | Loss: 0.102795
INFO:EPOCH 54/100 | STEP: 5400|5416 | Loss: 0.100330
INFO:VAL NDCG@10, IoU=0.3: 0.408188
INFO:VAL NDCG@10, IoU=0.5: 0.372841
INFO:VAL NDCG@10, IoU=0.7: 0.252151
INFO:VAL NDCG@20, IoU=0.3: 0.417191
INFO:VAL NDCG@20, IoU=0.5: 0.380296
INFO:VAL NDCG@20, IoU=0.7: 0.259573
INFO:VAL NDCG@40, IoU=0.3: 0.444306
INFO:VAL NDCG@40, IoU=0.5: 0.405876
INFO:VAL NDCG@40, IoU=0.7: 0.280684
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.415102
INFO:TEST NDCG@10, IoU=0.5: 0.378597
INFO:TEST NDCG@10, IoU=0.7: 0.266345
INFO:TEST NDCG@20, IoU=0.3: 0.421702
INFO:TEST NDCG@20, IoU=0.5: 0.384111
INFO:TEST NDCG@20, IoU=0.7: 0.271599
INFO:TEST NDCG@40, IoU=0.3: 0.451820
INFO:TEST NDCG@40, IoU=0.5: 0.411886
INFO:TEST NDCG@40, IoU=0.7: 0.291893
INFO:
INFO:TRAIN EPOCH: 55|100
INFO:EPOCH 55/100 | STEP: 0|5416 | Loss: 0.199898
INFO:EPOCH 55/100 | STEP: 100|5416 | Loss: 0.178505
INFO:EPOCH 55/100 | STEP: 200|5416 | Loss: 0.203511
INFO:EPOCH 55/100 | STEP: 300|5416 | Loss: 0.198387
INFO:EPOCH 55/100 | STEP: 400|5416 | Loss: 0.193666
INFO:EPOCH 55/100 | STEP: 500|5416 | Loss: 0.199161
INFO:EPOCH 55/100 | STEP: 600|5416 | Loss: 0.178977
INFO:EPOCH 55/100 | STEP: 700|5416 | Loss: 0.188311
INFO:EPOCH 55/100 | STEP: 800|5416 | Loss: 0.175991
INFO:EPOCH 55/100 | STEP: 900|5416 | Loss: 0.182977
INFO:EPOCH 55/100 | STEP: 1000|5416 | Loss: 0.192451
INFO:EPOCH 55/100 | STEP: 1100|5416 | Loss: 0.180342
INFO:EPOCH 55/100 | STEP: 1200|5416 | Loss: 0.188041
INFO:EPOCH 55/100 | STEP: 1300|5416 | Loss: 0.188477
INFO:EPOCH 55/100 | STEP: 1400|5416 | Loss: 0.193832
INFO:EPOCH 55/100 | STEP: 1500|5416 | Loss: 0.182620
INFO:EPOCH 55/100 | STEP: 1600|5416 | Loss: 0.183227
INFO:EPOCH 55/100 | STEP: 1700|5416 | Loss: 0.186700
INFO:EPOCH 55/100 | STEP: 1800|5416 | Loss: 0.186585
INFO:EPOCH 55/100 | STEP: 1900|5416 | Loss: 0.187744
INFO:EPOCH 55/100 | STEP: 2000|5416 | Loss: 0.200612
INFO:EPOCH 55/100 | STEP: 2100|5416 | Loss: 0.198711
INFO:EPOCH 55/100 | STEP: 2200|5416 | Loss: 0.188445
INFO:EPOCH 55/100 | STEP: 2300|5416 | Loss: 0.195690
INFO:EPOCH 55/100 | STEP: 2400|5416 | Loss: 0.177574
INFO:EPOCH 55/100 | STEP: 2500|5416 | Loss: 0.191384
INFO:EPOCH 55/100 | STEP: 2600|5416 | Loss: 0.189830
INFO:EPOCH 55/100 | STEP: 2700|5416 | Loss: 0.186126
INFO:VAL NDCG@10, IoU=0.3: 0.363828
INFO:VAL NDCG@10, IoU=0.5: 0.330150
INFO:VAL NDCG@10, IoU=0.7: 0.218863
INFO:VAL NDCG@20, IoU=0.3: 0.367624
INFO:VAL NDCG@20, IoU=0.5: 0.333697
INFO:VAL NDCG@20, IoU=0.7: 0.224124
INFO:VAL NDCG@40, IoU=0.3: 0.393822
INFO:VAL NDCG@40, IoU=0.5: 0.356637
INFO:VAL NDCG@40, IoU=0.7: 0.244565
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.365324
INFO:TEST NDCG@10, IoU=0.5: 0.329292
INFO:TEST NDCG@10, IoU=0.7: 0.228391
INFO:TEST NDCG@20, IoU=0.3: 0.370067
INFO:TEST NDCG@20, IoU=0.5: 0.334062
INFO:TEST NDCG@20, IoU=0.7: 0.233471
INFO:TEST NDCG@40, IoU=0.3: 0.396429
INFO:TEST NDCG@40, IoU=0.5: 0.358344
INFO:TEST NDCG@40, IoU=0.7: 0.252845
INFO:
INFO:EPOCH 55/100 | STEP: 2800|5416 | Loss: 0.104621
INFO:EPOCH 55/100 | STEP: 2900|5416 | Loss: 0.109471
INFO:EPOCH 55/100 | STEP: 3000|5416 | Loss: 0.111540
INFO:EPOCH 55/100 | STEP: 3100|5416 | Loss: 0.105598
INFO:EPOCH 55/100 | STEP: 3200|5416 | Loss: 0.112651
INFO:EPOCH 55/100 | STEP: 3300|5416 | Loss: 0.108015
INFO:EPOCH 55/100 | STEP: 3400|5416 | Loss: 0.104410
INFO:EPOCH 55/100 | STEP: 3500|5416 | Loss: 0.113082
INFO:EPOCH 55/100 | STEP: 3600|5416 | Loss: 0.100324
INFO:EPOCH 55/100 | STEP: 3700|5416 | Loss: 0.109716
INFO:EPOCH 55/100 | STEP: 3800|5416 | Loss: 0.102977
INFO:EPOCH 55/100 | STEP: 3900|5416 | Loss: 0.112635
INFO:EPOCH 55/100 | STEP: 4000|5416 | Loss: 0.103605
INFO:EPOCH 55/100 | STEP: 4100|5416 | Loss: 0.102498
INFO:EPOCH 55/100 | STEP: 4200|5416 | Loss: 0.103854
INFO:EPOCH 55/100 | STEP: 4300|5416 | Loss: 0.112374
INFO:EPOCH 55/100 | STEP: 4400|5416 | Loss: 0.108029
INFO:EPOCH 55/100 | STEP: 4500|5416 | Loss: 0.107729
INFO:EPOCH 55/100 | STEP: 4600|5416 | Loss: 0.105380
INFO:EPOCH 55/100 | STEP: 4700|5416 | Loss: 0.108042
INFO:EPOCH 55/100 | STEP: 4800|5416 | Loss: 0.108253
INFO:EPOCH 55/100 | STEP: 4900|5416 | Loss: 0.102205
INFO:EPOCH 55/100 | STEP: 5000|5416 | Loss: 0.104184
INFO:EPOCH 55/100 | STEP: 5100|5416 | Loss: 0.101865
INFO:EPOCH 55/100 | STEP: 5200|5416 | Loss: 0.098213
INFO:EPOCH 55/100 | STEP: 5300|5416 | Loss: 0.108539
INFO:EPOCH 55/100 | STEP: 5400|5416 | Loss: 0.107675
INFO:VAL NDCG@10, IoU=0.3: 0.413945
INFO:VAL NDCG@10, IoU=0.5: 0.378533
INFO:VAL NDCG@10, IoU=0.7: 0.254509
INFO:VAL NDCG@20, IoU=0.3: 0.419813
INFO:VAL NDCG@20, IoU=0.5: 0.383661
INFO:VAL NDCG@20, IoU=0.7: 0.261510
INFO:VAL NDCG@40, IoU=0.3: 0.448908
INFO:VAL NDCG@40, IoU=0.5: 0.410461
INFO:VAL NDCG@40, IoU=0.7: 0.282854
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.414811
INFO:TEST NDCG@10, IoU=0.5: 0.378816
INFO:TEST NDCG@10, IoU=0.7: 0.266438
INFO:TEST NDCG@20, IoU=0.3: 0.422232
INFO:TEST NDCG@20, IoU=0.5: 0.385143
INFO:TEST NDCG@20, IoU=0.7: 0.272757
INFO:TEST NDCG@40, IoU=0.3: 0.452753
INFO:TEST NDCG@40, IoU=0.5: 0.413079
INFO:TEST NDCG@40, IoU=0.7: 0.293075
INFO:
INFO:TRAIN EPOCH: 56|100
INFO:EPOCH 56/100 | STEP: 0|5416 | Loss: 0.188233
INFO:EPOCH 56/100 | STEP: 100|5416 | Loss: 0.181548
INFO:EPOCH 56/100 | STEP: 200|5416 | Loss: 0.182862
INFO:EPOCH 56/100 | STEP: 300|5416 | Loss: 0.177222
INFO:EPOCH 56/100 | STEP: 400|5416 | Loss: 0.182792
INFO:EPOCH 56/100 | STEP: 500|5416 | Loss: 0.186668
INFO:EPOCH 56/100 | STEP: 600|5416 | Loss: 0.186923
INFO:EPOCH 56/100 | STEP: 700|5416 | Loss: 0.179857
INFO:EPOCH 56/100 | STEP: 800|5416 | Loss: 0.193559
INFO:EPOCH 56/100 | STEP: 900|5416 | Loss: 0.196784
INFO:EPOCH 56/100 | STEP: 1000|5416 | Loss: 0.183611
INFO:EPOCH 56/100 | STEP: 1100|5416 | Loss: 0.185168
INFO:EPOCH 56/100 | STEP: 1200|5416 | Loss: 0.185357
INFO:EPOCH 56/100 | STEP: 1300|5416 | Loss: 0.179627
INFO:EPOCH 56/100 | STEP: 1400|5416 | Loss: 0.182697
INFO:EPOCH 56/100 | STEP: 1500|5416 | Loss: 0.181289
INFO:EPOCH 56/100 | STEP: 1600|5416 | Loss: 0.176909
INFO:EPOCH 56/100 | STEP: 1700|5416 | Loss: 0.184043
INFO:EPOCH 56/100 | STEP: 1800|5416 | Loss: 0.183604
INFO:EPOCH 56/100 | STEP: 1900|5416 | Loss: 0.189561
INFO:EPOCH 56/100 | STEP: 2000|5416 | Loss: 0.180654
INFO:EPOCH 56/100 | STEP: 2100|5416 | Loss: 0.188982
INFO:EPOCH 56/100 | STEP: 2200|5416 | Loss: 0.190185
INFO:EPOCH 56/100 | STEP: 2300|5416 | Loss: 0.178709
INFO:EPOCH 56/100 | STEP: 2400|5416 | Loss: 0.175174
INFO:EPOCH 56/100 | STEP: 2500|5416 | Loss: 0.183568
INFO:EPOCH 56/100 | STEP: 2600|5416 | Loss: 0.191039
INFO:EPOCH 56/100 | STEP: 2700|5416 | Loss: 0.192356
INFO:VAL NDCG@10, IoU=0.3: 0.369713
INFO:VAL NDCG@10, IoU=0.5: 0.335968
INFO:VAL NDCG@10, IoU=0.7: 0.223506
INFO:VAL NDCG@20, IoU=0.3: 0.372918
INFO:VAL NDCG@20, IoU=0.5: 0.337122
INFO:VAL NDCG@20, IoU=0.7: 0.227775
INFO:VAL NDCG@40, IoU=0.3: 0.398979
INFO:VAL NDCG@40, IoU=0.5: 0.361666
INFO:VAL NDCG@40, IoU=0.7: 0.250486
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.368171
INFO:TEST NDCG@10, IoU=0.5: 0.331010
INFO:TEST NDCG@10, IoU=0.7: 0.229719
INFO:TEST NDCG@20, IoU=0.3: 0.372285
INFO:TEST NDCG@20, IoU=0.5: 0.335427
INFO:TEST NDCG@20, IoU=0.7: 0.234613
INFO:TEST NDCG@40, IoU=0.3: 0.398698
INFO:TEST NDCG@40, IoU=0.5: 0.359434
INFO:TEST NDCG@40, IoU=0.7: 0.253899
INFO:
INFO:EPOCH 56/100 | STEP: 2800|5416 | Loss: 0.111068
INFO:EPOCH 56/100 | STEP: 2900|5416 | Loss: 0.107188
INFO:EPOCH 56/100 | STEP: 3000|5416 | Loss: 0.102479
INFO:EPOCH 56/100 | STEP: 3100|5416 | Loss: 0.105992
INFO:EPOCH 56/100 | STEP: 3200|5416 | Loss: 0.113478
INFO:EPOCH 56/100 | STEP: 3300|5416 | Loss: 0.104844
INFO:EPOCH 56/100 | STEP: 3400|5416 | Loss: 0.112765
INFO:EPOCH 56/100 | STEP: 3500|5416 | Loss: 0.107030
INFO:EPOCH 56/100 | STEP: 3600|5416 | Loss: 0.104833
INFO:EPOCH 56/100 | STEP: 3700|5416 | Loss: 0.111187
INFO:EPOCH 56/100 | STEP: 3800|5416 | Loss: 0.098208
INFO:EPOCH 56/100 | STEP: 3900|5416 | Loss: 0.104549
INFO:EPOCH 56/100 | STEP: 4000|5416 | Loss: 0.108509
INFO:EPOCH 56/100 | STEP: 4100|5416 | Loss: 0.112530
INFO:EPOCH 56/100 | STEP: 4200|5416 | Loss: 0.104171
INFO:EPOCH 56/100 | STEP: 4300|5416 | Loss: 0.099202
INFO:EPOCH 56/100 | STEP: 4400|5416 | Loss: 0.100415
INFO:EPOCH 56/100 | STEP: 4500|5416 | Loss: 0.108357
INFO:EPOCH 56/100 | STEP: 4600|5416 | Loss: 0.111524
INFO:EPOCH 56/100 | STEP: 4700|5416 | Loss: 0.103266
INFO:EPOCH 56/100 | STEP: 4800|5416 | Loss: 0.103596
INFO:EPOCH 56/100 | STEP: 4900|5416 | Loss: 0.108192
INFO:EPOCH 56/100 | STEP: 5000|5416 | Loss: 0.115588
INFO:EPOCH 56/100 | STEP: 5100|5416 | Loss: 0.102903
INFO:EPOCH 56/100 | STEP: 5200|5416 | Loss: 0.107584
INFO:EPOCH 56/100 | STEP: 5300|5416 | Loss: 0.106634
INFO:EPOCH 56/100 | STEP: 5400|5416 | Loss: 0.114657
INFO:VAL NDCG@10, IoU=0.3: 0.411785
INFO:VAL NDCG@10, IoU=0.5: 0.378230
INFO:VAL NDCG@10, IoU=0.7: 0.256283
INFO:VAL NDCG@20, IoU=0.3: 0.419102
INFO:VAL NDCG@20, IoU=0.5: 0.384920
INFO:VAL NDCG@20, IoU=0.7: 0.263511
INFO:VAL NDCG@40, IoU=0.3: 0.450335
INFO:VAL NDCG@40, IoU=0.5: 0.413465
INFO:VAL NDCG@40, IoU=0.7: 0.285568
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.415782
INFO:TEST NDCG@10, IoU=0.5: 0.379062
INFO:TEST NDCG@10, IoU=0.7: 0.267406
INFO:TEST NDCG@20, IoU=0.3: 0.422876
INFO:TEST NDCG@20, IoU=0.5: 0.384886
INFO:TEST NDCG@20, IoU=0.7: 0.272405
INFO:TEST NDCG@40, IoU=0.3: 0.452808
INFO:TEST NDCG@40, IoU=0.5: 0.412475
INFO:TEST NDCG@40, IoU=0.7: 0.292807
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.411785
INFO:BEST VAL NDCG@10, IoU=0.5: 0.378230
INFO:BEST VAL NDCG@10, IoU=0.7: 0.256283
INFO:BEST VAL NDCG@20, IoU=0.3: 0.419102
INFO:BEST VAL NDCG@20, IoU=0.5: 0.384920
INFO:BEST VAL NDCG@20, IoU=0.7: 0.263511
INFO:BEST VAL NDCG@40, IoU=0.3: 0.450335
INFO:BEST VAL NDCG@40, IoU=0.5: 0.413465
INFO:BEST VAL NDCG@40, IoU=0.7: 0.285568
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.415782
INFO:BEST TEST NDCG@10, IoU=0.5: 0.379062
INFO:BEST TEST NDCG@10, IoU=0.7: 0.267406
INFO:BEST TEST NDCG@20, IoU=0.3: 0.422876
INFO:BEST TEST NDCG@20, IoU=0.5: 0.384886
INFO:BEST TEST NDCG@20, IoU=0.7: 0.272405
INFO:BEST TEST NDCG@40, IoU=0.3: 0.452808
INFO:BEST TEST NDCG@40, IoU=0.5: 0.412475
INFO:BEST TEST NDCG@40, IoU=0.7: 0.292807
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 57|100
INFO:EPOCH 57/100 | STEP: 0|5416 | Loss: 0.204846
INFO:EPOCH 57/100 | STEP: 100|5416 | Loss: 0.187322
INFO:EPOCH 57/100 | STEP: 200|5416 | Loss: 0.179063
INFO:EPOCH 57/100 | STEP: 300|5416 | Loss: 0.190373
INFO:EPOCH 57/100 | STEP: 400|5416 | Loss: 0.194804
INFO:EPOCH 57/100 | STEP: 500|5416 | Loss: 0.185024
INFO:EPOCH 57/100 | STEP: 600|5416 | Loss: 0.185200
INFO:EPOCH 57/100 | STEP: 700|5416 | Loss: 0.188207
INFO:EPOCH 57/100 | STEP: 800|5416 | Loss: 0.182040
INFO:EPOCH 57/100 | STEP: 900|5416 | Loss: 0.196079
INFO:EPOCH 57/100 | STEP: 1000|5416 | Loss: 0.178136
INFO:EPOCH 57/100 | STEP: 1100|5416 | Loss: 0.174720
INFO:EPOCH 57/100 | STEP: 1200|5416 | Loss: 0.184046
INFO:EPOCH 57/100 | STEP: 1300|5416 | Loss: 0.173107
INFO:EPOCH 57/100 | STEP: 1400|5416 | Loss: 0.181772
INFO:EPOCH 57/100 | STEP: 1500|5416 | Loss: 0.190937
INFO:EPOCH 57/100 | STEP: 1600|5416 | Loss: 0.180519
INFO:EPOCH 57/100 | STEP: 1700|5416 | Loss: 0.182968
INFO:EPOCH 57/100 | STEP: 1800|5416 | Loss: 0.193119
INFO:EPOCH 57/100 | STEP: 1900|5416 | Loss: 0.184436
INFO:EPOCH 57/100 | STEP: 2000|5416 | Loss: 0.180655
INFO:EPOCH 57/100 | STEP: 2100|5416 | Loss: 0.183357
INFO:EPOCH 57/100 | STEP: 2200|5416 | Loss: 0.177934
INFO:EPOCH 57/100 | STEP: 2300|5416 | Loss: 0.190842
INFO:EPOCH 57/100 | STEP: 2400|5416 | Loss: 0.183736
INFO:EPOCH 57/100 | STEP: 2500|5416 | Loss: 0.189740
INFO:EPOCH 57/100 | STEP: 2600|5416 | Loss: 0.184188
INFO:EPOCH 57/100 | STEP: 2700|5416 | Loss: 0.191499
INFO:VAL NDCG@10, IoU=0.3: 0.365260
INFO:VAL NDCG@10, IoU=0.5: 0.330539
INFO:VAL NDCG@10, IoU=0.7: 0.222550
INFO:VAL NDCG@20, IoU=0.3: 0.368235
INFO:VAL NDCG@20, IoU=0.5: 0.333753
INFO:VAL NDCG@20, IoU=0.7: 0.228164
INFO:VAL NDCG@40, IoU=0.3: 0.397524
INFO:VAL NDCG@40, IoU=0.5: 0.359291
INFO:VAL NDCG@40, IoU=0.7: 0.250117
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.370110
INFO:TEST NDCG@10, IoU=0.5: 0.332816
INFO:TEST NDCG@10, IoU=0.7: 0.231088
INFO:TEST NDCG@20, IoU=0.3: 0.374084
INFO:TEST NDCG@20, IoU=0.5: 0.336941
INFO:TEST NDCG@20, IoU=0.7: 0.235906
INFO:TEST NDCG@40, IoU=0.3: 0.400428
INFO:TEST NDCG@40, IoU=0.5: 0.360664
INFO:TEST NDCG@40, IoU=0.7: 0.255199
INFO:
INFO:EPOCH 57/100 | STEP: 2800|5416 | Loss: 0.107633
INFO:EPOCH 57/100 | STEP: 2900|5416 | Loss: 0.113867
INFO:EPOCH 57/100 | STEP: 3000|5416 | Loss: 0.103644
INFO:EPOCH 57/100 | STEP: 3100|5416 | Loss: 0.109772
INFO:EPOCH 57/100 | STEP: 3200|5416 | Loss: 0.103185
INFO:EPOCH 57/100 | STEP: 3300|5416 | Loss: 0.114612
INFO:EPOCH 57/100 | STEP: 3400|5416 | Loss: 0.110698
INFO:EPOCH 57/100 | STEP: 3500|5416 | Loss: 0.103655
INFO:EPOCH 57/100 | STEP: 3600|5416 | Loss: 0.106521
INFO:EPOCH 57/100 | STEP: 3700|5416 | Loss: 0.110493
INFO:EPOCH 57/100 | STEP: 3800|5416 | Loss: 0.107007
INFO:EPOCH 57/100 | STEP: 3900|5416 | Loss: 0.097219
INFO:EPOCH 57/100 | STEP: 4000|5416 | Loss: 0.102484
INFO:EPOCH 57/100 | STEP: 4100|5416 | Loss: 0.101191
INFO:EPOCH 57/100 | STEP: 4200|5416 | Loss: 0.111646
INFO:EPOCH 57/100 | STEP: 4300|5416 | Loss: 0.100056
INFO:EPOCH 57/100 | STEP: 4400|5416 | Loss: 0.109633
INFO:EPOCH 57/100 | STEP: 4500|5416 | Loss: 0.104199
INFO:EPOCH 57/100 | STEP: 4600|5416 | Loss: 0.108188
INFO:EPOCH 57/100 | STEP: 4700|5416 | Loss: 0.108527
INFO:EPOCH 57/100 | STEP: 4800|5416 | Loss: 0.112427
INFO:EPOCH 57/100 | STEP: 4900|5416 | Loss: 0.107075
INFO:EPOCH 57/100 | STEP: 5000|5416 | Loss: 0.093735
INFO:EPOCH 57/100 | STEP: 5100|5416 | Loss: 0.109411
INFO:EPOCH 57/100 | STEP: 5200|5416 | Loss: 0.108921
INFO:EPOCH 57/100 | STEP: 5300|5416 | Loss: 0.104826
INFO:EPOCH 57/100 | STEP: 5400|5416 | Loss: 0.111415
INFO:VAL NDCG@10, IoU=0.3: 0.417580
INFO:VAL NDCG@10, IoU=0.5: 0.383050
INFO:VAL NDCG@10, IoU=0.7: 0.259364
INFO:VAL NDCG@20, IoU=0.3: 0.423926
INFO:VAL NDCG@20, IoU=0.5: 0.388683
INFO:VAL NDCG@20, IoU=0.7: 0.264434
INFO:VAL NDCG@40, IoU=0.3: 0.452887
INFO:VAL NDCG@40, IoU=0.5: 0.416120
INFO:VAL NDCG@40, IoU=0.7: 0.286296
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.420355
INFO:TEST NDCG@10, IoU=0.5: 0.383101
INFO:TEST NDCG@10, IoU=0.7: 0.270255
INFO:TEST NDCG@20, IoU=0.3: 0.425587
INFO:TEST NDCG@20, IoU=0.5: 0.388476
INFO:TEST NDCG@20, IoU=0.7: 0.274834
INFO:TEST NDCG@40, IoU=0.3: 0.456149
INFO:TEST NDCG@40, IoU=0.5: 0.415778
INFO:TEST NDCG@40, IoU=0.7: 0.295167
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.417580
INFO:BEST VAL NDCG@10, IoU=0.5: 0.383050
INFO:BEST VAL NDCG@10, IoU=0.7: 0.259364
INFO:BEST VAL NDCG@20, IoU=0.3: 0.423926
INFO:BEST VAL NDCG@20, IoU=0.5: 0.388683
INFO:BEST VAL NDCG@20, IoU=0.7: 0.264434
INFO:BEST VAL NDCG@40, IoU=0.3: 0.452887
INFO:BEST VAL NDCG@40, IoU=0.5: 0.416120
INFO:BEST VAL NDCG@40, IoU=0.7: 0.286296
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.420355
INFO:BEST TEST NDCG@10, IoU=0.5: 0.383101
INFO:BEST TEST NDCG@10, IoU=0.7: 0.270255
INFO:BEST TEST NDCG@20, IoU=0.3: 0.425587
INFO:BEST TEST NDCG@20, IoU=0.5: 0.388476
INFO:BEST TEST NDCG@20, IoU=0.7: 0.274834
INFO:BEST TEST NDCG@40, IoU=0.3: 0.456149
INFO:BEST TEST NDCG@40, IoU=0.5: 0.415778
INFO:BEST TEST NDCG@40, IoU=0.7: 0.295167
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 58|100
INFO:EPOCH 58/100 | STEP: 0|5416 | Loss: 0.192675
INFO:EPOCH 58/100 | STEP: 100|5416 | Loss: 0.181089
INFO:EPOCH 58/100 | STEP: 200|5416 | Loss: 0.178866
INFO:EPOCH 58/100 | STEP: 300|5416 | Loss: 0.173940
INFO:EPOCH 58/100 | STEP: 400|5416 | Loss: 0.192906
INFO:EPOCH 58/100 | STEP: 500|5416 | Loss: 0.181531
INFO:EPOCH 58/100 | STEP: 600|5416 | Loss: 0.180344
INFO:EPOCH 58/100 | STEP: 700|5416 | Loss: 0.185520
INFO:EPOCH 58/100 | STEP: 800|5416 | Loss: 0.188210
INFO:EPOCH 58/100 | STEP: 900|5416 | Loss: 0.183026
INFO:EPOCH 58/100 | STEP: 1000|5416 | Loss: 0.186900
INFO:EPOCH 58/100 | STEP: 1100|5416 | Loss: 0.182069
INFO:EPOCH 58/100 | STEP: 1200|5416 | Loss: 0.180245
INFO:EPOCH 58/100 | STEP: 1300|5416 | Loss: 0.187782
INFO:EPOCH 58/100 | STEP: 1400|5416 | Loss: 0.178935
INFO:EPOCH 58/100 | STEP: 1500|5416 | Loss: 0.179753
INFO:EPOCH 58/100 | STEP: 1600|5416 | Loss: 0.190092
INFO:EPOCH 58/100 | STEP: 1700|5416 | Loss: 0.180237
INFO:EPOCH 58/100 | STEP: 1800|5416 | Loss: 0.190013
INFO:EPOCH 58/100 | STEP: 1900|5416 | Loss: 0.180860
INFO:EPOCH 58/100 | STEP: 2000|5416 | Loss: 0.176976
INFO:EPOCH 58/100 | STEP: 2100|5416 | Loss: 0.188145
INFO:EPOCH 58/100 | STEP: 2200|5416 | Loss: 0.178487
INFO:EPOCH 58/100 | STEP: 2300|5416 | Loss: 0.179117
INFO:EPOCH 58/100 | STEP: 2400|5416 | Loss: 0.191865
INFO:EPOCH 58/100 | STEP: 2500|5416 | Loss: 0.175315
INFO:EPOCH 58/100 | STEP: 2600|5416 | Loss: 0.175620
INFO:EPOCH 58/100 | STEP: 2700|5416 | Loss: 0.169871
INFO:VAL NDCG@10, IoU=0.3: 0.373867
INFO:VAL NDCG@10, IoU=0.5: 0.339863
INFO:VAL NDCG@10, IoU=0.7: 0.226844
INFO:VAL NDCG@20, IoU=0.3: 0.377393
INFO:VAL NDCG@20, IoU=0.5: 0.342864
INFO:VAL NDCG@20, IoU=0.7: 0.232404
INFO:VAL NDCG@40, IoU=0.3: 0.401536
INFO:VAL NDCG@40, IoU=0.5: 0.364498
INFO:VAL NDCG@40, IoU=0.7: 0.252657
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.368478
INFO:TEST NDCG@10, IoU=0.5: 0.331763
INFO:TEST NDCG@10, IoU=0.7: 0.231501
INFO:TEST NDCG@20, IoU=0.3: 0.372367
INFO:TEST NDCG@20, IoU=0.5: 0.335918
INFO:TEST NDCG@20, IoU=0.7: 0.236230
INFO:TEST NDCG@40, IoU=0.3: 0.398648
INFO:TEST NDCG@40, IoU=0.5: 0.360441
INFO:TEST NDCG@40, IoU=0.7: 0.255734
INFO:
INFO:EPOCH 58/100 | STEP: 2800|5416 | Loss: 0.109911
INFO:EPOCH 58/100 | STEP: 2900|5416 | Loss: 0.104441
INFO:EPOCH 58/100 | STEP: 3000|5416 | Loss: 0.103335
INFO:EPOCH 58/100 | STEP: 3100|5416 | Loss: 0.109904
INFO:EPOCH 58/100 | STEP: 3200|5416 | Loss: 0.103509
INFO:EPOCH 58/100 | STEP: 3300|5416 | Loss: 0.102270
INFO:EPOCH 58/100 | STEP: 3400|5416 | Loss: 0.089715
INFO:EPOCH 58/100 | STEP: 3500|5416 | Loss: 0.113027
INFO:EPOCH 58/100 | STEP: 3600|5416 | Loss: 0.106920
INFO:EPOCH 58/100 | STEP: 3700|5416 | Loss: 0.105688
INFO:EPOCH 58/100 | STEP: 3800|5416 | Loss: 0.106879
INFO:EPOCH 58/100 | STEP: 3900|5416 | Loss: 0.101025
INFO:EPOCH 58/100 | STEP: 4000|5416 | Loss: 0.108818
INFO:EPOCH 58/100 | STEP: 4100|5416 | Loss: 0.101177
INFO:EPOCH 58/100 | STEP: 4200|5416 | Loss: 0.108705
INFO:EPOCH 58/100 | STEP: 4300|5416 | Loss: 0.108601
INFO:EPOCH 58/100 | STEP: 4400|5416 | Loss: 0.104108
INFO:EPOCH 58/100 | STEP: 4500|5416 | Loss: 0.107937
INFO:EPOCH 58/100 | STEP: 4600|5416 | Loss: 0.098973
INFO:EPOCH 58/100 | STEP: 4700|5416 | Loss: 0.099114
INFO:EPOCH 58/100 | STEP: 4800|5416 | Loss: 0.097656
INFO:EPOCH 58/100 | STEP: 4900|5416 | Loss: 0.107274
INFO:EPOCH 58/100 | STEP: 5000|5416 | Loss: 0.104957
INFO:EPOCH 58/100 | STEP: 5100|5416 | Loss: 0.104833
INFO:EPOCH 58/100 | STEP: 5200|5416 | Loss: 0.105144
INFO:EPOCH 58/100 | STEP: 5300|5416 | Loss: 0.110790
INFO:EPOCH 58/100 | STEP: 5400|5416 | Loss: 0.100662
INFO:VAL NDCG@10, IoU=0.3: 0.412934
INFO:VAL NDCG@10, IoU=0.5: 0.377546
INFO:VAL NDCG@10, IoU=0.7: 0.256976
INFO:VAL NDCG@20, IoU=0.3: 0.419761
INFO:VAL NDCG@20, IoU=0.5: 0.384910
INFO:VAL NDCG@20, IoU=0.7: 0.263256
INFO:VAL NDCG@40, IoU=0.3: 0.450974
INFO:VAL NDCG@40, IoU=0.5: 0.413948
INFO:VAL NDCG@40, IoU=0.7: 0.287253
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.418379
INFO:TEST NDCG@10, IoU=0.5: 0.381758
INFO:TEST NDCG@10, IoU=0.7: 0.269338
INFO:TEST NDCG@20, IoU=0.3: 0.425079
INFO:TEST NDCG@20, IoU=0.5: 0.387282
INFO:TEST NDCG@20, IoU=0.7: 0.273313
INFO:TEST NDCG@40, IoU=0.3: 0.455420
INFO:TEST NDCG@40, IoU=0.5: 0.415301
INFO:TEST NDCG@40, IoU=0.7: 0.293950
INFO:
INFO:TRAIN EPOCH: 59|100
INFO:EPOCH 59/100 | STEP: 0|5416 | Loss: 0.195620
INFO:EPOCH 59/100 | STEP: 100|5416 | Loss: 0.185629
INFO:EPOCH 59/100 | STEP: 200|5416 | Loss: 0.185797
INFO:EPOCH 59/100 | STEP: 300|5416 | Loss: 0.187880
INFO:EPOCH 59/100 | STEP: 400|5416 | Loss: 0.182451
INFO:EPOCH 59/100 | STEP: 500|5416 | Loss: 0.182057
INFO:EPOCH 59/100 | STEP: 600|5416 | Loss: 0.185831
INFO:EPOCH 59/100 | STEP: 700|5416 | Loss: 0.189760
INFO:EPOCH 59/100 | STEP: 800|5416 | Loss: 0.196450
INFO:EPOCH 59/100 | STEP: 900|5416 | Loss: 0.179026
INFO:EPOCH 59/100 | STEP: 1000|5416 | Loss: 0.170562
INFO:EPOCH 59/100 | STEP: 1100|5416 | Loss: 0.177279
INFO:EPOCH 59/100 | STEP: 1200|5416 | Loss: 0.195657
INFO:EPOCH 59/100 | STEP: 1300|5416 | Loss: 0.187059
INFO:EPOCH 59/100 | STEP: 1400|5416 | Loss: 0.182559
INFO:EPOCH 59/100 | STEP: 1500|5416 | Loss: 0.177977
INFO:EPOCH 59/100 | STEP: 1600|5416 | Loss: 0.179044
INFO:EPOCH 59/100 | STEP: 1700|5416 | Loss: 0.182554
INFO:EPOCH 59/100 | STEP: 1800|5416 | Loss: 0.176533
INFO:EPOCH 59/100 | STEP: 1900|5416 | Loss: 0.189427
INFO:EPOCH 59/100 | STEP: 2000|5416 | Loss: 0.176483
INFO:EPOCH 59/100 | STEP: 2100|5416 | Loss: 0.185645
INFO:EPOCH 59/100 | STEP: 2200|5416 | Loss: 0.182039
INFO:EPOCH 59/100 | STEP: 2300|5416 | Loss: 0.179912
INFO:EPOCH 59/100 | STEP: 2400|5416 | Loss: 0.181272
INFO:EPOCH 59/100 | STEP: 2500|5416 | Loss: 0.178000
INFO:EPOCH 59/100 | STEP: 2600|5416 | Loss: 0.184136
INFO:EPOCH 59/100 | STEP: 2700|5416 | Loss: 0.172627
INFO:VAL NDCG@10, IoU=0.3: 0.370213
INFO:VAL NDCG@10, IoU=0.5: 0.337764
INFO:VAL NDCG@10, IoU=0.7: 0.226722
INFO:VAL NDCG@20, IoU=0.3: 0.374314
INFO:VAL NDCG@20, IoU=0.5: 0.340469
INFO:VAL NDCG@20, IoU=0.7: 0.231789
INFO:VAL NDCG@40, IoU=0.3: 0.402962
INFO:VAL NDCG@40, IoU=0.5: 0.366835
INFO:VAL NDCG@40, IoU=0.7: 0.253962
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.368727
INFO:TEST NDCG@10, IoU=0.5: 0.332923
INFO:TEST NDCG@10, IoU=0.7: 0.231748
INFO:TEST NDCG@20, IoU=0.3: 0.374501
INFO:TEST NDCG@20, IoU=0.5: 0.338174
INFO:TEST NDCG@20, IoU=0.7: 0.237297
INFO:TEST NDCG@40, IoU=0.3: 0.400905
INFO:TEST NDCG@40, IoU=0.5: 0.363095
INFO:TEST NDCG@40, IoU=0.7: 0.256902
INFO:
INFO:EPOCH 59/100 | STEP: 2800|5416 | Loss: 0.119857
INFO:EPOCH 59/100 | STEP: 2900|5416 | Loss: 0.119470
INFO:EPOCH 59/100 | STEP: 3000|5416 | Loss: 0.111216
INFO:EPOCH 59/100 | STEP: 3100|5416 | Loss: 0.109840
INFO:EPOCH 59/100 | STEP: 3200|5416 | Loss: 0.112363
INFO:EPOCH 59/100 | STEP: 3300|5416 | Loss: 0.103294
INFO:EPOCH 59/100 | STEP: 3400|5416 | Loss: 0.105329
INFO:EPOCH 59/100 | STEP: 3500|5416 | Loss: 0.110128
INFO:EPOCH 59/100 | STEP: 3600|5416 | Loss: 0.114034
INFO:EPOCH 59/100 | STEP: 3700|5416 | Loss: 0.102757
INFO:EPOCH 59/100 | STEP: 3800|5416 | Loss: 0.106155
INFO:EPOCH 59/100 | STEP: 3900|5416 | Loss: 0.099239
INFO:EPOCH 59/100 | STEP: 4000|5416 | Loss: 0.103114
INFO:EPOCH 59/100 | STEP: 4100|5416 | Loss: 0.107953
INFO:EPOCH 59/100 | STEP: 4200|5416 | Loss: 0.101613
INFO:EPOCH 59/100 | STEP: 4300|5416 | Loss: 0.104401
INFO:EPOCH 59/100 | STEP: 4400|5416 | Loss: 0.106274
INFO:EPOCH 59/100 | STEP: 4500|5416 | Loss: 0.109555
INFO:EPOCH 59/100 | STEP: 4600|5416 | Loss: 0.105267
INFO:EPOCH 59/100 | STEP: 4700|5416 | Loss: 0.111584
INFO:EPOCH 59/100 | STEP: 4800|5416 | Loss: 0.109424
INFO:EPOCH 59/100 | STEP: 4900|5416 | Loss: 0.102929
INFO:EPOCH 59/100 | STEP: 5000|5416 | Loss: 0.095917
INFO:EPOCH 59/100 | STEP: 5100|5416 | Loss: 0.104387
INFO:EPOCH 59/100 | STEP: 5200|5416 | Loss: 0.110333
INFO:EPOCH 59/100 | STEP: 5300|5416 | Loss: 0.100446
INFO:EPOCH 59/100 | STEP: 5400|5416 | Loss: 0.099774
INFO:VAL NDCG@10, IoU=0.3: 0.420072
INFO:VAL NDCG@10, IoU=0.5: 0.385082
INFO:VAL NDCG@10, IoU=0.7: 0.263132
INFO:VAL NDCG@20, IoU=0.3: 0.425976
INFO:VAL NDCG@20, IoU=0.5: 0.390090
INFO:VAL NDCG@20, IoU=0.7: 0.266691
INFO:VAL NDCG@40, IoU=0.3: 0.455747
INFO:VAL NDCG@40, IoU=0.5: 0.417807
INFO:VAL NDCG@40, IoU=0.7: 0.289495
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.419654
INFO:TEST NDCG@10, IoU=0.5: 0.383790
INFO:TEST NDCG@10, IoU=0.7: 0.269725
INFO:TEST NDCG@20, IoU=0.3: 0.426717
INFO:TEST NDCG@20, IoU=0.5: 0.389704
INFO:TEST NDCG@20, IoU=0.7: 0.275171
INFO:TEST NDCG@40, IoU=0.3: 0.456042
INFO:TEST NDCG@40, IoU=0.5: 0.416794
INFO:TEST NDCG@40, IoU=0.7: 0.294983
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.420072
INFO:BEST VAL NDCG@10, IoU=0.5: 0.385082
INFO:BEST VAL NDCG@10, IoU=0.7: 0.263132
INFO:BEST VAL NDCG@20, IoU=0.3: 0.425976
INFO:BEST VAL NDCG@20, IoU=0.5: 0.390090
INFO:BEST VAL NDCG@20, IoU=0.7: 0.266691
INFO:BEST VAL NDCG@40, IoU=0.3: 0.455747
INFO:BEST VAL NDCG@40, IoU=0.5: 0.417807
INFO:BEST VAL NDCG@40, IoU=0.7: 0.289495
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.419654
INFO:BEST TEST NDCG@10, IoU=0.5: 0.383790
INFO:BEST TEST NDCG@10, IoU=0.7: 0.269725
INFO:BEST TEST NDCG@20, IoU=0.3: 0.426717
INFO:BEST TEST NDCG@20, IoU=0.5: 0.389704
INFO:BEST TEST NDCG@20, IoU=0.7: 0.275171
INFO:BEST TEST NDCG@40, IoU=0.3: 0.456042
INFO:BEST TEST NDCG@40, IoU=0.5: 0.416794
INFO:BEST TEST NDCG@40, IoU=0.7: 0.294983
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 60|100
INFO:EPOCH 60/100 | STEP: 0|5416 | Loss: 0.202039
INFO:EPOCH 60/100 | STEP: 100|5416 | Loss: 0.195235
INFO:EPOCH 60/100 | STEP: 200|5416 | Loss: 0.191194
INFO:EPOCH 60/100 | STEP: 300|5416 | Loss: 0.184195
INFO:EPOCH 60/100 | STEP: 400|5416 | Loss: 0.174360
INFO:EPOCH 60/100 | STEP: 500|5416 | Loss: 0.184146
INFO:EPOCH 60/100 | STEP: 600|5416 | Loss: 0.187219
INFO:EPOCH 60/100 | STEP: 700|5416 | Loss: 0.186897
INFO:EPOCH 60/100 | STEP: 800|5416 | Loss: 0.189696
INFO:EPOCH 60/100 | STEP: 900|5416 | Loss: 0.186700
INFO:EPOCH 60/100 | STEP: 1000|5416 | Loss: 0.178435
