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szdr commented Aug 5, 2019

CLI

$ /opt/LightGBM/lightgbm config=train.conf
[LightGBM] [Info] Finished loading parameters
[LightGBM] [Info] Loading query boundaries...
[LightGBM] [Info] Loading query boundaries...
[LightGBM] [Info] Finished loading data in 0.125238 seconds
[LightGBM] [Info] Total Bins 6177
[LightGBM] [Info] Number of data: 3005, number of used features: 211
[LightGBM] [Info] Finished initializing training
[LightGBM] [Info] Started training...
[LightGBM] [Info] Iteration:1, training ndcg@1 : 0.703104
[LightGBM] [Info] Iteration:1, training ndcg@3 : 0.707849
[LightGBM] [Info] Iteration:1, training ndcg@5 : 0.735594
[LightGBM] [Info] Iteration:1, valid_1 ndcg@1 : 0.528762
[LightGBM] [Info] Iteration:1, valid_1 ndcg@3 : 0.583405
[LightGBM] [Info] Iteration:1, valid_1 ndcg@5 : 0.635418
[LightGBM] [Info] 0.014958 seconds elapsed, finished iteration 1
[LightGBM] [Info] Iteration:2, training ndcg@1 : 0.786022
[LightGBM] [Info] Iteration:2, training ndcg@3 : 0.77919
[LightGBM] [Info] Iteration:2, training ndcg@5 : 0.789961
[LightGBM] [Info] Iteration:2, valid_1 ndcg@1 : 0.58019
[LightGBM] [Info] Iteration:2, valid_1 ndcg@3 : 0.606662
[LightGBM] [Info] Iteration:2, valid_1 ndcg@5 : 0.646633
[LightGBM] [Info] 0.031852 seconds elapsed, finished iteration 2
[LightGBM] [Info] Iteration:3, training ndcg@1 : 0.831557
[LightGBM] [Info] Iteration:3, training ndcg@3 : 0.826658
[LightGBM] [Info] Iteration:3, training ndcg@5 : 0.821387
[LightGBM] [Info] Iteration:3, valid_1 ndcg@1 : 0.569143
[LightGBM] [Info] Iteration:3, valid_1 ndcg@3 : 0.594071
[LightGBM] [Info] Iteration:3, valid_1 ndcg@5 : 0.653975
[LightGBM] [Info] 0.044411 seconds elapsed, finished iteration 3
[LightGBM] [Info] Iteration:4, training ndcg@1 : 0.841886
[LightGBM] [Info] Iteration:4, training ndcg@3 : 0.838511
[LightGBM] [Info] Iteration:4, training ndcg@5 : 0.832018
[LightGBM] [Info] Iteration:4, valid_1 ndcg@1 : 0.579619
[LightGBM] [Info] Iteration:4, valid_1 ndcg@3 : 0.597172
[LightGBM] [Info] Iteration:4, valid_1 ndcg@5 : 0.633487
[LightGBM] [Info] 0.058823 seconds elapsed, finished iteration 4
[LightGBM] [Info] Iteration:5, training ndcg@1 : 0.851694
[LightGBM] [Info] Iteration:5, training ndcg@3 : 0.854552
[LightGBM] [Info] Iteration:5, training ndcg@5 : 0.848773
[LightGBM] [Info] Iteration:5, valid_1 ndcg@1 : 0.598667
[LightGBM] [Info] Iteration:5, valid_1 ndcg@3 : 0.598697
[LightGBM] [Info] Iteration:5, valid_1 ndcg@5 : 0.635176
[LightGBM] [Info] 0.072374 seconds elapsed, finished iteration 5
[LightGBM] [Info] Iteration:6, training ndcg@1 : 0.885051
[LightGBM] [Info] Iteration:6, training ndcg@3 : 0.868077
[LightGBM] [Info] Iteration:6, training ndcg@5 : 0.860204
[LightGBM] [Info] Iteration:6, valid_1 ndcg@1 : 0.564381
[LightGBM] [Info] Iteration:6, valid_1 ndcg@3 : 0.599503
[LightGBM] [Info] Iteration:6, valid_1 ndcg@5 : 0.631274
[LightGBM] [Info] 0.084839 seconds elapsed, finished iteration 6
[LightGBM] [Info] Iteration:7, training ndcg@1 : 0.889789
[LightGBM] [Info] Iteration:7, training ndcg@3 : 0.875602
[LightGBM] [Info] Iteration:7, training ndcg@5 : 0.874045
[LightGBM] [Info] Iteration:7, valid_1 ndcg@1 : 0.573905
[LightGBM] [Info] Iteration:7, valid_1 ndcg@3 : 0.591546
[LightGBM] [Info] Iteration:7, valid_1 ndcg@5 : 0.620378
[LightGBM] [Info] 0.098111 seconds elapsed, finished iteration 7
[LightGBM] [Info] Iteration:8, training ndcg@1 : 0.898081
[LightGBM] [Info] Iteration:8, training ndcg@3 : 0.887809
[LightGBM] [Info] Iteration:8, training ndcg@5 : 0.880159
[LightGBM] [Info] Iteration:8, valid_1 ndcg@1 : 0.586286
[LightGBM] [Info] Iteration:8, valid_1 ndcg@3 : 0.596648
[LightGBM] [Info] Iteration:8, valid_1 ndcg@5 : 0.634188
[LightGBM] [Info] 0.110470 seconds elapsed, finished iteration 8
[LightGBM] [Info] Iteration:9, training ndcg@1 : 0.901398
[LightGBM] [Info] Iteration:9, training ndcg@3 : 0.890586
[LightGBM] [Info] Iteration:9, training ndcg@5 : 0.882708
[LightGBM] [Info] Iteration:9, valid_1 ndcg@1 : 0.583429
[LightGBM] [Info] Iteration:9, valid_1 ndcg@3 : 0.58036
[LightGBM] [Info] Iteration:9, valid_1 ndcg@5 : 0.625483
[LightGBM] [Info] 0.122366 seconds elapsed, finished iteration 9
[LightGBM] [Info] Iteration:10, training ndcg@1 : 0.907084
[LightGBM] [Info] Iteration:10, training ndcg@3 : 0.902715
[LightGBM] [Info] Iteration:10, training ndcg@5 : 0.892546
[LightGBM] [Info] Iteration:10, valid_1 ndcg@1 : 0.583429
[LightGBM] [Info] Iteration:10, valid_1 ndcg@3 : 0.58014
[LightGBM] [Info] Iteration:10, valid_1 ndcg@5 : 0.638266
[LightGBM] [Info] 0.135675 seconds elapsed, finished iteration 10
[LightGBM] [Info] Iteration:11, training ndcg@1 : 0.908221
[LightGBM] [Info] Iteration:11, training ndcg@3 : 0.906453
[LightGBM] [Info] Iteration:11, training ndcg@5 : 0.897648
[LightGBM] [Info] Iteration:11, valid_1 ndcg@1 : 0.558667
[LightGBM] [Info] Iteration:11, valid_1 ndcg@3 : 0.588791
[LightGBM] [Info] Iteration:11, valid_1 ndcg@5 : 0.62218
[LightGBM] [Info] 0.148735 seconds elapsed, finished iteration 11
[LightGBM] [Info] Iteration:12, training ndcg@1 : 0.915802
[LightGBM] [Info] Iteration:12, training ndcg@3 : 0.911406
[LightGBM] [Info] Iteration:12, training ndcg@5 : 0.9049
[LightGBM] [Info] Iteration:12, valid_1 ndcg@1 : 0.572
[LightGBM] [Info] Iteration:12, valid_1 ndcg@3 : 0.592286
[LightGBM] [Info] Iteration:12, valid_1 ndcg@5 : 0.615476
[LightGBM] [Info] 0.161734 seconds elapsed, finished iteration 12
[LightGBM] [Info] Iteration:13, training ndcg@1 : 0.923383
[LightGBM] [Info] Iteration:13, training ndcg@3 : 0.914678
[LightGBM] [Info] Iteration:13, training ndcg@5 : 0.907297
[LightGBM] [Info] Iteration:13, valid_1 ndcg@1 : 0.582476
[LightGBM] [Info] Iteration:13, valid_1 ndcg@3 : 0.59007
[LightGBM] [Info] Iteration:13, valid_1 ndcg@5 : 0.622617
[LightGBM] [Info] 0.172610 seconds elapsed, finished iteration 13