INFO:EPOCH 60/100 | STEP: 1100|5416 | Loss: 0.178180
INFO:EPOCH 60/100 | STEP: 1200|5416 | Loss: 0.176119
INFO:EPOCH 60/100 | STEP: 1300|5416 | Loss: 0.186136
INFO:EPOCH 60/100 | STEP: 1400|5416 | Loss: 0.187977
INFO:EPOCH 60/100 | STEP: 1500|5416 | Loss: 0.171312
INFO:EPOCH 60/100 | STEP: 1600|5416 | Loss: 0.184760
INFO:EPOCH 60/100 | STEP: 1700|5416 | Loss: 0.182977
INFO:EPOCH 60/100 | STEP: 1800|5416 | Loss: 0.177151
INFO:EPOCH 60/100 | STEP: 1900|5416 | Loss: 0.192803
INFO:EPOCH 60/100 | STEP: 2000|5416 | Loss: 0.167883
INFO:EPOCH 60/100 | STEP: 2100|5416 | Loss: 0.181671
INFO:EPOCH 60/100 | STEP: 2200|5416 | Loss: 0.183800
INFO:EPOCH 60/100 | STEP: 2300|5416 | Loss: 0.180897
INFO:EPOCH 60/100 | STEP: 2400|5416 | Loss: 0.199105
INFO:EPOCH 60/100 | STEP: 2500|5416 | Loss: 0.183464
INFO:EPOCH 60/100 | STEP: 2600|5416 | Loss: 0.168981
INFO:EPOCH 60/100 | STEP: 2700|5416 | Loss: 0.179714
INFO:VAL NDCG@10, IoU=0.3: 0.375822
INFO:VAL NDCG@10, IoU=0.5: 0.343511
INFO:VAL NDCG@10, IoU=0.7: 0.228681
INFO:VAL NDCG@20, IoU=0.3: 0.378593
INFO:VAL NDCG@20, IoU=0.5: 0.345587
INFO:VAL NDCG@20, IoU=0.7: 0.233565
INFO:VAL NDCG@40, IoU=0.3: 0.406699
INFO:VAL NDCG@40, IoU=0.5: 0.371000
INFO:VAL NDCG@40, IoU=0.7: 0.255957
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.371870
INFO:TEST NDCG@10, IoU=0.5: 0.335315
INFO:TEST NDCG@10, IoU=0.7: 0.233040
INFO:TEST NDCG@20, IoU=0.3: 0.376094
INFO:TEST NDCG@20, IoU=0.5: 0.339264
INFO:TEST NDCG@20, IoU=0.7: 0.238145
INFO:TEST NDCG@40, IoU=0.3: 0.403031
INFO:TEST NDCG@40, IoU=0.5: 0.363781
INFO:TEST NDCG@40, IoU=0.7: 0.257622
INFO:
INFO:EPOCH 60/100 | STEP: 2800|5416 | Loss: 0.108034
INFO:EPOCH 60/100 | STEP: 2900|5416 | Loss: 0.116999
INFO:EPOCH 60/100 | STEP: 3000|5416 | Loss: 0.113388
INFO:EPOCH 60/100 | STEP: 3100|5416 | Loss: 0.109253
INFO:EPOCH 60/100 | STEP: 3200|5416 | Loss: 0.110757
INFO:EPOCH 60/100 | STEP: 3300|5416 | Loss: 0.100323
INFO:EPOCH 60/100 | STEP: 3400|5416 | Loss: 0.107547
INFO:EPOCH 60/100 | STEP: 3500|5416 | Loss: 0.111051
INFO:EPOCH 60/100 | STEP: 3600|5416 | Loss: 0.113011
INFO:EPOCH 60/100 | STEP: 3700|5416 | Loss: 0.107089
INFO:EPOCH 60/100 | STEP: 3800|5416 | Loss: 0.101521
INFO:EPOCH 60/100 | STEP: 3900|5416 | Loss: 0.106839
INFO:EPOCH 60/100 | STEP: 4000|5416 | Loss: 0.104014
INFO:EPOCH 60/100 | STEP: 4100|5416 | Loss: 0.107545
INFO:EPOCH 60/100 | STEP: 4200|5416 | Loss: 0.104275
INFO:EPOCH 60/100 | STEP: 4300|5416 | Loss: 0.102438
INFO:EPOCH 60/100 | STEP: 4400|5416 | Loss: 0.103291
INFO:EPOCH 60/100 | STEP: 4500|5416 | Loss: 0.096575
INFO:EPOCH 60/100 | STEP: 4600|5416 | Loss: 0.105780
INFO:EPOCH 60/100 | STEP: 4700|5416 | Loss: 0.109854
INFO:EPOCH 60/100 | STEP: 4800|5416 | Loss: 0.110691
INFO:EPOCH 60/100 | STEP: 4900|5416 | Loss: 0.106337
INFO:EPOCH 60/100 | STEP: 5000|5416 | Loss: 0.107076
INFO:EPOCH 60/100 | STEP: 5100|5416 | Loss: 0.095412
INFO:EPOCH 60/100 | STEP: 5200|5416 | Loss: 0.108226
INFO:EPOCH 60/100 | STEP: 5300|5416 | Loss: 0.096239
INFO:EPOCH 60/100 | STEP: 5400|5416 | Loss: 0.102379
INFO:VAL NDCG@10, IoU=0.3: 0.424111
INFO:VAL NDCG@10, IoU=0.5: 0.388966
INFO:VAL NDCG@10, IoU=0.7: 0.260608
INFO:VAL NDCG@20, IoU=0.3: 0.426531
INFO:VAL NDCG@20, IoU=0.5: 0.391332
INFO:VAL NDCG@20, IoU=0.7: 0.266278
INFO:VAL NDCG@40, IoU=0.3: 0.456550
INFO:VAL NDCG@40, IoU=0.5: 0.419458
INFO:VAL NDCG@40, IoU=0.7: 0.289713
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.421456
INFO:TEST NDCG@10, IoU=0.5: 0.385299
INFO:TEST NDCG@10, IoU=0.7: 0.271630
INFO:TEST NDCG@20, IoU=0.3: 0.430414
INFO:TEST NDCG@20, IoU=0.5: 0.392977
INFO:TEST NDCG@20, IoU=0.7: 0.278126
INFO:TEST NDCG@40, IoU=0.3: 0.459075
INFO:TEST NDCG@40, IoU=0.5: 0.419405
INFO:TEST NDCG@40, IoU=0.7: 0.297355
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.424111
INFO:BEST VAL NDCG@10, IoU=0.5: 0.388966
INFO:BEST VAL NDCG@10, IoU=0.7: 0.260608
INFO:BEST VAL NDCG@20, IoU=0.3: 0.426531
INFO:BEST VAL NDCG@20, IoU=0.5: 0.391332
INFO:BEST VAL NDCG@20, IoU=0.7: 0.266278
INFO:BEST VAL NDCG@40, IoU=0.3: 0.456550
INFO:BEST VAL NDCG@40, IoU=0.5: 0.419458
INFO:BEST VAL NDCG@40, IoU=0.7: 0.289713
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.421456
INFO:BEST TEST NDCG@10, IoU=0.5: 0.385299
INFO:BEST TEST NDCG@10, IoU=0.7: 0.271630
INFO:BEST TEST NDCG@20, IoU=0.3: 0.430414
INFO:BEST TEST NDCG@20, IoU=0.5: 0.392977
INFO:BEST TEST NDCG@20, IoU=0.7: 0.278126
INFO:BEST TEST NDCG@40, IoU=0.3: 0.459075
INFO:BEST TEST NDCG@40, IoU=0.5: 0.419405
INFO:BEST TEST NDCG@40, IoU=0.7: 0.297355
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 61|100
INFO:EPOCH 61/100 | STEP: 0|5416 | Loss: 0.206613
INFO:EPOCH 61/100 | STEP: 100|5416 | Loss: 0.188929
INFO:EPOCH 61/100 | STEP: 200|5416 | Loss: 0.182770
INFO:EPOCH 61/100 | STEP: 300|5416 | Loss: 0.176648
INFO:EPOCH 61/100 | STEP: 400|5416 | Loss: 0.182356
INFO:EPOCH 61/100 | STEP: 500|5416 | Loss: 0.184832
INFO:EPOCH 61/100 | STEP: 600|5416 | Loss: 0.177649
INFO:EPOCH 61/100 | STEP: 700|5416 | Loss: 0.178749
INFO:EPOCH 61/100 | STEP: 800|5416 | Loss: 0.187792
INFO:EPOCH 61/100 | STEP: 900|5416 | Loss: 0.188761
INFO:EPOCH 61/100 | STEP: 1000|5416 | Loss: 0.182255
INFO:EPOCH 61/100 | STEP: 1100|5416 | Loss: 0.183275
INFO:EPOCH 61/100 | STEP: 1200|5416 | Loss: 0.197883
INFO:EPOCH 61/100 | STEP: 1300|5416 | Loss: 0.182654
INFO:EPOCH 61/100 | STEP: 1400|5416 | Loss: 0.184212
INFO:EPOCH 61/100 | STEP: 1500|5416 | Loss: 0.191549
INFO:EPOCH 61/100 | STEP: 1600|5416 | Loss: 0.184085
INFO:EPOCH 61/100 | STEP: 1700|5416 | Loss: 0.178370
INFO:EPOCH 61/100 | STEP: 1800|5416 | Loss: 0.180496
INFO:EPOCH 61/100 | STEP: 1900|5416 | Loss: 0.176481
INFO:EPOCH 61/100 | STEP: 2000|5416 | Loss: 0.184077
INFO:EPOCH 61/100 | STEP: 2100|5416 | Loss: 0.174957
INFO:EPOCH 61/100 | STEP: 2200|5416 | Loss: 0.178250
INFO:EPOCH 61/100 | STEP: 2300|5416 | Loss: 0.176365
INFO:EPOCH 61/100 | STEP: 2400|5416 | Loss: 0.172435
INFO:EPOCH 61/100 | STEP: 2500|5416 | Loss: 0.192989
INFO:EPOCH 61/100 | STEP: 2600|5416 | Loss: 0.182417
INFO:EPOCH 61/100 | STEP: 2700|5416 | Loss: 0.182590
INFO:VAL NDCG@10, IoU=0.3: 0.375289
INFO:VAL NDCG@10, IoU=0.5: 0.340090
INFO:VAL NDCG@10, IoU=0.7: 0.227187
INFO:VAL NDCG@20, IoU=0.3: 0.377908
INFO:VAL NDCG@20, IoU=0.5: 0.342709
INFO:VAL NDCG@20, IoU=0.7: 0.233509
INFO:VAL NDCG@40, IoU=0.3: 0.405848
INFO:VAL NDCG@40, IoU=0.5: 0.368281
INFO:VAL NDCG@40, IoU=0.7: 0.255521
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.372747
INFO:TEST NDCG@10, IoU=0.5: 0.335456
INFO:TEST NDCG@10, IoU=0.7: 0.232804
INFO:TEST NDCG@20, IoU=0.3: 0.377469
INFO:TEST NDCG@20, IoU=0.5: 0.339985
INFO:TEST NDCG@20, IoU=0.7: 0.237840
INFO:TEST NDCG@40, IoU=0.3: 0.404812
INFO:TEST NDCG@40, IoU=0.5: 0.365409
INFO:TEST NDCG@40, IoU=0.7: 0.258340
INFO:
INFO:EPOCH 61/100 | STEP: 2800|5416 | Loss: 0.100220
INFO:EPOCH 61/100 | STEP: 2900|5416 | Loss: 0.105646
INFO:EPOCH 61/100 | STEP: 3000|5416 | Loss: 0.100606
INFO:EPOCH 61/100 | STEP: 3100|5416 | Loss: 0.100607
INFO:EPOCH 61/100 | STEP: 3200|5416 | Loss: 0.104551
INFO:EPOCH 61/100 | STEP: 3300|5416 | Loss: 0.111869
INFO:EPOCH 61/100 | STEP: 3400|5416 | Loss: 0.099009
INFO:EPOCH 61/100 | STEP: 3500|5416 | Loss: 0.104656
INFO:EPOCH 61/100 | STEP: 3600|5416 | Loss: 0.102862
INFO:EPOCH 61/100 | STEP: 3700|5416 | Loss: 0.110453
INFO:EPOCH 61/100 | STEP: 3800|5416 | Loss: 0.107156
INFO:EPOCH 61/100 | STEP: 3900|5416 | Loss: 0.106395
INFO:EPOCH 61/100 | STEP: 4000|5416 | Loss: 0.105836
INFO:EPOCH 61/100 | STEP: 4100|5416 | Loss: 0.110861
INFO:EPOCH 61/100 | STEP: 4200|5416 | Loss: 0.108985
INFO:EPOCH 61/100 | STEP: 4300|5416 | Loss: 0.112299
INFO:EPOCH 61/100 | STEP: 4400|5416 | Loss: 0.103578
INFO:EPOCH 61/100 | STEP: 4500|5416 | Loss: 0.115178
INFO:EPOCH 61/100 | STEP: 4600|5416 | Loss: 0.103663
INFO:EPOCH 61/100 | STEP: 4700|5416 | Loss: 0.102053
INFO:EPOCH 61/100 | STEP: 4800|5416 | Loss: 0.103938
INFO:EPOCH 61/100 | STEP: 4900|5416 | Loss: 0.098270
INFO:EPOCH 61/100 | STEP: 5000|5416 | Loss: 0.109585
INFO:EPOCH 61/100 | STEP: 5100|5416 | Loss: 0.101797
INFO:EPOCH 61/100 | STEP: 5200|5416 | Loss: 0.115583
INFO:EPOCH 61/100 | STEP: 5300|5416 | Loss: 0.109839
INFO:EPOCH 61/100 | STEP: 5400|5416 | Loss: 0.093683
INFO:VAL NDCG@10, IoU=0.3: 0.428488
INFO:VAL NDCG@10, IoU=0.5: 0.392801
INFO:VAL NDCG@10, IoU=0.7: 0.264223
INFO:VAL NDCG@20, IoU=0.3: 0.430996
INFO:VAL NDCG@20, IoU=0.5: 0.394260
INFO:VAL NDCG@20, IoU=0.7: 0.268797
INFO:VAL NDCG@40, IoU=0.3: 0.460954
INFO:VAL NDCG@40, IoU=0.5: 0.422324
INFO:VAL NDCG@40, IoU=0.7: 0.290869
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.422136
INFO:TEST NDCG@10, IoU=0.5: 0.385449
INFO:TEST NDCG@10, IoU=0.7: 0.271410
INFO:TEST NDCG@20, IoU=0.3: 0.429464
INFO:TEST NDCG@20, IoU=0.5: 0.392155
INFO:TEST NDCG@20, IoU=0.7: 0.277252
INFO:TEST NDCG@40, IoU=0.3: 0.458857
INFO:TEST NDCG@40, IoU=0.5: 0.418869
INFO:TEST NDCG@40, IoU=0.7: 0.296901
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.428488
INFO:BEST VAL NDCG@10, IoU=0.5: 0.392801
INFO:BEST VAL NDCG@10, IoU=0.7: 0.264223
INFO:BEST VAL NDCG@20, IoU=0.3: 0.430996
INFO:BEST VAL NDCG@20, IoU=0.5: 0.394260
INFO:BEST VAL NDCG@20, IoU=0.7: 0.268797
INFO:BEST VAL NDCG@40, IoU=0.3: 0.460954
INFO:BEST VAL NDCG@40, IoU=0.5: 0.422324
INFO:BEST VAL NDCG@40, IoU=0.7: 0.290869
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.422136
INFO:BEST TEST NDCG@10, IoU=0.5: 0.385449
INFO:BEST TEST NDCG@10, IoU=0.7: 0.271410
INFO:BEST TEST NDCG@20, IoU=0.3: 0.429464
INFO:BEST TEST NDCG@20, IoU=0.5: 0.392155
INFO:BEST TEST NDCG@20, IoU=0.7: 0.277252
INFO:BEST TEST NDCG@40, IoU=0.3: 0.458857
INFO:BEST TEST NDCG@40, IoU=0.5: 0.418869
INFO:BEST TEST NDCG@40, IoU=0.7: 0.296901
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 62|100
INFO:EPOCH 62/100 | STEP: 0|5416 | Loss: 0.200744
INFO:EPOCH 62/100 | STEP: 100|5416 | Loss: 0.175087
INFO:EPOCH 62/100 | STEP: 200|5416 | Loss: 0.176114
INFO:EPOCH 62/100 | STEP: 300|5416 | Loss: 0.179446
INFO:EPOCH 62/100 | STEP: 400|5416 | Loss: 0.198164
INFO:EPOCH 62/100 | STEP: 500|5416 | Loss: 0.184486
INFO:EPOCH 62/100 | STEP: 600|5416 | Loss: 0.189400
INFO:EPOCH 62/100 | STEP: 700|5416 | Loss: 0.183425
INFO:EPOCH 62/100 | STEP: 800|5416 | Loss: 0.168710
INFO:EPOCH 62/100 | STEP: 900|5416 | Loss: 0.189116
INFO:EPOCH 62/100 | STEP: 1000|5416 | Loss: 0.179371
INFO:EPOCH 62/100 | STEP: 1100|5416 | Loss: 0.179327
INFO:EPOCH 62/100 | STEP: 1200|5416 | Loss: 0.186643
INFO:EPOCH 62/100 | STEP: 1300|5416 | Loss: 0.174844
INFO:EPOCH 62/100 | STEP: 1400|5416 | Loss: 0.178332
INFO:EPOCH 62/100 | STEP: 1500|5416 | Loss: 0.183287
INFO:EPOCH 62/100 | STEP: 1600|5416 | Loss: 0.182749
INFO:EPOCH 62/100 | STEP: 1700|5416 | Loss: 0.186030
INFO:EPOCH 62/100 | STEP: 1800|5416 | Loss: 0.177891
INFO:EPOCH 62/100 | STEP: 1900|5416 | Loss: 0.177058
INFO:EPOCH 62/100 | STEP: 2000|5416 | Loss: 0.181192
INFO:EPOCH 62/100 | STEP: 2100|5416 | Loss: 0.182529
INFO:EPOCH 62/100 | STEP: 2200|5416 | Loss: 0.183539
INFO:EPOCH 62/100 | STEP: 2300|5416 | Loss: 0.187315
INFO:EPOCH 62/100 | STEP: 2400|5416 | Loss: 0.180236
INFO:EPOCH 62/100 | STEP: 2500|5416 | Loss: 0.181119
INFO:EPOCH 62/100 | STEP: 2600|5416 | Loss: 0.180243
INFO:EPOCH 62/100 | STEP: 2700|5416 | Loss: 0.176134
INFO:VAL NDCG@10, IoU=0.3: 0.376287
INFO:VAL NDCG@10, IoU=0.5: 0.343892
INFO:VAL NDCG@10, IoU=0.7: 0.230676
INFO:VAL NDCG@20, IoU=0.3: 0.380690
INFO:VAL NDCG@20, IoU=0.5: 0.346708
INFO:VAL NDCG@20, IoU=0.7: 0.235940
INFO:VAL NDCG@40, IoU=0.3: 0.408892
INFO:VAL NDCG@40, IoU=0.5: 0.372015
INFO:VAL NDCG@40, IoU=0.7: 0.256992
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.372984
INFO:TEST NDCG@10, IoU=0.5: 0.337492
INFO:TEST NDCG@10, IoU=0.7: 0.235826
INFO:TEST NDCG@20, IoU=0.3: 0.378435
INFO:TEST NDCG@20, IoU=0.5: 0.342194
INFO:TEST NDCG@20, IoU=0.7: 0.240486
INFO:TEST NDCG@40, IoU=0.3: 0.405087
INFO:TEST NDCG@40, IoU=0.5: 0.366330
INFO:TEST NDCG@40, IoU=0.7: 0.259898
INFO:
INFO:EPOCH 62/100 | STEP: 2800|5416 | Loss: 0.107100
INFO:EPOCH 62/100 | STEP: 2900|5416 | Loss: 0.106166
INFO:EPOCH 62/100 | STEP: 3000|5416 | Loss: 0.115573
INFO:EPOCH 62/100 | STEP: 3100|5416 | Loss: 0.096457
INFO:EPOCH 62/100 | STEP: 3200|5416 | Loss: 0.103484
INFO:EPOCH 62/100 | STEP: 3300|5416 | Loss: 0.114488
INFO:EPOCH 62/100 | STEP: 3400|5416 | Loss: 0.093291
INFO:EPOCH 62/100 | STEP: 3500|5416 | Loss: 0.105145
INFO:EPOCH 62/100 | STEP: 3600|5416 | Loss: 0.111984
INFO:EPOCH 62/100 | STEP: 3700|5416 | Loss: 0.097189
INFO:EPOCH 62/100 | STEP: 3800|5416 | Loss: 0.097995
INFO:EPOCH 62/100 | STEP: 3900|5416 | Loss: 0.109080
INFO:EPOCH 62/100 | STEP: 4000|5416 | Loss: 0.103554
INFO:EPOCH 62/100 | STEP: 4100|5416 | Loss: 0.092801
INFO:EPOCH 62/100 | STEP: 4200|5416 | Loss: 0.093130
INFO:EPOCH 62/100 | STEP: 4300|5416 | Loss: 0.110522
INFO:EPOCH 62/100 | STEP: 4400|5416 | Loss: 0.108062
INFO:EPOCH 62/100 | STEP: 4500|5416 | Loss: 0.103639
INFO:EPOCH 62/100 | STEP: 4600|5416 | Loss: 0.099885
INFO:EPOCH 62/100 | STEP: 4700|5416 | Loss: 0.104249
INFO:EPOCH 62/100 | STEP: 4800|5416 | Loss: 0.096617
INFO:EPOCH 62/100 | STEP: 4900|5416 | Loss: 0.091775
INFO:EPOCH 62/100 | STEP: 5000|5416 | Loss: 0.104633
INFO:EPOCH 62/100 | STEP: 5100|5416 | Loss: 0.095091
INFO:EPOCH 62/100 | STEP: 5200|5416 | Loss: 0.096500
INFO:EPOCH 62/100 | STEP: 5300|5416 | Loss: 0.104887
INFO:EPOCH 62/100 | STEP: 5400|5416 | Loss: 0.102538
INFO:VAL NDCG@10, IoU=0.3: 0.422771
INFO:VAL NDCG@10, IoU=0.5: 0.385481
INFO:VAL NDCG@10, IoU=0.7: 0.262865
INFO:VAL NDCG@20, IoU=0.3: 0.425621
INFO:VAL NDCG@20, IoU=0.5: 0.388175
INFO:VAL NDCG@20, IoU=0.7: 0.266970
INFO:VAL NDCG@40, IoU=0.3: 0.457106
INFO:VAL NDCG@40, IoU=0.5: 0.417995
INFO:VAL NDCG@40, IoU=0.7: 0.290565
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.421868
INFO:TEST NDCG@10, IoU=0.5: 0.385232
INFO:TEST NDCG@10, IoU=0.7: 0.271290
INFO:TEST NDCG@20, IoU=0.3: 0.429018
INFO:TEST NDCG@20, IoU=0.5: 0.391051
INFO:TEST NDCG@20, IoU=0.7: 0.276474
INFO:TEST NDCG@40, IoU=0.3: 0.458025
INFO:TEST NDCG@40, IoU=0.5: 0.418027
INFO:TEST NDCG@40, IoU=0.7: 0.296380
INFO:
INFO:TRAIN EPOCH: 63|100
INFO:EPOCH 63/100 | STEP: 0|5416 | Loss: 0.191919
INFO:EPOCH 63/100 | STEP: 100|5416 | Loss: 0.184374
INFO:EPOCH 63/100 | STEP: 200|5416 | Loss: 0.189673
INFO:EPOCH 63/100 | STEP: 300|5416 | Loss: 0.196167
INFO:EPOCH 63/100 | STEP: 400|5416 | Loss: 0.187348
INFO:EPOCH 63/100 | STEP: 500|5416 | Loss: 0.174240
INFO:EPOCH 63/100 | STEP: 600|5416 | Loss: 0.179585
INFO:EPOCH 63/100 | STEP: 700|5416 | Loss: 0.184739
INFO:EPOCH 63/100 | STEP: 800|5416 | Loss: 0.173589
INFO:EPOCH 63/100 | STEP: 900|5416 | Loss: 0.184161
INFO:EPOCH 63/100 | STEP: 1000|5416 | Loss: 0.183456
INFO:EPOCH 63/100 | STEP: 1100|5416 | Loss: 0.187329
INFO:EPOCH 63/100 | STEP: 1200|5416 | Loss: 0.173784
INFO:EPOCH 63/100 | STEP: 1300|5416 | Loss: 0.176692
INFO:EPOCH 63/100 | STEP: 1400|5416 | Loss: 0.178328
INFO:EPOCH 63/100 | STEP: 1500|5416 | Loss: 0.176464
INFO:EPOCH 63/100 | STEP: 1600|5416 | Loss: 0.175416
INFO:EPOCH 63/100 | STEP: 1700|5416 | Loss: 0.188786
INFO:EPOCH 63/100 | STEP: 1800|5416 | Loss: 0.178588
INFO:EPOCH 63/100 | STEP: 1900|5416 | Loss: 0.165228
INFO:EPOCH 63/100 | STEP: 2000|5416 | Loss: 0.171003
INFO:EPOCH 63/100 | STEP: 2100|5416 | Loss: 0.170306
INFO:EPOCH 63/100 | STEP: 2200|5416 | Loss: 0.180415
INFO:EPOCH 63/100 | STEP: 2300|5416 | Loss: 0.189934
INFO:EPOCH 63/100 | STEP: 2400|5416 | Loss: 0.173589
INFO:EPOCH 63/100 | STEP: 2500|5416 | Loss: 0.179394
INFO:EPOCH 63/100 | STEP: 2600|5416 | Loss: 0.175391
INFO:EPOCH 63/100 | STEP: 2700|5416 | Loss: 0.180261
INFO:VAL NDCG@10, IoU=0.3: 0.380713
INFO:VAL NDCG@10, IoU=0.5: 0.345586
INFO:VAL NDCG@10, IoU=0.7: 0.228316
INFO:VAL NDCG@20, IoU=0.3: 0.381992
INFO:VAL NDCG@20, IoU=0.5: 0.346712
INFO:VAL NDCG@20, IoU=0.7: 0.235062
INFO:VAL NDCG@40, IoU=0.3: 0.409252
INFO:VAL NDCG@40, IoU=0.5: 0.372510
INFO:VAL NDCG@40, IoU=0.7: 0.256915
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.374365
INFO:TEST NDCG@10, IoU=0.5: 0.338262
INFO:TEST NDCG@10, IoU=0.7: 0.234767
INFO:TEST NDCG@20, IoU=0.3: 0.380682
INFO:TEST NDCG@20, IoU=0.5: 0.344090
INFO:TEST NDCG@20, IoU=0.7: 0.241423
INFO:TEST NDCG@40, IoU=0.3: 0.406196
INFO:TEST NDCG@40, IoU=0.5: 0.367794
INFO:TEST NDCG@40, IoU=0.7: 0.260980
INFO:
INFO:EPOCH 63/100 | STEP: 2800|5416 | Loss: 0.101166
INFO:EPOCH 63/100 | STEP: 2900|5416 | Loss: 0.105853
INFO:EPOCH 63/100 | STEP: 3000|5416 | Loss: 0.111561
INFO:EPOCH 63/100 | STEP: 3100|5416 | Loss: 0.107668
INFO:EPOCH 63/100 | STEP: 3200|5416 | Loss: 0.109610
INFO:EPOCH 63/100 | STEP: 3300|5416 | Loss: 0.100089
INFO:EPOCH 63/100 | STEP: 3400|5416 | Loss: 0.101542
INFO:EPOCH 63/100 | STEP: 3500|5416 | Loss: 0.109384
INFO:EPOCH 63/100 | STEP: 3600|5416 | Loss: 0.095585
INFO:EPOCH 63/100 | STEP: 3700|5416 | Loss: 0.105053
INFO:EPOCH 63/100 | STEP: 3800|5416 | Loss: 0.098409
INFO:EPOCH 63/100 | STEP: 3900|5416 | Loss: 0.113165
INFO:EPOCH 63/100 | STEP: 4000|5416 | Loss: 0.099747
INFO:EPOCH 63/100 | STEP: 4100|5416 | Loss: 0.097342
INFO:EPOCH 63/100 | STEP: 4200|5416 | Loss: 0.108693
INFO:EPOCH 63/100 | STEP: 4300|5416 | Loss: 0.102803
INFO:EPOCH 63/100 | STEP: 4400|5416 | Loss: 0.102872
INFO:EPOCH 63/100 | STEP: 4500|5416 | Loss: 0.100883
INFO:EPOCH 63/100 | STEP: 4600|5416 | Loss: 0.113565
INFO:EPOCH 63/100 | STEP: 4700|5416 | Loss: 0.095359
INFO:EPOCH 63/100 | STEP: 4800|5416 | Loss: 0.105297
INFO:EPOCH 63/100 | STEP: 4900|5416 | Loss: 0.102939
INFO:EPOCH 63/100 | STEP: 5000|5416 | Loss: 0.098296
INFO:EPOCH 63/100 | STEP: 5100|5416 | Loss: 0.104876
INFO:EPOCH 63/100 | STEP: 5200|5416 | Loss: 0.098078
INFO:EPOCH 63/100 | STEP: 5300|5416 | Loss: 0.104638
INFO:EPOCH 63/100 | STEP: 5400|5416 | Loss: 0.108326
INFO:VAL NDCG@10, IoU=0.3: 0.422960
INFO:VAL NDCG@10, IoU=0.5: 0.387675
INFO:VAL NDCG@10, IoU=0.7: 0.262339
INFO:VAL NDCG@20, IoU=0.3: 0.425924
INFO:VAL NDCG@20, IoU=0.5: 0.390387
INFO:VAL NDCG@20, IoU=0.7: 0.267968
INFO:VAL NDCG@40, IoU=0.3: 0.457328
INFO:VAL NDCG@40, IoU=0.5: 0.419056
INFO:VAL NDCG@40, IoU=0.7: 0.290996
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.424138
INFO:TEST NDCG@10, IoU=0.5: 0.387576
INFO:TEST NDCG@10, IoU=0.7: 0.272056
INFO:TEST NDCG@20, IoU=0.3: 0.431414
INFO:TEST NDCG@20, IoU=0.5: 0.393957
INFO:TEST NDCG@20, IoU=0.7: 0.277973
INFO:TEST NDCG@40, IoU=0.3: 0.460506
INFO:TEST NDCG@40, IoU=0.5: 0.420737
INFO:TEST NDCG@40, IoU=0.7: 0.297920
INFO:
INFO:TRAIN EPOCH: 64|100
INFO:EPOCH 64/100 | STEP: 0|5416 | Loss: 0.205981
INFO:EPOCH 64/100 | STEP: 100|5416 | Loss: 0.185392
INFO:EPOCH 64/100 | STEP: 200|5416 | Loss: 0.191993
INFO:EPOCH 64/100 | STEP: 300|5416 | Loss: 0.193066
INFO:EPOCH 64/100 | STEP: 400|5416 | Loss: 0.185495
INFO:EPOCH 64/100 | STEP: 500|5416 | Loss: 0.177490
INFO:EPOCH 64/100 | STEP: 600|5416 | Loss: 0.178835
INFO:EPOCH 64/100 | STEP: 700|5416 | Loss: 0.181211
INFO:EPOCH 64/100 | STEP: 800|5416 | Loss: 0.183484
INFO:EPOCH 64/100 | STEP: 900|5416 | Loss: 0.191283
INFO:EPOCH 64/100 | STEP: 1000|5416 | Loss: 0.179842
INFO:EPOCH 64/100 | STEP: 1100|5416 | Loss: 0.177305
INFO:EPOCH 64/100 | STEP: 1200|5416 | Loss: 0.168643
INFO:EPOCH 64/100 | STEP: 1300|5416 | Loss: 0.190168
INFO:EPOCH 64/100 | STEP: 1400|5416 | Loss: 0.175183
INFO:EPOCH 64/100 | STEP: 1500|5416 | Loss: 0.166350
INFO:EPOCH 64/100 | STEP: 1600|5416 | Loss: 0.177426
INFO:EPOCH 64/100 | STEP: 1700|5416 | Loss: 0.173137
INFO:EPOCH 64/100 | STEP: 1800|5416 | Loss: 0.187594
INFO:EPOCH 64/100 | STEP: 1900|5416 | Loss: 0.186885
INFO:EPOCH 64/100 | STEP: 2000|5416 | Loss: 0.183836
INFO:EPOCH 64/100 | STEP: 2100|5416 | Loss: 0.195076
INFO:EPOCH 64/100 | STEP: 2200|5416 | Loss: 0.174556
INFO:EPOCH 64/100 | STEP: 2300|5416 | Loss: 0.180532
INFO:EPOCH 64/100 | STEP: 2400|5416 | Loss: 0.186080
INFO:EPOCH 64/100 | STEP: 2500|5416 | Loss: 0.188142
INFO:EPOCH 64/100 | STEP: 2600|5416 | Loss: 0.166052
INFO:EPOCH 64/100 | STEP: 2700|5416 | Loss: 0.176480
INFO:VAL NDCG@10, IoU=0.3: 0.378598
INFO:VAL NDCG@10, IoU=0.5: 0.344298
INFO:VAL NDCG@10, IoU=0.7: 0.229441
INFO:VAL NDCG@20, IoU=0.3: 0.383186
INFO:VAL NDCG@20, IoU=0.5: 0.347606
INFO:VAL NDCG@20, IoU=0.7: 0.236471
INFO:VAL NDCG@40, IoU=0.3: 0.407616
INFO:VAL NDCG@40, IoU=0.5: 0.370661
INFO:VAL NDCG@40, IoU=0.7: 0.256181
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.374058
INFO:TEST NDCG@10, IoU=0.5: 0.339207
INFO:TEST NDCG@10, IoU=0.7: 0.235410
INFO:TEST NDCG@20, IoU=0.3: 0.379753
INFO:TEST NDCG@20, IoU=0.5: 0.344064
INFO:TEST NDCG@20, IoU=0.7: 0.240849
INFO:TEST NDCG@40, IoU=0.3: 0.406499
INFO:TEST NDCG@40, IoU=0.5: 0.368362
INFO:TEST NDCG@40, IoU=0.7: 0.260560
INFO:
INFO:EPOCH 64/100 | STEP: 2800|5416 | Loss: 0.111651
INFO:EPOCH 64/100 | STEP: 2900|5416 | Loss: 0.107145
INFO:EPOCH 64/100 | STEP: 3000|5416 | Loss: 0.115316
INFO:EPOCH 64/100 | STEP: 3100|5416 | Loss: 0.104513
INFO:EPOCH 64/100 | STEP: 3200|5416 | Loss: 0.106926
INFO:EPOCH 64/100 | STEP: 3300|5416 | Loss: 0.103981
INFO:EPOCH 64/100 | STEP: 3400|5416 | Loss: 0.099416
INFO:EPOCH 64/100 | STEP: 3500|5416 | Loss: 0.098814
INFO:EPOCH 64/100 | STEP: 3600|5416 | Loss: 0.100342
INFO:EPOCH 64/100 | STEP: 3700|5416 | Loss: 0.107345
INFO:EPOCH 64/100 | STEP: 3800|5416 | Loss: 0.102776
INFO:EPOCH 64/100 | STEP: 3900|5416 | Loss: 0.100192
INFO:EPOCH 64/100 | STEP: 4000|5416 | Loss: 0.103516
INFO:EPOCH 64/100 | STEP: 4100|5416 | Loss: 0.104838
INFO:EPOCH 64/100 | STEP: 4200|5416 | Loss: 0.098627
INFO:EPOCH 64/100 | STEP: 4300|5416 | Loss: 0.103136
INFO:EPOCH 64/100 | STEP: 4400|5416 | Loss: 0.106856
INFO:EPOCH 64/100 | STEP: 4500|5416 | Loss: 0.102164
INFO:EPOCH 64/100 | STEP: 4600|5416 | Loss: 0.112520
INFO:EPOCH 64/100 | STEP: 4700|5416 | Loss: 0.101582
INFO:EPOCH 64/100 | STEP: 4800|5416 | Loss: 0.100482
INFO:EPOCH 64/100 | STEP: 4900|5416 | Loss: 0.101223
INFO:EPOCH 64/100 | STEP: 5000|5416 | Loss: 0.116763
INFO:EPOCH 64/100 | STEP: 5100|5416 | Loss: 0.096501
INFO:EPOCH 64/100 | STEP: 5200|5416 | Loss: 0.101834
INFO:EPOCH 64/100 | STEP: 5300|5416 | Loss: 0.100300
INFO:EPOCH 64/100 | STEP: 5400|5416 | Loss: 0.106873
INFO:VAL NDCG@10, IoU=0.3: 0.427415
INFO:VAL NDCG@10, IoU=0.5: 0.392575
INFO:VAL NDCG@10, IoU=0.7: 0.266276
INFO:VAL NDCG@20, IoU=0.3: 0.429672
INFO:VAL NDCG@20, IoU=0.5: 0.395337
INFO:VAL NDCG@20, IoU=0.7: 0.271649
INFO:VAL NDCG@40, IoU=0.3: 0.460271
INFO:VAL NDCG@40, IoU=0.5: 0.422589
INFO:VAL NDCG@40, IoU=0.7: 0.291567
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.423333
INFO:TEST NDCG@10, IoU=0.5: 0.386655
INFO:TEST NDCG@10, IoU=0.7: 0.272421
INFO:TEST NDCG@20, IoU=0.3: 0.431975
INFO:TEST NDCG@20, IoU=0.5: 0.394470
INFO:TEST NDCG@20, IoU=0.7: 0.278491
INFO:TEST NDCG@40, IoU=0.3: 0.461223
INFO:TEST NDCG@40, IoU=0.5: 0.421482
INFO:TEST NDCG@40, IoU=0.7: 0.298461
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.427415
INFO:BEST VAL NDCG@10, IoU=0.5: 0.392575
INFO:BEST VAL NDCG@10, IoU=0.7: 0.266276
INFO:BEST VAL NDCG@20, IoU=0.3: 0.429672
INFO:BEST VAL NDCG@20, IoU=0.5: 0.395337
INFO:BEST VAL NDCG@20, IoU=0.7: 0.271649
INFO:BEST VAL NDCG@40, IoU=0.3: 0.460271
INFO:BEST VAL NDCG@40, IoU=0.5: 0.422589
INFO:BEST VAL NDCG@40, IoU=0.7: 0.291567
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.423333
INFO:BEST TEST NDCG@10, IoU=0.5: 0.386655
INFO:BEST TEST NDCG@10, IoU=0.7: 0.272421
INFO:BEST TEST NDCG@20, IoU=0.3: 0.431975
INFO:BEST TEST NDCG@20, IoU=0.5: 0.394470
INFO:BEST TEST NDCG@20, IoU=0.7: 0.278491
INFO:BEST TEST NDCG@40, IoU=0.3: 0.461223
INFO:BEST TEST NDCG@40, IoU=0.5: 0.421482
INFO:BEST TEST NDCG@40, IoU=0.7: 0.298461
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 65|100
INFO:EPOCH 65/100 | STEP: 0|5416 | Loss: 0.196862
INFO:EPOCH 65/100 | STEP: 100|5416 | Loss: 0.180597
INFO:EPOCH 65/100 | STEP: 200|5416 | Loss: 0.180822
INFO:EPOCH 65/100 | STEP: 300|5416 | Loss: 0.186849
INFO:EPOCH 65/100 | STEP: 400|5416 | Loss: 0.181796
INFO:EPOCH 65/100 | STEP: 500|5416 | Loss: 0.170630
INFO:EPOCH 65/100 | STEP: 600|5416 | Loss: 0.179756
INFO:EPOCH 65/100 | STEP: 700|5416 | Loss: 0.169679
INFO:EPOCH 65/100 | STEP: 800|5416 | Loss: 0.174159
INFO:EPOCH 65/100 | STEP: 900|5416 | Loss: 0.175957
INFO:EPOCH 65/100 | STEP: 1000|5416 | Loss: 0.194879
INFO:EPOCH 65/100 | STEP: 1100|5416 | Loss: 0.177301
INFO:EPOCH 65/100 | STEP: 1200|5416 | Loss: 0.166388
INFO:EPOCH 65/100 | STEP: 1300|5416 | Loss: 0.185843
INFO:EPOCH 65/100 | STEP: 1400|5416 | Loss: 0.182940
INFO:EPOCH 65/100 | STEP: 1500|5416 | Loss: 0.181416
INFO:EPOCH 65/100 | STEP: 1600|5416 | Loss: 0.180568
INFO:EPOCH 65/100 | STEP: 1700|5416 | Loss: 0.183788
INFO:EPOCH 65/100 | STEP: 1800|5416 | Loss: 0.179841
INFO:EPOCH 65/100 | STEP: 1900|5416 | Loss: 0.177736
INFO:EPOCH 65/100 | STEP: 2000|5416 | Loss: 0.175917
INFO:EPOCH 65/100 | STEP: 2100|5416 | Loss: 0.181677
INFO:EPOCH 65/100 | STEP: 2200|5416 | Loss: 0.178327
INFO:EPOCH 65/100 | STEP: 2300|5416 | Loss: 0.179910
INFO:EPOCH 65/100 | STEP: 2400|5416 | Loss: 0.180338
INFO:EPOCH 65/100 | STEP: 2500|5416 | Loss: 0.180343
INFO:EPOCH 65/100 | STEP: 2600|5416 | Loss: 0.181593
INFO:EPOCH 65/100 | STEP: 2700|5416 | Loss: 0.176530
INFO:VAL NDCG@10, IoU=0.3: 0.377975
INFO:VAL NDCG@10, IoU=0.5: 0.346324
INFO:VAL NDCG@10, IoU=0.7: 0.229316
INFO:VAL NDCG@20, IoU=0.3: 0.382745
INFO:VAL NDCG@20, IoU=0.5: 0.349593
INFO:VAL NDCG@20, IoU=0.7: 0.237316
INFO:VAL NDCG@40, IoU=0.3: 0.410064
INFO:VAL NDCG@40, IoU=0.5: 0.374223
INFO:VAL NDCG@40, IoU=0.7: 0.258323
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.374777
INFO:TEST NDCG@10, IoU=0.5: 0.337857
INFO:TEST NDCG@10, IoU=0.7: 0.235811