[LightGBM] [Info] Iteration:14, training ndcg@1 : 0.923383
[LightGBM] [Info] Iteration:14, training ndcg@3 : 0.91899
[LightGBM] [Info] Iteration:14, training ndcg@5 : 0.910179
[LightGBM] [Info] Iteration:14, valid_1 ndcg@1 : 0.60781
[LightGBM] [Info] Iteration:14, valid_1 ndcg@3 : 0.595379
[LightGBM] [Info] Iteration:14, valid_1 ndcg@5 : 0.626625
[LightGBM] [Info] 0.186912 seconds elapsed, finished iteration 14
[LightGBM] [Info] Iteration:15, training ndcg@1 : 0.923383
[LightGBM] [Info] Iteration:15, training ndcg@3 : 0.922162
[LightGBM] [Info] Iteration:15, training ndcg@5 : 0.91091
[LightGBM] [Info] Iteration:15, valid_1 ndcg@1 : 0.60781
[LightGBM] [Info] Iteration:15, valid_1 ndcg@3 : 0.601567
[LightGBM] [Info] Iteration:15, valid_1 ndcg@5 : 0.615493
[LightGBM] [Info] 0.200429 seconds elapsed, finished iteration 15
[LightGBM] [Info] Iteration:16, training ndcg@1 : 0.923383
[LightGBM] [Info] Iteration:16, training ndcg@3 : 0.923778
[LightGBM] [Info] Iteration:16, training ndcg@5 : 0.913278
[LightGBM] [Info] Iteration:16, valid_1 ndcg@1 : 0.621143
[LightGBM] [Info] Iteration:16, valid_1 ndcg@3 : 0.604006
[LightGBM] [Info] Iteration:16, valid_1 ndcg@5 : 0.636303
[LightGBM] [Info] 0.212534 seconds elapsed, finished iteration 16
[LightGBM] [Info] Iteration:17, training ndcg@1 : 0.929069
[LightGBM] [Info] Iteration:17, training ndcg@3 : 0.924715
[LightGBM] [Info] Iteration:17, training ndcg@5 : 0.915715
[LightGBM] [Info] Iteration:17, valid_1 ndcg@1 : 0.613524
[LightGBM] [Info] Iteration:17, valid_1 ndcg@3 : 0.612371
[LightGBM] [Info] Iteration:17, valid_1 ndcg@5 : 0.642013
[LightGBM] [Info] 0.224920 seconds elapsed, finished iteration 17
[LightGBM] [Info] Iteration:18, training ndcg@1 : 0.929069
[LightGBM] [Info] Iteration:18, training ndcg@3 : 0.92863
[LightGBM] [Info] Iteration:18, training ndcg@5 : 0.920856
[LightGBM] [Info] Iteration:18, valid_1 ndcg@1 : 0.593524
[LightGBM] [Info] Iteration:18, valid_1 ndcg@3 : 0.604158
[LightGBM] [Info] Iteration:18, valid_1 ndcg@5 : 0.646776
[LightGBM] [Info] 0.239094 seconds elapsed, finished iteration 18
[LightGBM] [Info] Iteration:19, training ndcg@1 : 0.929069
[LightGBM] [Info] Iteration:19, training ndcg@3 : 0.93392
[LightGBM] [Info] Iteration:19, training ndcg@5 : 0.922082
[LightGBM] [Info] Iteration:19, valid_1 ndcg@1 : 0.594476
[LightGBM] [Info] Iteration:19, valid_1 ndcg@3 : 0.604156
[LightGBM] [Info] Iteration:19, valid_1 ndcg@5 : 0.652193
[LightGBM] [Info] 0.251791 seconds elapsed, finished iteration 19
[LightGBM] [Info] Iteration:20, training ndcg@1 : 0.929069
[LightGBM] [Info] Iteration:20, training ndcg@3 : 0.934726
[LightGBM] [Info] Iteration:20, training ndcg@5 : 0.921481
[LightGBM] [Info] Iteration:20, valid_1 ndcg@1 : 0.58781
[LightGBM] [Info] Iteration:20, valid_1 ndcg@3 : 0.610994
[LightGBM] [Info] Iteration:20, valid_1 ndcg@5 : 0.656395
[LightGBM] [Info] 0.263496 seconds elapsed, finished iteration 20