INFO:TEST NDCG@20, IoU=0.3: 0.379397
INFO:TEST NDCG@20, IoU=0.5: 0.342699
INFO:TEST NDCG@20, IoU=0.7: 0.240774
INFO:TEST NDCG@40, IoU=0.3: 0.406350
INFO:TEST NDCG@40, IoU=0.5: 0.367547
INFO:TEST NDCG@40, IoU=0.7: 0.260806
INFO:
INFO:EPOCH 65/100 | STEP: 2800|5416 | Loss: 0.111945
INFO:EPOCH 65/100 | STEP: 2900|5416 | Loss: 0.111163
INFO:EPOCH 65/100 | STEP: 3000|5416 | Loss: 0.108161
INFO:EPOCH 65/100 | STEP: 3100|5416 | Loss: 0.106077
INFO:EPOCH 65/100 | STEP: 3200|5416 | Loss: 0.104583
INFO:EPOCH 65/100 | STEP: 3300|5416 | Loss: 0.100337
INFO:EPOCH 65/100 | STEP: 3400|5416 | Loss: 0.097219
INFO:EPOCH 65/100 | STEP: 3500|5416 | Loss: 0.097037
INFO:EPOCH 65/100 | STEP: 3600|5416 | Loss: 0.104514
INFO:EPOCH 65/100 | STEP: 3700|5416 | Loss: 0.101848
INFO:EPOCH 65/100 | STEP: 3800|5416 | Loss: 0.111135
INFO:EPOCH 65/100 | STEP: 3900|5416 | Loss: 0.094233
INFO:EPOCH 65/100 | STEP: 4000|5416 | Loss: 0.098939
INFO:EPOCH 65/100 | STEP: 4100|5416 | Loss: 0.099348
INFO:EPOCH 65/100 | STEP: 4200|5416 | Loss: 0.098985
INFO:EPOCH 65/100 | STEP: 4300|5416 | Loss: 0.106938
INFO:EPOCH 65/100 | STEP: 4400|5416 | Loss: 0.103572
INFO:EPOCH 65/100 | STEP: 4500|5416 | Loss: 0.094288
INFO:EPOCH 65/100 | STEP: 4600|5416 | Loss: 0.103468
INFO:EPOCH 65/100 | STEP: 4700|5416 | Loss: 0.097127
INFO:EPOCH 65/100 | STEP: 4800|5416 | Loss: 0.104789
INFO:EPOCH 65/100 | STEP: 4900|5416 | Loss: 0.111680
INFO:EPOCH 65/100 | STEP: 5000|5416 | Loss: 0.101834
INFO:EPOCH 65/100 | STEP: 5100|5416 | Loss: 0.102140
INFO:EPOCH 65/100 | STEP: 5200|5416 | Loss: 0.103815
INFO:EPOCH 65/100 | STEP: 5300|5416 | Loss: 0.097235
INFO:EPOCH 65/100 | STEP: 5400|5416 | Loss: 0.097628
INFO:VAL NDCG@10, IoU=0.3: 0.425528
INFO:VAL NDCG@10, IoU=0.5: 0.393215
INFO:VAL NDCG@10, IoU=0.7: 0.265639
INFO:VAL NDCG@20, IoU=0.3: 0.428993
INFO:VAL NDCG@20, IoU=0.5: 0.395144
INFO:VAL NDCG@20, IoU=0.7: 0.270574
INFO:VAL NDCG@40, IoU=0.3: 0.460990
INFO:VAL NDCG@40, IoU=0.5: 0.423848
INFO:VAL NDCG@40, IoU=0.7: 0.293589
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.423298
INFO:TEST NDCG@10, IoU=0.5: 0.387133
INFO:TEST NDCG@10, IoU=0.7: 0.271789
INFO:TEST NDCG@20, IoU=0.3: 0.431541
INFO:TEST NDCG@20, IoU=0.5: 0.393976
INFO:TEST NDCG@20, IoU=0.7: 0.278166
INFO:TEST NDCG@40, IoU=0.3: 0.462024
INFO:TEST NDCG@40, IoU=0.5: 0.422104
INFO:TEST NDCG@40, IoU=0.7: 0.298485
INFO:
INFO:TRAIN EPOCH: 66|100
INFO:EPOCH 66/100 | STEP: 0|5416 | Loss: 0.191691
INFO:EPOCH 66/100 | STEP: 100|5416 | Loss: 0.178443
INFO:EPOCH 66/100 | STEP: 200|5416 | Loss: 0.171155
INFO:EPOCH 66/100 | STEP: 300|5416 | Loss: 0.182139
INFO:EPOCH 66/100 | STEP: 400|5416 | Loss: 0.176820
INFO:EPOCH 66/100 | STEP: 500|5416 | Loss: 0.184460
INFO:EPOCH 66/100 | STEP: 600|5416 | Loss: 0.183359
INFO:EPOCH 66/100 | STEP: 700|5416 | Loss: 0.187327
INFO:EPOCH 66/100 | STEP: 800|5416 | Loss: 0.182539
INFO:EPOCH 66/100 | STEP: 900|5416 | Loss: 0.181360
INFO:EPOCH 66/100 | STEP: 1000|5416 | Loss: 0.182934
INFO:EPOCH 66/100 | STEP: 1100|5416 | Loss: 0.171548
INFO:EPOCH 66/100 | STEP: 1200|5416 | Loss: 0.162746
INFO:EPOCH 66/100 | STEP: 1300|5416 | Loss: 0.184630
INFO:EPOCH 66/100 | STEP: 1400|5416 | Loss: 0.176645
INFO:EPOCH 66/100 | STEP: 1500|5416 | Loss: 0.178316
INFO:EPOCH 66/100 | STEP: 1600|5416 | Loss: 0.169412
INFO:EPOCH 66/100 | STEP: 1700|5416 | Loss: 0.187323
INFO:EPOCH 66/100 | STEP: 1800|5416 | Loss: 0.184219
INFO:EPOCH 66/100 | STEP: 1900|5416 | Loss: 0.181837
INFO:EPOCH 66/100 | STEP: 2000|5416 | Loss: 0.183514
INFO:EPOCH 66/100 | STEP: 2100|5416 | Loss: 0.179584
INFO:EPOCH 66/100 | STEP: 2200|5416 | Loss: 0.171977
INFO:EPOCH 66/100 | STEP: 2300|5416 | Loss: 0.178726
INFO:EPOCH 66/100 | STEP: 2400|5416 | Loss: 0.178781
INFO:EPOCH 66/100 | STEP: 2500|5416 | Loss: 0.171958
INFO:EPOCH 66/100 | STEP: 2600|5416 | Loss: 0.186099
INFO:EPOCH 66/100 | STEP: 2700|5416 | Loss: 0.186791
INFO:VAL NDCG@10, IoU=0.3: 0.380847
INFO:VAL NDCG@10, IoU=0.5: 0.346177
INFO:VAL NDCG@10, IoU=0.7: 0.230490
INFO:VAL NDCG@20, IoU=0.3: 0.382171
INFO:VAL NDCG@20, IoU=0.5: 0.346856
INFO:VAL NDCG@20, IoU=0.7: 0.234321
INFO:VAL NDCG@40, IoU=0.3: 0.410029
INFO:VAL NDCG@40, IoU=0.5: 0.371924
INFO:VAL NDCG@40, IoU=0.7: 0.256854
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.376321
INFO:TEST NDCG@10, IoU=0.5: 0.340129
INFO:TEST NDCG@10, IoU=0.7: 0.236228
INFO:TEST NDCG@20, IoU=0.3: 0.381665
INFO:TEST NDCG@20, IoU=0.5: 0.345132
INFO:TEST NDCG@20, IoU=0.7: 0.241907
INFO:TEST NDCG@40, IoU=0.3: 0.408740
INFO:TEST NDCG@40, IoU=0.5: 0.370280
INFO:TEST NDCG@40, IoU=0.7: 0.262235
INFO:
INFO:EPOCH 66/100 | STEP: 2800|5416 | Loss: 0.097913
INFO:EPOCH 66/100 | STEP: 2900|5416 | Loss: 0.106199
INFO:EPOCH 66/100 | STEP: 3000|5416 | Loss: 0.102189
INFO:EPOCH 66/100 | STEP: 3100|5416 | Loss: 0.106635
INFO:EPOCH 66/100 | STEP: 3200|5416 | Loss: 0.108416
INFO:EPOCH 66/100 | STEP: 3300|5416 | Loss: 0.102102
INFO:EPOCH 66/100 | STEP: 3400|5416 | Loss: 0.102744
INFO:EPOCH 66/100 | STEP: 3500|5416 | Loss: 0.103979
INFO:EPOCH 66/100 | STEP: 3600|5416 | Loss: 0.100957
INFO:EPOCH 66/100 | STEP: 3700|5416 | Loss: 0.095703
INFO:EPOCH 66/100 | STEP: 3800|5416 | Loss: 0.100559
INFO:EPOCH 66/100 | STEP: 3900|5416 | Loss: 0.097273
INFO:EPOCH 66/100 | STEP: 4000|5416 | Loss: 0.099385
INFO:EPOCH 66/100 | STEP: 4100|5416 | Loss: 0.094954
INFO:EPOCH 66/100 | STEP: 4200|5416 | Loss: 0.099484
INFO:EPOCH 66/100 | STEP: 4300|5416 | Loss: 0.107165
INFO:EPOCH 66/100 | STEP: 4400|5416 | Loss: 0.095482
INFO:EPOCH 66/100 | STEP: 4500|5416 | Loss: 0.102131
INFO:EPOCH 66/100 | STEP: 4600|5416 | Loss: 0.091816
INFO:EPOCH 66/100 | STEP: 4700|5416 | Loss: 0.103603
INFO:EPOCH 66/100 | STEP: 4800|5416 | Loss: 0.097093
INFO:EPOCH 66/100 | STEP: 4900|5416 | Loss: 0.096122
INFO:EPOCH 66/100 | STEP: 5000|5416 | Loss: 0.099092
INFO:EPOCH 66/100 | STEP: 5100|5416 | Loss: 0.097834
INFO:EPOCH 66/100 | STEP: 5200|5416 | Loss: 0.105036
INFO:EPOCH 66/100 | STEP: 5300|5416 | Loss: 0.098161
INFO:EPOCH 66/100 | STEP: 5400|5416 | Loss: 0.093167
INFO:VAL NDCG@10, IoU=0.3: 0.427457
INFO:VAL NDCG@10, IoU=0.5: 0.391739
INFO:VAL NDCG@10, IoU=0.7: 0.264934
INFO:VAL NDCG@20, IoU=0.3: 0.429637
INFO:VAL NDCG@20, IoU=0.5: 0.393169
INFO:VAL NDCG@20, IoU=0.7: 0.269053
INFO:VAL NDCG@40, IoU=0.3: 0.460250
INFO:VAL NDCG@40, IoU=0.5: 0.421512
INFO:VAL NDCG@40, IoU=0.7: 0.291662
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.424453
INFO:TEST NDCG@10, IoU=0.5: 0.389008
INFO:TEST NDCG@10, IoU=0.7: 0.272822
INFO:TEST NDCG@20, IoU=0.3: 0.431715
INFO:TEST NDCG@20, IoU=0.5: 0.394267
INFO:TEST NDCG@20, IoU=0.7: 0.278028
INFO:TEST NDCG@40, IoU=0.3: 0.461972
INFO:TEST NDCG@40, IoU=0.5: 0.422490
INFO:TEST NDCG@40, IoU=0.7: 0.298745
INFO:
INFO:TRAIN EPOCH: 67|100
INFO:EPOCH 67/100 | STEP: 0|5416 | Loss: 0.185559
INFO:EPOCH 67/100 | STEP: 100|5416 | Loss: 0.179469
INFO:EPOCH 67/100 | STEP: 200|5416 | Loss: 0.181062
INFO:EPOCH 67/100 | STEP: 300|5416 | Loss: 0.177276
INFO:EPOCH 67/100 | STEP: 400|5416 | Loss: 0.179015
INFO:EPOCH 67/100 | STEP: 500|5416 | Loss: 0.169765
INFO:EPOCH 67/100 | STEP: 600|5416 | Loss: 0.167678
INFO:EPOCH 67/100 | STEP: 700|5416 | Loss: 0.182107
INFO:EPOCH 67/100 | STEP: 800|5416 | Loss: 0.177803
INFO:EPOCH 67/100 | STEP: 900|5416 | Loss: 0.174498
INFO:EPOCH 67/100 | STEP: 1000|5416 | Loss: 0.182272
INFO:EPOCH 67/100 | STEP: 1100|5416 | Loss: 0.181614
INFO:EPOCH 67/100 | STEP: 1200|5416 | Loss: 0.191158
INFO:EPOCH 67/100 | STEP: 1300|5416 | Loss: 0.191051
INFO:EPOCH 67/100 | STEP: 1400|5416 | Loss: 0.173933
INFO:EPOCH 67/100 | STEP: 1500|5416 | Loss: 0.173484
INFO:EPOCH 67/100 | STEP: 1600|5416 | Loss: 0.170317
INFO:EPOCH 67/100 | STEP: 1700|5416 | Loss: 0.182002
INFO:EPOCH 67/100 | STEP: 1800|5416 | Loss: 0.181231
INFO:EPOCH 67/100 | STEP: 1900|5416 | Loss: 0.180299
INFO:EPOCH 67/100 | STEP: 2000|5416 | Loss: 0.163389
INFO:EPOCH 67/100 | STEP: 2100|5416 | Loss: 0.182333
INFO:EPOCH 67/100 | STEP: 2200|5416 | Loss: 0.179112
INFO:EPOCH 67/100 | STEP: 2300|5416 | Loss: 0.182434
INFO:EPOCH 67/100 | STEP: 2400|5416 | Loss: 0.178532
INFO:EPOCH 67/100 | STEP: 2500|5416 | Loss: 0.175533
INFO:EPOCH 67/100 | STEP: 2600|5416 | Loss: 0.180751
INFO:EPOCH 67/100 | STEP: 2700|5416 | Loss: 0.173587
INFO:VAL NDCG@10, IoU=0.3: 0.383302
INFO:VAL NDCG@10, IoU=0.5: 0.348285
INFO:VAL NDCG@10, IoU=0.7: 0.230570
INFO:VAL NDCG@20, IoU=0.3: 0.385009
INFO:VAL NDCG@20, IoU=0.5: 0.348726
INFO:VAL NDCG@20, IoU=0.7: 0.234836
INFO:VAL NDCG@40, IoU=0.3: 0.412248
INFO:VAL NDCG@40, IoU=0.5: 0.374470
INFO:VAL NDCG@40, IoU=0.7: 0.259100
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.377042
INFO:TEST NDCG@10, IoU=0.5: 0.340671
INFO:TEST NDCG@10, IoU=0.7: 0.238137
INFO:TEST NDCG@20, IoU=0.3: 0.382453
INFO:TEST NDCG@20, IoU=0.5: 0.345776
INFO:TEST NDCG@20, IoU=0.7: 0.243073
INFO:TEST NDCG@40, IoU=0.3: 0.409228
INFO:TEST NDCG@40, IoU=0.5: 0.370265
INFO:TEST NDCG@40, IoU=0.7: 0.262621
INFO:
INFO:EPOCH 67/100 | STEP: 2800|5416 | Loss: 0.107082
INFO:EPOCH 67/100 | STEP: 2900|5416 | Loss: 0.109897
INFO:EPOCH 67/100 | STEP: 3000|5416 | Loss: 0.101051
INFO:EPOCH 67/100 | STEP: 3100|5416 | Loss: 0.100903
INFO:EPOCH 67/100 | STEP: 3200|5416 | Loss: 0.099506
INFO:EPOCH 67/100 | STEP: 3300|5416 | Loss: 0.098152
INFO:EPOCH 67/100 | STEP: 3400|5416 | Loss: 0.107276
INFO:EPOCH 67/100 | STEP: 3500|5416 | Loss: 0.105352
INFO:EPOCH 67/100 | STEP: 3600|5416 | Loss: 0.097122
INFO:EPOCH 67/100 | STEP: 3700|5416 | Loss: 0.107575
INFO:EPOCH 67/100 | STEP: 3800|5416 | Loss: 0.106482
INFO:EPOCH 67/100 | STEP: 3900|5416 | Loss: 0.106068
INFO:EPOCH 67/100 | STEP: 4000|5416 | Loss: 0.105055
INFO:EPOCH 67/100 | STEP: 4100|5416 | Loss: 0.102072
INFO:EPOCH 67/100 | STEP: 4200|5416 | Loss: 0.102896
INFO:EPOCH 67/100 | STEP: 4300|5416 | Loss: 0.108555
INFO:EPOCH 67/100 | STEP: 4400|5416 | Loss: 0.099773
INFO:EPOCH 67/100 | STEP: 4500|5416 | Loss: 0.101892
INFO:EPOCH 67/100 | STEP: 4600|5416 | Loss: 0.098602
INFO:EPOCH 67/100 | STEP: 4700|5416 | Loss: 0.100673
INFO:EPOCH 67/100 | STEP: 4800|5416 | Loss: 0.091433
INFO:EPOCH 67/100 | STEP: 4900|5416 | Loss: 0.095280
INFO:EPOCH 67/100 | STEP: 5000|5416 | Loss: 0.098179
INFO:EPOCH 67/100 | STEP: 5100|5416 | Loss: 0.097368
INFO:EPOCH 67/100 | STEP: 5200|5416 | Loss: 0.097943
INFO:EPOCH 67/100 | STEP: 5300|5416 | Loss: 0.091946
INFO:EPOCH 67/100 | STEP: 5400|5416 | Loss: 0.096244
INFO:VAL NDCG@10, IoU=0.3: 0.423460
INFO:VAL NDCG@10, IoU=0.5: 0.388664
INFO:VAL NDCG@10, IoU=0.7: 0.262826
INFO:VAL NDCG@20, IoU=0.3: 0.429224
INFO:VAL NDCG@20, IoU=0.5: 0.393663
INFO:VAL NDCG@20, IoU=0.7: 0.269548
INFO:VAL NDCG@40, IoU=0.3: 0.461473
INFO:VAL NDCG@40, IoU=0.5: 0.423511
INFO:VAL NDCG@40, IoU=0.7: 0.292676
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.423274
INFO:TEST NDCG@10, IoU=0.5: 0.387521
INFO:TEST NDCG@10, IoU=0.7: 0.273104
INFO:TEST NDCG@20, IoU=0.3: 0.432322
INFO:TEST NDCG@20, IoU=0.5: 0.395945
INFO:TEST NDCG@20, IoU=0.7: 0.280001
INFO:TEST NDCG@40, IoU=0.3: 0.461861
INFO:TEST NDCG@40, IoU=0.5: 0.422621
INFO:TEST NDCG@40, IoU=0.7: 0.299912
INFO:
INFO:TRAIN EPOCH: 68|100
INFO:EPOCH 68/100 | STEP: 0|5416 | Loss: 0.204793
INFO:EPOCH 68/100 | STEP: 100|5416 | Loss: 0.183523
INFO:EPOCH 68/100 | STEP: 200|5416 | Loss: 0.185926
INFO:EPOCH 68/100 | STEP: 300|5416 | Loss: 0.177660
INFO:EPOCH 68/100 | STEP: 400|5416 | Loss: 0.187454
INFO:EPOCH 68/100 | STEP: 500|5416 | Loss: 0.186662
INFO:EPOCH 68/100 | STEP: 600|5416 | Loss: 0.190814
INFO:EPOCH 68/100 | STEP: 700|5416 | Loss: 0.173340
INFO:EPOCH 68/100 | STEP: 800|5416 | Loss: 0.176386
INFO:EPOCH 68/100 | STEP: 900|5416 | Loss: 0.177403
INFO:EPOCH 68/100 | STEP: 1000|5416 | Loss: 0.183314
INFO:EPOCH 68/100 | STEP: 1100|5416 | Loss: 0.178197
INFO:EPOCH 68/100 | STEP: 1200|5416 | Loss: 0.182837
INFO:EPOCH 68/100 | STEP: 1300|5416 | Loss: 0.179400
INFO:EPOCH 68/100 | STEP: 1400|5416 | Loss: 0.186035
INFO:EPOCH 68/100 | STEP: 1500|5416 | Loss: 0.178909
INFO:EPOCH 68/100 | STEP: 1600|5416 | Loss: 0.187202
INFO:EPOCH 68/100 | STEP: 1700|5416 | Loss: 0.182889
INFO:EPOCH 68/100 | STEP: 1800|5416 | Loss: 0.182926
INFO:EPOCH 68/100 | STEP: 1900|5416 | Loss: 0.189790
INFO:EPOCH 68/100 | STEP: 2000|5416 | Loss: 0.178532
INFO:EPOCH 68/100 | STEP: 2100|5416 | Loss: 0.180338
INFO:EPOCH 68/100 | STEP: 2200|5416 | Loss: 0.180700
INFO:EPOCH 68/100 | STEP: 2300|5416 | Loss: 0.164394
INFO:EPOCH 68/100 | STEP: 2400|5416 | Loss: 0.177964
INFO:EPOCH 68/100 | STEP: 2500|5416 | Loss: 0.183054
INFO:EPOCH 68/100 | STEP: 2600|5416 | Loss: 0.174988
INFO:EPOCH 68/100 | STEP: 2700|5416 | Loss: 0.178033
INFO:VAL NDCG@10, IoU=0.3: 0.382385
INFO:VAL NDCG@10, IoU=0.5: 0.347987
INFO:VAL NDCG@10, IoU=0.7: 0.231888
INFO:VAL NDCG@20, IoU=0.3: 0.384140
INFO:VAL NDCG@20, IoU=0.5: 0.351310
INFO:VAL NDCG@20, IoU=0.7: 0.237448
INFO:VAL NDCG@40, IoU=0.3: 0.412083
INFO:VAL NDCG@40, IoU=0.5: 0.376032
INFO:VAL NDCG@40, IoU=0.7: 0.260586
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.377714
INFO:TEST NDCG@10, IoU=0.5: 0.340767
INFO:TEST NDCG@10, IoU=0.7: 0.237592
INFO:TEST NDCG@20, IoU=0.3: 0.383885
INFO:TEST NDCG@20, IoU=0.5: 0.346964
INFO:TEST NDCG@20, IoU=0.7: 0.243971
INFO:TEST NDCG@40, IoU=0.3: 0.411013
INFO:TEST NDCG@40, IoU=0.5: 0.371533
INFO:TEST NDCG@40, IoU=0.7: 0.263358
INFO:
INFO:EPOCH 68/100 | STEP: 2800|5416 | Loss: 0.111675
INFO:EPOCH 68/100 | STEP: 2900|5416 | Loss: 0.106751
INFO:EPOCH 68/100 | STEP: 3000|5416 | Loss: 0.107131
INFO:EPOCH 68/100 | STEP: 3100|5416 | Loss: 0.101143
INFO:EPOCH 68/100 | STEP: 3200|5416 | Loss: 0.097644
INFO:EPOCH 68/100 | STEP: 3300|5416 | Loss: 0.100799
INFO:EPOCH 68/100 | STEP: 3400|5416 | Loss: 0.102577
INFO:EPOCH 68/100 | STEP: 3500|5416 | Loss: 0.098832
INFO:EPOCH 68/100 | STEP: 3600|5416 | Loss: 0.105874
INFO:EPOCH 68/100 | STEP: 3700|5416 | Loss: 0.099284
INFO:EPOCH 68/100 | STEP: 3800|5416 | Loss: 0.109588
INFO:EPOCH 68/100 | STEP: 3900|5416 | Loss: 0.102349
INFO:EPOCH 68/100 | STEP: 4000|5416 | Loss: 0.104498
INFO:EPOCH 68/100 | STEP: 4100|5416 | Loss: 0.095038
INFO:EPOCH 68/100 | STEP: 4200|5416 | Loss: 0.098234
INFO:EPOCH 68/100 | STEP: 4300|5416 | Loss: 0.102517
INFO:EPOCH 68/100 | STEP: 4400|5416 | Loss: 0.095738
INFO:EPOCH 68/100 | STEP: 4500|5416 | Loss: 0.104622
INFO:EPOCH 68/100 | STEP: 4600|5416 | Loss: 0.099878
INFO:EPOCH 68/100 | STEP: 4700|5416 | Loss: 0.092346
INFO:EPOCH 68/100 | STEP: 4800|5416 | Loss: 0.107999
INFO:EPOCH 68/100 | STEP: 4900|5416 | Loss: 0.099985
INFO:EPOCH 68/100 | STEP: 5000|5416 | Loss: 0.101933
INFO:EPOCH 68/100 | STEP: 5100|5416 | Loss: 0.111125
INFO:EPOCH 68/100 | STEP: 5200|5416 | Loss: 0.095137
INFO:EPOCH 68/100 | STEP: 5300|5416 | Loss: 0.105285
INFO:EPOCH 68/100 | STEP: 5400|5416 | Loss: 0.093026
INFO:VAL NDCG@10, IoU=0.3: 0.426598
INFO:VAL NDCG@10, IoU=0.5: 0.390640
INFO:VAL NDCG@10, IoU=0.7: 0.263623
INFO:VAL NDCG@20, IoU=0.3: 0.432760
INFO:VAL NDCG@20, IoU=0.5: 0.396972
INFO:VAL NDCG@20, IoU=0.7: 0.272239
INFO:VAL NDCG@40, IoU=0.3: 0.462504
INFO:VAL NDCG@40, IoU=0.5: 0.423496
INFO:VAL NDCG@40, IoU=0.7: 0.292277
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.427116
INFO:TEST NDCG@10, IoU=0.5: 0.391242
INFO:TEST NDCG@10, IoU=0.7: 0.275892
INFO:TEST NDCG@20, IoU=0.3: 0.435568
INFO:TEST NDCG@20, IoU=0.5: 0.398235
INFO:TEST NDCG@20, IoU=0.7: 0.281415
INFO:TEST NDCG@40, IoU=0.3: 0.464909
INFO:TEST NDCG@40, IoU=0.5: 0.425190
INFO:TEST NDCG@40, IoU=0.7: 0.301595
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.426598
INFO:BEST VAL NDCG@10, IoU=0.5: 0.390640
INFO:BEST VAL NDCG@10, IoU=0.7: 0.263623
INFO:BEST VAL NDCG@20, IoU=0.3: 0.432760
INFO:BEST VAL NDCG@20, IoU=0.5: 0.396972
INFO:BEST VAL NDCG@20, IoU=0.7: 0.272239
INFO:BEST VAL NDCG@40, IoU=0.3: 0.462504
INFO:BEST VAL NDCG@40, IoU=0.5: 0.423496
INFO:BEST VAL NDCG@40, IoU=0.7: 0.292277
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.427116
INFO:BEST TEST NDCG@10, IoU=0.5: 0.391242
INFO:BEST TEST NDCG@10, IoU=0.7: 0.275892
INFO:BEST TEST NDCG@20, IoU=0.3: 0.435568
INFO:BEST TEST NDCG@20, IoU=0.5: 0.398235
INFO:BEST TEST NDCG@20, IoU=0.7: 0.281415
INFO:BEST TEST NDCG@40, IoU=0.3: 0.464909
INFO:BEST TEST NDCG@40, IoU=0.5: 0.425190
INFO:BEST TEST NDCG@40, IoU=0.7: 0.301595
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 69|100
INFO:EPOCH 69/100 | STEP: 0|5416 | Loss: 0.189707
INFO:EPOCH 69/100 | STEP: 100|5416 | Loss: 0.191142
INFO:EPOCH 69/100 | STEP: 200|5416 | Loss: 0.186468
INFO:EPOCH 69/100 | STEP: 300|5416 | Loss: 0.176797
INFO:EPOCH 69/100 | STEP: 400|5416 | Loss: 0.171071
INFO:EPOCH 69/100 | STEP: 500|5416 | Loss: 0.183783
INFO:EPOCH 69/100 | STEP: 600|5416 | Loss: 0.189868
INFO:EPOCH 69/100 | STEP: 700|5416 | Loss: 0.179868
INFO:EPOCH 69/100 | STEP: 800|5416 | Loss: 0.177977
INFO:EPOCH 69/100 | STEP: 900|5416 | Loss: 0.183097
INFO:EPOCH 69/100 | STEP: 1000|5416 | Loss: 0.171415
INFO:EPOCH 69/100 | STEP: 1100|5416 | Loss: 0.176230
INFO:EPOCH 69/100 | STEP: 1200|5416 | Loss: 0.185206
INFO:EPOCH 69/100 | STEP: 1300|5416 | Loss: 0.180576
INFO:EPOCH 69/100 | STEP: 1400|5416 | Loss: 0.179137
INFO:EPOCH 69/100 | STEP: 1500|5416 | Loss: 0.172457
INFO:EPOCH 69/100 | STEP: 1600|5416 | Loss: 0.178017
INFO:EPOCH 69/100 | STEP: 1700|5416 | Loss: 0.178126
INFO:EPOCH 69/100 | STEP: 1800|5416 | Loss: 0.177645
INFO:EPOCH 69/100 | STEP: 1900|5416 | Loss: 0.176464
INFO:EPOCH 69/100 | STEP: 2000|5416 | Loss: 0.177894
INFO:EPOCH 69/100 | STEP: 2100|5416 | Loss: 0.181807
INFO:EPOCH 69/100 | STEP: 2200|5416 | Loss: 0.165671
INFO:EPOCH 69/100 | STEP: 2300|5416 | Loss: 0.174842
INFO:EPOCH 69/100 | STEP: 2400|5416 | Loss: 0.180518
INFO:EPOCH 69/100 | STEP: 2500|5416 | Loss: 0.181165
INFO:EPOCH 69/100 | STEP: 2600|5416 | Loss: 0.184258
INFO:EPOCH 69/100 | STEP: 2700|5416 | Loss: 0.177133
INFO:VAL NDCG@10, IoU=0.3: 0.382150
INFO:VAL NDCG@10, IoU=0.5: 0.347024
INFO:VAL NDCG@10, IoU=0.7: 0.230091
INFO:VAL NDCG@20, IoU=0.3: 0.384093
INFO:VAL NDCG@20, IoU=0.5: 0.348708
INFO:VAL NDCG@20, IoU=0.7: 0.235423
INFO:VAL NDCG@40, IoU=0.3: 0.413886
INFO:VAL NDCG@40, IoU=0.5: 0.374414
INFO:VAL NDCG@40, IoU=0.7: 0.260104
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.378938
INFO:TEST NDCG@10, IoU=0.5: 0.342281
INFO:TEST NDCG@10, IoU=0.7: 0.237885
INFO:TEST NDCG@20, IoU=0.3: 0.384204
INFO:TEST NDCG@20, IoU=0.5: 0.347383
INFO:TEST NDCG@20, IoU=0.7: 0.243444
INFO:TEST NDCG@40, IoU=0.3: 0.411761
INFO:TEST NDCG@40, IoU=0.5: 0.372315
INFO:TEST NDCG@40, IoU=0.7: 0.262852
INFO:
INFO:EPOCH 69/100 | STEP: 2800|5416 | Loss: 0.109002
INFO:EPOCH 69/100 | STEP: 2900|5416 | Loss: 0.114141
INFO:EPOCH 69/100 | STEP: 3000|5416 | Loss: 0.101921
INFO:EPOCH 69/100 | STEP: 3100|5416 | Loss: 0.098276
INFO:EPOCH 69/100 | STEP: 3200|5416 | Loss: 0.103108
INFO:EPOCH 69/100 | STEP: 3300|5416 | Loss: 0.091592
INFO:EPOCH 69/100 | STEP: 3400|5416 | Loss: 0.092588
INFO:EPOCH 69/100 | STEP: 3500|5416 | Loss: 0.099249
INFO:EPOCH 69/100 | STEP: 3600|5416 | Loss: 0.103390
INFO:EPOCH 69/100 | STEP: 3700|5416 | Loss: 0.101849
INFO:EPOCH 69/100 | STEP: 3800|5416 | Loss: 0.101911
INFO:EPOCH 69/100 | STEP: 3900|5416 | Loss: 0.102633
INFO:EPOCH 69/100 | STEP: 4000|5416 | Loss: 0.099797
INFO:EPOCH 69/100 | STEP: 4100|5416 | Loss: 0.107061
INFO:EPOCH 69/100 | STEP: 4200|5416 | Loss: 0.105282
INFO:EPOCH 69/100 | STEP: 4300|5416 | Loss: 0.097559
INFO:EPOCH 69/100 | STEP: 4400|5416 | Loss: 0.098222
INFO:EPOCH 69/100 | STEP: 4500|5416 | Loss: 0.100876
INFO:EPOCH 69/100 | STEP: 4600|5416 | Loss: 0.097644
INFO:EPOCH 69/100 | STEP: 4700|5416 | Loss: 0.096419
INFO:EPOCH 69/100 | STEP: 4800|5416 | Loss: 0.092619
INFO:EPOCH 69/100 | STEP: 4900|5416 | Loss: 0.091426
INFO:EPOCH 69/100 | STEP: 5000|5416 | Loss: 0.097871
INFO:EPOCH 69/100 | STEP: 5100|5416 | Loss: 0.098960
INFO:EPOCH 69/100 | STEP: 5200|5416 | Loss: 0.093324
INFO:EPOCH 69/100 | STEP: 5300|5416 | Loss: 0.097647
INFO:EPOCH 69/100 | STEP: 5400|5416 | Loss: 0.090238
INFO:VAL NDCG@10, IoU=0.3: 0.433905
INFO:VAL NDCG@10, IoU=0.5: 0.399578
INFO:VAL NDCG@10, IoU=0.7: 0.271593
INFO:VAL NDCG@20, IoU=0.3: 0.436727
INFO:VAL NDCG@20, IoU=0.5: 0.402161
INFO:VAL NDCG@20, IoU=0.7: 0.276750
INFO:VAL NDCG@40, IoU=0.3: 0.466323
INFO:VAL NDCG@40, IoU=0.5: 0.427902
INFO:VAL NDCG@40, IoU=0.7: 0.297841
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.425163
INFO:TEST NDCG@10, IoU=0.5: 0.388818
INFO:TEST NDCG@10, IoU=0.7: 0.274850
INFO:TEST NDCG@20, IoU=0.3: 0.433911
INFO:TEST NDCG@20, IoU=0.5: 0.396116
INFO:TEST NDCG@20, IoU=0.7: 0.281360
INFO:TEST NDCG@40, IoU=0.3: 0.464287
INFO:TEST NDCG@40, IoU=0.5: 0.424394
INFO:TEST NDCG@40, IoU=0.7: 0.301940
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.433905
INFO:BEST VAL NDCG@10, IoU=0.5: 0.399578
INFO:BEST VAL NDCG@10, IoU=0.7: 0.271593
INFO:BEST VAL NDCG@20, IoU=0.3: 0.436727
INFO:BEST VAL NDCG@20, IoU=0.5: 0.402161
INFO:BEST VAL NDCG@20, IoU=0.7: 0.276750
INFO:BEST VAL NDCG@40, IoU=0.3: 0.466323
INFO:BEST VAL NDCG@40, IoU=0.5: 0.427902
INFO:BEST VAL NDCG@40, IoU=0.7: 0.297841
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.425163
INFO:BEST TEST NDCG@10, IoU=0.5: 0.388818
INFO:BEST TEST NDCG@10, IoU=0.7: 0.274850
INFO:BEST TEST NDCG@20, IoU=0.3: 0.433911
INFO:BEST TEST NDCG@20, IoU=0.5: 0.396116
INFO:BEST TEST NDCG@20, IoU=0.7: 0.281360
INFO:BEST TEST NDCG@40, IoU=0.3: 0.464287
INFO:BEST TEST NDCG@40, IoU=0.5: 0.424394
INFO:BEST TEST NDCG@40, IoU=0.7: 0.301940
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 70|100
INFO:EPOCH 70/100 | STEP: 0|5416 | Loss: 0.202565
INFO:EPOCH 70/100 | STEP: 100|5416 | Loss: 0.188166
INFO:EPOCH 70/100 | STEP: 200|5416 | Loss: 0.181240
INFO:EPOCH 70/100 | STEP: 300|5416 | Loss: 0.180102
INFO:EPOCH 70/100 | STEP: 400|5416 | Loss: 0.181165
INFO:EPOCH 70/100 | STEP: 500|5416 | Loss: 0.180078
INFO:EPOCH 70/100 | STEP: 600|5416 | Loss: 0.171143
INFO:EPOCH 70/100 | STEP: 700|5416 | Loss: 0.179495
INFO:EPOCH 70/100 | STEP: 800|5416 | Loss: 0.177783
INFO:EPOCH 70/100 | STEP: 900|5416 | Loss: 0.173806
INFO:EPOCH 70/100 | STEP: 1000|5416 | Loss: 0.177608
INFO:EPOCH 70/100 | STEP: 1100|5416 | Loss: 0.180917
INFO:EPOCH 70/100 | STEP: 1200|5416 | Loss: 0.183293
INFO:EPOCH 70/100 | STEP: 1300|5416 | Loss: 0.178859
INFO:EPOCH 70/100 | STEP: 1400|5416 | Loss: 0.174209
INFO:EPOCH 70/100 | STEP: 1500|5416 | Loss: 0.176915
INFO:EPOCH 70/100 | STEP: 1600|5416 | Loss: 0.172504
INFO:EPOCH 70/100 | STEP: 1700|5416 | Loss: 0.189595
INFO:EPOCH 70/100 | STEP: 1800|5416 | Loss: 0.172122
INFO:EPOCH 70/100 | STEP: 1900|5416 | Loss: 0.178260
INFO:EPOCH 70/100 | STEP: 2000|5416 | Loss: 0.175004
INFO:EPOCH 70/100 | STEP: 2100|5416 | Loss: 0.168558
INFO:EPOCH 70/100 | STEP: 2200|5416 | Loss: 0.190131
INFO:EPOCH 70/100 | STEP: 2300|5416 | Loss: 0.187788
INFO:EPOCH 70/100 | STEP: 2400|5416 | Loss: 0.181355
INFO:EPOCH 70/100 | STEP: 2500|5416 | Loss: 0.174368
INFO:EPOCH 70/100 | STEP: 2600|5416 | Loss: 0.183528
INFO:EPOCH 70/100 | STEP: 2700|5416 | Loss: 0.175546
INFO:VAL NDCG@10, IoU=0.3: 0.383407
INFO:VAL NDCG@10, IoU=0.5: 0.350775
INFO:VAL NDCG@10, IoU=0.7: 0.234553
INFO:VAL NDCG@20, IoU=0.3: 0.386322
INFO:VAL NDCG@20, IoU=0.5: 0.352115
INFO:VAL NDCG@20, IoU=0.7: 0.239009
INFO:VAL NDCG@40, IoU=0.3: 0.414853
INFO:VAL NDCG@40, IoU=0.5: 0.377683
INFO:VAL NDCG@40, IoU=0.7: 0.262802
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.380173
INFO:TEST NDCG@10, IoU=0.5: 0.344293
INFO:TEST NDCG@10, IoU=0.7: 0.238169
INFO:TEST NDCG@20, IoU=0.3: 0.385123
INFO:TEST NDCG@20, IoU=0.5: 0.348730
INFO:TEST NDCG@20, IoU=0.7: 0.243965
INFO:TEST NDCG@40, IoU=0.3: 0.412032
INFO:TEST NDCG@40, IoU=0.5: 0.373406
INFO:TEST NDCG@40, IoU=0.7: 0.263684
INFO:
INFO:EPOCH 70/100 | STEP: 2800|5416 | Loss: 0.107898
INFO:EPOCH 70/100 | STEP: 2900|5416 | Loss: 0.095179
INFO:EPOCH 70/100 | STEP: 3000|5416 | Loss: 0.107867
INFO:EPOCH 70/100 | STEP: 3100|5416 | Loss: 0.107103
INFO:EPOCH 70/100 | STEP: 3200|5416 | Loss: 0.109781
INFO:EPOCH 70/100 | STEP: 3300|5416 | Loss: 0.100362
INFO:EPOCH 70/100 | STEP: 3400|5416 | Loss: 0.101003
INFO:EPOCH 70/100 | STEP: 3500|5416 | Loss: 0.100335
INFO:EPOCH 70/100 | STEP: 3600|5416 | Loss: 0.104479
INFO:EPOCH 70/100 | STEP: 3700|5416 | Loss: 0.101835
INFO:EPOCH 70/100 | STEP: 3800|5416 | Loss: 0.094863
INFO:EPOCH 70/100 | STEP: 3900|5416 | Loss: 0.100719
INFO:EPOCH 70/100 | STEP: 4000|5416 | Loss: 0.092439
INFO:EPOCH 70/100 | STEP: 4100|5416 | Loss: 0.092050
INFO:EPOCH 70/100 | STEP: 4200|5416 | Loss: 0.100239
INFO:EPOCH 70/100 | STEP: 4300|5416 | Loss: 0.101186
INFO:EPOCH 70/100 | STEP: 4400|5416 | Loss: 0.100670
INFO:EPOCH 70/100 | STEP: 4500|5416 | Loss: 0.105641
INFO:EPOCH 70/100 | STEP: 4600|5416 | Loss: 0.101215
INFO:EPOCH 70/100 | STEP: 4700|5416 | Loss: 0.103064
INFO:EPOCH 70/100 | STEP: 4800|5416 | Loss: 0.100249
INFO:EPOCH 70/100 | STEP: 4900|5416 | Loss: 0.100744
INFO:EPOCH 70/100 | STEP: 5000|5416 | Loss: 0.105981
INFO:EPOCH 70/100 | STEP: 5100|5416 | Loss: 0.105383
INFO:EPOCH 70/100 | STEP: 5200|5416 | Loss: 0.101526
INFO:EPOCH 70/100 | STEP: 5300|5416 | Loss: 0.101939
INFO:EPOCH 70/100 | STEP: 5400|5416 | Loss: 0.110657
INFO:VAL NDCG@10, IoU=0.3: 0.426685
INFO:VAL NDCG@10, IoU=0.5: 0.394460
INFO:VAL NDCG@10, IoU=0.7: 0.265498
INFO:VAL NDCG@20, IoU=0.3: 0.434421
INFO:VAL NDCG@20, IoU=0.5: 0.399572
INFO:VAL NDCG@20, IoU=0.7: 0.273229
INFO:VAL NDCG@40, IoU=0.3: 0.464705
INFO:VAL NDCG@40, IoU=0.5: 0.427890
INFO:VAL NDCG@40, IoU=0.7: 0.296061
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.429202
INFO:TEST NDCG@10, IoU=0.5: 0.392745
INFO:TEST NDCG@10, IoU=0.7: 0.276963
INFO:TEST NDCG@20, IoU=0.3: 0.436225
INFO:TEST NDCG@20, IoU=0.5: 0.398505
INFO:TEST NDCG@20, IoU=0.7: 0.282178
INFO:TEST NDCG@40, IoU=0.3: 0.466346
INFO:TEST NDCG@40, IoU=0.5: 0.426188
INFO:TEST NDCG@40, IoU=0.7: 0.302678
INFO:
INFO:TRAIN EPOCH: 71|100
INFO:EPOCH 71/100 | STEP: 0|5416 | Loss: 0.194596
INFO:EPOCH 71/100 | STEP: 100|5416 | Loss: 0.176538
INFO:EPOCH 71/100 | STEP: 200|5416 | Loss: 0.179719
INFO:EPOCH 71/100 | STEP: 300|5416 | Loss: 0.176580
INFO:EPOCH 71/100 | STEP: 400|5416 | Loss: 0.183216
INFO:EPOCH 71/100 | STEP: 500|5416 | Loss: 0.179568
INFO:EPOCH 71/100 | STEP: 600|5416 | Loss: 0.177512
INFO:EPOCH 71/100 | STEP: 700|5416 | Loss: 0.182275
INFO:EPOCH 71/100 | STEP: 800|5416 | Loss: 0.184778
INFO:EPOCH 71/100 | STEP: 900|5416 | Loss: 0.174742
INFO:EPOCH 71/100 | STEP: 1000|5416 | Loss: 0.166513
INFO:EPOCH 71/100 | STEP: 1100|5416 | Loss: 0.177386
INFO:EPOCH 71/100 | STEP: 1200|5416 | Loss: 0.185604
INFO:EPOCH 71/100 | STEP: 1300|5416 | Loss: 0.172817
INFO:EPOCH 71/100 | STEP: 1400|5416 | Loss: 0.180587
INFO:EPOCH 71/100 | STEP: 1500|5416 | Loss: 0.180882
INFO:EPOCH 71/100 | STEP: 1600|5416 | Loss: 0.165375
INFO:EPOCH 71/100 | STEP: 1700|5416 | Loss: 0.183335
INFO:EPOCH 71/100 | STEP: 1800|5416 | Loss: 0.172267
INFO:EPOCH 71/100 | STEP: 1900|5416 | Loss: 0.177193
INFO:EPOCH 71/100 | STEP: 2000|5416 | Loss: 0.180637
INFO:EPOCH 71/100 | STEP: 2100|5416 | Loss: 0.181269
INFO:EPOCH 71/100 | STEP: 2200|5416 | Loss: 0.174515
INFO:EPOCH 71/100 | STEP: 2300|5416 | Loss: 0.181954
INFO:EPOCH 71/100 | STEP: 2400|5416 | Loss: 0.182701
INFO:EPOCH 71/100 | STEP: 2500|5416 | Loss: 0.184949
INFO:EPOCH 71/100 | STEP: 2600|5416 | Loss: 0.179046
INFO:EPOCH 71/100 | STEP: 2700|5416 | Loss: 0.178716
INFO:VAL NDCG@10, IoU=0.3: 0.382078
INFO:VAL NDCG@10, IoU=0.5: 0.348122
INFO:VAL NDCG@10, IoU=0.7: 0.232228
INFO:VAL NDCG@20, IoU=0.3: 0.386615
INFO:VAL NDCG@20, IoU=0.5: 0.351250
INFO:VAL NDCG@20, IoU=0.7: 0.239335
INFO:VAL NDCG@40, IoU=0.3: 0.414269
INFO:VAL NDCG@40, IoU=0.5: 0.376524
INFO:VAL NDCG@40, IoU=0.7: 0.261273
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.381592
INFO:TEST NDCG@10, IoU=0.5: 0.344668
INFO:TEST NDCG@10, IoU=0.7: 0.239590
INFO:TEST NDCG@20, IoU=0.3: 0.386904
INFO:TEST NDCG@20, IoU=0.5: 0.349506
INFO:TEST NDCG@20, IoU=0.7: 0.245053
INFO:TEST NDCG@40, IoU=0.3: 0.414592
INFO:TEST NDCG@40, IoU=0.5: 0.375294
INFO:TEST NDCG@40, IoU=0.7: 0.265496
INFO:
INFO:EPOCH 71/100 | STEP: 2800|5416 | Loss: 0.106997
INFO:EPOCH 71/100 | STEP: 2900|5416 | Loss: 0.103394
INFO:EPOCH 71/100 | STEP: 3000|5416 | Loss: 0.104490
INFO:EPOCH 71/100 | STEP: 3100|5416 | Loss: 0.102498
INFO:EPOCH 71/100 | STEP: 3200|5416 | Loss: 0.104800
INFO:EPOCH 71/100 | STEP: 3300|5416 | Loss: 0.101605
INFO:EPOCH 71/100 | STEP: 3400|5416 | Loss: 0.097090
INFO:EPOCH 71/100 | STEP: 3500|5416 | Loss: 0.108250
INFO:EPOCH 71/100 | STEP: 3600|5416 | Loss: 0.095415
INFO:EPOCH 71/100 | STEP: 3700|5416 | Loss: 0.102302
INFO:EPOCH 71/100 | STEP: 3800|5416 | Loss: 0.097527
INFO:EPOCH 71/100 | STEP: 3900|5416 | Loss: 0.101373
INFO:EPOCH 71/100 | STEP: 4000|5416 | Loss: 0.103065
INFO:EPOCH 71/100 | STEP: 4100|5416 | Loss: 0.092905
INFO:EPOCH 71/100 | STEP: 4200|5416 | Loss: 0.095752
INFO:EPOCH 71/100 | STEP: 4300|5416 | Loss: 0.097931
INFO:EPOCH 71/100 | STEP: 4400|5416 | Loss: 0.093910
INFO:EPOCH 71/100 | STEP: 4500|5416 | Loss: 0.107341
INFO:EPOCH 71/100 | STEP: 4600|5416 | Loss: 0.106755
INFO:EPOCH 71/100 | STEP: 4700|5416 | Loss: 0.102897
INFO:EPOCH 71/100 | STEP: 4800|5416 | Loss: 0.107894
INFO:EPOCH 71/100 | STEP: 4900|5416 | Loss: 0.095535
INFO:EPOCH 71/100 | STEP: 5000|5416 | Loss: 0.092169
INFO:EPOCH 71/100 | STEP: 5100|5416 | Loss: 0.096887
INFO:EPOCH 71/100 | STEP: 5200|5416 | Loss: 0.101561
INFO:EPOCH 71/100 | STEP: 5300|5416 | Loss: 0.098004
INFO:EPOCH 71/100 | STEP: 5400|5416 | Loss: 0.096848
INFO:VAL NDCG@10, IoU=0.3: 0.427988
INFO:VAL NDCG@10, IoU=0.5: 0.391932
INFO:VAL NDCG@10, IoU=0.7: 0.264468
INFO:VAL NDCG@20, IoU=0.3: 0.436765
INFO:VAL NDCG@20, IoU=0.5: 0.400331
INFO:VAL NDCG@20, IoU=0.7: 0.274325
INFO:VAL NDCG@40, IoU=0.3: 0.464441
INFO:VAL NDCG@40, IoU=0.5: 0.425306
INFO:VAL NDCG@40, IoU=0.7: 0.293681
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.427722
INFO:TEST NDCG@10, IoU=0.5: 0.390696
INFO:TEST NDCG@10, IoU=0.7: 0.277216
INFO:TEST NDCG@20, IoU=0.3: 0.436632
INFO:TEST NDCG@20, IoU=0.5: 0.398715
INFO:TEST NDCG@20, IoU=0.7: 0.283683
INFO:TEST NDCG@40, IoU=0.3: 0.465143
INFO:TEST NDCG@40, IoU=0.5: 0.425271
INFO:TEST NDCG@40, IoU=0.7: 0.302995
INFO:
INFO:TRAIN EPOCH: 72|100
INFO:EPOCH 72/100 | STEP: 0|5416 | Loss: 0.195323
INFO:EPOCH 72/100 | STEP: 100|5416 | Loss: 0.175534
INFO:EPOCH 72/100 | STEP: 200|5416 | Loss: 0.178218
INFO:EPOCH 72/100 | STEP: 300|5416 | Loss: 0.181266
INFO:EPOCH 72/100 | STEP: 400|5416 | Loss: 0.180725
INFO:EPOCH 72/100 | STEP: 500|5416 | Loss: 0.184240
INFO:EPOCH 72/100 | STEP: 600|5416 | Loss: 0.176028
INFO:EPOCH 72/100 | STEP: 700|5416 | Loss: 0.181234
INFO:EPOCH 72/100 | STEP: 800|5416 | Loss: 0.181945
INFO:EPOCH 72/100 | STEP: 900|5416 | Loss: 0.177699
INFO:EPOCH 72/100 | STEP: 1000|5416 | Loss: 0.185810
INFO:EPOCH 72/100 | STEP: 1100|5416 | Loss: 0.169241
INFO:EPOCH 72/100 | STEP: 1200|5416 | Loss: 0.182670
INFO:EPOCH 72/100 | STEP: 1300|5416 | Loss: 0.178711
INFO:EPOCH 72/100 | STEP: 1400|5416 | Loss: 0.180630
INFO:EPOCH 72/100 | STEP: 1500|5416 | Loss: 0.180220
INFO:EPOCH 72/100 | STEP: 1600|5416 | Loss: 0.175826
INFO:EPOCH 72/100 | STEP: 1700|5416 | Loss: 0.180538
INFO:EPOCH 72/100 | STEP: 1800|5416 | Loss: 0.178034
INFO:EPOCH 72/100 | STEP: 1900|5416 | Loss: 0.181486
INFO:EPOCH 72/100 | STEP: 2000|5416 | Loss: 0.176510
INFO:EPOCH 72/100 | STEP: 2100|5416 | Loss: 0.188373
INFO:EPOCH 72/100 | STEP: 2200|5416 | Loss: 0.173411
INFO:EPOCH 72/100 | STEP: 2300|5416 | Loss: 0.165871
INFO:EPOCH 72/100 | STEP: 2400|5416 | Loss: 0.170377
INFO:EPOCH 72/100 | STEP: 2500|5416 | Loss: 0.168065
INFO:EPOCH 72/100 | STEP: 2600|5416 | Loss: 0.175980
INFO:EPOCH 72/100 | STEP: 2700|5416 | Loss: 0.166622
INFO:VAL NDCG@10, IoU=0.3: 0.383673
INFO:VAL NDCG@10, IoU=0.5: 0.349120
INFO:VAL NDCG@10, IoU=0.7: 0.230947
INFO:VAL NDCG@20, IoU=0.3: 0.388515
INFO:VAL NDCG@20, IoU=0.5: 0.352597
INFO:VAL NDCG@20, IoU=0.7: 0.238607
INFO:VAL NDCG@40, IoU=0.3: 0.415495
INFO:VAL NDCG@40, IoU=0.5: 0.378037
INFO:VAL NDCG@40, IoU=0.7: 0.261582
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.382499
INFO:TEST NDCG@10, IoU=0.5: 0.346075
INFO:TEST NDCG@10, IoU=0.7: 0.241322
INFO:TEST NDCG@20, IoU=0.3: 0.387493
INFO:TEST NDCG@20, IoU=0.5: 0.351034
INFO:TEST NDCG@20, IoU=0.7: 0.246592
INFO:TEST NDCG@40, IoU=0.3: 0.413853
INFO:TEST NDCG@40, IoU=0.5: 0.375176
INFO:TEST NDCG@40, IoU=0.7: 0.266028
INFO:
INFO:EPOCH 72/100 | STEP: 2800|5416 | Loss: 0.107772
INFO:EPOCH 72/100 | STEP: 2900|5416 | Loss: 0.100276
INFO:EPOCH 72/100 | STEP: 3000|5416 | Loss: 0.101190
INFO:EPOCH 72/100 | STEP: 3100|5416 | Loss: 0.102635
INFO:EPOCH 72/100 | STEP: 3200|5416 | Loss: 0.102391
INFO:EPOCH 72/100 | STEP: 3300|5416 | Loss: 0.101765
INFO:EPOCH 72/100 | STEP: 3400|5416 | Loss: 0.105180
INFO:EPOCH 72/100 | STEP: 3500|5416 | Loss: 0.105178
INFO:EPOCH 72/100 | STEP: 3600|5416 | Loss: 0.102293
INFO:EPOCH 72/100 | STEP: 3700|5416 | Loss: 0.102389
INFO:EPOCH 72/100 | STEP: 3800|5416 | Loss: 0.094379
INFO:EPOCH 72/100 | STEP: 3900|5416 | Loss: 0.092197
INFO:EPOCH 72/100 | STEP: 4000|5416 | Loss: 0.101287
INFO:EPOCH 72/100 | STEP: 4100|5416 | Loss: 0.103739
INFO:EPOCH 72/100 | STEP: 4200|5416 | Loss: 0.097065
INFO:EPOCH 72/100 | STEP: 4300|5416 | Loss: 0.098906
INFO:EPOCH 72/100 | STEP: 4400|5416 | Loss: 0.102086
INFO:EPOCH 72/100 | STEP: 4500|5416 | Loss: 0.104599
INFO:EPOCH 72/100 | STEP: 4600|5416 | Loss: 0.098069
INFO:EPOCH 72/100 | STEP: 4700|5416 | Loss: 0.093703
INFO:EPOCH 72/100 | STEP: 4800|5416 | Loss: 0.105636
INFO:EPOCH 72/100 | STEP: 4900|5416 | Loss: 0.097121
INFO:EPOCH 72/100 | STEP: 5000|5416 | Loss: 0.102731
INFO:EPOCH 72/100 | STEP: 5100|5416 | Loss: 0.108679
INFO:EPOCH 72/100 | STEP: 5200|5416 | Loss: 0.108433
INFO:EPOCH 72/100 | STEP: 5300|5416 | Loss: 0.104913
INFO:EPOCH 72/100 | STEP: 5400|5416 | Loss: 0.100478
INFO:VAL NDCG@10, IoU=0.3: 0.429718
INFO:VAL NDCG@10, IoU=0.5: 0.394643
INFO:VAL NDCG@10, IoU=0.7: 0.267395
INFO:VAL NDCG@20, IoU=0.3: 0.432832
INFO:VAL NDCG@20, IoU=0.5: 0.396149
INFO:VAL NDCG@20, IoU=0.7: 0.271767
INFO:VAL NDCG@40, IoU=0.3: 0.465727
INFO:VAL NDCG@40, IoU=0.5: 0.425885
INFO:VAL NDCG@40, IoU=0.7: 0.296066
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.427674
INFO:TEST NDCG@10, IoU=0.5: 0.392408
INFO:TEST NDCG@10, IoU=0.7: 0.276375
INFO:TEST NDCG@20, IoU=0.3: 0.436797
INFO:TEST NDCG@20, IoU=0.5: 0.399641
INFO:TEST NDCG@20, IoU=0.7: 0.282693
INFO:TEST NDCG@40, IoU=0.3: 0.466136
INFO:TEST NDCG@40, IoU=0.5: 0.426345
INFO:TEST NDCG@40, IoU=0.7: 0.302275
INFO:
INFO:TRAIN EPOCH: 73|100
INFO:EPOCH 73/100 | STEP: 0|5416 | Loss: 0.188473
INFO:EPOCH 73/100 | STEP: 100|5416 | Loss: 0.180042
INFO:EPOCH 73/100 | STEP: 200|5416 | Loss: 0.176384
INFO:EPOCH 73/100 | STEP: 300|5416 | Loss: 0.183968
INFO:EPOCH 73/100 | STEP: 400|5416 | Loss: 0.185629
INFO:EPOCH 73/100 | STEP: 500|5416 | Loss: 0.168621
INFO:EPOCH 73/100 | STEP: 600|5416 | Loss: 0.175180
INFO:EPOCH 73/100 | STEP: 700|5416 | Loss: 0.168224
INFO:EPOCH 73/100 | STEP: 800|5416 | Loss: 0.168512
INFO:EPOCH 73/100 | STEP: 900|5416 | Loss: 0.183506
INFO:EPOCH 73/100 | STEP: 1000|5416 | Loss: 0.179718
INFO:EPOCH 73/100 | STEP: 1100|5416 | Loss: 0.179605
INFO:EPOCH 73/100 | STEP: 1200|5416 | Loss: 0.174548
INFO:EPOCH 73/100 | STEP: 1300|5416 | Loss: 0.184326
INFO:EPOCH 73/100 | STEP: 1400|5416 | Loss: 0.175582
INFO:EPOCH 73/100 | STEP: 1500|5416 | Loss: 0.179397
INFO:EPOCH 73/100 | STEP: 1600|5416 | Loss: 0.175915
INFO:EPOCH 73/100 | STEP: 1700|5416 | Loss: 0.175334
INFO:EPOCH 73/100 | STEP: 1800|5416 | Loss: 0.170311
INFO:EPOCH 73/100 | STEP: 1900|5416 | Loss: 0.172344
INFO:EPOCH 73/100 | STEP: 2000|5416 | Loss: 0.176059
INFO:EPOCH 73/100 | STEP: 2100|5416 | Loss: 0.177476
INFO:EPOCH 73/100 | STEP: 2200|5416 | Loss: 0.178410
INFO:EPOCH 73/100 | STEP: 2300|5416 | Loss: 0.172715
INFO:EPOCH 73/100 | STEP: 2400|5416 | Loss: 0.171558
INFO:EPOCH 73/100 | STEP: 2500|5416 | Loss: 0.176523
INFO:EPOCH 73/100 | STEP: 2600|5416 | Loss: 0.171866
INFO:EPOCH 73/100 | STEP: 2700|5416 | Loss: 0.170165
INFO:VAL NDCG@10, IoU=0.3: 0.385256
INFO:VAL NDCG@10, IoU=0.5: 0.351175
INFO:VAL NDCG@10, IoU=0.7: 0.233857
INFO:VAL NDCG@20, IoU=0.3: 0.387384
INFO:VAL NDCG@20, IoU=0.5: 0.352088
INFO:VAL NDCG@20, IoU=0.7: 0.238748
INFO:VAL NDCG@40, IoU=0.3: 0.415313
INFO:VAL NDCG@40, IoU=0.5: 0.378643
INFO:VAL NDCG@40, IoU=0.7: 0.261261
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.384245
INFO:TEST NDCG@10, IoU=0.5: 0.347118
INFO:TEST NDCG@10, IoU=0.7: 0.241716
INFO:TEST NDCG@20, IoU=0.3: 0.387914
INFO:TEST NDCG@20, IoU=0.5: 0.350682
INFO:TEST NDCG@20, IoU=0.7: 0.245805
INFO:TEST NDCG@40, IoU=0.3: 0.415997
INFO:TEST NDCG@40, IoU=0.5: 0.376711
INFO:TEST NDCG@40, IoU=0.7: 0.267042
INFO:
INFO:EPOCH 73/100 | STEP: 2800|5416 | Loss: 0.109026
INFO:EPOCH 73/100 | STEP: 2900|5416 | Loss: 0.099130
INFO:EPOCH 73/100 | STEP: 3000|5416 | Loss: 0.100978
INFO:EPOCH 73/100 | STEP: 3100|5416 | Loss: 0.099138
INFO:EPOCH 73/100 | STEP: 3200|5416 | Loss: 0.097536
INFO:EPOCH 73/100 | STEP: 3300|5416 | Loss: 0.099744
INFO:EPOCH 73/100 | STEP: 3400|5416 | Loss: 0.096866
INFO:EPOCH 73/100 | STEP: 3500|5416 | Loss: 0.089711
INFO:EPOCH 73/100 | STEP: 3600|5416 | Loss: 0.095976
INFO:EPOCH 73/100 | STEP: 3700|5416 | Loss: 0.094744
INFO:EPOCH 73/100 | STEP: 3800|5416 | Loss: 0.096610
INFO:EPOCH 73/100 | STEP: 3900|5416 | Loss: 0.096068
INFO:EPOCH 73/100 | STEP: 4000|5416 | Loss: 0.099292
INFO:EPOCH 73/100 | STEP: 4100|5416 | Loss: 0.101981
INFO:EPOCH 73/100 | STEP: 4200|5416 | Loss: 0.090709
INFO:EPOCH 73/100 | STEP: 4300|5416 | Loss: 0.100737
INFO:EPOCH 73/100 | STEP: 4400|5416 | Loss: 0.100409
INFO:EPOCH 73/100 | STEP: 4500|5416 | Loss: 0.099217
INFO:EPOCH 73/100 | STEP: 4600|5416 | Loss: 0.097800
INFO:EPOCH 73/100 | STEP: 4700|5416 | Loss: 0.093815
INFO:EPOCH 73/100 | STEP: 4800|5416 | Loss: 0.098205
INFO:EPOCH 73/100 | STEP: 4900|5416 | Loss: 0.092405
INFO:EPOCH 73/100 | STEP: 5000|5416 | Loss: 0.106494
INFO:EPOCH 73/100 | STEP: 5100|5416 | Loss: 0.107184
INFO:EPOCH 73/100 | STEP: 5200|5416 | Loss: 0.096893
INFO:EPOCH 73/100 | STEP: 5300|5416 | Loss: 0.093560
INFO:EPOCH 73/100 | STEP: 5400|5416 | Loss: 0.096254
INFO:VAL NDCG@10, IoU=0.3: 0.428138
INFO:VAL NDCG@10, IoU=0.5: 0.391981
INFO:VAL NDCG@10, IoU=0.7: 0.265663
INFO:VAL NDCG@20, IoU=0.3: 0.433076
INFO:VAL NDCG@20, IoU=0.5: 0.396841
INFO:VAL NDCG@20, IoU=0.7: 0.272578
INFO:VAL NDCG@40, IoU=0.3: 0.463550
INFO:VAL NDCG@40, IoU=0.5: 0.424367
INFO:VAL NDCG@40, IoU=0.7: 0.295756
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.427723
INFO:TEST NDCG@10, IoU=0.5: 0.391435
INFO:TEST NDCG@10, IoU=0.7: 0.276510
INFO:TEST NDCG@20, IoU=0.3: 0.437162
INFO:TEST NDCG@20, IoU=0.5: 0.399397
INFO:TEST NDCG@20, IoU=0.7: 0.283079
INFO:TEST NDCG@40, IoU=0.3: 0.465429
INFO:TEST NDCG@40, IoU=0.5: 0.425150
INFO:TEST NDCG@40, IoU=0.7: 0.302364
INFO:
INFO:TRAIN EPOCH: 74|100
INFO:EPOCH 74/100 | STEP: 0|5416 | Loss: 0.198026
INFO:EPOCH 74/100 | STEP: 100|5416 | Loss: 0.178218
INFO:EPOCH 74/100 | STEP: 200|5416 | Loss: 0.182231
INFO:EPOCH 74/100 | STEP: 300|5416 | Loss: 0.182726
INFO:EPOCH 74/100 | STEP: 400|5416 | Loss: 0.183002
INFO:EPOCH 74/100 | STEP: 500|5416 | Loss: 0.175674
INFO:EPOCH 74/100 | STEP: 600|5416 | Loss: 0.179586
INFO:EPOCH 74/100 | STEP: 700|5416 | Loss: 0.176406
INFO:EPOCH 74/100 | STEP: 800|5416 | Loss: 0.173473
INFO:EPOCH 74/100 | STEP: 900|5416 | Loss: 0.172661
INFO:EPOCH 74/100 | STEP: 1000|5416 | Loss: 0.176509
INFO:EPOCH 74/100 | STEP: 1100|5416 | Loss: 0.169162
INFO:EPOCH 74/100 | STEP: 1200|5416 | Loss: 0.189936
INFO:EPOCH 74/100 | STEP: 1300|5416 | Loss: 0.168391
INFO:EPOCH 74/100 | STEP: 1400|5416 | Loss: 0.174607
INFO:EPOCH 74/100 | STEP: 1500|5416 | Loss: 0.179375
INFO:EPOCH 74/100 | STEP: 1600|5416 | Loss: 0.174509
INFO:EPOCH 74/100 | STEP: 1700|5416 | Loss: 0.167875
INFO:EPOCH 74/100 | STEP: 1800|5416 | Loss: 0.188706
INFO:EPOCH 74/100 | STEP: 1900|5416 | Loss: 0.178293
INFO:EPOCH 74/100 | STEP: 2000|5416 | Loss: 0.181410
INFO:EPOCH 74/100 | STEP: 2100|5416 | Loss: 0.190409
INFO:EPOCH 74/100 | STEP: 2200|5416 | Loss: 0.173854
INFO:EPOCH 74/100 | STEP: 2300|5416 | Loss: 0.178884
INFO:EPOCH 74/100 | STEP: 2400|5416 | Loss: 0.181663
INFO:EPOCH 74/100 | STEP: 2500|5416 | Loss: 0.181034
INFO:EPOCH 74/100 | STEP: 2600|5416 | Loss: 0.179229
INFO:EPOCH 74/100 | STEP: 2700|5416 | Loss: 0.172090
INFO:VAL NDCG@10, IoU=0.3: 0.387428
INFO:VAL NDCG@10, IoU=0.5: 0.353178
INFO:VAL NDCG@10, IoU=0.7: 0.237281
INFO:VAL NDCG@20, IoU=0.3: 0.389067
INFO:VAL NDCG@20, IoU=0.5: 0.353366
INFO:VAL NDCG@20, IoU=0.7: 0.240690
INFO:VAL NDCG@40, IoU=0.3: 0.415957
INFO:VAL NDCG@40, IoU=0.5: 0.378809
INFO:VAL NDCG@40, IoU=0.7: 0.262357
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.383434
INFO:TEST NDCG@10, IoU=0.5: 0.346948
INFO:TEST NDCG@10, IoU=0.7: 0.241239
INFO:TEST NDCG@20, IoU=0.3: 0.390286
INFO:TEST NDCG@20, IoU=0.5: 0.353627
INFO:TEST NDCG@20, IoU=0.7: 0.247865
INFO:TEST NDCG@40, IoU=0.3: 0.417829
INFO:TEST NDCG@40, IoU=0.5: 0.378542
INFO:TEST NDCG@40, IoU=0.7: 0.267433
INFO:
INFO:EPOCH 74/100 | STEP: 2800|5416 | Loss: 0.094443
INFO:EPOCH 74/100 | STEP: 2900|5416 | Loss: 0.106426
INFO:EPOCH 74/100 | STEP: 3000|5416 | Loss: 0.101554
INFO:EPOCH 74/100 | STEP: 3100|5416 | Loss: 0.100486
INFO:EPOCH 74/100 | STEP: 3200|5416 | Loss: 0.105663
INFO:EPOCH 74/100 | STEP: 3300|5416 | Loss: 0.093445
INFO:EPOCH 74/100 | STEP: 3400|5416 | Loss: 0.095472
INFO:EPOCH 74/100 | STEP: 3500|5416 | Loss: 0.090271
INFO:EPOCH 74/100 | STEP: 3600|5416 | Loss: 0.099641
INFO:EPOCH 74/100 | STEP: 3700|5416 | Loss: 0.090654
INFO:EPOCH 74/100 | STEP: 3800|5416 | Loss: 0.091012
INFO:EPOCH 74/100 | STEP: 3900|5416 | Loss: 0.090080
INFO:EPOCH 74/100 | STEP: 4000|5416 | Loss: 0.099006
INFO:EPOCH 74/100 | STEP: 4100|5416 | Loss: 0.099827
INFO:EPOCH 74/100 | STEP: 4200|5416 | Loss: 0.092320
INFO:EPOCH 74/100 | STEP: 4300|5416 | Loss: 0.100336
INFO:EPOCH 74/100 | STEP: 4400|5416 | Loss: 0.093628
INFO:EPOCH 74/100 | STEP: 4500|5416 | Loss: 0.094732
INFO:EPOCH 74/100 | STEP: 4600|5416 | Loss: 0.092484
INFO:EPOCH 74/100 | STEP: 4700|5416 | Loss: 0.094504
INFO:EPOCH 74/100 | STEP: 4800|5416 | Loss: 0.098343
INFO:EPOCH 74/100 | STEP: 4900|5416 | Loss: 0.110449
INFO:EPOCH 74/100 | STEP: 5000|5416 | Loss: 0.089334
INFO:EPOCH 74/100 | STEP: 5100|5416 | Loss: 0.099234
INFO:EPOCH 74/100 | STEP: 5200|5416 | Loss: 0.094649
INFO:EPOCH 74/100 | STEP: 5300|5416 | Loss: 0.095614
INFO:EPOCH 74/100 | STEP: 5400|5416 | Loss: 0.097614
INFO:VAL NDCG@10, IoU=0.3: 0.431948
INFO:VAL NDCG@10, IoU=0.5: 0.394952
INFO:VAL NDCG@10, IoU=0.7: 0.267622
INFO:VAL NDCG@20, IoU=0.3: 0.432907
INFO:VAL NDCG@20, IoU=0.5: 0.396655
INFO:VAL NDCG@20, IoU=0.7: 0.273251
INFO:VAL NDCG@40, IoU=0.3: 0.464405
INFO:VAL NDCG@40, IoU=0.5: 0.425666
INFO:VAL NDCG@40, IoU=0.7: 0.296699
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.430839
INFO:TEST NDCG@10, IoU=0.5: 0.394136
INFO:TEST NDCG@10, IoU=0.7: 0.277398
INFO:TEST NDCG@20, IoU=0.3: 0.438053
INFO:TEST NDCG@20, IoU=0.5: 0.400392
INFO:TEST NDCG@20, IoU=0.7: 0.283136
INFO:TEST NDCG@40, IoU=0.3: 0.467793
INFO:TEST NDCG@40, IoU=0.5: 0.427494
INFO:TEST NDCG@40, IoU=0.7: 0.303785
INFO:
INFO:TRAIN EPOCH: 75|100
INFO:EPOCH 75/100 | STEP: 0|5416 | Loss: 0.190277
INFO:EPOCH 75/100 | STEP: 100|5416 | Loss: 0.181923
INFO:EPOCH 75/100 | STEP: 200|5416 | Loss: 0.182155
INFO:EPOCH 75/100 | STEP: 300|5416 | Loss: 0.174986
INFO:EPOCH 75/100 | STEP: 400|5416 | Loss: 0.178444
INFO:EPOCH 75/100 | STEP: 500|5416 | Loss: 0.168346
INFO:EPOCH 75/100 | STEP: 600|5416 | Loss: 0.171511
INFO:EPOCH 75/100 | STEP: 700|5416 | Loss: 0.171718
INFO:EPOCH 75/100 | STEP: 800|5416 | Loss: 0.171682
INFO:EPOCH 75/100 | STEP: 900|5416 | Loss: 0.174934
INFO:EPOCH 75/100 | STEP: 1000|5416 | Loss: 0.174132
INFO:EPOCH 75/100 | STEP: 1100|5416 | Loss: 0.175572
INFO:EPOCH 75/100 | STEP: 1200|5416 | Loss: 0.179433
INFO:EPOCH 75/100 | STEP: 1300|5416 | Loss: 0.184300
INFO:EPOCH 75/100 | STEP: 1400|5416 | Loss: 0.183009
INFO:EPOCH 75/100 | STEP: 1500|5416 | Loss: 0.174872
INFO:EPOCH 75/100 | STEP: 1600|5416 | Loss: 0.174346
INFO:EPOCH 75/100 | STEP: 1700|5416 | Loss: 0.170025
INFO:EPOCH 75/100 | STEP: 1800|5416 | Loss: 0.169005
INFO:EPOCH 75/100 | STEP: 1900|5416 | Loss: 0.176832
INFO:EPOCH 75/100 | STEP: 2000|5416 | Loss: 0.171382
INFO:EPOCH 75/100 | STEP: 2100|5416 | Loss: 0.181355
INFO:EPOCH 75/100 | STEP: 2200|5416 | Loss: 0.170975
INFO:EPOCH 75/100 | STEP: 2300|5416 | Loss: 0.176124
INFO:EPOCH 75/100 | STEP: 2400|5416 | Loss: 0.176453
INFO:EPOCH 75/100 | STEP: 2500|5416 | Loss: 0.179847
INFO:EPOCH 75/100 | STEP: 2600|5416 | Loss: 0.176092
INFO:EPOCH 75/100 | STEP: 2700|5416 | Loss: 0.182432
INFO:VAL NDCG@10, IoU=0.3: 0.385892
INFO:VAL NDCG@10, IoU=0.5: 0.350969
INFO:VAL NDCG@10, IoU=0.7: 0.234882
INFO:VAL NDCG@20, IoU=0.3: 0.388739
INFO:VAL NDCG@20, IoU=0.5: 0.353585
INFO:VAL NDCG@20, IoU=0.7: 0.241684
INFO:VAL NDCG@40, IoU=0.3: 0.416438
INFO:VAL NDCG@40, IoU=0.5: 0.378919
INFO:VAL NDCG@40, IoU=0.7: 0.263722
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.384714
INFO:TEST NDCG@10, IoU=0.5: 0.346970
INFO:TEST NDCG@10, IoU=0.7: 0.242595
INFO:TEST NDCG@20, IoU=0.3: 0.390019
INFO:TEST NDCG@20, IoU=0.5: 0.351798
INFO:TEST NDCG@20, IoU=0.7: 0.247782
INFO:TEST NDCG@40, IoU=0.3: 0.416783
INFO:TEST NDCG@40, IoU=0.5: 0.376466
INFO:TEST NDCG@40, IoU=0.7: 0.267784
INFO:
INFO:EPOCH 75/100 | STEP: 2800|5416 | Loss: 0.099949
INFO:EPOCH 75/100 | STEP: 2900|5416 | Loss: 0.098264
INFO:EPOCH 75/100 | STEP: 3000|5416 | Loss: 0.097900
INFO:EPOCH 75/100 | STEP: 3100|5416 | Loss: 0.102577
INFO:EPOCH 75/100 | STEP: 3200|5416 | Loss: 0.105300
INFO:EPOCH 75/100 | STEP: 3300|5416 | Loss: 0.093903
INFO:EPOCH 75/100 | STEP: 3400|5416 | Loss: 0.097795
INFO:EPOCH 75/100 | STEP: 3500|5416 | Loss: 0.086594
INFO:EPOCH 75/100 | STEP: 3600|5416 | Loss: 0.091437
INFO:EPOCH 75/100 | STEP: 3700|5416 | Loss: 0.091324
INFO:EPOCH 75/100 | STEP: 3800|5416 | Loss: 0.093474
INFO:EPOCH 75/100 | STEP: 3900|5416 | Loss: 0.092126
INFO:EPOCH 75/100 | STEP: 4000|5416 | Loss: 0.096459
INFO:EPOCH 75/100 | STEP: 4100|5416 | Loss: 0.093835
INFO:EPOCH 75/100 | STEP: 4200|5416 | Loss: 0.095406
INFO:EPOCH 75/100 | STEP: 4300|5416 | Loss: 0.100014
INFO:EPOCH 75/100 | STEP: 4400|5416 | Loss: 0.103373
INFO:EPOCH 75/100 | STEP: 4500|5416 | Loss: 0.095726
INFO:EPOCH 75/100 | STEP: 4600|5416 | Loss: 0.099634
INFO:EPOCH 75/100 | STEP: 4700|5416 | Loss: 0.096601
INFO:EPOCH 75/100 | STEP: 4800|5416 | Loss: 0.098339
INFO:EPOCH 75/100 | STEP: 4900|5416 | Loss: 0.102408
INFO:EPOCH 75/100 | STEP: 5000|5416 | Loss: 0.106007
INFO:EPOCH 75/100 | STEP: 5100|5416 | Loss: 0.094559
INFO:EPOCH 75/100 | STEP: 5200|5416 | Loss: 0.106489
INFO:EPOCH 75/100 | STEP: 5300|5416 | Loss: 0.101157
INFO:EPOCH 75/100 | STEP: 5400|5416 | Loss: 0.093762
INFO:VAL NDCG@10, IoU=0.3: 0.433167
INFO:VAL NDCG@10, IoU=0.5: 0.396611
INFO:VAL NDCG@10, IoU=0.7: 0.268717
INFO:VAL NDCG@20, IoU=0.3: 0.437555
INFO:VAL NDCG@20, IoU=0.5: 0.400451
INFO:VAL NDCG@20, IoU=0.7: 0.275749
INFO:VAL NDCG@40, IoU=0.3: 0.467334
INFO:VAL NDCG@40, IoU=0.5: 0.428102
INFO:VAL NDCG@40, IoU=0.7: 0.298889
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.430087
INFO:TEST NDCG@10, IoU=0.5: 0.392831
INFO:TEST NDCG@10, IoU=0.7: 0.276586
INFO:TEST NDCG@20, IoU=0.3: 0.438389
INFO:TEST NDCG@20, IoU=0.5: 0.399943
INFO:TEST NDCG@20, IoU=0.7: 0.283374
INFO:TEST NDCG@40, IoU=0.3: 0.467874
INFO:TEST NDCG@40, IoU=0.5: 0.427275
INFO:TEST NDCG@40, IoU=0.7: 0.303223
INFO:
INFO:TRAIN EPOCH: 76|100
INFO:EPOCH 76/100 | STEP: 0|5416 | Loss: 0.190426
INFO:EPOCH 76/100 | STEP: 100|5416 | Loss: 0.179256
INFO:EPOCH 76/100 | STEP: 200|5416 | Loss: 0.169021
INFO:EPOCH 76/100 | STEP: 300|5416 | Loss: 0.172978
INFO:EPOCH 76/100 | STEP: 400|5416 | Loss: 0.185598
INFO:EPOCH 76/100 | STEP: 500|5416 | Loss: 0.170126
INFO:EPOCH 76/100 | STEP: 600|5416 | Loss: 0.172066
INFO:EPOCH 76/100 | STEP: 700|5416 | Loss: 0.174623
INFO:EPOCH 76/100 | STEP: 800|5416 | Loss: 0.176154
INFO:EPOCH 76/100 | STEP: 900|5416 | Loss: 0.172769
INFO:EPOCH 76/100 | STEP: 1000|5416 | Loss: 0.180554
INFO:EPOCH 76/100 | STEP: 1100|5416 | Loss: 0.171523
INFO:EPOCH 76/100 | STEP: 1200|5416 | Loss: 0.182282
INFO:EPOCH 76/100 | STEP: 1300|5416 | Loss: 0.175607
INFO:EPOCH 76/100 | STEP: 1400|5416 | Loss: 0.175224
INFO:EPOCH 76/100 | STEP: 1500|5416 | Loss: 0.183579
INFO:EPOCH 76/100 | STEP: 1600|5416 | Loss: 0.175580
INFO:EPOCH 76/100 | STEP: 1700|5416 | Loss: 0.184352
INFO:EPOCH 76/100 | STEP: 1800|5416 | Loss: 0.178771
INFO:EPOCH 76/100 | STEP: 1900|5416 | Loss: 0.175684
INFO:EPOCH 76/100 | STEP: 2000|5416 | Loss: 0.178540
INFO:EPOCH 76/100 | STEP: 2100|5416 | Loss: 0.167128
INFO:EPOCH 76/100 | STEP: 2200|5416 | Loss: 0.182645
INFO:EPOCH 76/100 | STEP: 2300|5416 | Loss: 0.172349
INFO:EPOCH 76/100 | STEP: 2400|5416 | Loss: 0.177713
INFO:EPOCH 76/100 | STEP: 2500|5416 | Loss: 0.174469
INFO:EPOCH 76/100 | STEP: 2600|5416 | Loss: 0.192980
INFO:EPOCH 76/100 | STEP: 2700|5416 | Loss: 0.183627
INFO:VAL NDCG@10, IoU=0.3: 0.387077
INFO:VAL NDCG@10, IoU=0.5: 0.352088
INFO:VAL NDCG@10, IoU=0.7: 0.235402
INFO:VAL NDCG@20, IoU=0.3: 0.390384
INFO:VAL NDCG@20, IoU=0.5: 0.354914
INFO:VAL NDCG@20, IoU=0.7: 0.242110
INFO:VAL NDCG@40, IoU=0.3: 0.417559
INFO:VAL NDCG@40, IoU=0.5: 0.378548
INFO:VAL NDCG@40, IoU=0.7: 0.262824
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.383751
INFO:TEST NDCG@10, IoU=0.5: 0.346593
INFO:TEST NDCG@10, IoU=0.7: 0.242242
INFO:TEST NDCG@20, IoU=0.3: 0.389069
INFO:TEST NDCG@20, IoU=0.5: 0.351853
INFO:TEST NDCG@20, IoU=0.7: 0.247649
INFO:TEST NDCG@40, IoU=0.3: 0.417294
INFO:TEST NDCG@40, IoU=0.5: 0.377844
INFO:TEST NDCG@40, IoU=0.7: 0.268535
INFO:
INFO:EPOCH 76/100 | STEP: 2800|5416 | Loss: 0.093989
INFO:EPOCH 76/100 | STEP: 2900|5416 | Loss: 0.096508
INFO:EPOCH 76/100 | STEP: 3000|5416 | Loss: 0.098560
INFO:EPOCH 76/100 | STEP: 3100|5416 | Loss: 0.099555
INFO:EPOCH 76/100 | STEP: 3200|5416 | Loss: 0.090606
INFO:EPOCH 76/100 | STEP: 3300|5416 | Loss: 0.097920
INFO:EPOCH 76/100 | STEP: 3400|5416 | Loss: 0.101203
INFO:EPOCH 76/100 | STEP: 3500|5416 | Loss: 0.102378
INFO:EPOCH 76/100 | STEP: 3600|5416 | Loss: 0.100419
INFO:EPOCH 76/100 | STEP: 3700|5416 | Loss: 0.095221
INFO:EPOCH 76/100 | STEP: 3800|5416 | Loss: 0.102529
INFO:EPOCH 76/100 | STEP: 3900|5416 | Loss: 0.101132
INFO:EPOCH 76/100 | STEP: 4000|5416 | Loss: 0.098267
INFO:EPOCH 76/100 | STEP: 4100|5416 | Loss: 0.099541
INFO:EPOCH 76/100 | STEP: 4200|5416 | Loss: 0.102383
INFO:EPOCH 76/100 | STEP: 4300|5416 | Loss: 0.092030
INFO:EPOCH 76/100 | STEP: 4400|5416 | Loss: 0.095636
INFO:EPOCH 76/100 | STEP: 4500|5416 | Loss: 0.094782
INFO:EPOCH 76/100 | STEP: 4600|5416 | Loss: 0.094536
INFO:EPOCH 76/100 | STEP: 4700|5416 | Loss: 0.096702
INFO:EPOCH 76/100 | STEP: 4800|5416 | Loss: 0.096039
INFO:EPOCH 76/100 | STEP: 4900|5416 | Loss: 0.094928
INFO:EPOCH 76/100 | STEP: 5000|5416 | Loss: 0.100601
INFO:EPOCH 76/100 | STEP: 5100|5416 | Loss: 0.097382
INFO:EPOCH 76/100 | STEP: 5200|5416 | Loss: 0.096807
INFO:EPOCH 76/100 | STEP: 5300|5416 | Loss: 0.089036
INFO:EPOCH 76/100 | STEP: 5400|5416 | Loss: 0.101063