[LightGBM] [Info] Iteration:21, training ndcg@1 : 0.929069
[LightGBM] [Info] Iteration:21, training ndcg@3 : 0.934624
[LightGBM] [Info] Iteration:21, training ndcg@5 : 0.925362
[LightGBM] [Info] Iteration:21, valid_1 ndcg@1 : 0.60781
[LightGBM] [Info] Iteration:21, valid_1 ndcg@3 : 0.599301
[LightGBM] [Info] Iteration:21, valid_1 ndcg@5 : 0.65195
[LightGBM] [Info] 0.276094 seconds elapsed, finished iteration 21
[LightGBM] [Info] Iteration:22, training ndcg@1 : 0.931912
[LightGBM] [Info] Iteration:22, training ndcg@3 : 0.935651
[LightGBM] [Info] Iteration:22, training ndcg@5 : 0.927093
[LightGBM] [Info] Iteration:22, valid_1 ndcg@1 : 0.58781
[LightGBM] [Info] Iteration:22, valid_1 ndcg@3 : 0.596673
[LightGBM] [Info] Iteration:22, valid_1 ndcg@5 : 0.638346
[LightGBM] [Info] 0.288815 seconds elapsed, finished iteration 22
[LightGBM] [Info] Iteration:23, training ndcg@1 : 0.931912
[LightGBM] [Info] Iteration:23, training ndcg@3 : 0.936423
[LightGBM] [Info] Iteration:23, training ndcg@5 : 0.927686
[LightGBM] [Info] Iteration:23, valid_1 ndcg@1 : 0.58781
[LightGBM] [Info] Iteration:23, valid_1 ndcg@3 : 0.581329
[LightGBM] [Info] Iteration:23, valid_1 ndcg@5 : 0.641438
[LightGBM] [Info] 0.302240 seconds elapsed, finished iteration 23
[LightGBM] [Info] Iteration:24, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:24, training ndcg@3 : 0.937244
[LightGBM] [Info] Iteration:24, training ndcg@5 : 0.928712
[LightGBM] [Info] Iteration:24, valid_1 ndcg@1 : 0.582095
[LightGBM] [Info] Iteration:24, valid_1 ndcg@3 : 0.590781
[LightGBM] [Info] Iteration:24, valid_1 ndcg@5 : 0.638129
[LightGBM] [Info] 0.316108 seconds elapsed, finished iteration 24
[LightGBM] [Info] Iteration:25, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:25, training ndcg@3 : 0.938263
[LightGBM] [Info] Iteration:25, training ndcg@5 : 0.930745
[LightGBM] [Info] Iteration:25, valid_1 ndcg@1 : 0.599238
[LightGBM] [Info] Iteration:25, valid_1 ndcg@3 : 0.60578
[LightGBM] [Info] Iteration:25, valid_1 ndcg@5 : 0.643381
[LightGBM] [Info] 0.328864 seconds elapsed, finished iteration 25
[LightGBM] [Info] Iteration:26, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:26, training ndcg@3 : 0.938594
[LightGBM] [Info] Iteration:26, training ndcg@5 : 0.930682
[LightGBM] [Info] Iteration:26, valid_1 ndcg@1 : 0.595619
[LightGBM] [Info] Iteration:26, valid_1 ndcg@3 : 0.60474
[LightGBM] [Info] Iteration:26, valid_1 ndcg@5 : 0.63531
[LightGBM] [Info] 0.340787 seconds elapsed, finished iteration 26
[LightGBM] [Info] Iteration:27, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:27, training ndcg@3 : 0.938343
[LightGBM] [Info] Iteration:27, training ndcg@5 : 0.932491
[LightGBM] [Info] Iteration:27, valid_1 ndcg@1 : 0.575619
[LightGBM] [Info] Iteration:27, valid_1 ndcg@3 : 0.611098
[LightGBM] [Info] Iteration:27, valid_1 ndcg@5 : 0.638049
[LightGBM] [Info] 0.353782 seconds elapsed, finished iteration 27
[LightGBM] [Info] Iteration:28, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:28, training ndcg@3 : 0.938715