INFO:VAL NDCG@10, IoU=0.3: 0.429367
INFO:VAL NDCG@10, IoU=0.5: 0.394787
INFO:VAL NDCG@10, IoU=0.7: 0.265133
INFO:VAL NDCG@20, IoU=0.3: 0.435587
INFO:VAL NDCG@20, IoU=0.5: 0.399685
INFO:VAL NDCG@20, IoU=0.7: 0.273918
INFO:VAL NDCG@40, IoU=0.3: 0.468580
INFO:VAL NDCG@40, IoU=0.5: 0.429620
INFO:VAL NDCG@40, IoU=0.7: 0.297472
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.430413
INFO:TEST NDCG@10, IoU=0.5: 0.393667
INFO:TEST NDCG@10, IoU=0.7: 0.277561
INFO:TEST NDCG@20, IoU=0.3: 0.438312
INFO:TEST NDCG@20, IoU=0.5: 0.400713
INFO:TEST NDCG@20, IoU=0.7: 0.283729
INFO:TEST NDCG@40, IoU=0.3: 0.467982
INFO:TEST NDCG@40, IoU=0.5: 0.428107
INFO:TEST NDCG@40, IoU=0.7: 0.303497
INFO:
INFO:TRAIN EPOCH: 77|100
INFO:EPOCH 77/100 | STEP: 0|5416 | Loss: 0.187977
INFO:EPOCH 77/100 | STEP: 100|5416 | Loss: 0.182189
INFO:EPOCH 77/100 | STEP: 200|5416 | Loss: 0.172217
INFO:EPOCH 77/100 | STEP: 300|5416 | Loss: 0.171192
INFO:EPOCH 77/100 | STEP: 400|5416 | Loss: 0.178382
INFO:EPOCH 77/100 | STEP: 500|5416 | Loss: 0.174057
INFO:EPOCH 77/100 | STEP: 600|5416 | Loss: 0.184313
INFO:EPOCH 77/100 | STEP: 700|5416 | Loss: 0.177729
INFO:EPOCH 77/100 | STEP: 800|5416 | Loss: 0.178147
INFO:EPOCH 77/100 | STEP: 900|5416 | Loss: 0.184106
INFO:EPOCH 77/100 | STEP: 1000|5416 | Loss: 0.172469
INFO:EPOCH 77/100 | STEP: 1100|5416 | Loss: 0.182782
INFO:EPOCH 77/100 | STEP: 1200|5416 | Loss: 0.187272
INFO:EPOCH 77/100 | STEP: 1300|5416 | Loss: 0.170284
INFO:EPOCH 77/100 | STEP: 1400|5416 | Loss: 0.180567
INFO:EPOCH 77/100 | STEP: 1500|5416 | Loss: 0.169519
INFO:EPOCH 77/100 | STEP: 1600|5416 | Loss: 0.183320
INFO:EPOCH 77/100 | STEP: 1700|5416 | Loss: 0.178759
INFO:EPOCH 77/100 | STEP: 1800|5416 | Loss: 0.182469
INFO:EPOCH 77/100 | STEP: 1900|5416 | Loss: 0.172825
INFO:EPOCH 77/100 | STEP: 2000|5416 | Loss: 0.175135
INFO:EPOCH 77/100 | STEP: 2100|5416 | Loss: 0.174079
INFO:EPOCH 77/100 | STEP: 2200|5416 | Loss: 0.178924
INFO:EPOCH 77/100 | STEP: 2300|5416 | Loss: 0.182448
INFO:EPOCH 77/100 | STEP: 2400|5416 | Loss: 0.177994
INFO:EPOCH 77/100 | STEP: 2500|5416 | Loss: 0.174113
INFO:EPOCH 77/100 | STEP: 2600|5416 | Loss: 0.181067
INFO:EPOCH 77/100 | STEP: 2700|5416 | Loss: 0.168883
INFO:VAL NDCG@10, IoU=0.3: 0.389298
INFO:VAL NDCG@10, IoU=0.5: 0.353012
INFO:VAL NDCG@10, IoU=0.7: 0.237024
INFO:VAL NDCG@20, IoU=0.3: 0.390787
INFO:VAL NDCG@20, IoU=0.5: 0.354327
INFO:VAL NDCG@20, IoU=0.7: 0.241713
INFO:VAL NDCG@40, IoU=0.3: 0.418542
INFO:VAL NDCG@40, IoU=0.5: 0.379901
INFO:VAL NDCG@40, IoU=0.7: 0.263453
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.387537
INFO:TEST NDCG@10, IoU=0.5: 0.351133
INFO:TEST NDCG@10, IoU=0.7: 0.244352
INFO:TEST NDCG@20, IoU=0.3: 0.392292
INFO:TEST NDCG@20, IoU=0.5: 0.355007
INFO:TEST NDCG@20, IoU=0.7: 0.249513
INFO:TEST NDCG@40, IoU=0.3: 0.420007
INFO:TEST NDCG@40, IoU=0.5: 0.380879
INFO:TEST NDCG@40, IoU=0.7: 0.270027
INFO:
INFO:EPOCH 77/100 | STEP: 2800|5416 | Loss: 0.098789
INFO:EPOCH 77/100 | STEP: 2900|5416 | Loss: 0.106982
INFO:EPOCH 77/100 | STEP: 3000|5416 | Loss: 0.091152
INFO:EPOCH 77/100 | STEP: 3100|5416 | Loss: 0.096616
INFO:EPOCH 77/100 | STEP: 3200|5416 | Loss: 0.102556
INFO:EPOCH 77/100 | STEP: 3300|5416 | Loss: 0.095994
INFO:EPOCH 77/100 | STEP: 3400|5416 | Loss: 0.098117
INFO:EPOCH 77/100 | STEP: 3500|5416 | Loss: 0.094774
INFO:EPOCH 77/100 | STEP: 3600|5416 | Loss: 0.102456
INFO:EPOCH 77/100 | STEP: 3700|5416 | Loss: 0.095230
INFO:EPOCH 77/100 | STEP: 3800|5416 | Loss: 0.101771
INFO:EPOCH 77/100 | STEP: 3900|5416 | Loss: 0.092873
INFO:EPOCH 77/100 | STEP: 4000|5416 | Loss: 0.098913
INFO:EPOCH 77/100 | STEP: 4100|5416 | Loss: 0.095724
INFO:EPOCH 77/100 | STEP: 4200|5416 | Loss: 0.089086
INFO:EPOCH 77/100 | STEP: 4300|5416 | Loss: 0.102868
INFO:EPOCH 77/100 | STEP: 4400|5416 | Loss: 0.089368
INFO:EPOCH 77/100 | STEP: 4500|5416 | Loss: 0.100346
INFO:EPOCH 77/100 | STEP: 4600|5416 | Loss: 0.094271
INFO:EPOCH 77/100 | STEP: 4700|5416 | Loss: 0.101481
INFO:EPOCH 77/100 | STEP: 4800|5416 | Loss: 0.101549
INFO:EPOCH 77/100 | STEP: 4900|5416 | Loss: 0.101288
INFO:EPOCH 77/100 | STEP: 5000|5416 | Loss: 0.087280
INFO:EPOCH 77/100 | STEP: 5100|5416 | Loss: 0.088002
INFO:EPOCH 77/100 | STEP: 5200|5416 | Loss: 0.099269
INFO:EPOCH 77/100 | STEP: 5300|5416 | Loss: 0.089059
INFO:EPOCH 77/100 | STEP: 5400|5416 | Loss: 0.098054
INFO:VAL NDCG@10, IoU=0.3: 0.429836
INFO:VAL NDCG@10, IoU=0.5: 0.393845
INFO:VAL NDCG@10, IoU=0.7: 0.265056
INFO:VAL NDCG@20, IoU=0.3: 0.436078
INFO:VAL NDCG@20, IoU=0.5: 0.399629
INFO:VAL NDCG@20, IoU=0.7: 0.273886
INFO:VAL NDCG@40, IoU=0.3: 0.467874
INFO:VAL NDCG@40, IoU=0.5: 0.428277
INFO:VAL NDCG@40, IoU=0.7: 0.296957
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.431144
INFO:TEST NDCG@10, IoU=0.5: 0.394465
INFO:TEST NDCG@10, IoU=0.7: 0.278046
INFO:TEST NDCG@20, IoU=0.3: 0.439570
INFO:TEST NDCG@20, IoU=0.5: 0.401524
INFO:TEST NDCG@20, IoU=0.7: 0.284418
INFO:TEST NDCG@40, IoU=0.3: 0.469410
INFO:TEST NDCG@40, IoU=0.5: 0.429135
INFO:TEST NDCG@40, IoU=0.7: 0.304952
INFO:
INFO:TRAIN EPOCH: 78|100
INFO:EPOCH 78/100 | STEP: 0|5416 | Loss: 0.204599
INFO:EPOCH 78/100 | STEP: 100|5416 | Loss: 0.171508
INFO:EPOCH 78/100 | STEP: 200|5416 | Loss: 0.176668
INFO:EPOCH 78/100 | STEP: 300|5416 | Loss: 0.176544
INFO:EPOCH 78/100 | STEP: 400|5416 | Loss: 0.179676
INFO:EPOCH 78/100 | STEP: 500|5416 | Loss: 0.169145
INFO:EPOCH 78/100 | STEP: 600|5416 | Loss: 0.175769
INFO:EPOCH 78/100 | STEP: 700|5416 | Loss: 0.185889
INFO:EPOCH 78/100 | STEP: 800|5416 | Loss: 0.177186
INFO:EPOCH 78/100 | STEP: 900|5416 | Loss: 0.173095
INFO:EPOCH 78/100 | STEP: 1000|5416 | Loss: 0.164886
INFO:EPOCH 78/100 | STEP: 1100|5416 | Loss: 0.173441
INFO:EPOCH 78/100 | STEP: 1200|5416 | Loss: 0.169555
INFO:EPOCH 78/100 | STEP: 1300|5416 | Loss: 0.175019
INFO:EPOCH 78/100 | STEP: 1400|5416 | Loss: 0.173811
INFO:EPOCH 78/100 | STEP: 1500|5416 | Loss: 0.175051
INFO:EPOCH 78/100 | STEP: 1600|5416 | Loss: 0.174318
INFO:EPOCH 78/100 | STEP: 1700|5416 | Loss: 0.177070
INFO:EPOCH 78/100 | STEP: 1800|5416 | Loss: 0.181404
INFO:EPOCH 78/100 | STEP: 1900|5416 | Loss: 0.182325
INFO:EPOCH 78/100 | STEP: 2000|5416 | Loss: 0.181144
INFO:EPOCH 78/100 | STEP: 2100|5416 | Loss: 0.169750
INFO:EPOCH 78/100 | STEP: 2200|5416 | Loss: 0.164235
INFO:EPOCH 78/100 | STEP: 2300|5416 | Loss: 0.192665
INFO:EPOCH 78/100 | STEP: 2400|5416 | Loss: 0.168020
INFO:EPOCH 78/100 | STEP: 2500|5416 | Loss: 0.166878
INFO:EPOCH 78/100 | STEP: 2600|5416 | Loss: 0.161013
INFO:EPOCH 78/100 | STEP: 2700|5416 | Loss: 0.179167
INFO:VAL NDCG@10, IoU=0.3: 0.386394
INFO:VAL NDCG@10, IoU=0.5: 0.351545
INFO:VAL NDCG@10, IoU=0.7: 0.235214
INFO:VAL NDCG@20, IoU=0.3: 0.390890
INFO:VAL NDCG@20, IoU=0.5: 0.354552
INFO:VAL NDCG@20, IoU=0.7: 0.241643
INFO:VAL NDCG@40, IoU=0.3: 0.419121
INFO:VAL NDCG@40, IoU=0.5: 0.380793
INFO:VAL NDCG@40, IoU=0.7: 0.265343
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.386785
INFO:TEST NDCG@10, IoU=0.5: 0.348883
INFO:TEST NDCG@10, IoU=0.7: 0.243370
INFO:TEST NDCG@20, IoU=0.3: 0.392062
INFO:TEST NDCG@20, IoU=0.5: 0.354242
INFO:TEST NDCG@20, IoU=0.7: 0.248549
INFO:TEST NDCG@40, IoU=0.3: 0.419535
INFO:TEST NDCG@40, IoU=0.5: 0.379851
INFO:TEST NDCG@40, IoU=0.7: 0.269303
INFO:
INFO:EPOCH 78/100 | STEP: 2800|5416 | Loss: 0.103046
INFO:EPOCH 78/100 | STEP: 2900|5416 | Loss: 0.113905
INFO:EPOCH 78/100 | STEP: 3000|5416 | Loss: 0.086916
INFO:EPOCH 78/100 | STEP: 3100|5416 | Loss: 0.101319
INFO:EPOCH 78/100 | STEP: 3200|5416 | Loss: 0.092799
INFO:EPOCH 78/100 | STEP: 3300|5416 | Loss: 0.103403
INFO:EPOCH 78/100 | STEP: 3400|5416 | Loss: 0.095274
INFO:EPOCH 78/100 | STEP: 3500|5416 | Loss: 0.105992
INFO:EPOCH 78/100 | STEP: 3600|5416 | Loss: 0.098751
INFO:EPOCH 78/100 | STEP: 3700|5416 | Loss: 0.096892
INFO:EPOCH 78/100 | STEP: 3800|5416 | Loss: 0.096422
INFO:EPOCH 78/100 | STEP: 3900|5416 | Loss: 0.099445
INFO:EPOCH 78/100 | STEP: 4000|5416 | Loss: 0.092131
INFO:EPOCH 78/100 | STEP: 4100|5416 | Loss: 0.097406
INFO:EPOCH 78/100 | STEP: 4200|5416 | Loss: 0.101249
INFO:EPOCH 78/100 | STEP: 4300|5416 | Loss: 0.095332
INFO:EPOCH 78/100 | STEP: 4400|5416 | Loss: 0.088923
INFO:EPOCH 78/100 | STEP: 4500|5416 | Loss: 0.097465
INFO:EPOCH 78/100 | STEP: 4600|5416 | Loss: 0.097593
INFO:EPOCH 78/100 | STEP: 4700|5416 | Loss: 0.095712
INFO:EPOCH 78/100 | STEP: 4800|5416 | Loss: 0.095412
INFO:EPOCH 78/100 | STEP: 4900|5416 | Loss: 0.103524
INFO:EPOCH 78/100 | STEP: 5000|5416 | Loss: 0.093796
INFO:EPOCH 78/100 | STEP: 5100|5416 | Loss: 0.104760
INFO:EPOCH 78/100 | STEP: 5200|5416 | Loss: 0.092372
INFO:EPOCH 78/100 | STEP: 5300|5416 | Loss: 0.091295
INFO:EPOCH 78/100 | STEP: 5400|5416 | Loss: 0.093301
INFO:VAL NDCG@10, IoU=0.3: 0.429967
INFO:VAL NDCG@10, IoU=0.5: 0.395504
INFO:VAL NDCG@10, IoU=0.7: 0.269908
INFO:VAL NDCG@20, IoU=0.3: 0.437698
INFO:VAL NDCG@20, IoU=0.5: 0.400413
INFO:VAL NDCG@20, IoU=0.7: 0.275144
INFO:VAL NDCG@40, IoU=0.3: 0.468674
INFO:VAL NDCG@40, IoU=0.5: 0.428861
INFO:VAL NDCG@40, IoU=0.7: 0.298159
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.431570
INFO:TEST NDCG@10, IoU=0.5: 0.395779
INFO:TEST NDCG@10, IoU=0.7: 0.279125
INFO:TEST NDCG@20, IoU=0.3: 0.439986
INFO:TEST NDCG@20, IoU=0.5: 0.402773
INFO:TEST NDCG@20, IoU=0.7: 0.285590
INFO:TEST NDCG@40, IoU=0.3: 0.469950
INFO:TEST NDCG@40, IoU=0.5: 0.430086
INFO:TEST NDCG@40, IoU=0.7: 0.305422
INFO:
INFO:TRAIN EPOCH: 79|100
INFO:EPOCH 79/100 | STEP: 0|5416 | Loss: 0.184304
INFO:EPOCH 79/100 | STEP: 100|5416 | Loss: 0.175929
INFO:EPOCH 79/100 | STEP: 200|5416 | Loss: 0.179306
INFO:EPOCH 79/100 | STEP: 300|5416 | Loss: 0.177740
INFO:EPOCH 79/100 | STEP: 400|5416 | Loss: 0.170734
INFO:EPOCH 79/100 | STEP: 500|5416 | Loss: 0.175220
INFO:EPOCH 79/100 | STEP: 600|5416 | Loss: 0.173842
INFO:EPOCH 79/100 | STEP: 700|5416 | Loss: 0.169273
INFO:EPOCH 79/100 | STEP: 800|5416 | Loss: 0.175418
INFO:EPOCH 79/100 | STEP: 900|5416 | Loss: 0.166576
INFO:EPOCH 79/100 | STEP: 1000|5416 | Loss: 0.181681
INFO:EPOCH 79/100 | STEP: 1100|5416 | Loss: 0.170612
INFO:EPOCH 79/100 | STEP: 1200|5416 | Loss: 0.175991
INFO:EPOCH 79/100 | STEP: 1300|5416 | Loss: 0.171467
INFO:EPOCH 79/100 | STEP: 1400|5416 | Loss: 0.179607
INFO:EPOCH 79/100 | STEP: 1500|5416 | Loss: 0.176792
INFO:EPOCH 79/100 | STEP: 1600|5416 | Loss: 0.165141
INFO:EPOCH 79/100 | STEP: 1700|5416 | Loss: 0.171562
INFO:EPOCH 79/100 | STEP: 1800|5416 | Loss: 0.169852
INFO:EPOCH 79/100 | STEP: 1900|5416 | Loss: 0.169481
INFO:EPOCH 79/100 | STEP: 2000|5416 | Loss: 0.172612
INFO:EPOCH 79/100 | STEP: 2100|5416 | Loss: 0.171672
INFO:EPOCH 79/100 | STEP: 2200|5416 | Loss: 0.180157
INFO:EPOCH 79/100 | STEP: 2300|5416 | Loss: 0.172303
INFO:EPOCH 79/100 | STEP: 2400|5416 | Loss: 0.190600
INFO:EPOCH 79/100 | STEP: 2500|5416 | Loss: 0.173877
INFO:EPOCH 79/100 | STEP: 2600|5416 | Loss: 0.171475
INFO:EPOCH 79/100 | STEP: 2700|5416 | Loss: 0.165064
INFO:VAL NDCG@10, IoU=0.3: 0.386408
INFO:VAL NDCG@10, IoU=0.5: 0.350488
INFO:VAL NDCG@10, IoU=0.7: 0.232866
INFO:VAL NDCG@20, IoU=0.3: 0.390142
INFO:VAL NDCG@20, IoU=0.5: 0.354516
INFO:VAL NDCG@20, IoU=0.7: 0.241718
INFO:VAL NDCG@40, IoU=0.3: 0.417654
INFO:VAL NDCG@40, IoU=0.5: 0.379844
INFO:VAL NDCG@40, IoU=0.7: 0.264129
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.388252
INFO:TEST NDCG@10, IoU=0.5: 0.351089
INFO:TEST NDCG@10, IoU=0.7: 0.245294
INFO:TEST NDCG@20, IoU=0.3: 0.393258
INFO:TEST NDCG@20, IoU=0.5: 0.355684
INFO:TEST NDCG@20, IoU=0.7: 0.249865
INFO:TEST NDCG@40, IoU=0.3: 0.420809
INFO:TEST NDCG@40, IoU=0.5: 0.381019
INFO:TEST NDCG@40, IoU=0.7: 0.270211
INFO:
INFO:EPOCH 79/100 | STEP: 2800|5416 | Loss: 0.108538
INFO:EPOCH 79/100 | STEP: 2900|5416 | Loss: 0.090159
INFO:EPOCH 79/100 | STEP: 3000|5416 | Loss: 0.095632
INFO:EPOCH 79/100 | STEP: 3100|5416 | Loss: 0.106443
INFO:EPOCH 79/100 | STEP: 3200|5416 | Loss: 0.095507
INFO:EPOCH 79/100 | STEP: 3300|5416 | Loss: 0.093194
INFO:EPOCH 79/100 | STEP: 3400|5416 | Loss: 0.100102
INFO:EPOCH 79/100 | STEP: 3500|5416 | Loss: 0.091351
INFO:EPOCH 79/100 | STEP: 3600|5416 | Loss: 0.095758
INFO:EPOCH 79/100 | STEP: 3700|5416 | Loss: 0.102374
INFO:EPOCH 79/100 | STEP: 3800|5416 | Loss: 0.098200
INFO:EPOCH 79/100 | STEP: 3900|5416 | Loss: 0.099397
INFO:EPOCH 79/100 | STEP: 4000|5416 | Loss: 0.094526
INFO:EPOCH 79/100 | STEP: 4100|5416 | Loss: 0.107119
INFO:EPOCH 79/100 | STEP: 4200|5416 | Loss: 0.097366
INFO:EPOCH 79/100 | STEP: 4300|5416 | Loss: 0.100001
INFO:EPOCH 79/100 | STEP: 4400|5416 | Loss: 0.095125
INFO:EPOCH 79/100 | STEP: 4500|5416 | Loss: 0.102639
INFO:EPOCH 79/100 | STEP: 4600|5416 | Loss: 0.094682
INFO:EPOCH 79/100 | STEP: 4700|5416 | Loss: 0.089691
INFO:EPOCH 79/100 | STEP: 4800|5416 | Loss: 0.093308
INFO:EPOCH 79/100 | STEP: 4900|5416 | Loss: 0.086410
INFO:EPOCH 79/100 | STEP: 5000|5416 | Loss: 0.094390
INFO:EPOCH 79/100 | STEP: 5100|5416 | Loss: 0.093512
INFO:EPOCH 79/100 | STEP: 5200|5416 | Loss: 0.085210
INFO:EPOCH 79/100 | STEP: 5300|5416 | Loss: 0.092856
INFO:EPOCH 79/100 | STEP: 5400|5416 | Loss: 0.096651
INFO:VAL NDCG@10, IoU=0.3: 0.432245
INFO:VAL NDCG@10, IoU=0.5: 0.396951
INFO:VAL NDCG@10, IoU=0.7: 0.272295
INFO:VAL NDCG@20, IoU=0.3: 0.436815
INFO:VAL NDCG@20, IoU=0.5: 0.400172
INFO:VAL NDCG@20, IoU=0.7: 0.276941
INFO:VAL NDCG@40, IoU=0.3: 0.467965
INFO:VAL NDCG@40, IoU=0.5: 0.428622
INFO:VAL NDCG@40, IoU=0.7: 0.298532
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.432903
INFO:TEST NDCG@10, IoU=0.5: 0.395482
INFO:TEST NDCG@10, IoU=0.7: 0.279103
INFO:TEST NDCG@20, IoU=0.3: 0.440316
INFO:TEST NDCG@20, IoU=0.5: 0.401865
INFO:TEST NDCG@20, IoU=0.7: 0.284749
INFO:TEST NDCG@40, IoU=0.3: 0.470275
INFO:TEST NDCG@40, IoU=0.5: 0.429497
INFO:TEST NDCG@40, IoU=0.7: 0.305456
INFO:
INFO:TRAIN EPOCH: 80|100
INFO:EPOCH 80/100 | STEP: 0|5416 | Loss: 0.185528
INFO:EPOCH 80/100 | STEP: 100|5416 | Loss: 0.183765
INFO:EPOCH 80/100 | STEP: 200|5416 | Loss: 0.182277
INFO:EPOCH 80/100 | STEP: 300|5416 | Loss: 0.168238
INFO:EPOCH 80/100 | STEP: 400|5416 | Loss: 0.181337
INFO:EPOCH 80/100 | STEP: 500|5416 | Loss: 0.174630
INFO:EPOCH 80/100 | STEP: 600|5416 | Loss: 0.182853
INFO:EPOCH 80/100 | STEP: 700|5416 | Loss: 0.176574
INFO:EPOCH 80/100 | STEP: 800|5416 | Loss: 0.174917
INFO:EPOCH 80/100 | STEP: 900|5416 | Loss: 0.181754
INFO:EPOCH 80/100 | STEP: 1000|5416 | Loss: 0.167195
INFO:EPOCH 80/100 | STEP: 1100|5416 | Loss: 0.169986
INFO:EPOCH 80/100 | STEP: 1200|5416 | Loss: 0.174943
INFO:EPOCH 80/100 | STEP: 1300|5416 | Loss: 0.189507
INFO:EPOCH 80/100 | STEP: 1400|5416 | Loss: 0.170250
INFO:EPOCH 80/100 | STEP: 1500|5416 | Loss: 0.175125
INFO:EPOCH 80/100 | STEP: 1600|5416 | Loss: 0.164368
INFO:EPOCH 80/100 | STEP: 1700|5416 | Loss: 0.183074
INFO:EPOCH 80/100 | STEP: 1800|5416 | Loss: 0.188613
INFO:EPOCH 80/100 | STEP: 1900|5416 | Loss: 0.174797
INFO:EPOCH 80/100 | STEP: 2000|5416 | Loss: 0.167485
INFO:EPOCH 80/100 | STEP: 2100|5416 | Loss: 0.172279
INFO:EPOCH 80/100 | STEP: 2200|5416 | Loss: 0.171613
INFO:EPOCH 80/100 | STEP: 2300|5416 | Loss: 0.173730
INFO:EPOCH 80/100 | STEP: 2400|5416 | Loss: 0.168807
INFO:EPOCH 80/100 | STEP: 2500|5416 | Loss: 0.171086
INFO:EPOCH 80/100 | STEP: 2600|5416 | Loss: 0.176264
INFO:EPOCH 80/100 | STEP: 2700|5416 | Loss: 0.174120
INFO:VAL NDCG@10, IoU=0.3: 0.388974
INFO:VAL NDCG@10, IoU=0.5: 0.353490
INFO:VAL NDCG@10, IoU=0.7: 0.236697
INFO:VAL NDCG@20, IoU=0.3: 0.392418
INFO:VAL NDCG@20, IoU=0.5: 0.356850
INFO:VAL NDCG@20, IoU=0.7: 0.242203
INFO:VAL NDCG@40, IoU=0.3: 0.420636
INFO:VAL NDCG@40, IoU=0.5: 0.381500
INFO:VAL NDCG@40, IoU=0.7: 0.265800
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.389191
INFO:TEST NDCG@10, IoU=0.5: 0.352263
INFO:TEST NDCG@10, IoU=0.7: 0.246245
INFO:TEST NDCG@20, IoU=0.3: 0.395322
INFO:TEST NDCG@20, IoU=0.5: 0.358311
INFO:TEST NDCG@20, IoU=0.7: 0.251990
INFO:TEST NDCG@40, IoU=0.3: 0.422360
INFO:TEST NDCG@40, IoU=0.5: 0.382627
INFO:TEST NDCG@40, IoU=0.7: 0.271662
INFO:
INFO:EPOCH 80/100 | STEP: 2800|5416 | Loss: 0.109820
INFO:EPOCH 80/100 | STEP: 2900|5416 | Loss: 0.096697
INFO:EPOCH 80/100 | STEP: 3000|5416 | Loss: 0.099852
INFO:EPOCH 80/100 | STEP: 3100|5416 | Loss: 0.093835
INFO:EPOCH 80/100 | STEP: 3200|5416 | Loss: 0.100812
INFO:EPOCH 80/100 | STEP: 3300|5416 | Loss: 0.099077
INFO:EPOCH 80/100 | STEP: 3400|5416 | Loss: 0.103852
INFO:EPOCH 80/100 | STEP: 3500|5416 | Loss: 0.094656
INFO:EPOCH 80/100 | STEP: 3600|5416 | Loss: 0.098120
INFO:EPOCH 80/100 | STEP: 3700|5416 | Loss: 0.096430
INFO:EPOCH 80/100 | STEP: 3800|5416 | Loss: 0.096122
INFO:EPOCH 80/100 | STEP: 3900|5416 | Loss: 0.097461
INFO:EPOCH 80/100 | STEP: 4000|5416 | Loss: 0.096397
INFO:EPOCH 80/100 | STEP: 4100|5416 | Loss: 0.100084
INFO:EPOCH 80/100 | STEP: 4200|5416 | Loss: 0.091333
INFO:EPOCH 80/100 | STEP: 4300|5416 | Loss: 0.090357
INFO:EPOCH 80/100 | STEP: 4400|5416 | Loss: 0.098690
INFO:EPOCH 80/100 | STEP: 4500|5416 | Loss: 0.100506
INFO:EPOCH 80/100 | STEP: 4600|5416 | Loss: 0.095579
INFO:EPOCH 80/100 | STEP: 4700|5416 | Loss: 0.097485
INFO:EPOCH 80/100 | STEP: 4800|5416 | Loss: 0.098781
INFO:EPOCH 80/100 | STEP: 4900|5416 | Loss: 0.092614
INFO:EPOCH 80/100 | STEP: 5000|5416 | Loss: 0.096362
INFO:EPOCH 80/100 | STEP: 5100|5416 | Loss: 0.098775
INFO:EPOCH 80/100 | STEP: 5200|5416 | Loss: 0.098093
INFO:EPOCH 80/100 | STEP: 5300|5416 | Loss: 0.095157
INFO:EPOCH 80/100 | STEP: 5400|5416 | Loss: 0.097705
INFO:VAL NDCG@10, IoU=0.3: 0.433470
INFO:VAL NDCG@10, IoU=0.5: 0.395740
INFO:VAL NDCG@10, IoU=0.7: 0.270715
INFO:VAL NDCG@20, IoU=0.3: 0.438588
INFO:VAL NDCG@20, IoU=0.5: 0.400964
INFO:VAL NDCG@20, IoU=0.7: 0.275786
INFO:VAL NDCG@40, IoU=0.3: 0.469679
INFO:VAL NDCG@40, IoU=0.5: 0.429065
INFO:VAL NDCG@40, IoU=0.7: 0.299300
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.433216
INFO:TEST NDCG@10, IoU=0.5: 0.396697
INFO:TEST NDCG@10, IoU=0.7: 0.279870
INFO:TEST NDCG@20, IoU=0.3: 0.441535
INFO:TEST NDCG@20, IoU=0.5: 0.404101
INFO:TEST NDCG@20, IoU=0.7: 0.285978
INFO:TEST NDCG@40, IoU=0.3: 0.471543
INFO:TEST NDCG@40, IoU=0.5: 0.431382
INFO:TEST NDCG@40, IoU=0.7: 0.306226
INFO:
INFO:TRAIN EPOCH: 81|100
INFO:EPOCH 81/100 | STEP: 0|5416 | Loss: 0.184269
INFO:EPOCH 81/100 | STEP: 100|5416 | Loss: 0.168931
INFO:EPOCH 81/100 | STEP: 200|5416 | Loss: 0.174827
INFO:EPOCH 81/100 | STEP: 300|5416 | Loss: 0.174651
INFO:EPOCH 81/100 | STEP: 400|5416 | Loss: 0.183196
INFO:EPOCH 81/100 | STEP: 500|5416 | Loss: 0.176551
INFO:EPOCH 81/100 | STEP: 600|5416 | Loss: 0.172359
INFO:EPOCH 81/100 | STEP: 700|5416 | Loss: 0.178101
INFO:EPOCH 81/100 | STEP: 800|5416 | Loss: 0.163076
INFO:EPOCH 81/100 | STEP: 900|5416 | Loss: 0.175494
INFO:EPOCH 81/100 | STEP: 1000|5416 | Loss: 0.182089
INFO:EPOCH 81/100 | STEP: 1100|5416 | Loss: 0.172899
INFO:EPOCH 81/100 | STEP: 1200|5416 | Loss: 0.170581
INFO:EPOCH 81/100 | STEP: 1300|5416 | Loss: 0.179478
INFO:EPOCH 81/100 | STEP: 1400|5416 | Loss: 0.179695
INFO:EPOCH 81/100 | STEP: 1500|5416 | Loss: 0.173015
INFO:EPOCH 81/100 | STEP: 1600|5416 | Loss: 0.167282
INFO:EPOCH 81/100 | STEP: 1700|5416 | Loss: 0.173492
INFO:EPOCH 81/100 | STEP: 1800|5416 | Loss: 0.176946
INFO:EPOCH 81/100 | STEP: 1900|5416 | Loss: 0.167729
INFO:EPOCH 81/100 | STEP: 2000|5416 | Loss: 0.177656
INFO:EPOCH 81/100 | STEP: 2100|5416 | Loss: 0.176649
INFO:EPOCH 81/100 | STEP: 2200|5416 | Loss: 0.172127
INFO:EPOCH 81/100 | STEP: 2300|5416 | Loss: 0.170721
INFO:EPOCH 81/100 | STEP: 2400|5416 | Loss: 0.172743
INFO:EPOCH 81/100 | STEP: 2500|5416 | Loss: 0.168720
INFO:EPOCH 81/100 | STEP: 2600|5416 | Loss: 0.169027
INFO:EPOCH 81/100 | STEP: 2700|5416 | Loss: 0.177316
INFO:VAL NDCG@10, IoU=0.3: 0.393684
INFO:VAL NDCG@10, IoU=0.5: 0.357146
INFO:VAL NDCG@10, IoU=0.7: 0.238165
INFO:VAL NDCG@20, IoU=0.3: 0.396891
INFO:VAL NDCG@20, IoU=0.5: 0.359182
INFO:VAL NDCG@20, IoU=0.7: 0.244346
INFO:VAL NDCG@40, IoU=0.3: 0.425174
INFO:VAL NDCG@40, IoU=0.5: 0.384977
INFO:VAL NDCG@40, IoU=0.7: 0.267305
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.389811
INFO:TEST NDCG@10, IoU=0.5: 0.353130
INFO:TEST NDCG@10, IoU=0.7: 0.247939
INFO:TEST NDCG@20, IoU=0.3: 0.395393
INFO:TEST NDCG@20, IoU=0.5: 0.358494
INFO:TEST NDCG@20, IoU=0.7: 0.253283
INFO:TEST NDCG@40, IoU=0.3: 0.423064
INFO:TEST NDCG@40, IoU=0.5: 0.383640
INFO:TEST NDCG@40, IoU=0.7: 0.273058
INFO:
INFO:EPOCH 81/100 | STEP: 2800|5416 | Loss: 0.107263
INFO:EPOCH 81/100 | STEP: 2900|5416 | Loss: 0.103616
INFO:EPOCH 81/100 | STEP: 3000|5416 | Loss: 0.091434
INFO:EPOCH 81/100 | STEP: 3100|5416 | Loss: 0.097389
INFO:EPOCH 81/100 | STEP: 3200|5416 | Loss: 0.097386
INFO:EPOCH 81/100 | STEP: 3300|5416 | Loss: 0.087634
INFO:EPOCH 81/100 | STEP: 3400|5416 | Loss: 0.092399
INFO:EPOCH 81/100 | STEP: 3500|5416 | Loss: 0.102412
INFO:EPOCH 81/100 | STEP: 3600|5416 | Loss: 0.098371
INFO:EPOCH 81/100 | STEP: 3700|5416 | Loss: 0.092075
INFO:EPOCH 81/100 | STEP: 3800|5416 | Loss: 0.094340
INFO:EPOCH 81/100 | STEP: 3900|5416 | Loss: 0.095250
INFO:EPOCH 81/100 | STEP: 4000|5416 | Loss: 0.101231
INFO:EPOCH 81/100 | STEP: 4100|5416 | Loss: 0.100694
INFO:EPOCH 81/100 | STEP: 4200|5416 | Loss: 0.091329
INFO:EPOCH 81/100 | STEP: 4300|5416 | Loss: 0.090693
INFO:EPOCH 81/100 | STEP: 4400|5416 | Loss: 0.084410
INFO:EPOCH 81/100 | STEP: 4500|5416 | Loss: 0.103786
INFO:EPOCH 81/100 | STEP: 4600|5416 | Loss: 0.091380
INFO:EPOCH 81/100 | STEP: 4700|5416 | Loss: 0.095734
INFO:EPOCH 81/100 | STEP: 4800|5416 | Loss: 0.094520
INFO:EPOCH 81/100 | STEP: 4900|5416 | Loss: 0.086937
INFO:EPOCH 81/100 | STEP: 5000|5416 | Loss: 0.091649
INFO:EPOCH 81/100 | STEP: 5100|5416 | Loss: 0.093024
INFO:EPOCH 81/100 | STEP: 5200|5416 | Loss: 0.094890
INFO:EPOCH 81/100 | STEP: 5300|5416 | Loss: 0.092960
INFO:EPOCH 81/100 | STEP: 5400|5416 | Loss: 0.098534
INFO:VAL NDCG@10, IoU=0.3: 0.438059
INFO:VAL NDCG@10, IoU=0.5: 0.401627
INFO:VAL NDCG@10, IoU=0.7: 0.274722
INFO:VAL NDCG@20, IoU=0.3: 0.443601
INFO:VAL NDCG@20, IoU=0.5: 0.405994
INFO:VAL NDCG@20, IoU=0.7: 0.280531
INFO:VAL NDCG@40, IoU=0.3: 0.473707
INFO:VAL NDCG@40, IoU=0.5: 0.433729
INFO:VAL NDCG@40, IoU=0.7: 0.302596
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.433182
INFO:TEST NDCG@10, IoU=0.5: 0.396155
INFO:TEST NDCG@10, IoU=0.7: 0.278923
INFO:TEST NDCG@20, IoU=0.3: 0.440825
INFO:TEST NDCG@20, IoU=0.5: 0.402845
INFO:TEST NDCG@20, IoU=0.7: 0.285250
INFO:TEST NDCG@40, IoU=0.3: 0.471057
INFO:TEST NDCG@40, IoU=0.5: 0.431033
INFO:TEST NDCG@40, IoU=0.7: 0.305301
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.438059
INFO:BEST VAL NDCG@10, IoU=0.5: 0.401627
INFO:BEST VAL NDCG@10, IoU=0.7: 0.274722
INFO:BEST VAL NDCG@20, IoU=0.3: 0.443601
INFO:BEST VAL NDCG@20, IoU=0.5: 0.405994
INFO:BEST VAL NDCG@20, IoU=0.7: 0.280531
INFO:BEST VAL NDCG@40, IoU=0.3: 0.473707
INFO:BEST VAL NDCG@40, IoU=0.5: 0.433729
INFO:BEST VAL NDCG@40, IoU=0.7: 0.302596
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.433182
INFO:BEST TEST NDCG@10, IoU=0.5: 0.396155
INFO:BEST TEST NDCG@10, IoU=0.7: 0.278923
INFO:BEST TEST NDCG@20, IoU=0.3: 0.440825
INFO:BEST TEST NDCG@20, IoU=0.5: 0.402845
INFO:BEST TEST NDCG@20, IoU=0.7: 0.285250
INFO:BEST TEST NDCG@40, IoU=0.3: 0.471057
INFO:BEST TEST NDCG@40, IoU=0.5: 0.431033
INFO:BEST TEST NDCG@40, IoU=0.7: 0.305301
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 82|100
INFO:EPOCH 82/100 | STEP: 0|5416 | Loss: 0.185690
INFO:EPOCH 82/100 | STEP: 100|5416 | Loss: 0.174637
INFO:EPOCH 82/100 | STEP: 200|5416 | Loss: 0.180731
INFO:EPOCH 82/100 | STEP: 300|5416 | Loss: 0.173445
INFO:EPOCH 82/100 | STEP: 400|5416 | Loss: 0.172957
INFO:EPOCH 82/100 | STEP: 500|5416 | Loss: 0.178513
INFO:EPOCH 82/100 | STEP: 600|5416 | Loss: 0.175506
INFO:EPOCH 82/100 | STEP: 700|5416 | Loss: 0.175665
INFO:EPOCH 82/100 | STEP: 800|5416 | Loss: 0.176865
INFO:EPOCH 82/100 | STEP: 900|5416 | Loss: 0.161065
INFO:EPOCH 82/100 | STEP: 1000|5416 | Loss: 0.178025
INFO:EPOCH 82/100 | STEP: 1100|5416 | Loss: 0.165713
INFO:EPOCH 82/100 | STEP: 1200|5416 | Loss: 0.179681
INFO:EPOCH 82/100 | STEP: 1300|5416 | Loss: 0.179264
INFO:EPOCH 82/100 | STEP: 1400|5416 | Loss: 0.177924
INFO:EPOCH 82/100 | STEP: 1500|5416 | Loss: 0.185631
INFO:EPOCH 82/100 | STEP: 1600|5416 | Loss: 0.177369
INFO:EPOCH 82/100 | STEP: 1700|5416 | Loss: 0.174464
INFO:EPOCH 82/100 | STEP: 1800|5416 | Loss: 0.175579
INFO:EPOCH 82/100 | STEP: 1900|5416 | Loss: 0.180143
INFO:EPOCH 82/100 | STEP: 2000|5416 | Loss: 0.181503
INFO:EPOCH 82/100 | STEP: 2100|5416 | Loss: 0.173321
INFO:EPOCH 82/100 | STEP: 2200|5416 | Loss: 0.172143
INFO:EPOCH 82/100 | STEP: 2300|5416 | Loss: 0.170748
INFO:EPOCH 82/100 | STEP: 2400|5416 | Loss: 0.168002
INFO:EPOCH 82/100 | STEP: 2500|5416 | Loss: 0.171003
INFO:EPOCH 82/100 | STEP: 2600|5416 | Loss: 0.168403
INFO:EPOCH 82/100 | STEP: 2700|5416 | Loss: 0.167274
INFO:VAL NDCG@10, IoU=0.3: 0.393142
INFO:VAL NDCG@10, IoU=0.5: 0.357439
INFO:VAL NDCG@10, IoU=0.7: 0.239725
INFO:VAL NDCG@20, IoU=0.3: 0.396857
INFO:VAL NDCG@20, IoU=0.5: 0.359946
INFO:VAL NDCG@20, IoU=0.7: 0.246306
INFO:VAL NDCG@40, IoU=0.3: 0.423906
INFO:VAL NDCG@40, IoU=0.5: 0.385415
INFO:VAL NDCG@40, IoU=0.7: 0.268167
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.390374
INFO:TEST NDCG@10, IoU=0.5: 0.353418
INFO:TEST NDCG@10, IoU=0.7: 0.246597
INFO:TEST NDCG@20, IoU=0.3: 0.395788
INFO:TEST NDCG@20, IoU=0.5: 0.358078
INFO:TEST NDCG@20, IoU=0.7: 0.251989
INFO:TEST NDCG@40, IoU=0.3: 0.423317
INFO:TEST NDCG@40, IoU=0.5: 0.384121
INFO:TEST NDCG@40, IoU=0.7: 0.272028
INFO:
INFO:EPOCH 82/100 | STEP: 2800|5416 | Loss: 0.101598
INFO:EPOCH 82/100 | STEP: 2900|5416 | Loss: 0.093578
INFO:EPOCH 82/100 | STEP: 3000|5416 | Loss: 0.094638
INFO:EPOCH 82/100 | STEP: 3100|5416 | Loss: 0.097290
INFO:EPOCH 82/100 | STEP: 3200|5416 | Loss: 0.096842
INFO:EPOCH 82/100 | STEP: 3300|5416 | Loss: 0.098576
INFO:EPOCH 82/100 | STEP: 3400|5416 | Loss: 0.098802
INFO:EPOCH 82/100 | STEP: 3500|5416 | Loss: 0.089676
INFO:EPOCH 82/100 | STEP: 3600|5416 | Loss: 0.092077
INFO:EPOCH 82/100 | STEP: 3700|5416 | Loss: 0.088806
INFO:EPOCH 82/100 | STEP: 3800|5416 | Loss: 0.093215
INFO:EPOCH 82/100 | STEP: 3900|5416 | Loss: 0.098134
INFO:EPOCH 82/100 | STEP: 4000|5416 | Loss: 0.094965
INFO:EPOCH 82/100 | STEP: 4100|5416 | Loss: 0.099621
INFO:EPOCH 82/100 | STEP: 4200|5416 | Loss: 0.096341
INFO:EPOCH 82/100 | STEP: 4300|5416 | Loss: 0.091531
INFO:EPOCH 82/100 | STEP: 4400|5416 | Loss: 0.095356
INFO:EPOCH 82/100 | STEP: 4500|5416 | Loss: 0.090153
INFO:EPOCH 82/100 | STEP: 4600|5416 | Loss: 0.099268
INFO:EPOCH 82/100 | STEP: 4700|5416 | Loss: 0.095906
INFO:EPOCH 82/100 | STEP: 4800|5416 | Loss: 0.102442
INFO:EPOCH 82/100 | STEP: 4900|5416 | Loss: 0.095328
INFO:EPOCH 82/100 | STEP: 5000|5416 | Loss: 0.103063
INFO:EPOCH 82/100 | STEP: 5100|5416 | Loss: 0.096162
INFO:EPOCH 82/100 | STEP: 5200|5416 | Loss: 0.094098
INFO:EPOCH 82/100 | STEP: 5300|5416 | Loss: 0.085720
INFO:EPOCH 82/100 | STEP: 5400|5416 | Loss: 0.096321
INFO:VAL NDCG@10, IoU=0.3: 0.432458
INFO:VAL NDCG@10, IoU=0.5: 0.397105
INFO:VAL NDCG@10, IoU=0.7: 0.271982
INFO:VAL NDCG@20, IoU=0.3: 0.438655
INFO:VAL NDCG@20, IoU=0.5: 0.402032
INFO:VAL NDCG@20, IoU=0.7: 0.277511
INFO:VAL NDCG@40, IoU=0.3: 0.469675
INFO:VAL NDCG@40, IoU=0.5: 0.431109
INFO:VAL NDCG@40, IoU=0.7: 0.300840
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.434236
INFO:TEST NDCG@10, IoU=0.5: 0.396730
INFO:TEST NDCG@10, IoU=0.7: 0.279101
INFO:TEST NDCG@20, IoU=0.3: 0.442039
INFO:TEST NDCG@20, IoU=0.5: 0.404138
INFO:TEST NDCG@20, IoU=0.7: 0.286009
INFO:TEST NDCG@40, IoU=0.3: 0.472424
INFO:TEST NDCG@40, IoU=0.5: 0.432355
INFO:TEST NDCG@40, IoU=0.7: 0.306100
INFO:
INFO:TRAIN EPOCH: 83|100
INFO:EPOCH 83/100 | STEP: 0|5416 | Loss: 0.173124
INFO:EPOCH 83/100 | STEP: 100|5416 | Loss: 0.181154
INFO:EPOCH 83/100 | STEP: 200|5416 | Loss: 0.175268
INFO:EPOCH 83/100 | STEP: 300|5416 | Loss: 0.172438
INFO:EPOCH 83/100 | STEP: 400|5416 | Loss: 0.163418
INFO:EPOCH 83/100 | STEP: 500|5416 | Loss: 0.179476
INFO:EPOCH 83/100 | STEP: 600|5416 | Loss: 0.177530
INFO:EPOCH 83/100 | STEP: 700|5416 | Loss: 0.171807
INFO:EPOCH 83/100 | STEP: 800|5416 | Loss: 0.170822
INFO:EPOCH 83/100 | STEP: 900|5416 | Loss: 0.179983
INFO:EPOCH 83/100 | STEP: 1000|5416 | Loss: 0.169373
INFO:EPOCH 83/100 | STEP: 1100|5416 | Loss: 0.168307
INFO:EPOCH 83/100 | STEP: 1200|5416 | Loss: 0.171193
INFO:EPOCH 83/100 | STEP: 1300|5416 | Loss: 0.170753
INFO:EPOCH 83/100 | STEP: 1400|5416 | Loss: 0.175352
INFO:EPOCH 83/100 | STEP: 1500|5416 | Loss: 0.166032
INFO:EPOCH 83/100 | STEP: 1600|5416 | Loss: 0.175044
INFO:EPOCH 83/100 | STEP: 1700|5416 | Loss: 0.175244
INFO:EPOCH 83/100 | STEP: 1800|5416 | Loss: 0.179937
INFO:EPOCH 83/100 | STEP: 1900|5416 | Loss: 0.180298
INFO:EPOCH 83/100 | STEP: 2000|5416 | Loss: 0.173727
INFO:EPOCH 83/100 | STEP: 2100|5416 | Loss: 0.168472
INFO:EPOCH 83/100 | STEP: 2200|5416 | Loss: 0.171617
INFO:EPOCH 83/100 | STEP: 2300|5416 | Loss: 0.171981
INFO:EPOCH 83/100 | STEP: 2400|5416 | Loss: 0.169112
INFO:EPOCH 83/100 | STEP: 2500|5416 | Loss: 0.172190
INFO:EPOCH 83/100 | STEP: 2600|5416 | Loss: 0.166835
INFO:EPOCH 83/100 | STEP: 2700|5416 | Loss: 0.160776
INFO:VAL NDCG@10, IoU=0.3: 0.390750
INFO:VAL NDCG@10, IoU=0.5: 0.354618
INFO:VAL NDCG@10, IoU=0.7: 0.236292
INFO:VAL NDCG@20, IoU=0.3: 0.395863
INFO:VAL NDCG@20, IoU=0.5: 0.359469
INFO:VAL NDCG@20, IoU=0.7: 0.243206
INFO:VAL NDCG@40, IoU=0.3: 0.423116
INFO:VAL NDCG@40, IoU=0.5: 0.384478
INFO:VAL NDCG@40, IoU=0.7: 0.266802
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.390636
INFO:TEST NDCG@10, IoU=0.5: 0.353065
INFO:TEST NDCG@10, IoU=0.7: 0.246723
INFO:TEST NDCG@20, IoU=0.3: 0.396957
INFO:TEST NDCG@20, IoU=0.5: 0.359604
INFO:TEST NDCG@20, IoU=0.7: 0.252933
INFO:TEST NDCG@40, IoU=0.3: 0.424380
INFO:TEST NDCG@40, IoU=0.5: 0.384775
INFO:TEST NDCG@40, IoU=0.7: 0.273513
INFO:
INFO:EPOCH 83/100 | STEP: 2800|5416 | Loss: 0.105979
INFO:EPOCH 83/100 | STEP: 2900|5416 | Loss: 0.104686
INFO:EPOCH 83/100 | STEP: 3000|5416 | Loss: 0.091090
INFO:EPOCH 83/100 | STEP: 3100|5416 | Loss: 0.091379
INFO:EPOCH 83/100 | STEP: 3200|5416 | Loss: 0.090352
INFO:EPOCH 83/100 | STEP: 3300|5416 | Loss: 0.097220
INFO:EPOCH 83/100 | STEP: 3400|5416 | Loss: 0.093401
INFO:EPOCH 83/100 | STEP: 3500|5416 | Loss: 0.094109
INFO:EPOCH 83/100 | STEP: 3600|5416 | Loss: 0.094970
INFO:EPOCH 83/100 | STEP: 3700|5416 | Loss: 0.099755
INFO:EPOCH 83/100 | STEP: 3800|5416 | Loss: 0.093613
INFO:EPOCH 83/100 | STEP: 3900|5416 | Loss: 0.099084
INFO:EPOCH 83/100 | STEP: 4000|5416 | Loss: 0.096370
INFO:EPOCH 83/100 | STEP: 4100|5416 | Loss: 0.100654
INFO:EPOCH 83/100 | STEP: 4200|5416 | Loss: 0.099903
INFO:EPOCH 83/100 | STEP: 4300|5416 | Loss: 0.091176
INFO:EPOCH 83/100 | STEP: 4400|5416 | Loss: 0.095688
INFO:EPOCH 83/100 | STEP: 4500|5416 | Loss: 0.095879
INFO:EPOCH 83/100 | STEP: 4600|5416 | Loss: 0.097806
INFO:EPOCH 83/100 | STEP: 4700|5416 | Loss: 0.093777
INFO:EPOCH 83/100 | STEP: 4800|5416 | Loss: 0.096809
INFO:EPOCH 83/100 | STEP: 4900|5416 | Loss: 0.095101
INFO:EPOCH 83/100 | STEP: 5000|5416 | Loss: 0.097279
INFO:EPOCH 83/100 | STEP: 5100|5416 | Loss: 0.095620
INFO:EPOCH 83/100 | STEP: 5200|5416 | Loss: 0.095080
INFO:EPOCH 83/100 | STEP: 5300|5416 | Loss: 0.083897
INFO:EPOCH 83/100 | STEP: 5400|5416 | Loss: 0.099785
INFO:VAL NDCG@10, IoU=0.3: 0.437195
INFO:VAL NDCG@10, IoU=0.5: 0.399869
INFO:VAL NDCG@10, IoU=0.7: 0.271635
INFO:VAL NDCG@20, IoU=0.3: 0.438286
INFO:VAL NDCG@20, IoU=0.5: 0.401142
INFO:VAL NDCG@20, IoU=0.7: 0.276664
INFO:VAL NDCG@40, IoU=0.3: 0.470438
INFO:VAL NDCG@40, IoU=0.5: 0.430843
INFO:VAL NDCG@40, IoU=0.7: 0.300085
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.433806
INFO:TEST NDCG@10, IoU=0.5: 0.397051
INFO:TEST NDCG@10, IoU=0.7: 0.279492
INFO:TEST NDCG@20, IoU=0.3: 0.442724
INFO:TEST NDCG@20, IoU=0.5: 0.404926
INFO:TEST NDCG@20, IoU=0.7: 0.286302
INFO:TEST NDCG@40, IoU=0.3: 0.472215
INFO:TEST NDCG@40, IoU=0.5: 0.431943
INFO:TEST NDCG@40, IoU=0.7: 0.306557
INFO:
INFO:TRAIN EPOCH: 84|100
INFO:EPOCH 84/100 | STEP: 0|5416 | Loss: 0.186362
INFO:EPOCH 84/100 | STEP: 100|5416 | Loss: 0.179794
INFO:EPOCH 84/100 | STEP: 200|5416 | Loss: 0.178723
INFO:EPOCH 84/100 | STEP: 300|5416 | Loss: 0.183300
INFO:EPOCH 84/100 | STEP: 400|5416 | Loss: 0.171118
INFO:EPOCH 84/100 | STEP: 500|5416 | Loss: 0.180079
INFO:EPOCH 84/100 | STEP: 600|5416 | Loss: 0.162519
INFO:EPOCH 84/100 | STEP: 700|5416 | Loss: 0.181240
INFO:EPOCH 84/100 | STEP: 800|5416 | Loss: 0.177430
INFO:EPOCH 84/100 | STEP: 900|5416 | Loss: 0.175607
INFO:EPOCH 84/100 | STEP: 1000|5416 | Loss: 0.176928
INFO:EPOCH 84/100 | STEP: 1100|5416 | Loss: 0.162247
INFO:EPOCH 84/100 | STEP: 1200|5416 | Loss: 0.170881
INFO:EPOCH 84/100 | STEP: 1300|5416 | Loss: 0.165248
INFO:EPOCH 84/100 | STEP: 1400|5416 | Loss: 0.190499
INFO:EPOCH 84/100 | STEP: 1500|5416 | Loss: 0.181762
INFO:EPOCH 84/100 | STEP: 1600|5416 | Loss: 0.172220
INFO:EPOCH 84/100 | STEP: 1700|5416 | Loss: 0.177052
INFO:EPOCH 84/100 | STEP: 1800|5416 | Loss: 0.172077
INFO:EPOCH 84/100 | STEP: 1900|5416 | Loss: 0.179742
INFO:EPOCH 84/100 | STEP: 2000|5416 | Loss: 0.171694
INFO:EPOCH 84/100 | STEP: 2100|5416 | Loss: 0.160347
INFO:EPOCH 84/100 | STEP: 2200|5416 | Loss: 0.180660
INFO:EPOCH 84/100 | STEP: 2300|5416 | Loss: 0.172296
INFO:EPOCH 84/100 | STEP: 2400|5416 | Loss: 0.166472
INFO:EPOCH 84/100 | STEP: 2500|5416 | Loss: 0.172112
INFO:EPOCH 84/100 | STEP: 2600|5416 | Loss: 0.177064
INFO:EPOCH 84/100 | STEP: 2700|5416 | Loss: 0.176680
INFO:VAL NDCG@10, IoU=0.3: 0.394785
INFO:VAL NDCG@10, IoU=0.5: 0.357138
INFO:VAL NDCG@10, IoU=0.7: 0.239760
INFO:VAL NDCG@20, IoU=0.3: 0.398685
INFO:VAL NDCG@20, IoU=0.5: 0.360880
INFO:VAL NDCG@20, IoU=0.7: 0.245734
INFO:VAL NDCG@40, IoU=0.3: 0.425250
INFO:VAL NDCG@40, IoU=0.5: 0.386179
INFO:VAL NDCG@40, IoU=0.7: 0.267894
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.391536
INFO:TEST NDCG@10, IoU=0.5: 0.353627
INFO:TEST NDCG@10, IoU=0.7: 0.246520
INFO:TEST NDCG@20, IoU=0.3: 0.398050
INFO:TEST NDCG@20, IoU=0.5: 0.360201
INFO:TEST NDCG@20, IoU=0.7: 0.252624
INFO:TEST NDCG@40, IoU=0.3: 0.425407
INFO:TEST NDCG@40, IoU=0.5: 0.385444
INFO:TEST NDCG@40, IoU=0.7: 0.273493
INFO:
INFO:EPOCH 84/100 | STEP: 2800|5416 | Loss: 0.094395
INFO:EPOCH 84/100 | STEP: 2900|5416 | Loss: 0.097739
INFO:EPOCH 84/100 | STEP: 3000|5416 | Loss: 0.095910
INFO:EPOCH 84/100 | STEP: 3100|5416 | Loss: 0.099710
INFO:EPOCH 84/100 | STEP: 3200|5416 | Loss: 0.104239
INFO:EPOCH 84/100 | STEP: 3300|5416 | Loss: 0.093521
INFO:EPOCH 84/100 | STEP: 3400|5416 | Loss: 0.095992
INFO:EPOCH 84/100 | STEP: 3500|5416 | Loss: 0.096786
INFO:EPOCH 84/100 | STEP: 3600|5416 | Loss: 0.100810
INFO:EPOCH 84/100 | STEP: 3700|5416 | Loss: 0.095825
INFO:EPOCH 84/100 | STEP: 3800|5416 | Loss: 0.094788
INFO:EPOCH 84/100 | STEP: 3900|5416 | Loss: 0.086885
INFO:EPOCH 84/100 | STEP: 4000|5416 | Loss: 0.093697
INFO:EPOCH 84/100 | STEP: 4100|5416 | Loss: 0.093899
INFO:EPOCH 84/100 | STEP: 4200|5416 | Loss: 0.100900
INFO:EPOCH 84/100 | STEP: 4300|5416 | Loss: 0.088814
INFO:EPOCH 84/100 | STEP: 4400|5416 | Loss: 0.086211
INFO:EPOCH 84/100 | STEP: 4500|5416 | Loss: 0.092056
INFO:EPOCH 84/100 | STEP: 4600|5416 | Loss: 0.091612
INFO:EPOCH 84/100 | STEP: 4700|5416 | Loss: 0.097516
INFO:EPOCH 84/100 | STEP: 4800|5416 | Loss: 0.087820
INFO:EPOCH 84/100 | STEP: 4900|5416 | Loss: 0.090023
INFO:EPOCH 84/100 | STEP: 5000|5416 | Loss: 0.090932
INFO:EPOCH 84/100 | STEP: 5100|5416 | Loss: 0.092441
INFO:EPOCH 84/100 | STEP: 5200|5416 | Loss: 0.091471
INFO:EPOCH 84/100 | STEP: 5300|5416 | Loss: 0.103209
INFO:EPOCH 84/100 | STEP: 5400|5416 | Loss: 0.096567
INFO:VAL NDCG@10, IoU=0.3: 0.434723
INFO:VAL NDCG@10, IoU=0.5: 0.397806
INFO:VAL NDCG@10, IoU=0.7: 0.271874
INFO:VAL NDCG@20, IoU=0.3: 0.438722
INFO:VAL NDCG@20, IoU=0.5: 0.401724
INFO:VAL NDCG@20, IoU=0.7: 0.276787
INFO:VAL NDCG@40, IoU=0.3: 0.470937
INFO:VAL NDCG@40, IoU=0.5: 0.431255
INFO:VAL NDCG@40, IoU=0.7: 0.300123
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435163
INFO:TEST NDCG@10, IoU=0.5: 0.398290
INFO:TEST NDCG@10, IoU=0.7: 0.280497
INFO:TEST NDCG@20, IoU=0.3: 0.442540
INFO:TEST NDCG@20, IoU=0.5: 0.404974
INFO:TEST NDCG@20, IoU=0.7: 0.286352
INFO:TEST NDCG@40, IoU=0.3: 0.472436
INFO:TEST NDCG@40, IoU=0.5: 0.432523
INFO:TEST NDCG@40, IoU=0.7: 0.306725
INFO:
INFO:TRAIN EPOCH: 85|100
INFO:EPOCH 85/100 | STEP: 0|5416 | Loss: 0.176840
INFO:EPOCH 85/100 | STEP: 100|5416 | Loss: 0.157920
INFO:EPOCH 85/100 | STEP: 200|5416 | Loss: 0.175025
INFO:EPOCH 85/100 | STEP: 300|5416 | Loss: 0.173248
INFO:EPOCH 85/100 | STEP: 400|5416 | Loss: 0.167479
INFO:EPOCH 85/100 | STEP: 500|5416 | Loss: 0.176285
INFO:EPOCH 85/100 | STEP: 600|5416 | Loss: 0.164917
INFO:EPOCH 85/100 | STEP: 700|5416 | Loss: 0.160481
INFO:EPOCH 85/100 | STEP: 800|5416 | Loss: 0.179724
INFO:EPOCH 85/100 | STEP: 900|5416 | Loss: 0.174877
INFO:EPOCH 85/100 | STEP: 1000|5416 | Loss: 0.174736
INFO:EPOCH 85/100 | STEP: 1100|5416 | Loss: 0.178624
INFO:EPOCH 85/100 | STEP: 1200|5416 | Loss: 0.167921
INFO:EPOCH 85/100 | STEP: 1300|5416 | Loss: 0.163313
INFO:EPOCH 85/100 | STEP: 1400|5416 | Loss: 0.176651
INFO:EPOCH 85/100 | STEP: 1500|5416 | Loss: 0.170106
INFO:EPOCH 85/100 | STEP: 1600|5416 | Loss: 0.169351
INFO:EPOCH 85/100 | STEP: 1700|5416 | Loss: 0.170125
INFO:EPOCH 85/100 | STEP: 1800|5416 | Loss: 0.179943
INFO:EPOCH 85/100 | STEP: 1900|5416 | Loss: 0.168342
INFO:EPOCH 85/100 | STEP: 2000|5416 | Loss: 0.168537
INFO:EPOCH 85/100 | STEP: 2100|5416 | Loss: 0.164096
INFO:EPOCH 85/100 | STEP: 2200|5416 | Loss: 0.176294
INFO:EPOCH 85/100 | STEP: 2300|5416 | Loss: 0.179496
INFO:EPOCH 85/100 | STEP: 2400|5416 | Loss: 0.175611
INFO:EPOCH 85/100 | STEP: 2500|5416 | Loss: 0.178300
INFO:EPOCH 85/100 | STEP: 2600|5416 | Loss: 0.183713
INFO:EPOCH 85/100 | STEP: 2700|5416 | Loss: 0.179896
INFO:VAL NDCG@10, IoU=0.3: 0.395551
INFO:VAL NDCG@10, IoU=0.5: 0.357595
INFO:VAL NDCG@10, IoU=0.7: 0.238976
INFO:VAL NDCG@20, IoU=0.3: 0.396764
INFO:VAL NDCG@20, IoU=0.5: 0.359631
INFO:VAL NDCG@20, IoU=0.7: 0.244050
INFO:VAL NDCG@40, IoU=0.3: 0.424514
INFO:VAL NDCG@40, IoU=0.5: 0.385179
INFO:VAL NDCG@40, IoU=0.7: 0.267691
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.391468
INFO:TEST NDCG@10, IoU=0.5: 0.354616
INFO:TEST NDCG@10, IoU=0.7: 0.247546
INFO:TEST NDCG@20, IoU=0.3: 0.397026
INFO:TEST NDCG@20, IoU=0.5: 0.359488
INFO:TEST NDCG@20, IoU=0.7: 0.252973
INFO:TEST NDCG@40, IoU=0.3: 0.424627
INFO:TEST NDCG@40, IoU=0.5: 0.385251
INFO:TEST NDCG@40, IoU=0.7: 0.273368
INFO:
INFO:EPOCH 85/100 | STEP: 2800|5416 | Loss: 0.098935
INFO:EPOCH 85/100 | STEP: 2900|5416 | Loss: 0.090176
INFO:EPOCH 85/100 | STEP: 3000|5416 | Loss: 0.093185
INFO:EPOCH 85/100 | STEP: 3100|5416 | Loss: 0.098586
INFO:EPOCH 85/100 | STEP: 3200|5416 | Loss: 0.097639
INFO:EPOCH 85/100 | STEP: 3300|5416 | Loss: 0.101248
INFO:EPOCH 85/100 | STEP: 3400|5416 | Loss: 0.091129
INFO:EPOCH 85/100 | STEP: 3500|5416 | Loss: 0.095029
INFO:EPOCH 85/100 | STEP: 3600|5416 | Loss: 0.088341
INFO:EPOCH 85/100 | STEP: 3700|5416 | Loss: 0.090392
INFO:EPOCH 85/100 | STEP: 3800|5416 | Loss: 0.095023
INFO:EPOCH 85/100 | STEP: 3900|5416 | Loss: 0.096551
INFO:EPOCH 85/100 | STEP: 4000|5416 | Loss: 0.097224
INFO:EPOCH 85/100 | STEP: 4100|5416 | Loss: 0.098212
INFO:EPOCH 85/100 | STEP: 4200|5416 | Loss: 0.102832
INFO:EPOCH 85/100 | STEP: 4300|5416 | Loss: 0.094011
INFO:EPOCH 85/100 | STEP: 4400|5416 | Loss: 0.100322
INFO:EPOCH 85/100 | STEP: 4500|5416 | Loss: 0.095255
INFO:EPOCH 85/100 | STEP: 4600|5416 | Loss: 0.091421
INFO:EPOCH 85/100 | STEP: 4700|5416 | Loss: 0.093982
INFO:EPOCH 85/100 | STEP: 4800|5416 | Loss: 0.101383
INFO:EPOCH 85/100 | STEP: 4900|5416 | Loss: 0.091222
INFO:EPOCH 85/100 | STEP: 5000|5416 | Loss: 0.097155
INFO:EPOCH 85/100 | STEP: 5100|5416 | Loss: 0.090201
INFO:EPOCH 85/100 | STEP: 5200|5416 | Loss: 0.090642
INFO:EPOCH 85/100 | STEP: 5300|5416 | Loss: 0.091800
INFO:EPOCH 85/100 | STEP: 5400|5416 | Loss: 0.095019
INFO:VAL NDCG@10, IoU=0.3: 0.434703
INFO:VAL NDCG@10, IoU=0.5: 0.399729
INFO:VAL NDCG@10, IoU=0.7: 0.270522
INFO:VAL NDCG@20, IoU=0.3: 0.440114
INFO:VAL NDCG@20, IoU=0.5: 0.403686
INFO:VAL NDCG@20, IoU=0.7: 0.277651
INFO:VAL NDCG@40, IoU=0.3: 0.471551
INFO:VAL NDCG@40, IoU=0.5: 0.432880
INFO:VAL NDCG@40, IoU=0.7: 0.301201
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.436130
INFO:TEST NDCG@10, IoU=0.5: 0.399526
INFO:TEST NDCG@10, IoU=0.7: 0.281296
INFO:TEST NDCG@20, IoU=0.3: 0.443756
INFO:TEST NDCG@20, IoU=0.5: 0.405640
INFO:TEST NDCG@20, IoU=0.7: 0.286969
INFO:TEST NDCG@40, IoU=0.3: 0.473403
INFO:TEST NDCG@40, IoU=0.5: 0.433336
INFO:TEST NDCG@40, IoU=0.7: 0.307284
INFO:
INFO:TRAIN EPOCH: 86|100
INFO:EPOCH 86/100 | STEP: 0|5416 | Loss: 0.186039
INFO:EPOCH 86/100 | STEP: 100|5416 | Loss: 0.178379
INFO:EPOCH 86/100 | STEP: 200|5416 | Loss: 0.185752
INFO:EPOCH 86/100 | STEP: 300|5416 | Loss: 0.172433
INFO:EPOCH 86/100 | STEP: 400|5416 | Loss: 0.173517
INFO:EPOCH 86/100 | STEP: 500|5416 | Loss: 0.176137
INFO:EPOCH 86/100 | STEP: 600|5416 | Loss: 0.185173
INFO:EPOCH 86/100 | STEP: 700|5416 | Loss: 0.164940
INFO:EPOCH 86/100 | STEP: 800|5416 | Loss: 0.176125
INFO:EPOCH 86/100 | STEP: 900|5416 | Loss: 0.190742
INFO:EPOCH 86/100 | STEP: 1000|5416 | Loss: 0.179540
INFO:EPOCH 86/100 | STEP: 1100|5416 | Loss: 0.174942
INFO:EPOCH 86/100 | STEP: 1200|5416 | Loss: 0.171054
INFO:EPOCH 86/100 | STEP: 1300|5416 | Loss: 0.176386
INFO:EPOCH 86/100 | STEP: 1400|5416 | Loss: 0.172163
INFO:EPOCH 86/100 | STEP: 1500|5416 | Loss: 0.174689
INFO:EPOCH 86/100 | STEP: 1600|5416 | Loss: 0.166800
INFO:EPOCH 86/100 | STEP: 1700|5416 | Loss: 0.176890
INFO:EPOCH 86/100 | STEP: 1800|5416 | Loss: 0.171504
INFO:EPOCH 86/100 | STEP: 1900|5416 | Loss: 0.170450
INFO:EPOCH 86/100 | STEP: 2000|5416 | Loss: 0.168877
INFO:EPOCH 86/100 | STEP: 2100|5416 | Loss: 0.181209
INFO:EPOCH 86/100 | STEP: 2200|5416 | Loss: 0.167469
INFO:EPOCH 86/100 | STEP: 2300|5416 | Loss: 0.180690
INFO:EPOCH 86/100 | STEP: 2400|5416 | Loss: 0.174772
INFO:EPOCH 86/100 | STEP: 2500|5416 | Loss: 0.177668
INFO:EPOCH 86/100 | STEP: 2600|5416 | Loss: 0.177326
INFO:EPOCH 86/100 | STEP: 2700|5416 | Loss: 0.176657
INFO:VAL NDCG@10, IoU=0.3: 0.397682
INFO:VAL NDCG@10, IoU=0.5: 0.360322
INFO:VAL NDCG@10, IoU=0.7: 0.239826
INFO:VAL NDCG@20, IoU=0.3: 0.398640
INFO:VAL NDCG@20, IoU=0.5: 0.361827
INFO:VAL NDCG@20, IoU=0.7: 0.244155
INFO:VAL NDCG@40, IoU=0.3: 0.426323
INFO:VAL NDCG@40, IoU=0.5: 0.387222
INFO:VAL NDCG@40, IoU=0.7: 0.267798
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.392992
INFO:TEST NDCG@10, IoU=0.5: 0.355465
INFO:TEST NDCG@10, IoU=0.7: 0.248434
INFO:TEST NDCG@20, IoU=0.3: 0.399483
INFO:TEST NDCG@20, IoU=0.5: 0.360666
INFO:TEST NDCG@20, IoU=0.7: 0.254174
INFO:TEST NDCG@40, IoU=0.3: 0.426514
INFO:TEST NDCG@40, IoU=0.5: 0.386379
INFO:TEST NDCG@40, IoU=0.7: 0.274633
INFO:
INFO:EPOCH 86/100 | STEP: 2800|5416 | Loss: 0.100290
INFO:EPOCH 86/100 | STEP: 2900|5416 | Loss: 0.093203
INFO:EPOCH 86/100 | STEP: 3000|5416 | Loss: 0.097160
INFO:EPOCH 86/100 | STEP: 3100|5416 | Loss: 0.093679
INFO:EPOCH 86/100 | STEP: 3200|5416 | Loss: 0.092970
INFO:EPOCH 86/100 | STEP: 3300|5416 | Loss: 0.093272
INFO:EPOCH 86/100 | STEP: 3400|5416 | Loss: 0.098282
INFO:EPOCH 86/100 | STEP: 3500|5416 | Loss: 0.091520
INFO:EPOCH 86/100 | STEP: 3600|5416 | Loss: 0.084144
INFO:EPOCH 86/100 | STEP: 3700|5416 | Loss: 0.102184
INFO:EPOCH 86/100 | STEP: 3800|5416 | Loss: 0.098932
INFO:EPOCH 86/100 | STEP: 3900|5416 | Loss: 0.092212
INFO:EPOCH 86/100 | STEP: 4000|5416 | Loss: 0.088278
INFO:EPOCH 86/100 | STEP: 4100|5416 | Loss: 0.105055
INFO:EPOCH 86/100 | STEP: 4200|5416 | Loss: 0.091785
INFO:EPOCH 86/100 | STEP: 4300|5416 | Loss: 0.100122
INFO:EPOCH 86/100 | STEP: 4400|5416 | Loss: 0.090642
INFO:EPOCH 86/100 | STEP: 4500|5416 | Loss: 0.095765
INFO:EPOCH 86/100 | STEP: 4600|5416 | Loss: 0.087502
INFO:EPOCH 86/100 | STEP: 4700|5416 | Loss: 0.091506
INFO:EPOCH 86/100 | STEP: 4800|5416 | Loss: 0.092563
INFO:EPOCH 86/100 | STEP: 4900|5416 | Loss: 0.094002
INFO:EPOCH 86/100 | STEP: 5000|5416 | Loss: 0.093273
INFO:EPOCH 86/100 | STEP: 5100|5416 | Loss: 0.089735
INFO:EPOCH 86/100 | STEP: 5200|5416 | Loss: 0.100297
INFO:EPOCH 86/100 | STEP: 5300|5416 | Loss: 0.093894
INFO:EPOCH 86/100 | STEP: 5400|5416 | Loss: 0.097985
INFO:VAL NDCG@10, IoU=0.3: 0.434884
INFO:VAL NDCG@10, IoU=0.5: 0.398387
INFO:VAL NDCG@10, IoU=0.7: 0.270412
INFO:VAL NDCG@20, IoU=0.3: 0.439713
INFO:VAL NDCG@20, IoU=0.5: 0.402757
INFO:VAL NDCG@20, IoU=0.7: 0.277497
INFO:VAL NDCG@40, IoU=0.3: 0.470914
INFO:VAL NDCG@40, IoU=0.5: 0.431739
INFO:VAL NDCG@40, IoU=0.7: 0.300608
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.433149
INFO:TEST NDCG@10, IoU=0.5: 0.396377
INFO:TEST NDCG@10, IoU=0.7: 0.279635
INFO:TEST NDCG@20, IoU=0.3: 0.442680
INFO:TEST NDCG@20, IoU=0.5: 0.404865
INFO:TEST NDCG@20, IoU=0.7: 0.286397
INFO:TEST NDCG@40, IoU=0.3: 0.471556
INFO:TEST NDCG@40, IoU=0.5: 0.431730
INFO:TEST NDCG@40, IoU=0.7: 0.306212
INFO:
INFO:TRAIN EPOCH: 87|100
INFO:EPOCH 87/100 | STEP: 0|5416 | Loss: 0.179419
INFO:EPOCH 87/100 | STEP: 100|5416 | Loss: 0.184025
INFO:EPOCH 87/100 | STEP: 200|5416 | Loss: 0.181160
INFO:EPOCH 87/100 | STEP: 300|5416 | Loss: 0.174957
INFO:EPOCH 87/100 | STEP: 400|5416 | Loss: 0.174097
INFO:EPOCH 87/100 | STEP: 500|5416 | Loss: 0.186807
INFO:EPOCH 87/100 | STEP: 600|5416 | Loss: 0.172806
INFO:EPOCH 87/100 | STEP: 700|5416 | Loss: 0.162238
INFO:EPOCH 87/100 | STEP: 800|5416 | Loss: 0.176454
INFO:EPOCH 87/100 | STEP: 900|5416 | Loss: 0.174532
INFO:EPOCH 87/100 | STEP: 1000|5416 | Loss: 0.168014
INFO:EPOCH 87/100 | STEP: 1100|5416 | Loss: 0.170711
INFO:EPOCH 87/100 | STEP: 1200|5416 | Loss: 0.174073
INFO:EPOCH 87/100 | STEP: 1300|5416 | Loss: 0.167659
INFO:EPOCH 87/100 | STEP: 1400|5416 | Loss: 0.172831
INFO:EPOCH 87/100 | STEP: 1500|5416 | Loss: 0.179828
INFO:EPOCH 87/100 | STEP: 1600|5416 | Loss: 0.177664
INFO:EPOCH 87/100 | STEP: 1700|5416 | Loss: 0.159955
INFO:EPOCH 87/100 | STEP: 1800|5416 | Loss: 0.180275
INFO:EPOCH 87/100 | STEP: 1900|5416 | Loss: 0.168324
INFO:EPOCH 87/100 | STEP: 2000|5416 | Loss: 0.168475
INFO:EPOCH 87/100 | STEP: 2100|5416 | Loss: 0.180601
INFO:EPOCH 87/100 | STEP: 2200|5416 | Loss: 0.160216
INFO:EPOCH 87/100 | STEP: 2300|5416 | Loss: 0.172081
INFO:EPOCH 87/100 | STEP: 2400|5416 | Loss: 0.178559
INFO:EPOCH 87/100 | STEP: 2500|5416 | Loss: 0.166138
INFO:EPOCH 87/100 | STEP: 2600|5416 | Loss: 0.174554
INFO:EPOCH 87/100 | STEP: 2700|5416 | Loss: 0.165576
INFO:VAL NDCG@10, IoU=0.3: 0.398102
INFO:VAL NDCG@10, IoU=0.5: 0.361295
INFO:VAL NDCG@10, IoU=0.7: 0.240573
INFO:VAL NDCG@20, IoU=0.3: 0.401748
INFO:VAL NDCG@20, IoU=0.5: 0.364350
INFO:VAL NDCG@20, IoU=0.7: 0.248439
INFO:VAL NDCG@40, IoU=0.3: 0.430762
INFO:VAL NDCG@40, IoU=0.5: 0.391732
INFO:VAL NDCG@40, IoU=0.7: 0.272224
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.393237
INFO:TEST NDCG@10, IoU=0.5: 0.356071
INFO:TEST NDCG@10, IoU=0.7: 0.248095
INFO:TEST NDCG@20, IoU=0.3: 0.400264
INFO:TEST NDCG@20, IoU=0.5: 0.362549
INFO:TEST NDCG@20, IoU=0.7: 0.254567
INFO:TEST NDCG@40, IoU=0.3: 0.427673
INFO:TEST NDCG@40, IoU=0.5: 0.388014
INFO:TEST NDCG@40, IoU=0.7: 0.274774
INFO:
INFO:EPOCH 87/100 | STEP: 2800|5416 | Loss: 0.096084
INFO:EPOCH 87/100 | STEP: 2900|5416 | Loss: 0.092037
INFO:EPOCH 87/100 | STEP: 3000|5416 | Loss: 0.094447
INFO:EPOCH 87/100 | STEP: 3100|5416 | Loss: 0.096544
INFO:EPOCH 87/100 | STEP: 3200|5416 | Loss: 0.093732
INFO:EPOCH 87/100 | STEP: 3300|5416 | Loss: 0.092697
INFO:EPOCH 87/100 | STEP: 3400|5416 | Loss: 0.093171
INFO:EPOCH 87/100 | STEP: 3500|5416 | Loss: 0.089324
INFO:EPOCH 87/100 | STEP: 3600|5416 | Loss: 0.094396
INFO:EPOCH 87/100 | STEP: 3700|5416 | Loss: 0.101627
INFO:EPOCH 87/100 | STEP: 3800|5416 | Loss: 0.090555
INFO:EPOCH 87/100 | STEP: 3900|5416 | Loss: 0.098436
INFO:EPOCH 87/100 | STEP: 4000|5416 | Loss: 0.091297
INFO:EPOCH 87/100 | STEP: 4100|5416 | Loss: 0.097478
INFO:EPOCH 87/100 | STEP: 4200|5416 | Loss: 0.097353
INFO:EPOCH 87/100 | STEP: 4300|5416 | Loss: 0.094523
INFO:EPOCH 87/100 | STEP: 4400|5416 | Loss: 0.091501
INFO:EPOCH 87/100 | STEP: 4500|5416 | Loss: 0.095631
INFO:EPOCH 87/100 | STEP: 4600|5416 | Loss: 0.092128
INFO:EPOCH 87/100 | STEP: 4700|5416 | Loss: 0.095027
INFO:EPOCH 87/100 | STEP: 4800|5416 | Loss: 0.091447
INFO:EPOCH 87/100 | STEP: 4900|5416 | Loss: 0.092671
INFO:EPOCH 87/100 | STEP: 5000|5416 | Loss: 0.102024
INFO:EPOCH 87/100 | STEP: 5100|5416 | Loss: 0.086682
INFO:EPOCH 87/100 | STEP: 5200|5416 | Loss: 0.088962
INFO:EPOCH 87/100 | STEP: 5300|5416 | Loss: 0.095838
INFO:EPOCH 87/100 | STEP: 5400|5416 | Loss: 0.088251
INFO:VAL NDCG@10, IoU=0.3: 0.431161
INFO:VAL NDCG@10, IoU=0.5: 0.394303
INFO:VAL NDCG@10, IoU=0.7: 0.267747
INFO:VAL NDCG@20, IoU=0.3: 0.439335
INFO:VAL NDCG@20, IoU=0.5: 0.402182
INFO:VAL NDCG@20, IoU=0.7: 0.277537
INFO:VAL NDCG@40, IoU=0.3: 0.468987
INFO:VAL NDCG@40, IoU=0.5: 0.429792
INFO:VAL NDCG@40, IoU=0.7: 0.299132
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435306
INFO:TEST NDCG@10, IoU=0.5: 0.397775
INFO:TEST NDCG@10, IoU=0.7: 0.280323
INFO:TEST NDCG@20, IoU=0.3: 0.443845
INFO:TEST NDCG@20, IoU=0.5: 0.405618
INFO:TEST NDCG@20, IoU=0.7: 0.286789
INFO:TEST NDCG@40, IoU=0.3: 0.472921
INFO:TEST NDCG@40, IoU=0.5: 0.432889
INFO:TEST NDCG@40, IoU=0.7: 0.306712
INFO:
INFO:TRAIN EPOCH: 88|100
INFO:EPOCH 88/100 | STEP: 0|5416 | Loss: 0.186520
INFO:EPOCH 88/100 | STEP: 100|5416 | Loss: 0.179462
INFO:EPOCH 88/100 | STEP: 200|5416 | Loss: 0.176442
INFO:EPOCH 88/100 | STEP: 300|5416 | Loss: 0.176539
INFO:EPOCH 88/100 | STEP: 400|5416 | Loss: 0.174286
INFO:EPOCH 88/100 | STEP: 500|5416 | Loss: 0.180012
INFO:EPOCH 88/100 | STEP: 600|5416 | Loss: 0.181033
INFO:EPOCH 88/100 | STEP: 700|5416 | Loss: 0.174505
INFO:EPOCH 88/100 | STEP: 800|5416 | Loss: 0.165537
INFO:EPOCH 88/100 | STEP: 900|5416 | Loss: 0.180604
INFO:EPOCH 88/100 | STEP: 1000|5416 | Loss: 0.176837
INFO:EPOCH 88/100 | STEP: 1100|5416 | Loss: 0.170833
INFO:EPOCH 88/100 | STEP: 1200|5416 | Loss: 0.182711
INFO:EPOCH 88/100 | STEP: 1300|5416 | Loss: 0.168886
INFO:EPOCH 88/100 | STEP: 1400|5416 | Loss: 0.179002
INFO:EPOCH 88/100 | STEP: 1500|5416 | Loss: 0.164835
INFO:EPOCH 88/100 | STEP: 1600|5416 | Loss: 0.167349
INFO:EPOCH 88/100 | STEP: 1700|5416 | Loss: 0.179260
INFO:EPOCH 88/100 | STEP: 1800|5416 | Loss: 0.171381
INFO:EPOCH 88/100 | STEP: 1900|5416 | Loss: 0.167680
INFO:EPOCH 88/100 | STEP: 2000|5416 | Loss: 0.177654
INFO:EPOCH 88/100 | STEP: 2100|5416 | Loss: 0.175734
INFO:EPOCH 88/100 | STEP: 2200|5416 | Loss: 0.165711
INFO:EPOCH 88/100 | STEP: 2300|5416 | Loss: 0.168795
INFO:EPOCH 88/100 | STEP: 2400|5416 | Loss: 0.166917
INFO:EPOCH 88/100 | STEP: 2500|5416 | Loss: 0.185272
INFO:EPOCH 88/100 | STEP: 2600|5416 | Loss: 0.179419
INFO:EPOCH 88/100 | STEP: 2700|5416 | Loss: 0.178165
INFO:VAL NDCG@10, IoU=0.3: 0.398455
INFO:VAL NDCG@10, IoU=0.5: 0.362037
INFO:VAL NDCG@10, IoU=0.7: 0.242288
INFO:VAL NDCG@20, IoU=0.3: 0.400370
INFO:VAL NDCG@20, IoU=0.5: 0.363505
INFO:VAL NDCG@20, IoU=0.7: 0.247435
INFO:VAL NDCG@40, IoU=0.3: 0.429076
INFO:VAL NDCG@40, IoU=0.5: 0.389427
INFO:VAL NDCG@40, IoU=0.7: 0.270569