[LightGBM] [Info] Iteration:28, training ndcg@5 : 0.93327
[LightGBM] [Info] Iteration:28, valid_1 ndcg@1 : 0.569905
[LightGBM] [Info] Iteration:28, valid_1 ndcg@3 : 0.602347
[LightGBM] [Info] Iteration:28, valid_1 ndcg@5 : 0.643449
[LightGBM] [Info] 0.366999 seconds elapsed, finished iteration 28
[LightGBM] [Info] Iteration:29, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:29, training ndcg@3 : 0.939456
[LightGBM] [Info] Iteration:29, training ndcg@5 : 0.933894
[LightGBM] [Info] Iteration:29, valid_1 ndcg@1 : 0.583238
[LightGBM] [Info] Iteration:29, valid_1 ndcg@3 : 0.602841
[LightGBM] [Info] Iteration:29, valid_1 ndcg@5 : 0.642402
[LightGBM] [Info] 0.381104 seconds elapsed, finished iteration 29
[LightGBM] [Info] Iteration:30, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:30, training ndcg@3 : 0.940099
[LightGBM] [Info] Iteration:30, training ndcg@5 : 0.934648
[LightGBM] [Info] Iteration:30, valid_1 ndcg@1 : 0.609905
[LightGBM] [Info] Iteration:30, valid_1 ndcg@3 : 0.607219
[LightGBM] [Info] Iteration:30, valid_1 ndcg@5 : 0.647752
[LightGBM] [Info] 0.393065 seconds elapsed, finished iteration 30
[LightGBM] [Info] Iteration:31, training ndcg@1 : 0.934755
[LightGBM] [Info] Iteration:31, training ndcg@3 : 0.94199
[LightGBM] [Info] Iteration:31, training ndcg@5 : 0.937535
[LightGBM] [Info] Iteration:31, valid_1 ndcg@1 : 0.603238
[LightGBM] [Info] Iteration:31, valid_1 ndcg@3 : 0.60772
[LightGBM] [Info] Iteration:31, valid_1 ndcg@5 : 0.64849
[LightGBM] [Info] 0.407342 seconds elapsed, finished iteration 31
[LightGBM] [Info] Iteration:32, training ndcg@1 : 0.939019
[LightGBM] [Info] Iteration:32, training ndcg@3 : 0.943811
[LightGBM] [Info] Iteration:32, training ndcg@5 : 0.93932
[LightGBM] [Info] Iteration:32, valid_1 ndcg@1 : 0.583238
[LightGBM] [Info] Iteration:32, valid_1 ndcg@3 : 0.609342
[LightGBM] [Info] Iteration:32, valid_1 ndcg@5 : 0.637428
[LightGBM] [Info] 0.421650 seconds elapsed, finished iteration 32
[LightGBM] [Info] Iteration:33, training ndcg@1 : 0.939019
[LightGBM] [Info] Iteration:33, training ndcg@3 : 0.944762
[LightGBM] [Info] Iteration:33, training ndcg@5 : 0.939254
[LightGBM] [Info] Iteration:33, valid_1 ndcg@1 : 0.588952
[LightGBM] [Info] Iteration:33, valid_1 ndcg@3 : 0.605456
[LightGBM] [Info] Iteration:33, valid_1 ndcg@5 : 0.636358
[LightGBM] [Info] 0.435406 seconds elapsed, finished iteration 33
[LightGBM] [Info] Iteration:34, training ndcg@1 : 0.939019
[LightGBM] [Info] Iteration:34, training ndcg@3 : 0.946152
[LightGBM] [Info] Iteration:34, training ndcg@5 : 0.941672
[LightGBM] [Info] Iteration:34, valid_1 ndcg@1 : 0.567048
[LightGBM] [Info] Iteration:34, valid_1 ndcg@3 : 0.593125
[LightGBM] [Info] Iteration:34, valid_1 ndcg@5 : 0.631836
[LightGBM] [Info] 0.448571 seconds elapsed, finished iteration 34
[LightGBM] [Info] Iteration:35, training ndcg@1 : 0.939019
[LightGBM] [Info] Iteration:35, training ndcg@3 : 0.947399
[LightGBM] [Info] Iteration:35, training ndcg@5 : 0.942296
[LightGBM] [Info] Iteration:35, valid_1 ndcg@1 : 0.567048
[LightGBM] [Info] Iteration:35, valid_1 ndcg@3 : 0.604459
[LightGBM] [Info] Iteration:35, valid_1 ndcg@5 : 0.644812
[LightGBM] [Info] 0.460007 seconds elapsed, finished iteration 35
[LightGBM] [Info] Iteration:36, training ndcg@1 : 0.942336
[LightGBM] [Info] Iteration:36, training ndcg@3 : 0.949882
[LightGBM] [Info] Iteration:36, training ndcg@5 : 0.943122
[LightGBM] [Info] Iteration:36, valid_1 ndcg@1 : 0.561333
[LightGBM] [Info] Iteration:36, valid_1 ndcg@3 : 0.60271
[LightGBM] [Info] Iteration:36, valid_1 ndcg@5 : 0.640994
[LightGBM] [Info] 0.475929 seconds elapsed, finished iteration 36
[LightGBM] [Info] Iteration:37, training ndcg@1 : 0.945179
[LightGBM] [Info] Iteration:37, training ndcg@3 : 0.952733
[LightGBM] [Info] Iteration:37, training ndcg@5 : 0.944725
[LightGBM] [Info] Iteration:37, valid_1 ndcg@1 : 0.568
[LightGBM] [Info] Iteration:37, valid_1 ndcg@3 : 0.607998
[LightGBM] [Info] Iteration:37, valid_1 ndcg@5 : 0.645621
[LightGBM] [Info] 0.488823 seconds elapsed, finished iteration 37
[LightGBM] [Info] Iteration:38, training ndcg@1 : 0.945179
[LightGBM] [Info] Iteration:38, training ndcg@3 : 0.952208
[LightGBM] [Info] Iteration:38, training ndcg@5 : 0.945299
[LightGBM] [Info] Iteration:38, valid_1 ndcg@1 : 0.587048
[LightGBM] [Info] Iteration:38, valid_1 ndcg@3 : 0.61438
[LightGBM] [Info] Iteration:38, valid_1 ndcg@5 : 0.650324
[LightGBM] [Info] 0.502440 seconds elapsed, finished iteration 38
[LightGBM] [Info] Iteration:39, training ndcg@1 : 0.945179
[LightGBM] [Info] Iteration:39, training ndcg@3 : 0.952208
[LightGBM] [Info] Iteration:39, training ndcg@5 : 0.946041
[LightGBM] [Info] Iteration:39, valid_1 ndcg@1 : 0.587048
[LightGBM] [Info] Iteration:39, valid_1 ndcg@3 : 0.61669
[LightGBM] [Info] Iteration:39, valid_1 ndcg@5 : 0.649764
[LightGBM] [Info] 0.515472 seconds elapsed, finished iteration 39
[LightGBM] [Info] Iteration:40, training ndcg@1 : 0.950154
[LightGBM] [Info] Iteration:40, training ndcg@3 : 0.954223
[LightGBM] [Info] Iteration:40, training ndcg@5 : 0.947929
[LightGBM] [Info] Iteration:40, valid_1 ndcg@1 : 0.587048
[LightGBM] [Info] Iteration:40, valid_1 ndcg@3 : 0.610716
[LightGBM] [Info] Iteration:40, valid_1 ndcg@5 : 0.64301
[LightGBM] [Info] 0.530413 seconds elapsed, finished iteration 40
[LightGBM] [Info] Iteration:41, training ndcg@1 : 0.950154
[LightGBM] [Info] Iteration:41, training ndcg@3 : 0.95676
[LightGBM] [Info] Iteration:41, training ndcg@5 : 0.948519
[LightGBM] [Info] Iteration:41, valid_1 ndcg@1 : 0.587048
[LightGBM] [Info] Iteration:41, valid_1 ndcg@3 : 0.618761
[LightGBM] [Info] Iteration:41, valid_1 ndcg@5 : 0.644692
[LightGBM] [Info] 0.542492 seconds elapsed, finished iteration 41
[LightGBM] [Info] Iteration:42, training ndcg@1 : 0.952997
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