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.395685
INFO:TEST NDCG@10, IoU=0.5: 0.358294
INFO:TEST NDCG@10, IoU=0.7: 0.249487
INFO:TEST NDCG@20, IoU=0.3: 0.401815
INFO:TEST NDCG@20, IoU=0.5: 0.363963
INFO:TEST NDCG@20, IoU=0.7: 0.255361
INFO:TEST NDCG@40, IoU=0.3: 0.429623
INFO:TEST NDCG@40, IoU=0.5: 0.389620
INFO:TEST NDCG@40, IoU=0.7: 0.276109
INFO:
INFO:EPOCH 88/100 | STEP: 2800|5416 | Loss: 0.097393
INFO:EPOCH 88/100 | STEP: 2900|5416 | Loss: 0.090830
INFO:EPOCH 88/100 | STEP: 3000|5416 | Loss: 0.094849
INFO:EPOCH 88/100 | STEP: 3100|5416 | Loss: 0.102983
INFO:EPOCH 88/100 | STEP: 3200|5416 | Loss: 0.097497
INFO:EPOCH 88/100 | STEP: 3300|5416 | Loss: 0.090253
INFO:EPOCH 88/100 | STEP: 3400|5416 | Loss: 0.098603
INFO:EPOCH 88/100 | STEP: 3500|5416 | Loss: 0.104619
INFO:EPOCH 88/100 | STEP: 3600|5416 | Loss: 0.091563
INFO:EPOCH 88/100 | STEP: 3700|5416 | Loss: 0.090313
INFO:EPOCH 88/100 | STEP: 3800|5416 | Loss: 0.100766
INFO:EPOCH 88/100 | STEP: 3900|5416 | Loss: 0.094628
INFO:EPOCH 88/100 | STEP: 4000|5416 | Loss: 0.086911
INFO:EPOCH 88/100 | STEP: 4100|5416 | Loss: 0.100722
INFO:EPOCH 88/100 | STEP: 4200|5416 | Loss: 0.094827
INFO:EPOCH 88/100 | STEP: 4300|5416 | Loss: 0.092763
INFO:EPOCH 88/100 | STEP: 4400|5416 | Loss: 0.084136
INFO:EPOCH 88/100 | STEP: 4500|5416 | Loss: 0.097877
INFO:EPOCH 88/100 | STEP: 4600|5416 | Loss: 0.089589
INFO:EPOCH 88/100 | STEP: 4700|5416 | Loss: 0.099131
INFO:EPOCH 88/100 | STEP: 4800|5416 | Loss: 0.090105
INFO:EPOCH 88/100 | STEP: 4900|5416 | Loss: 0.094576
INFO:EPOCH 88/100 | STEP: 5000|5416 | Loss: 0.094441
INFO:EPOCH 88/100 | STEP: 5100|5416 | Loss: 0.086842
INFO:EPOCH 88/100 | STEP: 5200|5416 | Loss: 0.094011
INFO:EPOCH 88/100 | STEP: 5300|5416 | Loss: 0.099416
INFO:EPOCH 88/100 | STEP: 5400|5416 | Loss: 0.090193
INFO:VAL NDCG@10, IoU=0.3: 0.433136
INFO:VAL NDCG@10, IoU=0.5: 0.396685
INFO:VAL NDCG@10, IoU=0.7: 0.269554
INFO:VAL NDCG@20, IoU=0.3: 0.439038
INFO:VAL NDCG@20, IoU=0.5: 0.402245
INFO:VAL NDCG@20, IoU=0.7: 0.277635
INFO:VAL NDCG@40, IoU=0.3: 0.471498
INFO:VAL NDCG@40, IoU=0.5: 0.432166
INFO:VAL NDCG@40, IoU=0.7: 0.300851
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435107
INFO:TEST NDCG@10, IoU=0.5: 0.398266
INFO:TEST NDCG@10, IoU=0.7: 0.280750
INFO:TEST NDCG@20, IoU=0.3: 0.443594
INFO:TEST NDCG@20, IoU=0.5: 0.405771
INFO:TEST NDCG@20, IoU=0.7: 0.286556
INFO:TEST NDCG@40, IoU=0.3: 0.473814
INFO:TEST NDCG@40, IoU=0.5: 0.433690
INFO:TEST NDCG@40, IoU=0.7: 0.307322
INFO:
INFO:TRAIN EPOCH: 89|100
INFO:EPOCH 89/100 | STEP: 0|5416 | Loss: 0.192080
INFO:EPOCH 89/100 | STEP: 100|5416 | Loss: 0.177248
INFO:EPOCH 89/100 | STEP: 200|5416 | Loss: 0.181184
INFO:EPOCH 89/100 | STEP: 300|5416 | Loss: 0.173372
INFO:EPOCH 89/100 | STEP: 400|5416 | Loss: 0.166124
INFO:EPOCH 89/100 | STEP: 500|5416 | Loss: 0.173441
INFO:EPOCH 89/100 | STEP: 600|5416 | Loss: 0.177089
INFO:EPOCH 89/100 | STEP: 700|5416 | Loss: 0.166959
INFO:EPOCH 89/100 | STEP: 800|5416 | Loss: 0.172016
INFO:EPOCH 89/100 | STEP: 900|5416 | Loss: 0.168995
INFO:EPOCH 89/100 | STEP: 1000|5416 | Loss: 0.179711
INFO:EPOCH 89/100 | STEP: 1100|5416 | Loss: 0.189570
INFO:EPOCH 89/100 | STEP: 1200|5416 | Loss: 0.183961
INFO:EPOCH 89/100 | STEP: 1300|5416 | Loss: 0.180642
INFO:EPOCH 89/100 | STEP: 1400|5416 | Loss: 0.166706
INFO:EPOCH 89/100 | STEP: 1500|5416 | Loss: 0.177349
INFO:EPOCH 89/100 | STEP: 1600|5416 | Loss: 0.177182
INFO:EPOCH 89/100 | STEP: 1700|5416 | Loss: 0.169013
INFO:EPOCH 89/100 | STEP: 1800|5416 | Loss: 0.179399
INFO:EPOCH 89/100 | STEP: 1900|5416 | Loss: 0.173697
INFO:EPOCH 89/100 | STEP: 2000|5416 | Loss: 0.174216
INFO:EPOCH 89/100 | STEP: 2100|5416 | Loss: 0.172537
INFO:EPOCH 89/100 | STEP: 2200|5416 | Loss: 0.174362
INFO:EPOCH 89/100 | STEP: 2300|5416 | Loss: 0.178413
INFO:EPOCH 89/100 | STEP: 2400|5416 | Loss: 0.159099
INFO:EPOCH 89/100 | STEP: 2500|5416 | Loss: 0.171101
INFO:EPOCH 89/100 | STEP: 2600|5416 | Loss: 0.170054
INFO:EPOCH 89/100 | STEP: 2700|5416 | Loss: 0.183843
INFO:VAL NDCG@10, IoU=0.3: 0.396368
INFO:VAL NDCG@10, IoU=0.5: 0.359813
INFO:VAL NDCG@10, IoU=0.7: 0.242325
INFO:VAL NDCG@20, IoU=0.3: 0.400355
INFO:VAL NDCG@20, IoU=0.5: 0.363122
INFO:VAL NDCG@20, IoU=0.7: 0.246689
INFO:VAL NDCG@40, IoU=0.3: 0.428768
INFO:VAL NDCG@40, IoU=0.5: 0.389444
INFO:VAL NDCG@40, IoU=0.7: 0.270707
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.397360
INFO:TEST NDCG@10, IoU=0.5: 0.359215
INFO:TEST NDCG@10, IoU=0.7: 0.251612
INFO:TEST NDCG@20, IoU=0.3: 0.403088
INFO:TEST NDCG@20, IoU=0.5: 0.364659
INFO:TEST NDCG@20, IoU=0.7: 0.257335
INFO:TEST NDCG@40, IoU=0.3: 0.430217
INFO:TEST NDCG@40, IoU=0.5: 0.389947
INFO:TEST NDCG@40, IoU=0.7: 0.277334
INFO:
INFO:EPOCH 89/100 | STEP: 2800|5416 | Loss: 0.092978
INFO:EPOCH 89/100 | STEP: 2900|5416 | Loss: 0.094594
INFO:EPOCH 89/100 | STEP: 3000|5416 | Loss: 0.096558
INFO:EPOCH 89/100 | STEP: 3100|5416 | Loss: 0.095615
INFO:EPOCH 89/100 | STEP: 3200|5416 | Loss: 0.093469
INFO:EPOCH 89/100 | STEP: 3300|5416 | Loss: 0.095925
INFO:EPOCH 89/100 | STEP: 3400|5416 | Loss: 0.083742
INFO:EPOCH 89/100 | STEP: 3500|5416 | Loss: 0.095856
INFO:EPOCH 89/100 | STEP: 3600|5416 | Loss: 0.092112
INFO:EPOCH 89/100 | STEP: 3700|5416 | Loss: 0.095158
INFO:EPOCH 89/100 | STEP: 3800|5416 | Loss: 0.092680
INFO:EPOCH 89/100 | STEP: 3900|5416 | Loss: 0.096583
INFO:EPOCH 89/100 | STEP: 4000|5416 | Loss: 0.097518
INFO:EPOCH 89/100 | STEP: 4100|5416 | Loss: 0.093629
INFO:EPOCH 89/100 | STEP: 4200|5416 | Loss: 0.095896
INFO:EPOCH 89/100 | STEP: 4300|5416 | Loss: 0.093143
INFO:EPOCH 89/100 | STEP: 4400|5416 | Loss: 0.089081
INFO:EPOCH 89/100 | STEP: 4500|5416 | Loss: 0.095598
INFO:EPOCH 89/100 | STEP: 4600|5416 | Loss: 0.093900
INFO:EPOCH 89/100 | STEP: 4700|5416 | Loss: 0.091379
INFO:EPOCH 89/100 | STEP: 4800|5416 | Loss: 0.083683
INFO:EPOCH 89/100 | STEP: 4900|5416 | Loss: 0.099612
INFO:EPOCH 89/100 | STEP: 5000|5416 | Loss: 0.091030
INFO:EPOCH 89/100 | STEP: 5100|5416 | Loss: 0.088831
INFO:EPOCH 89/100 | STEP: 5200|5416 | Loss: 0.098963
INFO:EPOCH 89/100 | STEP: 5300|5416 | Loss: 0.095931
INFO:EPOCH 89/100 | STEP: 5400|5416 | Loss: 0.094923
INFO:VAL NDCG@10, IoU=0.3: 0.433158
INFO:VAL NDCG@10, IoU=0.5: 0.397119
INFO:VAL NDCG@10, IoU=0.7: 0.268242
INFO:VAL NDCG@20, IoU=0.3: 0.440894
INFO:VAL NDCG@20, IoU=0.5: 0.403954
INFO:VAL NDCG@20, IoU=0.7: 0.278043
INFO:VAL NDCG@40, IoU=0.3: 0.471383
INFO:VAL NDCG@40, IoU=0.5: 0.431870
INFO:VAL NDCG@40, IoU=0.7: 0.299583
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435759
INFO:TEST NDCG@10, IoU=0.5: 0.398490
INFO:TEST NDCG@10, IoU=0.7: 0.280456
INFO:TEST NDCG@20, IoU=0.3: 0.444610
INFO:TEST NDCG@20, IoU=0.5: 0.406458
INFO:TEST NDCG@20, IoU=0.7: 0.287571
INFO:TEST NDCG@40, IoU=0.3: 0.473772
INFO:TEST NDCG@40, IoU=0.5: 0.433569
INFO:TEST NDCG@40, IoU=0.7: 0.307503
INFO:
INFO:TRAIN EPOCH: 90|100
INFO:EPOCH 90/100 | STEP: 0|5416 | Loss: 0.187588
INFO:EPOCH 90/100 | STEP: 100|5416 | Loss: 0.180912
INFO:EPOCH 90/100 | STEP: 200|5416 | Loss: 0.179668
INFO:EPOCH 90/100 | STEP: 300|5416 | Loss: 0.173398
INFO:EPOCH 90/100 | STEP: 400|5416 | Loss: 0.170164
INFO:EPOCH 90/100 | STEP: 500|5416 | Loss: 0.170812
INFO:EPOCH 90/100 | STEP: 600|5416 | Loss: 0.158836
INFO:EPOCH 90/100 | STEP: 700|5416 | Loss: 0.178601
INFO:EPOCH 90/100 | STEP: 800|5416 | Loss: 0.171098
INFO:EPOCH 90/100 | STEP: 900|5416 | Loss: 0.171370
INFO:EPOCH 90/100 | STEP: 1000|5416 | Loss: 0.167825
INFO:EPOCH 90/100 | STEP: 1100|5416 | Loss: 0.175523
INFO:EPOCH 90/100 | STEP: 1200|5416 | Loss: 0.163222
INFO:EPOCH 90/100 | STEP: 1300|5416 | Loss: 0.173914
INFO:EPOCH 90/100 | STEP: 1400|5416 | Loss: 0.177155
INFO:EPOCH 90/100 | STEP: 1500|5416 | Loss: 0.165803
INFO:EPOCH 90/100 | STEP: 1600|5416 | Loss: 0.166470
INFO:EPOCH 90/100 | STEP: 1700|5416 | Loss: 0.174562
INFO:EPOCH 90/100 | STEP: 1800|5416 | Loss: 0.178919
INFO:EPOCH 90/100 | STEP: 1900|5416 | Loss: 0.160955
INFO:EPOCH 90/100 | STEP: 2000|5416 | Loss: 0.171100
INFO:EPOCH 90/100 | STEP: 2100|5416 | Loss: 0.174100
INFO:EPOCH 90/100 | STEP: 2200|5416 | Loss: 0.177274
INFO:EPOCH 90/100 | STEP: 2300|5416 | Loss: 0.173390
INFO:EPOCH 90/100 | STEP: 2400|5416 | Loss: 0.177555
INFO:EPOCH 90/100 | STEP: 2500|5416 | Loss: 0.175393
INFO:EPOCH 90/100 | STEP: 2600|5416 | Loss: 0.174569
INFO:EPOCH 90/100 | STEP: 2700|5416 | Loss: 0.172988
INFO:VAL NDCG@10, IoU=0.3: 0.400174
INFO:VAL NDCG@10, IoU=0.5: 0.363063
INFO:VAL NDCG@10, IoU=0.7: 0.243204
INFO:VAL NDCG@20, IoU=0.3: 0.404082
INFO:VAL NDCG@20, IoU=0.5: 0.366286
INFO:VAL NDCG@20, IoU=0.7: 0.248766
INFO:VAL NDCG@40, IoU=0.3: 0.430060
INFO:VAL NDCG@40, IoU=0.5: 0.390467
INFO:VAL NDCG@40, IoU=0.7: 0.271188
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.397285
INFO:TEST NDCG@10, IoU=0.5: 0.359674
INFO:TEST NDCG@10, IoU=0.7: 0.251220
INFO:TEST NDCG@20, IoU=0.3: 0.402986
INFO:TEST NDCG@20, IoU=0.5: 0.364866
INFO:TEST NDCG@20, IoU=0.7: 0.257193
INFO:TEST NDCG@40, IoU=0.3: 0.430379
INFO:TEST NDCG@40, IoU=0.5: 0.390447
INFO:TEST NDCG@40, IoU=0.7: 0.277280
INFO:
INFO:EPOCH 90/100 | STEP: 2800|5416 | Loss: 0.084127
INFO:EPOCH 90/100 | STEP: 2900|5416 | Loss: 0.092523
INFO:EPOCH 90/100 | STEP: 3000|5416 | Loss: 0.095624
INFO:EPOCH 90/100 | STEP: 3100|5416 | Loss: 0.094287
INFO:EPOCH 90/100 | STEP: 3200|5416 | Loss: 0.089366
INFO:EPOCH 90/100 | STEP: 3300|5416 | Loss: 0.099570
INFO:EPOCH 90/100 | STEP: 3400|5416 | Loss: 0.095848
INFO:EPOCH 90/100 | STEP: 3500|5416 | Loss: 0.099672
INFO:EPOCH 90/100 | STEP: 3600|5416 | Loss: 0.094088
INFO:EPOCH 90/100 | STEP: 3700|5416 | Loss: 0.098126
INFO:EPOCH 90/100 | STEP: 3800|5416 | Loss: 0.093193
INFO:EPOCH 90/100 | STEP: 3900|5416 | Loss: 0.096387
INFO:EPOCH 90/100 | STEP: 4000|5416 | Loss: 0.087409
INFO:EPOCH 90/100 | STEP: 4100|5416 | Loss: 0.099484
INFO:EPOCH 90/100 | STEP: 4200|5416 | Loss: 0.100649
INFO:EPOCH 90/100 | STEP: 4300|5416 | Loss: 0.095021
INFO:EPOCH 90/100 | STEP: 4400|5416 | Loss: 0.091492
INFO:EPOCH 90/100 | STEP: 4500|5416 | Loss: 0.088245
INFO:EPOCH 90/100 | STEP: 4600|5416 | Loss: 0.100437
INFO:EPOCH 90/100 | STEP: 4700|5416 | Loss: 0.102612
INFO:EPOCH 90/100 | STEP: 4800|5416 | Loss: 0.099648
INFO:EPOCH 90/100 | STEP: 4900|5416 | Loss: 0.089803
INFO:EPOCH 90/100 | STEP: 5000|5416 | Loss: 0.084375
INFO:EPOCH 90/100 | STEP: 5100|5416 | Loss: 0.086935
INFO:EPOCH 90/100 | STEP: 5200|5416 | Loss: 0.093700
INFO:EPOCH 90/100 | STEP: 5300|5416 | Loss: 0.097057
INFO:EPOCH 90/100 | STEP: 5400|5416 | Loss: 0.096158
INFO:VAL NDCG@10, IoU=0.3: 0.433997
INFO:VAL NDCG@10, IoU=0.5: 0.398357
INFO:VAL NDCG@10, IoU=0.7: 0.270157
INFO:VAL NDCG@20, IoU=0.3: 0.441583
INFO:VAL NDCG@20, IoU=0.5: 0.404989
INFO:VAL NDCG@20, IoU=0.7: 0.278703
INFO:VAL NDCG@40, IoU=0.3: 0.472194
INFO:VAL NDCG@40, IoU=0.5: 0.432555
INFO:VAL NDCG@40, IoU=0.7: 0.300927
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.436148
INFO:TEST NDCG@10, IoU=0.5: 0.398871
INFO:TEST NDCG@10, IoU=0.7: 0.281685
INFO:TEST NDCG@20, IoU=0.3: 0.445169
INFO:TEST NDCG@20, IoU=0.5: 0.407234
INFO:TEST NDCG@20, IoU=0.7: 0.288953
INFO:TEST NDCG@40, IoU=0.3: 0.474337
INFO:TEST NDCG@40, IoU=0.5: 0.434340
INFO:TEST NDCG@40, IoU=0.7: 0.308839
INFO:
INFO:TRAIN EPOCH: 91|100
INFO:EPOCH 91/100 | STEP: 0|5416 | Loss: 0.192923
INFO:EPOCH 91/100 | STEP: 100|5416 | Loss: 0.181230
INFO:EPOCH 91/100 | STEP: 200|5416 | Loss: 0.176663
INFO:EPOCH 91/100 | STEP: 300|5416 | Loss: 0.180225
INFO:EPOCH 91/100 | STEP: 400|5416 | Loss: 0.168609
INFO:EPOCH 91/100 | STEP: 500|5416 | Loss: 0.177237
INFO:EPOCH 91/100 | STEP: 600|5416 | Loss: 0.167772
INFO:EPOCH 91/100 | STEP: 700|5416 | Loss: 0.170082
INFO:EPOCH 91/100 | STEP: 800|5416 | Loss: 0.182319
INFO:EPOCH 91/100 | STEP: 900|5416 | Loss: 0.167695
INFO:EPOCH 91/100 | STEP: 1000|5416 | Loss: 0.189657
INFO:EPOCH 91/100 | STEP: 1100|5416 | Loss: 0.169461
INFO:EPOCH 91/100 | STEP: 1200|5416 | Loss: 0.175767
INFO:EPOCH 91/100 | STEP: 1300|5416 | Loss: 0.177580
INFO:EPOCH 91/100 | STEP: 1400|5416 | Loss: 0.168202
INFO:EPOCH 91/100 | STEP: 1500|5416 | Loss: 0.170181
INFO:EPOCH 91/100 | STEP: 1600|5416 | Loss: 0.173649
INFO:EPOCH 91/100 | STEP: 1700|5416 | Loss: 0.171788
INFO:EPOCH 91/100 | STEP: 1800|5416 | Loss: 0.169889
INFO:EPOCH 91/100 | STEP: 1900|5416 | Loss: 0.171654
INFO:EPOCH 91/100 | STEP: 2000|5416 | Loss: 0.169476
INFO:EPOCH 91/100 | STEP: 2100|5416 | Loss: 0.173963
INFO:EPOCH 91/100 | STEP: 2200|5416 | Loss: 0.176514
INFO:EPOCH 91/100 | STEP: 2300|5416 | Loss: 0.173094
INFO:EPOCH 91/100 | STEP: 2400|5416 | Loss: 0.164303
INFO:EPOCH 91/100 | STEP: 2500|5416 | Loss: 0.169920
INFO:EPOCH 91/100 | STEP: 2600|5416 | Loss: 0.169792
INFO:EPOCH 91/100 | STEP: 2700|5416 | Loss: 0.168246
INFO:VAL NDCG@10, IoU=0.3: 0.397071
INFO:VAL NDCG@10, IoU=0.5: 0.360620
INFO:VAL NDCG@10, IoU=0.7: 0.242346
INFO:VAL NDCG@20, IoU=0.3: 0.401454
INFO:VAL NDCG@20, IoU=0.5: 0.364663
INFO:VAL NDCG@20, IoU=0.7: 0.248313
INFO:VAL NDCG@40, IoU=0.3: 0.431232
INFO:VAL NDCG@40, IoU=0.5: 0.392300
INFO:VAL NDCG@40, IoU=0.7: 0.272614
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.397283
INFO:TEST NDCG@10, IoU=0.5: 0.360413
INFO:TEST NDCG@10, IoU=0.7: 0.251728
INFO:TEST NDCG@20, IoU=0.3: 0.404581
INFO:TEST NDCG@20, IoU=0.5: 0.366447
INFO:TEST NDCG@20, IoU=0.7: 0.258166
INFO:TEST NDCG@40, IoU=0.3: 0.431370
INFO:TEST NDCG@40, IoU=0.5: 0.391471
INFO:TEST NDCG@40, IoU=0.7: 0.278213
INFO:
INFO:EPOCH 91/100 | STEP: 2800|5416 | Loss: 0.096345
INFO:EPOCH 91/100 | STEP: 2900|5416 | Loss: 0.091700
INFO:EPOCH 91/100 | STEP: 3000|5416 | Loss: 0.093914
INFO:EPOCH 91/100 | STEP: 3100|5416 | Loss: 0.095134
INFO:EPOCH 91/100 | STEP: 3200|5416 | Loss: 0.100575
INFO:EPOCH 91/100 | STEP: 3300|5416 | Loss: 0.093055
INFO:EPOCH 91/100 | STEP: 3400|5416 | Loss: 0.087575
INFO:EPOCH 91/100 | STEP: 3500|5416 | Loss: 0.092234
INFO:EPOCH 91/100 | STEP: 3600|5416 | Loss: 0.102518
INFO:EPOCH 91/100 | STEP: 3700|5416 | Loss: 0.093221
INFO:EPOCH 91/100 | STEP: 3800|5416 | Loss: 0.096110
INFO:EPOCH 91/100 | STEP: 3900|5416 | Loss: 0.085526
INFO:EPOCH 91/100 | STEP: 4000|5416 | Loss: 0.089653
INFO:EPOCH 91/100 | STEP: 4100|5416 | Loss: 0.089352
INFO:EPOCH 91/100 | STEP: 4200|5416 | Loss: 0.089176
INFO:EPOCH 91/100 | STEP: 4300|5416 | Loss: 0.090094
INFO:EPOCH 91/100 | STEP: 4400|5416 | Loss: 0.091438
INFO:EPOCH 91/100 | STEP: 4500|5416 | Loss: 0.085328
INFO:EPOCH 91/100 | STEP: 4600|5416 | Loss: 0.089265
INFO:EPOCH 91/100 | STEP: 4700|5416 | Loss: 0.090549
INFO:EPOCH 91/100 | STEP: 4800|5416 | Loss: 0.093970
INFO:EPOCH 91/100 | STEP: 4900|5416 | Loss: 0.087885
INFO:EPOCH 91/100 | STEP: 5000|5416 | Loss: 0.098652
INFO:EPOCH 91/100 | STEP: 5100|5416 | Loss: 0.094833
INFO:EPOCH 91/100 | STEP: 5200|5416 | Loss: 0.087875
INFO:EPOCH 91/100 | STEP: 5300|5416 | Loss: 0.090714
INFO:EPOCH 91/100 | STEP: 5400|5416 | Loss: 0.095986
INFO:VAL NDCG@10, IoU=0.3: 0.433882
INFO:VAL NDCG@10, IoU=0.5: 0.398433
INFO:VAL NDCG@10, IoU=0.7: 0.269266
INFO:VAL NDCG@20, IoU=0.3: 0.441798
INFO:VAL NDCG@20, IoU=0.5: 0.406037
INFO:VAL NDCG@20, IoU=0.7: 0.278730
INFO:VAL NDCG@40, IoU=0.3: 0.472540
INFO:VAL NDCG@40, IoU=0.5: 0.433667
INFO:VAL NDCG@40, IoU=0.7: 0.301480
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435295
INFO:TEST NDCG@10, IoU=0.5: 0.398629
INFO:TEST NDCG@10, IoU=0.7: 0.280652
INFO:TEST NDCG@20, IoU=0.3: 0.443859
INFO:TEST NDCG@20, IoU=0.5: 0.405912
INFO:TEST NDCG@20, IoU=0.7: 0.287695
INFO:TEST NDCG@40, IoU=0.3: 0.473501
INFO:TEST NDCG@40, IoU=0.5: 0.433690
INFO:TEST NDCG@40, IoU=0.7: 0.307857
INFO:
INFO:BEST VAL NDCG@10, IoU=0.3: 0.433882
INFO:BEST VAL NDCG@10, IoU=0.5: 0.398433
INFO:BEST VAL NDCG@10, IoU=0.7: 0.269266
INFO:BEST VAL NDCG@20, IoU=0.3: 0.441798
INFO:BEST VAL NDCG@20, IoU=0.5: 0.406037
INFO:BEST VAL NDCG@20, IoU=0.7: 0.278730
INFO:BEST VAL NDCG@40, IoU=0.3: 0.472540
INFO:BEST VAL NDCG@40, IoU=0.5: 0.433667
INFO:BEST VAL NDCG@40, IoU=0.7: 0.301480
INFO:
INFO:BEST TEST NDCG@10, IoU=0.3: 0.435295
INFO:BEST TEST NDCG@10, IoU=0.5: 0.398629
INFO:BEST TEST NDCG@10, IoU=0.7: 0.280652
INFO:BEST TEST NDCG@20, IoU=0.3: 0.443859
INFO:BEST TEST NDCG@20, IoU=0.5: 0.405912
INFO:BEST TEST NDCG@20, IoU=0.7: 0.287695
INFO:BEST TEST NDCG@40, IoU=0.3: 0.473501
INFO:BEST TEST NDCG@40, IoU=0.5: 0.433690
INFO:BEST TEST NDCG@40, IoU=0.7: 0.307857
INFO:
INFO:Save checkpoint at results/tvr_ranking/top40/best_model.pt
INFO:
INFO:TRAIN EPOCH: 92|100
INFO:EPOCH 92/100 | STEP: 0|5416 | Loss: 0.190944
INFO:EPOCH 92/100 | STEP: 100|5416 | Loss: 0.180751
INFO:EPOCH 92/100 | STEP: 200|5416 | Loss: 0.160754
INFO:EPOCH 92/100 | STEP: 300|5416 | Loss: 0.167011
INFO:EPOCH 92/100 | STEP: 400|5416 | Loss: 0.175891
INFO:EPOCH 92/100 | STEP: 500|5416 | Loss: 0.175509
INFO:EPOCH 92/100 | STEP: 600|5416 | Loss: 0.174023
INFO:EPOCH 92/100 | STEP: 700|5416 | Loss: 0.180999
INFO:EPOCH 92/100 | STEP: 800|5416 | Loss: 0.190810
INFO:EPOCH 92/100 | STEP: 900|5416 | Loss: 0.169028
INFO:EPOCH 92/100 | STEP: 1000|5416 | Loss: 0.181743
INFO:EPOCH 92/100 | STEP: 1100|5416 | Loss: 0.165666
INFO:EPOCH 92/100 | STEP: 1200|5416 | Loss: 0.163139
INFO:EPOCH 92/100 | STEP: 1300|5416 | Loss: 0.176635
INFO:EPOCH 92/100 | STEP: 1400|5416 | Loss: 0.168575
INFO:EPOCH 92/100 | STEP: 1500|5416 | Loss: 0.177628
INFO:EPOCH 92/100 | STEP: 1600|5416 | Loss: 0.183669
INFO:EPOCH 92/100 | STEP: 1700|5416 | Loss: 0.165428
INFO:EPOCH 92/100 | STEP: 1800|5416 | Loss: 0.167240
INFO:EPOCH 92/100 | STEP: 1900|5416 | Loss: 0.172779
INFO:EPOCH 92/100 | STEP: 2000|5416 | Loss: 0.178501
INFO:EPOCH 92/100 | STEP: 2100|5416 | Loss: 0.172702
INFO:EPOCH 92/100 | STEP: 2200|5416 | Loss: 0.169497
INFO:EPOCH 92/100 | STEP: 2300|5416 | Loss: 0.167639
INFO:EPOCH 92/100 | STEP: 2400|5416 | Loss: 0.174383
INFO:EPOCH 92/100 | STEP: 2500|5416 | Loss: 0.161177
INFO:EPOCH 92/100 | STEP: 2600|5416 | Loss: 0.163739
INFO:EPOCH 92/100 | STEP: 2700|5416 | Loss: 0.165733
INFO:VAL NDCG@10, IoU=0.3: 0.399495
INFO:VAL NDCG@10, IoU=0.5: 0.362770
INFO:VAL NDCG@10, IoU=0.7: 0.243914
INFO:VAL NDCG@20, IoU=0.3: 0.404687
INFO:VAL NDCG@20, IoU=0.5: 0.367357
INFO:VAL NDCG@20, IoU=0.7: 0.249603
INFO:VAL NDCG@40, IoU=0.3: 0.431926
INFO:VAL NDCG@40, IoU=0.5: 0.392911
INFO:VAL NDCG@40, IoU=0.7: 0.272885
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.397757
INFO:TEST NDCG@10, IoU=0.5: 0.359858
INFO:TEST NDCG@10, IoU=0.7: 0.252695
INFO:TEST NDCG@20, IoU=0.3: 0.404758
INFO:TEST NDCG@20, IoU=0.5: 0.366808
INFO:TEST NDCG@20, IoU=0.7: 0.259429
INFO:TEST NDCG@40, IoU=0.3: 0.431859
INFO:TEST NDCG@40, IoU=0.5: 0.391846
INFO:TEST NDCG@40, IoU=0.7: 0.279390
INFO:
INFO:EPOCH 92/100 | STEP: 2800|5416 | Loss: 0.099339
INFO:EPOCH 92/100 | STEP: 2900|5416 | Loss: 0.095256
INFO:EPOCH 92/100 | STEP: 3000|5416 | Loss: 0.097544
INFO:EPOCH 92/100 | STEP: 3100|5416 | Loss: 0.093389
INFO:EPOCH 92/100 | STEP: 3200|5416 | Loss: 0.084149
INFO:EPOCH 92/100 | STEP: 3300|5416 | Loss: 0.097094
INFO:EPOCH 92/100 | STEP: 3400|5416 | Loss: 0.096855
INFO:EPOCH 92/100 | STEP: 3500|5416 | Loss: 0.095053
INFO:EPOCH 92/100 | STEP: 3600|5416 | Loss: 0.099883
INFO:EPOCH 92/100 | STEP: 3700|5416 | Loss: 0.088321
INFO:EPOCH 92/100 | STEP: 3800|5416 | Loss: 0.092382
INFO:EPOCH 92/100 | STEP: 3900|5416 | Loss: 0.097755
INFO:EPOCH 92/100 | STEP: 4000|5416 | Loss: 0.089318
INFO:EPOCH 92/100 | STEP: 4100|5416 | Loss: 0.092072
INFO:EPOCH 92/100 | STEP: 4200|5416 | Loss: 0.088797
INFO:EPOCH 92/100 | STEP: 4300|5416 | Loss: 0.090877
INFO:EPOCH 92/100 | STEP: 4400|5416 | Loss: 0.096967
INFO:EPOCH 92/100 | STEP: 4500|5416 | Loss: 0.091586
INFO:EPOCH 92/100 | STEP: 4600|5416 | Loss: 0.089593
INFO:EPOCH 92/100 | STEP: 4700|5416 | Loss: 0.088375
INFO:EPOCH 92/100 | STEP: 4800|5416 | Loss: 0.098306
INFO:EPOCH 92/100 | STEP: 4900|5416 | Loss: 0.091462
INFO:EPOCH 92/100 | STEP: 5000|5416 | Loss: 0.091723
INFO:EPOCH 92/100 | STEP: 5100|5416 | Loss: 0.085988
INFO:EPOCH 92/100 | STEP: 5200|5416 | Loss: 0.092572
INFO:EPOCH 92/100 | STEP: 5300|5416 | Loss: 0.094679
INFO:EPOCH 92/100 | STEP: 5400|5416 | Loss: 0.095411
INFO:VAL NDCG@10, IoU=0.3: 0.434701
INFO:VAL NDCG@10, IoU=0.5: 0.397804
INFO:VAL NDCG@10, IoU=0.7: 0.270752
INFO:VAL NDCG@20, IoU=0.3: 0.440294
INFO:VAL NDCG@20, IoU=0.5: 0.402704
INFO:VAL NDCG@20, IoU=0.7: 0.277254
INFO:VAL NDCG@40, IoU=0.3: 0.471372
INFO:VAL NDCG@40, IoU=0.5: 0.431675
INFO:VAL NDCG@40, IoU=0.7: 0.300670
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.436173
INFO:TEST NDCG@10, IoU=0.5: 0.398890
INFO:TEST NDCG@10, IoU=0.7: 0.280776
INFO:TEST NDCG@20, IoU=0.3: 0.443896
INFO:TEST NDCG@20, IoU=0.5: 0.405595
INFO:TEST NDCG@20, IoU=0.7: 0.287038
INFO:TEST NDCG@40, IoU=0.3: 0.473863
INFO:TEST NDCG@40, IoU=0.5: 0.433330
INFO:TEST NDCG@40, IoU=0.7: 0.307619
INFO:
INFO:TRAIN EPOCH: 93|100
INFO:EPOCH 93/100 | STEP: 0|5416 | Loss: 0.176543
INFO:EPOCH 93/100 | STEP: 100|5416 | Loss: 0.169603
INFO:EPOCH 93/100 | STEP: 200|5416 | Loss: 0.172314
INFO:EPOCH 93/100 | STEP: 300|5416 | Loss: 0.184205
INFO:EPOCH 93/100 | STEP: 400|5416 | Loss: 0.180188
INFO:EPOCH 93/100 | STEP: 500|5416 | Loss: 0.170453
INFO:EPOCH 93/100 | STEP: 600|5416 | Loss: 0.182221
INFO:EPOCH 93/100 | STEP: 700|5416 | Loss: 0.176783
INFO:EPOCH 93/100 | STEP: 800|5416 | Loss: 0.178997
INFO:EPOCH 93/100 | STEP: 900|5416 | Loss: 0.164396
INFO:EPOCH 93/100 | STEP: 1000|5416 | Loss: 0.169207
INFO:EPOCH 93/100 | STEP: 1100|5416 | Loss: 0.172058
INFO:EPOCH 93/100 | STEP: 1200|5416 | Loss: 0.161974
INFO:EPOCH 93/100 | STEP: 1300|5416 | Loss: 0.164764
INFO:EPOCH 93/100 | STEP: 1400|5416 | Loss: 0.165593
INFO:EPOCH 93/100 | STEP: 1500|5416 | Loss: 0.167257
INFO:EPOCH 93/100 | STEP: 1600|5416 | Loss: 0.174610
INFO:EPOCH 93/100 | STEP: 1700|5416 | Loss: 0.171986
INFO:EPOCH 93/100 | STEP: 1800|5416 | Loss: 0.168354
INFO:EPOCH 93/100 | STEP: 1900|5416 | Loss: 0.173170
INFO:EPOCH 93/100 | STEP: 2000|5416 | Loss: 0.165618
INFO:EPOCH 93/100 | STEP: 2100|5416 | Loss: 0.174778
INFO:EPOCH 93/100 | STEP: 2200|5416 | Loss: 0.157060
INFO:EPOCH 93/100 | STEP: 2300|5416 | Loss: 0.176321
INFO:EPOCH 93/100 | STEP: 2400|5416 | Loss: 0.179931
INFO:EPOCH 93/100 | STEP: 2500|5416 | Loss: 0.172795
INFO:EPOCH 93/100 | STEP: 2600|5416 | Loss: 0.166070
INFO:EPOCH 93/100 | STEP: 2700|5416 | Loss: 0.169693
INFO:VAL NDCG@10, IoU=0.3: 0.399571
INFO:VAL NDCG@10, IoU=0.5: 0.363022
INFO:VAL NDCG@10, IoU=0.7: 0.244361
INFO:VAL NDCG@20, IoU=0.3: 0.403614
INFO:VAL NDCG@20, IoU=0.5: 0.367682
INFO:VAL NDCG@20, IoU=0.7: 0.250192
INFO:VAL NDCG@40, IoU=0.3: 0.433044
INFO:VAL NDCG@40, IoU=0.5: 0.394086
INFO:VAL NDCG@40, IoU=0.7: 0.274041
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.399828
INFO:TEST NDCG@10, IoU=0.5: 0.362307
INFO:TEST NDCG@10, IoU=0.7: 0.253923
INFO:TEST NDCG@20, IoU=0.3: 0.405839
INFO:TEST NDCG@20, IoU=0.5: 0.367886
INFO:TEST NDCG@20, IoU=0.7: 0.260078
INFO:TEST NDCG@40, IoU=0.3: 0.433157
INFO:TEST NDCG@40, IoU=0.5: 0.392929
INFO:TEST NDCG@40, IoU=0.7: 0.279689
INFO:
INFO:EPOCH 93/100 | STEP: 2800|5416 | Loss: 0.098279
INFO:EPOCH 93/100 | STEP: 2900|5416 | Loss: 0.102096
INFO:EPOCH 93/100 | STEP: 3000|5416 | Loss: 0.090217
INFO:EPOCH 93/100 | STEP: 3100|5416 | Loss: 0.088547
INFO:EPOCH 93/100 | STEP: 3200|5416 | Loss: 0.092082
INFO:EPOCH 93/100 | STEP: 3300|5416 | Loss: 0.089858
INFO:EPOCH 93/100 | STEP: 3400|5416 | Loss: 0.089171
INFO:EPOCH 93/100 | STEP: 3500|5416 | Loss: 0.096827
INFO:EPOCH 93/100 | STEP: 3600|5416 | Loss: 0.095895
INFO:EPOCH 93/100 | STEP: 3700|5416 | Loss: 0.093085
INFO:EPOCH 93/100 | STEP: 3800|5416 | Loss: 0.104525
INFO:EPOCH 93/100 | STEP: 3900|5416 | Loss: 0.092830
INFO:EPOCH 93/100 | STEP: 4000|5416 | Loss: 0.090054
INFO:EPOCH 93/100 | STEP: 4100|5416 | Loss: 0.096120
INFO:EPOCH 93/100 | STEP: 4200|5416 | Loss: 0.098436
INFO:EPOCH 93/100 | STEP: 4300|5416 | Loss: 0.090775
INFO:EPOCH 93/100 | STEP: 4400|5416 | Loss: 0.089284
INFO:EPOCH 93/100 | STEP: 4500|5416 | Loss: 0.095278
INFO:EPOCH 93/100 | STEP: 4600|5416 | Loss: 0.097813
INFO:EPOCH 93/100 | STEP: 4700|5416 | Loss: 0.089563
INFO:EPOCH 93/100 | STEP: 4800|5416 | Loss: 0.093010
INFO:EPOCH 93/100 | STEP: 4900|5416 | Loss: 0.087249
INFO:EPOCH 93/100 | STEP: 5000|5416 | Loss: 0.102946
INFO:EPOCH 93/100 | STEP: 5100|5416 | Loss: 0.086270
INFO:EPOCH 93/100 | STEP: 5200|5416 | Loss: 0.098905
INFO:EPOCH 93/100 | STEP: 5300|5416 | Loss: 0.088429
INFO:EPOCH 93/100 | STEP: 5400|5416 | Loss: 0.097239
INFO:VAL NDCG@10, IoU=0.3: 0.435079
INFO:VAL NDCG@10, IoU=0.5: 0.398197
INFO:VAL NDCG@10, IoU=0.7: 0.268790
INFO:VAL NDCG@20, IoU=0.3: 0.440826
INFO:VAL NDCG@20, IoU=0.5: 0.404247
INFO:VAL NDCG@20, IoU=0.7: 0.276987
INFO:VAL NDCG@40, IoU=0.3: 0.472267
INFO:VAL NDCG@40, IoU=0.5: 0.432712
INFO:VAL NDCG@40, IoU=0.7: 0.300170
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435958
INFO:TEST NDCG@10, IoU=0.5: 0.398755
INFO:TEST NDCG@10, IoU=0.7: 0.280523
INFO:TEST NDCG@20, IoU=0.3: 0.444275
INFO:TEST NDCG@20, IoU=0.5: 0.406031
INFO:TEST NDCG@20, IoU=0.7: 0.287317
INFO:TEST NDCG@40, IoU=0.3: 0.474283
INFO:TEST NDCG@40, IoU=0.5: 0.433988
INFO:TEST NDCG@40, IoU=0.7: 0.308024
INFO:
INFO:TRAIN EPOCH: 94|100
INFO:EPOCH 94/100 | STEP: 0|5416 | Loss: 0.194184
INFO:EPOCH 94/100 | STEP: 100|5416 | Loss: 0.182159
INFO:EPOCH 94/100 | STEP: 200|5416 | Loss: 0.176832
INFO:EPOCH 94/100 | STEP: 300|5416 | Loss: 0.167145
INFO:EPOCH 94/100 | STEP: 400|5416 | Loss: 0.166789
INFO:EPOCH 94/100 | STEP: 500|5416 | Loss: 0.177352
INFO:EPOCH 94/100 | STEP: 600|5416 | Loss: 0.164626
INFO:EPOCH 94/100 | STEP: 700|5416 | Loss: 0.171600
INFO:EPOCH 94/100 | STEP: 800|5416 | Loss: 0.170481
INFO:EPOCH 94/100 | STEP: 900|5416 | Loss: 0.175207
INFO:EPOCH 94/100 | STEP: 1000|5416 | Loss: 0.165112
INFO:EPOCH 94/100 | STEP: 1100|5416 | Loss: 0.169390
INFO:EPOCH 94/100 | STEP: 1200|5416 | Loss: 0.175390
INFO:EPOCH 94/100 | STEP: 1300|5416 | Loss: 0.183097
INFO:EPOCH 94/100 | STEP: 1400|5416 | Loss: 0.163921
INFO:EPOCH 94/100 | STEP: 1500|5416 | Loss: 0.165939
INFO:EPOCH 94/100 | STEP: 1600|5416 | Loss: 0.166407
INFO:EPOCH 94/100 | STEP: 1700|5416 | Loss: 0.169733
INFO:EPOCH 94/100 | STEP: 1800|5416 | Loss: 0.172409
INFO:EPOCH 94/100 | STEP: 1900|5416 | Loss: 0.169153
INFO:EPOCH 94/100 | STEP: 2000|5416 | Loss: 0.163445
INFO:EPOCH 94/100 | STEP: 2100|5416 | Loss: 0.174500
INFO:EPOCH 94/100 | STEP: 2200|5416 | Loss: 0.168208
INFO:EPOCH 94/100 | STEP: 2300|5416 | Loss: 0.169144
INFO:EPOCH 94/100 | STEP: 2400|5416 | Loss: 0.165016
INFO:EPOCH 94/100 | STEP: 2500|5416 | Loss: 0.171164
INFO:EPOCH 94/100 | STEP: 2600|5416 | Loss: 0.176073
INFO:EPOCH 94/100 | STEP: 2700|5416 | Loss: 0.184327
INFO:VAL NDCG@10, IoU=0.3: 0.399870
INFO:VAL NDCG@10, IoU=0.5: 0.363379
INFO:VAL NDCG@10, IoU=0.7: 0.243962
INFO:VAL NDCG@20, IoU=0.3: 0.405133
INFO:VAL NDCG@20, IoU=0.5: 0.368276
INFO:VAL NDCG@20, IoU=0.7: 0.249211
INFO:VAL NDCG@40, IoU=0.3: 0.433773
INFO:VAL NDCG@40, IoU=0.5: 0.395308
INFO:VAL NDCG@40, IoU=0.7: 0.274783
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.401280
INFO:TEST NDCG@10, IoU=0.5: 0.363585
INFO:TEST NDCG@10, IoU=0.7: 0.254432
INFO:TEST NDCG@20, IoU=0.3: 0.407389
INFO:TEST NDCG@20, IoU=0.5: 0.368998
INFO:TEST NDCG@20, IoU=0.7: 0.260390
INFO:TEST NDCG@40, IoU=0.3: 0.435385
INFO:TEST NDCG@40, IoU=0.5: 0.394786
INFO:TEST NDCG@40, IoU=0.7: 0.280689
INFO:
INFO:EPOCH 94/100 | STEP: 2800|5416 | Loss: 0.097933
INFO:EPOCH 94/100 | STEP: 2900|5416 | Loss: 0.097151
INFO:EPOCH 94/100 | STEP: 3000|5416 | Loss: 0.092821
INFO:EPOCH 94/100 | STEP: 3100|5416 | Loss: 0.093591
INFO:EPOCH 94/100 | STEP: 3200|5416 | Loss: 0.093830
INFO:EPOCH 94/100 | STEP: 3300|5416 | Loss: 0.096563
INFO:EPOCH 94/100 | STEP: 3400|5416 | Loss: 0.095406
INFO:EPOCH 94/100 | STEP: 3500|5416 | Loss: 0.099877
INFO:EPOCH 94/100 | STEP: 3600|5416 | Loss: 0.090452
INFO:EPOCH 94/100 | STEP: 3700|5416 | Loss: 0.095543
INFO:EPOCH 94/100 | STEP: 3800|5416 | Loss: 0.096912
INFO:EPOCH 94/100 | STEP: 3900|5416 | Loss: 0.092242
INFO:EPOCH 94/100 | STEP: 4000|5416 | Loss: 0.093622
INFO:EPOCH 94/100 | STEP: 4100|5416 | Loss: 0.084400
INFO:EPOCH 94/100 | STEP: 4200|5416 | Loss: 0.098180
INFO:EPOCH 94/100 | STEP: 4300|5416 | Loss: 0.093278
INFO:EPOCH 94/100 | STEP: 4400|5416 | Loss: 0.092577
INFO:EPOCH 94/100 | STEP: 4500|5416 | Loss: 0.092530
INFO:EPOCH 94/100 | STEP: 4600|5416 | Loss: 0.082877
INFO:EPOCH 94/100 | STEP: 4700|5416 | Loss: 0.095482
INFO:EPOCH 94/100 | STEP: 4800|5416 | Loss: 0.090172
INFO:EPOCH 94/100 | STEP: 4900|5416 | Loss: 0.091880
INFO:EPOCH 94/100 | STEP: 5000|5416 | Loss: 0.093287
INFO:EPOCH 94/100 | STEP: 5100|5416 | Loss: 0.091450
INFO:EPOCH 94/100 | STEP: 5200|5416 | Loss: 0.099302
INFO:EPOCH 94/100 | STEP: 5300|5416 | Loss: 0.095207
INFO:EPOCH 94/100 | STEP: 5400|5416 | Loss: 0.097215
INFO:VAL NDCG@10, IoU=0.3: 0.433127
INFO:VAL NDCG@10, IoU=0.5: 0.397157
INFO:VAL NDCG@10, IoU=0.7: 0.269024
INFO:VAL NDCG@20, IoU=0.3: 0.440161
INFO:VAL NDCG@20, IoU=0.5: 0.403712
INFO:VAL NDCG@20, IoU=0.7: 0.276808
INFO:VAL NDCG@40, IoU=0.3: 0.471299
INFO:VAL NDCG@40, IoU=0.5: 0.431525
INFO:VAL NDCG@40, IoU=0.7: 0.299861
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.435427
INFO:TEST NDCG@10, IoU=0.5: 0.398425
INFO:TEST NDCG@10, IoU=0.7: 0.281056
INFO:TEST NDCG@20, IoU=0.3: 0.442975
INFO:TEST NDCG@20, IoU=0.5: 0.404949
INFO:TEST NDCG@20, IoU=0.7: 0.286690
INFO:TEST NDCG@40, IoU=0.3: 0.473540
INFO:TEST NDCG@40, IoU=0.5: 0.433349
INFO:TEST NDCG@40, IoU=0.7: 0.307970
INFO:
INFO:TRAIN EPOCH: 95|100
INFO:EPOCH 95/100 | STEP: 0|5416 | Loss: 0.178647
INFO:EPOCH 95/100 | STEP: 100|5416 | Loss: 0.175471
INFO:EPOCH 95/100 | STEP: 200|5416 | Loss: 0.172790
INFO:EPOCH 95/100 | STEP: 300|5416 | Loss: 0.165630
INFO:EPOCH 95/100 | STEP: 400|5416 | Loss: 0.170987
INFO:EPOCH 95/100 | STEP: 500|5416 | Loss: 0.158233
INFO:EPOCH 95/100 | STEP: 600|5416 | Loss: 0.166441
INFO:EPOCH 95/100 | STEP: 700|5416 | Loss: 0.170292
INFO:EPOCH 95/100 | STEP: 800|5416 | Loss: 0.166285
INFO:EPOCH 95/100 | STEP: 900|5416 | Loss: 0.164955
INFO:EPOCH 95/100 | STEP: 1000|5416 | Loss: 0.179006
INFO:EPOCH 95/100 | STEP: 1100|5416 | Loss: 0.171698
INFO:EPOCH 95/100 | STEP: 1200|5416 | Loss: 0.177198
INFO:EPOCH 95/100 | STEP: 1300|5416 | Loss: 0.178305
INFO:EPOCH 95/100 | STEP: 1400|5416 | Loss: 0.171209
INFO:EPOCH 95/100 | STEP: 1500|5416 | Loss: 0.157233
INFO:EPOCH 95/100 | STEP: 1600|5416 | Loss: 0.163658
INFO:EPOCH 95/100 | STEP: 1700|5416 | Loss: 0.172316
INFO:EPOCH 95/100 | STEP: 1800|5416 | Loss: 0.164815
INFO:EPOCH 95/100 | STEP: 1900|5416 | Loss: 0.175962
INFO:EPOCH 95/100 | STEP: 2000|5416 | Loss: 0.174325
INFO:EPOCH 95/100 | STEP: 2100|5416 | Loss: 0.173907
INFO:EPOCH 95/100 | STEP: 2200|5416 | Loss: 0.186050
INFO:EPOCH 95/100 | STEP: 2300|5416 | Loss: 0.173407
INFO:EPOCH 95/100 | STEP: 2400|5416 | Loss: 0.159410
INFO:EPOCH 95/100 | STEP: 2500|5416 | Loss: 0.181282
INFO:EPOCH 95/100 | STEP: 2600|5416 | Loss: 0.168413
INFO:EPOCH 95/100 | STEP: 2700|5416 | Loss: 0.167819
INFO:VAL NDCG@10, IoU=0.3: 0.401798
INFO:VAL NDCG@10, IoU=0.5: 0.364804
INFO:VAL NDCG@10, IoU=0.7: 0.246756
INFO:VAL NDCG@20, IoU=0.3: 0.406214
INFO:VAL NDCG@20, IoU=0.5: 0.369410
INFO:VAL NDCG@20, IoU=0.7: 0.251098
INFO:VAL NDCG@40, IoU=0.3: 0.436035
INFO:VAL NDCG@40, IoU=0.5: 0.396965
INFO:VAL NDCG@40, IoU=0.7: 0.276232
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.402729
INFO:TEST NDCG@10, IoU=0.5: 0.365035
INFO:TEST NDCG@10, IoU=0.7: 0.255436
INFO:TEST NDCG@20, IoU=0.3: 0.409282
INFO:TEST NDCG@20, IoU=0.5: 0.370949
INFO:TEST NDCG@20, IoU=0.7: 0.261617
INFO:TEST NDCG@40, IoU=0.3: 0.437494
INFO:TEST NDCG@40, IoU=0.5: 0.397029
INFO:TEST NDCG@40, IoU=0.7: 0.282332
INFO:
INFO:EPOCH 95/100 | STEP: 2800|5416 | Loss: 0.092757
INFO:EPOCH 95/100 | STEP: 2900|5416 | Loss: 0.097004
INFO:EPOCH 95/100 | STEP: 3000|5416 | Loss: 0.086324
INFO:EPOCH 95/100 | STEP: 3100|5416 | Loss: 0.089918
INFO:EPOCH 95/100 | STEP: 3200|5416 | Loss: 0.089415
INFO:EPOCH 95/100 | STEP: 3300|5416 | Loss: 0.091466
INFO:EPOCH 95/100 | STEP: 3400|5416 | Loss: 0.087905
INFO:EPOCH 95/100 | STEP: 3500|5416 | Loss: 0.092949
INFO:EPOCH 95/100 | STEP: 3600|5416 | Loss: 0.093539
INFO:EPOCH 95/100 | STEP: 3700|5416 | Loss: 0.099633
INFO:EPOCH 95/100 | STEP: 3800|5416 | Loss: 0.090708
INFO:EPOCH 95/100 | STEP: 3900|5416 | Loss: 0.090826
INFO:EPOCH 95/100 | STEP: 4000|5416 | Loss: 0.095448
INFO:EPOCH 95/100 | STEP: 4100|5416 | Loss: 0.096856
INFO:EPOCH 95/100 | STEP: 4200|5416 | Loss: 0.085305
INFO:EPOCH 95/100 | STEP: 4300|5416 | Loss: 0.089979
INFO:EPOCH 95/100 | STEP: 4400|5416 | Loss: 0.092010
INFO:EPOCH 95/100 | STEP: 4500|5416 | Loss: 0.094276
INFO:EPOCH 95/100 | STEP: 4600|5416 | Loss: 0.089660
INFO:EPOCH 95/100 | STEP: 4700|5416 | Loss: 0.093097
INFO:EPOCH 95/100 | STEP: 4800|5416 | Loss: 0.099523
INFO:EPOCH 95/100 | STEP: 4900|5416 | Loss: 0.090452
INFO:EPOCH 95/100 | STEP: 5000|5416 | Loss: 0.086963
INFO:EPOCH 95/100 | STEP: 5100|5416 | Loss: 0.099139
INFO:EPOCH 95/100 | STEP: 5200|5416 | Loss: 0.098858
INFO:EPOCH 95/100 | STEP: 5300|5416 | Loss: 0.086600
INFO:EPOCH 95/100 | STEP: 5400|5416 | Loss: 0.090909
INFO:VAL NDCG@10, IoU=0.3: 0.433677
INFO:VAL NDCG@10, IoU=0.5: 0.398093
INFO:VAL NDCG@10, IoU=0.7: 0.268405
INFO:VAL NDCG@20, IoU=0.3: 0.438841
INFO:VAL NDCG@20, IoU=0.5: 0.401971
INFO:VAL NDCG@20, IoU=0.7: 0.275975
INFO:VAL NDCG@40, IoU=0.3: 0.470170
INFO:VAL NDCG@40, IoU=0.5: 0.430090
INFO:VAL NDCG@40, IoU=0.7: 0.298368
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.434618
INFO:TEST NDCG@10, IoU=0.5: 0.397866
INFO:TEST NDCG@10, IoU=0.7: 0.280607
INFO:TEST NDCG@20, IoU=0.3: 0.443251
INFO:TEST NDCG@20, IoU=0.5: 0.405141
INFO:TEST NDCG@20, IoU=0.7: 0.287079
INFO:TEST NDCG@40, IoU=0.3: 0.472908
INFO:TEST NDCG@40, IoU=0.5: 0.432902
INFO:TEST NDCG@40, IoU=0.7: 0.307324
INFO:
INFO:TRAIN EPOCH: 96|100
INFO:EPOCH 96/100 | STEP: 0|5416 | Loss: 0.188210
INFO:EPOCH 96/100 | STEP: 100|5416 | Loss: 0.169329
INFO:EPOCH 96/100 | STEP: 200|5416 | Loss: 0.168459
INFO:EPOCH 96/100 | STEP: 300|5416 | Loss: 0.175821
INFO:EPOCH 96/100 | STEP: 400|5416 | Loss: 0.180231
INFO:EPOCH 96/100 | STEP: 500|5416 | Loss: 0.171878
INFO:EPOCH 96/100 | STEP: 600|5416 | Loss: 0.170021
INFO:EPOCH 96/100 | STEP: 700|5416 | Loss: 0.174708
INFO:EPOCH 96/100 | STEP: 800|5416 | Loss: 0.172974
INFO:EPOCH 96/100 | STEP: 900|5416 | Loss: 0.167716
INFO:EPOCH 96/100 | STEP: 1000|5416 | Loss: 0.174244
INFO:EPOCH 96/100 | STEP: 1100|5416 | Loss: 0.168419
INFO:EPOCH 96/100 | STEP: 1200|5416 | Loss: 0.174149
INFO:EPOCH 96/100 | STEP: 1300|5416 | Loss: 0.165149
INFO:EPOCH 96/100 | STEP: 1400|5416 | Loss: 0.168677
INFO:EPOCH 96/100 | STEP: 1500|5416 | Loss: 0.167559
INFO:EPOCH 96/100 | STEP: 1600|5416 | Loss: 0.181330
INFO:EPOCH 96/100 | STEP: 1700|5416 | Loss: 0.168849
INFO:EPOCH 96/100 | STEP: 1800|5416 | Loss: 0.178869
INFO:EPOCH 96/100 | STEP: 1900|5416 | Loss: 0.168491
INFO:EPOCH 96/100 | STEP: 2000|5416 | Loss: 0.170808
INFO:EPOCH 96/100 | STEP: 2100|5416 | Loss: 0.165635
INFO:EPOCH 96/100 | STEP: 2200|5416 | Loss: 0.163053
INFO:EPOCH 96/100 | STEP: 2300|5416 | Loss: 0.178432
INFO:EPOCH 96/100 | STEP: 2400|5416 | Loss: 0.180913
INFO:EPOCH 96/100 | STEP: 2500|5416 | Loss: 0.169322
INFO:EPOCH 96/100 | STEP: 2600|5416 | Loss: 0.183683
INFO:EPOCH 96/100 | STEP: 2700|5416 | Loss: 0.173685
INFO:VAL NDCG@10, IoU=0.3: 0.404275
INFO:VAL NDCG@10, IoU=0.5: 0.368026
INFO:VAL NDCG@10, IoU=0.7: 0.248475
INFO:VAL NDCG@20, IoU=0.3: 0.408477
INFO:VAL NDCG@20, IoU=0.5: 0.371722
INFO:VAL NDCG@20, IoU=0.7: 0.253619
INFO:VAL NDCG@40, IoU=0.3: 0.437429
INFO:VAL NDCG@40, IoU=0.5: 0.398505
INFO:VAL NDCG@40, IoU=0.7: 0.277344
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.403833
INFO:TEST NDCG@10, IoU=0.5: 0.366195
INFO:TEST NDCG@10, IoU=0.7: 0.256741
INFO:TEST NDCG@20, IoU=0.3: 0.410187
INFO:TEST NDCG@20, IoU=0.5: 0.371822
INFO:TEST NDCG@20, IoU=0.7: 0.263161
INFO:TEST NDCG@40, IoU=0.3: 0.438800
INFO:TEST NDCG@40, IoU=0.5: 0.398350
INFO:TEST NDCG@40, IoU=0.7: 0.283689
INFO:
INFO:EPOCH 96/100 | STEP: 2800|5416 | Loss: 0.097456
INFO:EPOCH 96/100 | STEP: 2900|5416 | Loss: 0.098276
INFO:EPOCH 96/100 | STEP: 3000|5416 | Loss: 0.095195
INFO:EPOCH 96/100 | STEP: 3100|5416 | Loss: 0.091928
INFO:EPOCH 96/100 | STEP: 3200|5416 | Loss: 0.090423
INFO:EPOCH 96/100 | STEP: 3300|5416 | Loss: 0.095871
INFO:EPOCH 96/100 | STEP: 3400|5416 | Loss: 0.094404
INFO:EPOCH 96/100 | STEP: 3500|5416 | Loss: 0.093424
INFO:EPOCH 96/100 | STEP: 3600|5416 | Loss: 0.096653
INFO:EPOCH 96/100 | STEP: 3700|5416 | Loss: 0.089940
INFO:EPOCH 96/100 | STEP: 3800|5416 | Loss: 0.086091
INFO:EPOCH 96/100 | STEP: 3900|5416 | Loss: 0.092855
INFO:EPOCH 96/100 | STEP: 4000|5416 | Loss: 0.087443
INFO:EPOCH 96/100 | STEP: 4100|5416 | Loss: 0.089215
INFO:EPOCH 96/100 | STEP: 4200|5416 | Loss: 0.086828
INFO:EPOCH 96/100 | STEP: 4300|5416 | Loss: 0.093082
INFO:EPOCH 96/100 | STEP: 4400|5416 | Loss: 0.098623
INFO:EPOCH 96/100 | STEP: 4500|5416 | Loss: 0.103294
INFO:EPOCH 96/100 | STEP: 4600|5416 | Loss: 0.087587
INFO:EPOCH 96/100 | STEP: 4700|5416 | Loss: 0.090556
INFO:EPOCH 96/100 | STEP: 4800|5416 | Loss: 0.095977
INFO:EPOCH 96/100 | STEP: 4900|5416 | Loss: 0.092999
INFO:EPOCH 96/100 | STEP: 5000|5416 | Loss: 0.097812
INFO:EPOCH 96/100 | STEP: 5100|5416 | Loss: 0.094137
INFO:EPOCH 96/100 | STEP: 5200|5416 | Loss: 0.094299
INFO:EPOCH 96/100 | STEP: 5300|5416 | Loss: 0.097161
INFO:EPOCH 96/100 | STEP: 5400|5416 | Loss: 0.090744
INFO:VAL NDCG@10, IoU=0.3: 0.432836
INFO:VAL NDCG@10, IoU=0.5: 0.397810
INFO:VAL NDCG@10, IoU=0.7: 0.269432
INFO:VAL NDCG@20, IoU=0.3: 0.439997
INFO:VAL NDCG@20, IoU=0.5: 0.404235
INFO:VAL NDCG@20, IoU=0.7: 0.277605
INFO:VAL NDCG@40, IoU=0.3: 0.470209
INFO:VAL NDCG@40, IoU=0.5: 0.431152
INFO:VAL NDCG@40, IoU=0.7: 0.299613
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.434906
INFO:TEST NDCG@10, IoU=0.5: 0.397994
INFO:TEST NDCG@10, IoU=0.7: 0.280733
INFO:TEST NDCG@20, IoU=0.3: 0.442584
INFO:TEST NDCG@20, IoU=0.5: 0.404504
INFO:TEST NDCG@20, IoU=0.7: 0.286295
INFO:TEST NDCG@40, IoU=0.3: 0.472342
INFO:TEST NDCG@40, IoU=0.5: 0.432414
INFO:TEST NDCG@40, IoU=0.7: 0.307296
INFO:
INFO:TRAIN EPOCH: 97|100
INFO:EPOCH 97/100 | STEP: 0|5416 | Loss: 0.180110
INFO:EPOCH 97/100 | STEP: 100|5416 | Loss: 0.174611
INFO:EPOCH 97/100 | STEP: 200|5416 | Loss: 0.171287
INFO:EPOCH 97/100 | STEP: 300|5416 | Loss: 0.173737
INFO:EPOCH 97/100 | STEP: 400|5416 | Loss: 0.172151
INFO:EPOCH 97/100 | STEP: 500|5416 | Loss: 0.176426
INFO:EPOCH 97/100 | STEP: 600|5416 | Loss: 0.177460
INFO:EPOCH 97/100 | STEP: 700|5416 | Loss: 0.172025
INFO:EPOCH 97/100 | STEP: 800|5416 | Loss: 0.171602
INFO:EPOCH 97/100 | STEP: 900|5416 | Loss: 0.174204
INFO:EPOCH 97/100 | STEP: 1000|5416 | Loss: 0.162443
INFO:EPOCH 97/100 | STEP: 1100|5416 | Loss: 0.174708
INFO:EPOCH 97/100 | STEP: 1200|5416 | Loss: 0.163726
INFO:EPOCH 97/100 | STEP: 1300|5416 | Loss: 0.177242
INFO:EPOCH 97/100 | STEP: 1400|5416 | Loss: 0.165310
INFO:EPOCH 97/100 | STEP: 1500|5416 | Loss: 0.163980
INFO:EPOCH 97/100 | STEP: 1600|5416 | Loss: 0.173726
INFO:EPOCH 97/100 | STEP: 1700|5416 | Loss: 0.175413
INFO:EPOCH 97/100 | STEP: 1800|5416 | Loss: 0.175339
INFO:EPOCH 97/100 | STEP: 1900|5416 | Loss: 0.184458
INFO:EPOCH 97/100 | STEP: 2000|5416 | Loss: 0.168219
INFO:EPOCH 97/100 | STEP: 2100|5416 | Loss: 0.158156
INFO:EPOCH 97/100 | STEP: 2200|5416 | Loss: 0.172444
INFO:EPOCH 97/100 | STEP: 2300|5416 | Loss: 0.170385
INFO:EPOCH 97/100 | STEP: 2400|5416 | Loss: 0.172169
INFO:EPOCH 97/100 | STEP: 2500|5416 | Loss: 0.185226
INFO:EPOCH 97/100 | STEP: 2600|5416 | Loss: 0.164817
INFO:EPOCH 97/100 | STEP: 2700|5416 | Loss: 0.172756
INFO:VAL NDCG@10, IoU=0.3: 0.406506
INFO:VAL NDCG@10, IoU=0.5: 0.370510
INFO:VAL NDCG@10, IoU=0.7: 0.250120
INFO:VAL NDCG@20, IoU=0.3: 0.412172
INFO:VAL NDCG@20, IoU=0.5: 0.374774
INFO:VAL NDCG@20, IoU=0.7: 0.255294
INFO:VAL NDCG@40, IoU=0.3: 0.439395
INFO:VAL NDCG@40, IoU=0.5: 0.401092
INFO:VAL NDCG@40, IoU=0.7: 0.279431
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.405581
INFO:TEST NDCG@10, IoU=0.5: 0.368193
INFO:TEST NDCG@10, IoU=0.7: 0.258057
INFO:TEST NDCG@20, IoU=0.3: 0.412321
INFO:TEST NDCG@20, IoU=0.5: 0.373779
INFO:TEST NDCG@20, IoU=0.7: 0.264099
INFO:TEST NDCG@40, IoU=0.3: 0.441226
INFO:TEST NDCG@40, IoU=0.5: 0.400565
INFO:TEST NDCG@40, IoU=0.7: 0.285022
INFO:
INFO:EPOCH 97/100 | STEP: 2800|5416 | Loss: 0.097447
INFO:EPOCH 97/100 | STEP: 2900|5416 | Loss: 0.089254
INFO:EPOCH 97/100 | STEP: 3000|5416 | Loss: 0.093538
INFO:EPOCH 97/100 | STEP: 3100|5416 | Loss: 0.086459
INFO:EPOCH 97/100 | STEP: 3200|5416 | Loss: 0.096382
INFO:EPOCH 97/100 | STEP: 3300|5416 | Loss: 0.086586
INFO:EPOCH 97/100 | STEP: 3400|5416 | Loss: 0.091819
INFO:EPOCH 97/100 | STEP: 3500|5416 | Loss: 0.104055
INFO:EPOCH 97/100 | STEP: 3600|5416 | Loss: 0.096470
INFO:EPOCH 97/100 | STEP: 3700|5416 | Loss: 0.091920
INFO:EPOCH 97/100 | STEP: 3800|5416 | Loss: 0.097840
INFO:EPOCH 97/100 | STEP: 3900|5416 | Loss: 0.091597
INFO:EPOCH 97/100 | STEP: 4000|5416 | Loss: 0.091512
INFO:EPOCH 97/100 | STEP: 4100|5416 | Loss: 0.086452
INFO:EPOCH 97/100 | STEP: 4200|5416 | Loss: 0.093754
INFO:EPOCH 97/100 | STEP: 4300|5416 | Loss: 0.085205
INFO:EPOCH 97/100 | STEP: 4400|5416 | Loss: 0.088324
INFO:EPOCH 97/100 | STEP: 4500|5416 | Loss: 0.089650
INFO:EPOCH 97/100 | STEP: 4600|5416 | Loss: 0.086532
INFO:EPOCH 97/100 | STEP: 4700|5416 | Loss: 0.093596
INFO:EPOCH 97/100 | STEP: 4800|5416 | Loss: 0.089984
INFO:EPOCH 97/100 | STEP: 4900|5416 | Loss: 0.093432
INFO:EPOCH 97/100 | STEP: 5000|5416 | Loss: 0.093438
INFO:EPOCH 97/100 | STEP: 5100|5416 | Loss: 0.086608
INFO:EPOCH 97/100 | STEP: 5200|5416 | Loss: 0.085892
INFO:EPOCH 97/100 | STEP: 5300|5416 | Loss: 0.092937
INFO:EPOCH 97/100 | STEP: 5400|5416 | Loss: 0.096404
INFO:VAL NDCG@10, IoU=0.3: 0.433052
INFO:VAL NDCG@10, IoU=0.5: 0.397707
INFO:VAL NDCG@10, IoU=0.7: 0.268429
INFO:VAL NDCG@20, IoU=0.3: 0.439829
INFO:VAL NDCG@20, IoU=0.5: 0.403750
INFO:VAL NDCG@20, IoU=0.7: 0.277344
INFO:VAL NDCG@40, IoU=0.3: 0.468918
INFO:VAL NDCG@40, IoU=0.5: 0.429987
INFO:VAL NDCG@40, IoU=0.7: 0.298891
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.433041
INFO:TEST NDCG@10, IoU=0.5: 0.396046
INFO:TEST NDCG@10, IoU=0.7: 0.279568
INFO:TEST NDCG@20, IoU=0.3: 0.441049
INFO:TEST NDCG@20, IoU=0.5: 0.402867
INFO:TEST NDCG@20, IoU=0.7: 0.285634
INFO:TEST NDCG@40, IoU=0.3: 0.470570
INFO:TEST NDCG@40, IoU=0.5: 0.430460
INFO:TEST NDCG@40, IoU=0.7: 0.306339
INFO:
INFO:TRAIN EPOCH: 98|100
INFO:EPOCH 98/100 | STEP: 0|5416 | Loss: 0.172982
INFO:EPOCH 98/100 | STEP: 100|5416 | Loss: 0.190467
INFO:EPOCH 98/100 | STEP: 200|5416 | Loss: 0.170483
INFO:EPOCH 98/100 | STEP: 300|5416 | Loss: 0.170425
INFO:EPOCH 98/100 | STEP: 400|5416 | Loss: 0.177954
INFO:EPOCH 98/100 | STEP: 500|5416 | Loss: 0.178779
INFO:EPOCH 98/100 | STEP: 600|5416 | Loss: 0.187140
INFO:EPOCH 98/100 | STEP: 700|5416 | Loss: 0.156187
INFO:EPOCH 98/100 | STEP: 800|5416 | Loss: 0.152718
INFO:EPOCH 98/100 | STEP: 900|5416 | Loss: 0.173374
INFO:EPOCH 98/100 | STEP: 1000|5416 | Loss: 0.177036
INFO:EPOCH 98/100 | STEP: 1100|5416 | Loss: 0.175813
INFO:EPOCH 98/100 | STEP: 1200|5416 | Loss: 0.177230
INFO:EPOCH 98/100 | STEP: 1300|5416 | Loss: 0.163449
INFO:EPOCH 98/100 | STEP: 1400|5416 | Loss: 0.178308
INFO:EPOCH 98/100 | STEP: 1500|5416 | Loss: 0.188935
INFO:EPOCH 98/100 | STEP: 1600|5416 | Loss: 0.165689
INFO:EPOCH 98/100 | STEP: 1700|5416 | Loss: 0.175779
INFO:EPOCH 98/100 | STEP: 1800|5416 | Loss: 0.169331
INFO:EPOCH 98/100 | STEP: 1900|5416 | Loss: 0.174620
INFO:EPOCH 98/100 | STEP: 2000|5416 | Loss: 0.172226
INFO:EPOCH 98/100 | STEP: 2100|5416 | Loss: 0.180171
INFO:EPOCH 98/100 | STEP: 2200|5416 | Loss: 0.171759
INFO:EPOCH 98/100 | STEP: 2300|5416 | Loss: 0.163934
INFO:EPOCH 98/100 | STEP: 2400|5416 | Loss: 0.173657
INFO:EPOCH 98/100 | STEP: 2500|5416 | Loss: 0.168055
INFO:EPOCH 98/100 | STEP: 2600|5416 | Loss: 0.169753
INFO:EPOCH 98/100 | STEP: 2700|5416 | Loss: 0.171446
INFO:VAL NDCG@10, IoU=0.3: 0.409321
INFO:VAL NDCG@10, IoU=0.5: 0.372724
INFO:VAL NDCG@10, IoU=0.7: 0.253208
INFO:VAL NDCG@20, IoU=0.3: 0.412308
INFO:VAL NDCG@20, IoU=0.5: 0.375602
INFO:VAL NDCG@20, IoU=0.7: 0.256933
INFO:VAL NDCG@40, IoU=0.3: 0.441908
INFO:VAL NDCG@40, IoU=0.5: 0.403228
INFO:VAL NDCG@40, IoU=0.7: 0.281748
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.407752
INFO:TEST NDCG@10, IoU=0.5: 0.370290
INFO:TEST NDCG@10, IoU=0.7: 0.260242
INFO:TEST NDCG@20, IoU=0.3: 0.414919
INFO:TEST NDCG@20, IoU=0.5: 0.376556
INFO:TEST NDCG@20, IoU=0.7: 0.266544
INFO:TEST NDCG@40, IoU=0.3: 0.443872
INFO:TEST NDCG@40, IoU=0.5: 0.403285
INFO:TEST NDCG@40, IoU=0.7: 0.287383
INFO:
INFO:EPOCH 98/100 | STEP: 2800|5416 | Loss: 0.099275
INFO:EPOCH 98/100 | STEP: 2900|5416 | Loss: 0.096475
INFO:EPOCH 98/100 | STEP: 3000|5416 | Loss: 0.096227
INFO:EPOCH 98/100 | STEP: 3100|5416 | Loss: 0.082916
INFO:EPOCH 98/100 | STEP: 3200|5416 | Loss: 0.094371
INFO:EPOCH 98/100 | STEP: 3300|5416 | Loss: 0.091653
INFO:EPOCH 98/100 | STEP: 3400|5416 | Loss: 0.095026
INFO:EPOCH 98/100 | STEP: 3500|5416 | Loss: 0.095753
INFO:EPOCH 98/100 | STEP: 3600|5416 | Loss: 0.094748
INFO:EPOCH 98/100 | STEP: 3700|5416 | Loss: 0.090686
INFO:EPOCH 98/100 | STEP: 3800|5416 | Loss: 0.087023
INFO:EPOCH 98/100 | STEP: 3900|5416 | Loss: 0.090581
INFO:EPOCH 98/100 | STEP: 4000|5416 | Loss: 0.085993
INFO:EPOCH 98/100 | STEP: 4100|5416 | Loss: 0.086608
INFO:EPOCH 98/100 | STEP: 4200|5416 | Loss: 0.090260
INFO:EPOCH 98/100 | STEP: 4300|5416 | Loss: 0.087833
INFO:EPOCH 98/100 | STEP: 4400|5416 | Loss: 0.088719
INFO:EPOCH 98/100 | STEP: 4500|5416 | Loss: 0.088347
INFO:EPOCH 98/100 | STEP: 4600|5416 | Loss: 0.090579
INFO:EPOCH 98/100 | STEP: 4700|5416 | Loss: 0.099639
INFO:EPOCH 98/100 | STEP: 4800|5416 | Loss: 0.087920
INFO:EPOCH 98/100 | STEP: 4900|5416 | Loss: 0.091408
INFO:EPOCH 98/100 | STEP: 5000|5416 | Loss: 0.091332
INFO:EPOCH 98/100 | STEP: 5100|5416 | Loss: 0.093175
INFO:EPOCH 98/100 | STEP: 5200|5416 | Loss: 0.095717
INFO:EPOCH 98/100 | STEP: 5300|5416 | Loss: 0.093569
INFO:EPOCH 98/100 | STEP: 5400|5416 | Loss: 0.087799
INFO:VAL NDCG@10, IoU=0.3: 0.431114
INFO:VAL NDCG@10, IoU=0.5: 0.395308
INFO:VAL NDCG@10, IoU=0.7: 0.267581
INFO:VAL NDCG@20, IoU=0.3: 0.437183
INFO:VAL NDCG@20, IoU=0.5: 0.400711
INFO:VAL NDCG@20, IoU=0.7: 0.274680
INFO:VAL NDCG@40, IoU=0.3: 0.466029
INFO:VAL NDCG@40, IoU=0.5: 0.427448
INFO:VAL NDCG@40, IoU=0.7: 0.296680
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.429052
INFO:TEST NDCG@10, IoU=0.5: 0.392022
INFO:TEST NDCG@10, IoU=0.7: 0.276744
INFO:TEST NDCG@20, IoU=0.3: 0.437382
INFO:TEST NDCG@20, IoU=0.5: 0.399111
INFO:TEST NDCG@20, IoU=0.7: 0.283327
INFO:TEST NDCG@40, IoU=0.3: 0.466685
INFO:TEST NDCG@40, IoU=0.5: 0.426592
INFO:TEST NDCG@40, IoU=0.7: 0.303976
INFO:
INFO:TRAIN EPOCH: 99|100
INFO:EPOCH 99/100 | STEP: 0|5416 | Loss: 0.177637
INFO:EPOCH 99/100 | STEP: 100|5416 | Loss: 0.175898
INFO:EPOCH 99/100 | STEP: 200|5416 | Loss: 0.172346
INFO:EPOCH 99/100 | STEP: 300|5416 | Loss: 0.166634
INFO:EPOCH 99/100 | STEP: 400|5416 | Loss: 0.169812
INFO:EPOCH 99/100 | STEP: 500|5416 | Loss: 0.179529
INFO:EPOCH 99/100 | STEP: 600|5416 | Loss: 0.176479
INFO:EPOCH 99/100 | STEP: 700|5416 | Loss: 0.175504
INFO:EPOCH 99/100 | STEP: 800|5416 | Loss: 0.167730
INFO:EPOCH 99/100 | STEP: 900|5416 | Loss: 0.174077
INFO:EPOCH 99/100 | STEP: 1000|5416 | Loss: 0.171632
INFO:EPOCH 99/100 | STEP: 1100|5416 | Loss: 0.172850
INFO:EPOCH 99/100 | STEP: 1200|5416 | Loss: 0.172273
INFO:EPOCH 99/100 | STEP: 1300|5416 | Loss: 0.170935
INFO:EPOCH 99/100 | STEP: 1400|5416 | Loss: 0.170343
INFO:EPOCH 99/100 | STEP: 1500|5416 | Loss: 0.179636
INFO:EPOCH 99/100 | STEP: 1600|5416 | Loss: 0.175105
INFO:EPOCH 99/100 | STEP: 1700|5416 | Loss: 0.166751
INFO:EPOCH 99/100 | STEP: 1800|5416 | Loss: 0.174180
INFO:EPOCH 99/100 | STEP: 1900|5416 | Loss: 0.161603
INFO:EPOCH 99/100 | STEP: 2000|5416 | Loss: 0.170505
INFO:EPOCH 99/100 | STEP: 2100|5416 | Loss: 0.170825
INFO:EPOCH 99/100 | STEP: 2200|5416 | Loss: 0.167968
INFO:EPOCH 99/100 | STEP: 2300|5416 | Loss: 0.165956
INFO:EPOCH 99/100 | STEP: 2400|5416 | Loss: 0.166104
INFO:EPOCH 99/100 | STEP: 2500|5416 | Loss: 0.184672
INFO:EPOCH 99/100 | STEP: 2600|5416 | Loss: 0.167881
INFO:EPOCH 99/100 | STEP: 2700|5416 | Loss: 0.171494
INFO:VAL NDCG@10, IoU=0.3: 0.414091
INFO:VAL NDCG@10, IoU=0.5: 0.377670
INFO:VAL NDCG@10, IoU=0.7: 0.255999
INFO:VAL NDCG@20, IoU=0.3: 0.417884
INFO:VAL NDCG@20, IoU=0.5: 0.380869
INFO:VAL NDCG@20, IoU=0.7: 0.260088
INFO:VAL NDCG@40, IoU=0.3: 0.446600
INFO:VAL NDCG@40, IoU=0.5: 0.408437
INFO:VAL NDCG@40, IoU=0.7: 0.284886
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.412891
INFO:TEST NDCG@10, IoU=0.5: 0.375260
INFO:TEST NDCG@10, IoU=0.7: 0.263443
INFO:TEST NDCG@20, IoU=0.3: 0.420395
INFO:TEST NDCG@20, IoU=0.5: 0.382063
INFO:TEST NDCG@20, IoU=0.7: 0.269944
INFO:TEST NDCG@40, IoU=0.3: 0.449307
INFO:TEST NDCG@40, IoU=0.5: 0.408603
INFO:TEST NDCG@40, IoU=0.7: 0.291035
INFO:
INFO:EPOCH 99/100 | STEP: 2800|5416 | Loss: 0.095216
INFO:EPOCH 99/100 | STEP: 2900|5416 | Loss: 0.096002
INFO:EPOCH 99/100 | STEP: 3000|5416 | Loss: 0.092969
INFO:EPOCH 99/100 | STEP: 3100|5416 | Loss: 0.095432
INFO:EPOCH 99/100 | STEP: 3200|5416 | Loss: 0.100031
INFO:EPOCH 99/100 | STEP: 3300|5416 | Loss: 0.091967
INFO:EPOCH 99/100 | STEP: 3400|5416 | Loss: 0.083494
INFO:EPOCH 99/100 | STEP: 3500|5416 | Loss: 0.095561
INFO:EPOCH 99/100 | STEP: 3600|5416 | Loss: 0.088697
INFO:EPOCH 99/100 | STEP: 3700|5416 | Loss: 0.086846
INFO:EPOCH 99/100 | STEP: 3800|5416 | Loss: 0.095577
INFO:EPOCH 99/100 | STEP: 3900|5416 | Loss: 0.102967
INFO:EPOCH 99/100 | STEP: 4000|5416 | Loss: 0.097082
INFO:EPOCH 99/100 | STEP: 4100|5416 | Loss: 0.098898
INFO:EPOCH 99/100 | STEP: 4200|5416 | Loss: 0.093124
INFO:EPOCH 99/100 | STEP: 4300|5416 | Loss: 0.094964
INFO:EPOCH 99/100 | STEP: 4400|5416 | Loss: 0.101126
INFO:EPOCH 99/100 | STEP: 4500|5416 | Loss: 0.091109
INFO:EPOCH 99/100 | STEP: 4600|5416 | Loss: 0.094048
INFO:EPOCH 99/100 | STEP: 4700|5416 | Loss: 0.094245
INFO:EPOCH 99/100 | STEP: 4800|5416 | Loss: 0.086632
INFO:EPOCH 99/100 | STEP: 4900|5416 | Loss: 0.088707
INFO:EPOCH 99/100 | STEP: 5000|5416 | Loss: 0.090804
INFO:EPOCH 99/100 | STEP: 5100|5416 | Loss: 0.086081
INFO:EPOCH 99/100 | STEP: 5200|5416 | Loss: 0.091565
INFO:EPOCH 99/100 | STEP: 5300|5416 | Loss: 0.090663
INFO:EPOCH 99/100 | STEP: 5400|5416 | Loss: 0.088164
INFO:VAL NDCG@10, IoU=0.3: 0.420617
INFO:VAL NDCG@10, IoU=0.5: 0.384795
INFO:VAL NDCG@10, IoU=0.7: 0.260241
INFO:VAL NDCG@20, IoU=0.3: 0.426200
INFO:VAL NDCG@20, IoU=0.5: 0.389822
INFO:VAL NDCG@20, IoU=0.7: 0.266937
INFO:VAL NDCG@40, IoU=0.3: 0.456218
INFO:VAL NDCG@40, IoU=0.5: 0.418175
INFO:VAL NDCG@40, IoU=0.7: 0.291955
INFO:
INFO:TEST NDCG@10, IoU=0.3: 0.420327
INFO:TEST NDCG@10, IoU=0.5: 0.383205
INFO:TEST NDCG@10, IoU=0.7: 0.269574
INFO:TEST NDCG@20, IoU=0.3: 0.428372
INFO:TEST NDCG@20, IoU=0.5: 0.390302
INFO:TEST NDCG@20, IoU=0.7: 0.276682
INFO:TEST NDCG@40, IoU=0.3: 0.457416
INFO:TEST NDCG@40, IoU=0.5: 0.417276
INFO:TEST NDCG@40, IoU=0.7: 0.297565
INFO: