[2024-04-11 21:41:26,111] INFO - (0) lambda 0.0064, loss 6.8590, acc 0.0679 [val acc 0.0676] [test acc 0.0626], sparsity 6.884765625e-05 [141/2048000], time 306.52715826034546, lr 0.1000
[2024-04-11 21:42:23,977] INFO - obj 6.188991069793701 weight nnz 174/2048000 (0.0001) obj_best 6.188991069793701
[2024-04-11 21:58:44,076] INFO - obj 6.178297519683838 weight nnz 168/2048000 (0.0001) obj_best 6.178338527679443 [early stop at 17]
[2024-04-11 21:59:00,697] INFO - (1) lambda 0.0059, loss 6.8355, acc 0.0810 [val acc 0.0812] [test acc 0.0763], sparsity 8.203125e-05 [168/2048000], time 1054.562439441681, lr 0.0977
[2024-04-11 21:59:58,891] INFO - obj 6.180424690246582 weight nnz 307/2048000 (0.0001) obj_best 6.180424690246582
[2024-04-11 22:19:15,266] INFO - obj 6.1553120613098145 weight nnz 287/2048000 (0.0001) obj_best 6.155354022979736 [early stop at 20]
[2024-04-11 22:19:31,940] INFO - (2) lambda 0.0055, loss 6.7940, acc 0.1110 [val acc 0.1111] [test acc 0.1034], sparsity 0.00014013671875 [287/2048000], time 1231.2179734706879, lr 0.0955
[2024-04-11 22:20:29,945] INFO - obj 6.155813217163086 weight nnz 474/2048000 (0.0002) obj_best 6.155813217163086
[2024-04-11 22:41:26,540] INFO - obj 6.120428562164307 weight nnz 438/2048000 (0.0002) obj_best 6.1204705238342285 [early stop at 21]
[2024-04-11 22:41:44,088] INFO - (3) lambda 0.0052, loss 6.7341, acc 0.1476 [val acc 0.1476] [test acc 0.1355], sparsity 0.0002138671875 [438/2048000], time 1332.1236896514893, lr 0.0933
[2024-04-11 22:42:46,276] INFO - obj 6.111610412597656 weight nnz 704/2048000 (0.0003) obj_best 6.111610412597656
[2024-04-11 23:05:15,709] INFO - obj 6.071482181549072 weight nnz 633/2048000 (0.0003) obj_best 6.071522235870361 [early stop at 22]
[2024-04-11 23:05:33,202] INFO - (4) lambda 0.0048, loss 6.6557, acc 0.1840 [val acc 0.1837] [test acc 0.1692], sparsity 0.00030908203125 [633/2048000], time 1429.0839331150055, lr 0.0911
[2024-04-11 23:06:35,054] INFO - obj 6.055120468139648 weight nnz 1157/2048000 (0.0006) obj_best 6.055120468139648
[2024-04-11 23:46:45,050] INFO - obj 6.005756378173828 weight nnz 914/2048000 (0.0004) obj_best 6.005824089050293 [early stop at 21]
[2024-04-11 23:47:30,009] INFO - (5) lambda 0.0045, loss 6.5533, acc 0.2266 [val acc 0.2266] [test acc 0.2076], sparsity 0.0004462890625 [914/2048000], time 2516.781091451645, lr 0.0890
[2024-04-11 23:49:48,333] INFO - obj 5.975841045379639 weight nnz 1366/2048000 (0.0007) obj_best 5.975841045379639
[2024-04-12 00:22:28,232] INFO - obj 5.920771598815918 weight nnz 1230/2048000 (0.0006) obj_best 5.920811653137207 [early stop at 23]
[2024-04-12 00:23:20,985] INFO - (6) lambda 0.0042, loss 6.4279, acc 0.2754 [val acc 0.2753] [test acc 0.2521], sparsity 0.0006005859375 [1230/2048000], time 2150.9416432380676, lr 0.0870
[2024-04-12 00:28:26,610] INFO - obj 5.8727006912231445 weight nnz 1785/2048000 (0.0009) obj_best 5.8727006912231445
[2024-04-12 01:01:29,455] INFO - obj 5.816542148590088 weight nnz 1599/2048000 (0.0008) obj_best 5.816588401794434 [early stop at 23]
[2024-04-12 01:01:49,029] INFO - (7) lambda 0.0039, loss 6.2822, acc 0.3251 [val acc 0.3253] [test acc 0.2981], sparsity 0.00078076171875 [1599/2048000], time 2308.0058557987213, lr 0.0850
[2024-04-12 01:03:12,267] INFO - obj 5.748106479644775 weight nnz 2188/2048000 (0.0011) obj_best 5.748106479644775
[2024-04-12 01:33:59,724] INFO - obj 5.694590091705322 weight nnz 1948/2048000 (0.0010) obj_best 5.694642543792725 [early stop at 22]
[2024-04-12 01:34:19,792] INFO - (8) lambda 0.0036, loss 6.1206, acc 0.3800 [val acc 0.3807] [test acc 0.3489], sparsity 0.000951171875 [1948/2048000], time 1950.734547138214, lr 0.0830
[2024-04-12 01:35:42,579] INFO - obj 5.606601238250732 weight nnz 2635/2048000 (0.0013) obj_best 5.606601238250732
[2024-04-12 02:06:20,958] INFO - obj 5.5576558113098145 weight nnz 2345/2048000 (0.0011) obj_best 5.557735443115234 [early stop at 20]
[2024-04-12 02:06:42,077] INFO - (9) lambda 0.0034, loss 5.9465, acc 0.4378 [val acc 0.4384] [test acc 0.3998], sparsity 0.00114501953125 [2345/2048000], time 1942.257342338562, lr 0.0811
[2024-04-12 02:08:14,291] INFO - obj 5.450052738189697 weight nnz 3175/2048000 (0.0016) obj_best 5.450052738189697
[2024-04-12 02:38:56,173] INFO - obj 5.408698081970215 weight nnz 2733/2048000 (0.0013) obj_best 5.408751487731934 [early stop at 20]
[2024-04-12 02:39:15,396] INFO - (10) lambda 0.0032, loss 5.7652, acc 0.4866 [val acc 0.4877] [test acc 0.4429], sparsity 0.00133447265625 [2733/2048000], time 1953.3029005527496, lr 0.0792
[2024-04-12 02:40:38,590] INFO - obj 5.285564422607422 weight nnz 3670/2048000 (0.0018) obj_best 5.285564422607422
[2024-04-12 03:02:56,514] INFO - obj 5.251565456390381 weight nnz 3104/2048000 (0.0015) obj_best 5.2516188621521 [early stop at 19]
[2024-04-12 03:03:15,363] INFO - (11) lambda 0.0030, loss 5.5800, acc 0.5267 [val acc 0.5275] [test acc 0.4773], sparsity 0.001515625 [3104/2048000], time 1439.9565250873566, lr 0.0774
[2024-04-12 03:04:21,510] INFO - obj 5.116772651672363 weight nnz 4109/2048000 (0.0020) obj_best 5.116772651672363
[2024-04-12 03:23:40,241] INFO - obj 5.0891900062561035 weight nnz 3459/2048000 (0.0017) obj_best 5.089244842529297 [early stop at 18]
[2024-04-12 03:23:58,602] INFO - (12) lambda 0.0028, loss 5.3934, acc 0.5615 [val acc 0.5620] [test acc 0.5085], sparsity 0.00168896484375 [3459/2048000], time 1243.2246208190918, lr 0.0756
[2024-04-12 03:25:01,163] INFO - obj 4.946103572845459 weight nnz 4411/2048000 (0.0022) obj_best 4.946103572845459
[2024-04-12 03:41:30,842] INFO - obj 4.924175262451172 weight nnz 3777/2048000 (0.0018) obj_best 4.924234390258789 [early stop at 17]
[2024-04-12 03:41:47,829] INFO - (13) lambda 0.0026, loss 5.2076, acc 0.5892 [val acc 0.5899] [test acc 0.5332], sparsity 0.00184423828125 [3777/2048000], time 1069.2172949314117, lr 0.0739
[2024-04-12 03:42:46,370] INFO - obj 4.77630090713501 weight nnz 5056/2048000 (0.0025) obj_best 4.77630090713501
[2024-04-12 03:59:11,630] INFO - obj 4.758549213409424 weight nnz 4072/2048000 (0.0020) obj_best 4.758600234985352 [early stop at 17]
[2024-04-12 03:59:28,792] INFO - (14) lambda 0.0024, loss 5.0240, acc 0.6114 [val acc 0.6110] [test acc 0.5517], sparsity 0.00198828125 [4072/2048000], time 1060.8728504180908, lr 0.0722
[2024-04-12 04:00:27,111] INFO - obj 4.608445644378662 weight nnz 5074/2048000 (0.0025) obj_best 4.608445644378662
[2024-04-12 04:15:53,872] INFO - obj 4.593860149383545 weight nnz 4407/2048000 (0.0022) obj_best 4.593916416168213 [early stop at 16]
[2024-04-12 04:16:10,843] INFO - (15) lambda 0.0022, loss 4.8434, acc 0.6298 [val acc 0.6295] [test acc 0.5663], sparsity 0.00215185546875 [4407/2048000], time 1001.9970092773438, lr 0.0705
[2024-04-12 04:17:09,347] INFO - obj 4.443641662597656 weight nnz 5396/2048000 (0.0026) obj_best 4.443641662597656
[2024-04-12 04:32:36,539] INFO - obj 4.43117094039917 weight nnz 4731/2048000 (0.0023) obj_best 4.431225776672363 [early stop at 16]
[2024-04-12 04:32:53,021] INFO - (16) lambda 0.0021, loss 4.6665, acc 0.6457 [val acc 0.6445] [test acc 0.5801], sparsity 0.00231005859375 [4731/2048000], time 1002.1176455020905, lr 0.0689
[2024-04-12 04:33:51,073] INFO - obj 4.282309055328369 weight nnz 5801/2048000 (0.0028) obj_best 4.282309055328369
[2024-04-12 04:48:20,693] INFO - obj 4.271302700042725 weight nnz 5028/2048000 (0.0025) obj_best 4.271360874176025 [early stop at 15]
[2024-04-12 04:48:38,006] INFO - (17) lambda 0.0019, loss 4.4939, acc 0.6594 [val acc 0.6581] [test acc 0.5915], sparsity 0.002455078125 [5028/2048000], time 944.9371445178986, lr 0.0673
[2024-04-12 04:49:36,346] INFO - obj 4.124910831451416 weight nnz 6637/2048000 (0.0032) obj_best 4.124910831451416
[2024-04-12 05:04:05,499] INFO - obj 4.1148762702941895 weight nnz 5340/2048000 (0.0026) obj_best 4.114933013916016 [early stop at 15]
[2024-04-12 05:04:22,294] INFO - (18) lambda 0.0018, loss 4.3260, acc 0.6716 [val acc 0.6705] [test acc 0.6017], sparsity 0.002607421875 [5340/2048000], time 944.2338137626648, lr 0.0658
[2024-04-12 05:05:20,358] INFO - obj 3.971538543701172 weight nnz 6788/2048000 (0.0033) obj_best 3.971538543701172
[2024-04-12 05:19:48,615] INFO - obj 3.9623448848724365 weight nnz 5640/2048000 (0.0028) obj_best 3.962398052215576 [early stop at 15]
[2024-04-12 05:20:06,122] INFO - (19) lambda 0.0017, loss 4.1630, acc 0.6823 [val acc 0.6814] [test acc 0.6109], sparsity 0.00275390625 [5640/2048000], time 943.8155641555786, lr 0.0643
[2024-04-12 05:21:04,648] INFO - obj 3.822498083114624 weight nnz 6922/2048000 (0.0034) obj_best 3.822498083114624
[2024-04-12 05:32:40,040] INFO - obj 3.8140974044799805 weight nnz 5952/2048000 (0.0029) obj_best 3.8141958713531494 [early stop at 12]
[2024-04-12 05:32:56,589] INFO - (20) lambda 0.0016, loss 4.0053, acc 0.6920 [val acc 0.6913] [test acc 0.6193], sparsity 0.00290625 [5952/2048000], time 770.4532988071442, lr 0.0628
[2024-04-12 05:33:55,042] INFO - obj 3.678283214569092 weight nnz 7299/2048000 (0.0036) obj_best 3.678283214569092
[2024-04-12 05:45:28,945] INFO - obj 3.6702687740325928 weight nnz 6289/2048000 (0.0031) obj_best 3.67036771774292 [early stop at 12]
[2024-04-12 05:45:46,148] INFO - (21) lambda 0.0015, loss 3.8527, acc 0.7010 [val acc 0.7001] [test acc 0.6262], sparsity 0.00307080078125 [6289/2048000], time 769.5162620544434, lr 0.0614
[2024-04-12 05:46:44,468] INFO - obj 3.5386927127838135 weight nnz 7451/2048000 (0.0036) obj_best 3.5386927127838135
[2024-04-12 05:58:18,775] INFO - obj 3.531015396118164 weight nnz 6616/2048000 (0.0032) obj_best 3.5311131477355957 [early stop at 12]
[2024-04-12 05:58:35,900] INFO - (22) lambda 0.0014, loss 3.7054, acc 0.7095 [val acc 0.7085] [test acc 0.6328], sparsity 0.00323046875 [6616/2048000], time 769.6918280124664, lr 0.0599
[2024-04-12 05:59:34,063] INFO - obj 3.403864622116089 weight nnz 8059/2048000 (0.0039) obj_best 3.403864622116089
[2024-04-12 06:11:07,972] INFO - obj 3.396423578262329 weight nnz 6941/2048000 (0.0034) obj_best 3.396519422531128 [early stop at 12]
[2024-04-12 06:11:25,431] INFO - (23) lambda 0.0013, loss 3.5633, acc 0.7172 [val acc 0.7164] [test acc 0.6396], sparsity 0.00338916015625 [6941/2048000], time 769.4839239120483, lr 0.0586
[2024-04-12 06:12:23,728] INFO - obj 3.27370023727417 weight nnz 8407/2048000 (0.0041) obj_best 3.27370023727417
[2024-04-12 06:23:58,662] INFO - obj 3.2665352821350098 weight nnz 7261/2048000 (0.0035) obj_best 3.266627788543701 [early stop at 12]
[2024-04-12 06:24:15,302] INFO - (24) lambda 0.0012, loss 3.4265, acc 0.7246 [val acc 0.7235] [test acc 0.6461], sparsity 0.00354541015625 [7261/2048000], time 769.8205704689026, lr 0.0572
[2024-04-12 06:25:13,224] INFO - obj 3.14831280708313 weight nnz 8699/2048000 (0.0042) obj_best 3.14831280708313
[2024-04-12 06:38:42,952] INFO - obj 3.1413168907165527 weight nnz 7566/2048000 (0.0037) obj_best 3.141378164291382 [early stop at 14]
[2024-04-12 06:39:00,540] INFO - (25) lambda 0.0011, loss 3.2948, acc 0.7314 [val acc 0.7307] [test acc 0.6519], sparsity 0.0036943359375 [7566/2048000], time 885.2234134674072, lr 0.0559
[2024-04-12 06:39:58,865] INFO - obj 3.0275537967681885 weight nnz 8884/2048000 (0.0043) obj_best 3.0275537967681885
[2024-04-12 06:53:28,913] INFO - obj 3.0208046436309814 weight nnz 7887/2048000 (0.0039) obj_best 3.0208630561828613 [early stop at 14]
[2024-04-12 06:53:45,509] INFO - (26) lambda 0.0010, loss 3.1683, acc 0.7377 [val acc 0.7369] [test acc 0.6572], sparsity 0.00385107421875 [7887/2048000], time 884.9117696285248, lr 0.0546
[2024-04-12 06:54:43,886] INFO - obj 2.911496877670288 weight nnz 10029/2048000 (0.0049) obj_best 2.911496877670288
[2024-04-12 07:08:14,218] INFO - obj 2.9049172401428223 weight nnz 8213/2048000 (0.0040) obj_best 2.9049735069274902 [early stop at 14]
[2024-04-12 07:08:31,528] INFO - (27) lambda 0.0010, loss 3.0469, acc 0.7434 [val acc 0.7424] [test acc 0.6623], sparsity 0.00401025390625 [8213/2048000], time 885.955427646637, lr 0.0534
[2024-04-12 07:09:30,131] INFO - obj 2.7999024391174316 weight nnz 9901/2048000 (0.0048) obj_best 2.7999024391174316
[2024-04-12 07:23:00,182] INFO - obj 2.7935712337493896 weight nnz 8557/2048000 (0.0042) obj_best 2.7936277389526367 [early stop at 14]
[2024-04-12 07:23:17,217] INFO - (28) lambda 0.0009, loss 2.9303, acc 0.7487 [val acc 0.7476] [test acc 0.6660], sparsity 0.00417822265625 [8557/2048000], time 885.6395993232727, lr 0.0521
[2024-04-12 07:24:15,546] INFO - obj 2.6927809715270996 weight nnz 10320/2048000 (0.0050) obj_best 2.6927809715270996
[2024-04-12 07:37:44,619] INFO - obj 2.686668634414673 weight nnz 8931/2048000 (0.0044) obj_best 2.686725616455078 [early stop at 14]
[2024-04-12 07:38:02,224] INFO - (29) lambda 0.0008, loss 2.8185, acc 0.7539 [val acc 0.7529] [test acc 0.6703], sparsity 0.00436083984375 [8931/2048000], time 884.9944348335266, lr 0.0509
[2024-04-12 07:39:00,648] INFO - obj 2.5900819301605225 weight nnz 10864/2048000 (0.0053) obj_best 2.5900819301605225
[2024-04-12 07:52:30,272] INFO - obj 2.5840985774993896 weight nnz 9298/2048000 (0.0045) obj_best 2.5841569900512695 [early stop at 14]
[2024-04-12 07:52:47,610] INFO - (30) lambda 0.0008, loss 2.7114, acc 0.7587 [val acc 0.7575] [test acc 0.6747], sparsity 0.0045400390625 [9298/2048000], time 885.3611044883728, lr 0.0498
[2024-04-12 07:53:45,900] INFO - obj 2.491503953933716 weight nnz 11265/2048000 (0.0055) obj_best 2.491503953933716
[2024-04-12 08:07:15,679] INFO - obj 2.4857397079467773 weight nnz 9696/2048000 (0.0047) obj_best 2.4857981204986572 [early stop at 14]
[2024-04-12 08:07:33,051] INFO - (31) lambda 0.0007, loss 2.6087, acc 0.7632 [val acc 0.7620] [test acc 0.6786], sparsity 0.004734375 [9696/2048000], time 885.3851659297943, lr 0.0486
[2024-04-12 08:08:31,527] INFO - obj 2.3970041275024414 weight nnz 11650/2048000 (0.0057) obj_best 2.3970041275024414
[2024-04-12 08:22:01,900] INFO - obj 2.391461133956909 weight nnz 10110/2048000 (0.0049) obj_best 2.3915212154388428 [early stop at 14]
[2024-04-12 08:22:18,759] INFO - (32) lambda 0.0007, loss 2.5104, acc 0.7676 [val acc 0.7663] [test acc 0.6820], sparsity 0.0049365234375 [10110/2048000], time 885.6922943592072, lr 0.0475
[2024-04-12 08:23:16,850] INFO - obj 2.3065145015716553 weight nnz 12350/2048000 (0.0060) obj_best 2.3065145015716553
[2024-04-12 08:36:45,986] INFO - obj 2.301138162612915 weight nnz 10503/2048000 (0.0051) obj_best 2.3011999130249023 [early stop at 14]
[2024-04-12 08:37:02,475] INFO - (33) lambda 0.0006, loss 2.4162, acc 0.7717 [val acc 0.7703] [test acc 0.6856], sparsity 0.00512841796875 [10503/2048000], time 883.6586649417877, lr 0.0464
[2024-04-12 08:38:00,692] INFO - obj 2.2197329998016357 weight nnz 12318/2048000 (0.0060) obj_best 2.2197329998016357
[2024-04-12 08:51:32,277] INFO - obj 2.2146453857421875 weight nnz 10931/2048000 (0.0053) obj_best 2.214708089828491 [early stop at 14]
[2024-04-12 08:51:49,234] INFO - (34) lambda 0.0006, loss 2.3261, acc 0.7758 [val acc 0.7743] [test acc 0.6897], sparsity 0.00533740234375 [10931/2048000], time 886.7458565235138, lr 0.0453
[2024-04-12 08:52:47,323] INFO - obj 2.1367087364196777 weight nnz 13261/2048000 (0.0065) obj_best 2.1367087364196777
[2024-04-12 09:06:17,568] INFO - obj 2.1318490505218506 weight nnz 11379/2048000 (0.0056) obj_best 2.1319127082824707 [early stop at 14]
[2024-04-12 09:06:34,627] INFO - (35) lambda 0.0006, loss 2.2399, acc 0.7797 [val acc 0.7779] [test acc 0.6931], sparsity 0.00555615234375 [11379/2048000], time 885.3819525241852, lr 0.0443
[2024-04-12 09:07:32,766] INFO - obj 2.0572643280029297 weight nnz 13864/2048000 (0.0068) obj_best 2.0572643280029297
[2024-04-12 09:21:03,920] INFO - obj 2.052623748779297 weight nnz 11867/2048000 (0.0058) obj_best 2.0526881217956543 [early stop at 14]
[2024-04-12 09:21:20,373] INFO - (36) lambda 0.0005, loss 2.1575, acc 0.7835 [val acc 0.7817] [test acc 0.6961], sparsity 0.00579443359375 [11867/2048000], time 885.7203850746155, lr 0.0433
[2024-04-12 09:22:18,876] INFO - obj 1.9812357425689697 weight nnz 14363/2048000 (0.0070) obj_best 1.9812357425689697
[2024-04-12 09:35:50,928] INFO - obj 1.9768341779708862 weight nnz 12347/2048000 (0.0060) obj_best 1.9769006967544556 [early stop at 14]
[2024-04-12 09:36:08,542] INFO - (37) lambda 0.0005, loss 2.0787, acc 0.7870 [val acc 0.7852] [test acc 0.6993], sparsity 0.00602880859375 [12347/2048000], time 888.106073141098, lr 0.0423
[2024-04-12 09:37:07,189] INFO - obj 1.908529281616211 weight nnz 14892/2048000 (0.0073) obj_best 1.908529281616211
[2024-04-12 09:50:51,905] INFO - obj 1.9043493270874023 weight nnz 12856/2048000 (0.0063) obj_best 1.9044163227081299 [early stop at 14]
[2024-04-12 09:51:09,101] INFO - (38) lambda 0.0004, loss 2.0033, acc 0.7906 [val acc 0.7887] [test acc 0.7015], sparsity 0.00627734375 [12856/2048000], time 900.5021002292633, lr 0.0413
[2024-04-12 09:52:08,824] INFO - obj 1.8390488624572754 weight nnz 15257/2048000 (0.0074) obj_best 1.8390488624572754
[2024-04-12 10:05:46,174] INFO - obj 1.8350449800491333 weight nnz 13352/2048000 (0.0065) obj_best 1.8351143598556519 [early stop at 14]
[2024-04-12 10:06:03,331] INFO - (39) lambda 0.0004, loss 1.9313, acc 0.7937 [val acc 0.7921] [test acc 0.7040], sparsity 0.00651953125 [13352/2048000], time 894.182904958725, lr 0.0404
[2024-04-12 10:07:02,401] INFO - obj 1.7725180387496948 weight nnz 15756/2048000 (0.0077) obj_best 1.7725180387496948
[2024-04-12 10:20:57,406] INFO - obj 1.7687947750091553 weight nnz 13877/2048000 (0.0068) obj_best 1.768867015838623 [early stop at 14]
[2024-04-12 10:21:15,767] INFO - (40) lambda 0.0004, loss 1.8624, acc 0.7969 [val acc 0.7952] [test acc 0.7066], sparsity 0.00677587890625 [13877/2048000], time 912.3947987556458, lr 0.0394
[2024-04-12 10:22:16,653] INFO - obj 1.7089760303497314 weight nnz 16501/2048000 (0.0081) obj_best 1.7089760303497314
[2024-04-12 10:36:10,846] INFO - obj 1.705472707748413 weight nnz 14434/2048000 (0.0070) obj_best 1.7055470943450928 [early stop at 14]
[2024-04-12 10:36:28,876] INFO - (41) lambda 0.0004, loss 1.7967, acc 0.8000 [val acc 0.7981] [test acc 0.7088], sparsity 0.0070478515625 [14434/2048000], time 913.094776391983, lr 0.0385
[2024-04-12 10:37:31,967] INFO - obj 1.6482661962509155 weight nnz 17012/2048000 (0.0083) obj_best 1.6482661962509155
[2024-04-12 10:51:45,583] INFO - obj 1.6449612379074097 weight nnz 14992/2048000 (0.0073) obj_best 1.645038366317749 [early stop at 14]
[2024-04-12 10:52:03,793] INFO - (42) lambda 0.0003, loss 1.7339, acc 0.8028 [val acc 0.8010] [test acc 0.7111], sparsity 0.0073203125 [14992/2048000], time 934.8667833805084, lr 0.0376
[2024-04-12 10:53:05,583] INFO - obj 1.5902425050735474 weight nnz 17733/2048000 (0.0087) obj_best 1.5902425050735474
[2024-04-12 11:07:14,685] INFO - obj 1.58714759349823 weight nnz 15600/2048000 (0.0076) obj_best 1.5872278213500977 [early stop at 14]
[2024-04-12 11:07:32,167] INFO - (43) lambda 0.0003, loss 1.6738, acc 0.8055 [val acc 0.8035] [test acc 0.7132], sparsity 0.0076171875 [15600/2048000], time 928.3594162464142, lr 0.0368
[2024-04-12 11:08:33,842] INFO - obj 1.5348244905471802 weight nnz 18198/2048000 (0.0089) obj_best 1.5348244905471802
[2024-04-12 11:22:14,284] INFO - obj 1.531920313835144 weight nnz 16216/2048000 (0.0079) obj_best 1.5320029258728027 [early stop at 14]
[2024-04-12 11:22:31,199] INFO - (44) lambda 0.0003, loss 1.6165, acc 0.8082 [val acc 0.8056] [test acc 0.7149], sparsity 0.00791796875 [16216/2048000], time 899.0205750465393, lr 0.0359
[2024-04-12 11:23:30,132] INFO - obj 1.4819011688232422 weight nnz 19295/2048000 (0.0094) obj_best 1.4819011688232422
[2024-04-12 11:37:25,223] INFO - obj 1.4791693687438965 weight nnz 16878/2048000 (0.0082) obj_best 1.4792548418045044 [early stop at 14]
[2024-04-12 11:37:42,326] INFO - (45) lambda 0.0003, loss 1.5618, acc 0.8108 [val acc 0.8083] [test acc 0.7173], sparsity 0.0082412109375 [16878/2048000], time 911.1109697818756, lr 0.0351
[2024-04-12 11:38:40,640] INFO - obj 1.4313589334487915 weight nnz 20052/2048000 (0.0098) obj_best 1.4313589334487915
[2024-04-12 11:52:11,860] INFO - obj 1.4287917613983154 weight nnz 17560/2048000 (0.0086) obj_best 1.4288793802261353 [early stop at 14]
[2024-04-12 11:52:28,939] INFO - (46) lambda 0.0003, loss 1.5095, acc 0.8133 [val acc 0.8109] [test acc 0.7189], sparsity 0.00857421875 [17560/2048000], time 886.5579464435577, lr 0.0343
[2024-04-12 11:53:28,726] INFO - obj 1.3830806016921997 weight nnz 20505/2048000 (0.0100) obj_best 1.3830806016921997
[2024-04-12 13:08:00,463] INFO - obj 1.3806387186050415 weight nnz 18249/2048000 (0.0089) obj_best 1.3807106018066406 [early stop at 16]
[2024-04-12 13:08:38,430] INFO - (47) lambda 0.0002, loss 1.4596, acc 0.8159 [val acc 0.8132] [test acc 0.7212], sparsity 0.00891064453125 [18249/2048000], time 4569.479067802429, lr 0.0335
[2024-04-12 13:13:53,487] INFO - obj 1.3369333744049072 weight nnz 21229/2048000 (0.0104) obj_best 1.3369333744049072
[2024-04-12 14:17:04,125] INFO - obj 1.3347244262695312 weight nnz 19063/2048000 (0.0093) obj_best 1.3348127603530884 [early stop at 14]
[2024-04-12 14:17:35,310] INFO - (48) lambda 0.0002, loss 1.4120, acc 0.8181 [val acc 0.8156] [test acc 0.7227], sparsity 0.00930810546875 [19063/2048000], time 4136.866345882416, lr 0.0327
[2024-04-12 14:22:13,060] INFO - obj 1.2929682731628418 weight nnz 22118/2048000 (0.0108) obj_best 1.2929682731628418
[2024-04-12 15:30:25,028] INFO - obj 1.290826439857483 weight nnz 19789/2048000 (0.0097) obj_best 1.2909018993377686 [early stop at 16]
[2024-04-12 15:30:52,650] INFO - (49) lambda 0.0002, loss 1.3664, acc 0.8204 [val acc 0.8178] [test acc 0.7245], sparsity 0.00966259765625 [19789/2048000], time 4397.32612323761, lr 0.0320
[2024-04-12 15:34:42,761] INFO - obj 1.2509138584136963 weight nnz 23103/2048000 (0.0113) obj_best 1.2509138584136963
[2024-04-12 16:30:57,574] INFO - obj 1.2489542961120605 weight nnz 20703/2048000 (0.0101) obj_best 1.2490370273590088 [early stop at 15]
[2024-04-12 16:31:26,502] INFO - (50) lambda 0.0002, loss 1.3230, acc 0.8225 [val acc 0.8199] [test acc 0.7262], sparsity 0.01010888671875 [20703/2048000], time 3633.8263804912567, lr 0.0313
[2024-04-12 16:35:19,483] INFO - obj 1.2108678817749023 weight nnz 23977/2048000 (0.0117) obj_best 1.2108678817749023
[2024-04-12 17:30:26,945] INFO - obj 1.208976149559021 weight nnz 21449/2048000 (0.0105) obj_best 1.209062099456787 [early stop at 15]
[2024-04-12 17:30:51,955] INFO - (51) lambda 0.0002, loss 1.2815, acc 0.8247 [val acc 0.8217] [test acc 0.7276], sparsity 0.01047314453125 [21449/2048000], time 3565.398605823517, lr 0.0305
[2024-04-12 17:34:39,590] INFO - obj 1.172518253326416 weight nnz 24820/2048000 (0.0121) obj_best 1.172518253326416
[2024-04-12 18:25:07,472] INFO - obj 1.1708043813705444 weight nnz 22394/2048000 (0.0109) obj_best 1.1708928346633911 [early stop at 15]
[2024-04-12 18:25:32,122] INFO - (52) lambda 0.0002, loss 1.2420, acc 0.8267 [val acc 0.8235] [test acc 0.7290], sparsity 0.0109345703125 [22394/2048000], time 3280.154658794403, lr 0.0298
[2024-04-12 18:28:05,539] INFO - obj 1.1359797716140747 weight nnz 25798/2048000 (0.0126) obj_best 1.1359797716140747
[2024-04-12 19:15:35,461] INFO - obj 1.1343573331832886 weight nnz 23394/2048000 (0.0114) obj_best 1.1344492435455322 [early stop at 15]
[2024-04-12 19:16:02,284] INFO - (53) lambda 0.0002, loss 1.2042, acc 0.8285 [val acc 0.8252] [test acc 0.7307], sparsity 0.0114228515625 [23394/2048000], time 3030.112406730652, lr 0.0292
[2024-04-12 19:19:20,458] INFO - obj 1.101100206375122 weight nnz 26830/2048000 (0.0131) obj_best 1.101100206375122
[2024-04-12 20:11:58,575] INFO - obj 1.0995551347732544 weight nnz 24326/2048000 (0.0119) obj_best 1.099649429321289 [early stop at 15]
[2024-04-12 20:12:25,209] INFO - (54) lambda 0.0001, loss 1.1681, acc 0.8305 [val acc 0.8269] [test acc 0.7322], sparsity 0.0118779296875 [24326/2048000], time 3382.8789780139923, lr 0.0285
[2024-04-13 18:46:12,231] INFO - obj 1.1076842546463013 weight nnz 1179289/2048000 (0.5758) obj_best 1.1076842546463013
[2024-04-13 18:49:59,282] INFO - obj 1.0661176443099976 weight nnz 31555/2048000 (0.0154) obj_best 1.061350703239441 [early stop at 4]
[2024-04-13 18:50:14,018] INFO - (55) lambda 0.0001, loss 1.1337, acc 0.8322 [val acc 0.8285] [test acc 0.7335], sparsity 0.01540771484375 [31555/2048000], time 299.5613853931427, lr 0.0278
[2024-04-13 18:51:11,700] INFO - obj 1.0358772277832031 weight nnz 30989/2048000 (0.0151) obj_best 1.0358772277832031
[2024-04-13 19:08:19,265] INFO - obj 1.0346004962921143 weight nnz 27128/2048000 (0.0132) obj_best 1.034693956375122 [early stop at 18]
[2024-04-13 19:08:34,406] INFO - (56) lambda 0.0001, loss 1.1007, acc 0.8341 [val acc 0.8304] [test acc 0.7347], sparsity 0.01324609375 [27128/2048000], time 1100.355715751648, lr 0.0272
[2024-04-13 19:09:32,164] INFO - obj 1.0056140422821045 weight nnz 30517/2048000 (0.0149) obj_best 1.0056140422821045
[2024-04-13 19:24:46,190] INFO - obj 1.0042515993118286 weight nnz 27761/2048000 (0.0136) obj_best 1.0043514966964722 [early stop at 16]
[2024-04-13 19:25:01,635] INFO - (57) lambda 0.0001, loss 1.0692, acc 0.8360 [val acc 0.8321] [test acc 0.7359], sparsity 0.01355517578125 [27761/2048000], time 987.2167265415192, lr 0.0266
[2024-04-13 19:25:58,967] INFO - obj 0.9765565991401672 weight nnz 31885/2048000 (0.0156) obj_best 0.9765565991401672
[2024-04-13 19:41:13,595] INFO - obj 0.9752644300460815 weight nnz 29057/2048000 (0.0142) obj_best 0.9753643274307251 [early stop at 16]
[2024-04-13 19:41:29,186] INFO - (58) lambda 0.0001, loss 1.0392, acc 0.8378 [val acc 0.8338] [test acc 0.7374], sparsity 0.01418798828125 [29057/2048000], time 987.5383903980255, lr 0.0260
[2024-04-13 19:42:26,467] INFO - obj 0.9488146901130676 weight nnz 33257/2048000 (0.0162) obj_best 0.9488146901130676
[2024-04-13 20:00:32,804] INFO - obj 0.9474977850914001 weight nnz 30199/2048000 (0.0147) obj_best 0.9475818872451782 [early stop at 19]
[2024-04-13 20:00:47,694] INFO - (59) lambda 0.0001, loss 1.0103, acc 0.8396 [val acc 0.8355] [test acc 0.7385], sparsity 0.01474560546875 [30199/2048000], time 1158.4964253902435, lr 0.0254
[2024-04-13 20:01:45,062] INFO - obj 0.9221944212913513 weight nnz 34519/2048000 (0.0169) obj_best 0.9221944212913513
[2024-04-13 20:18:53,376] INFO - obj 0.9210186004638672 weight nnz 31628/2048000 (0.0154) obj_best 0.9211046099662781 [early stop at 18]
[2024-04-13 20:19:09,180] INFO - (60) lambda 0.0001, loss 0.9828, acc 0.8414 [val acc 0.8367] [test acc 0.7394], sparsity 0.015443359375 [31628/2048000], time 1101.47451710701, lr 0.0248
[2024-04-13 20:20:06,604] INFO - obj 0.8968479037284851 weight nnz 36193/2048000 (0.0177) obj_best 0.8968479037284851
[2024-04-13 20:37:16,307] INFO - obj 0.8957200646400452 weight nnz 33098/2048000 (0.0162) obj_best 0.8958065509796143 [early stop at 18]
[2024-04-13 20:37:31,348] INFO - (61) lambda 0.0001, loss 0.9565, acc 0.8431 [val acc 0.8380] [test acc 0.7402], sparsity 0.0161611328125 [33098/2048000], time 1102.156748533249, lr 0.0242
[2024-04-13 20:38:28,915] INFO - obj 0.8726282119750977 weight nnz 37886/2048000 (0.0185) obj_best 0.8726282119750977
[2024-04-13 20:54:40,752] INFO - obj 0.8715767860412598 weight nnz 34824/2048000 (0.0170) obj_best 0.8716675043106079 [early stop at 17]
[2024-04-13 20:54:56,539] INFO - (62) lambda 0.0001, loss 0.9315, acc 0.8446 [val acc 0.8392] [test acc 0.7414], sparsity 0.01700390625 [34824/2048000], time 1045.1806364059448, lr 0.0236
[2024-04-13 20:55:54,113] INFO - obj 0.8495165109634399 weight nnz 39735/2048000 (0.0194) obj_best 0.8495165109634399
[2024-04-13 21:12:06,441] INFO - obj 0.8484921455383301 weight nnz 36672/2048000 (0.0179) obj_best 0.8485863208770752 [early stop at 17]
[2024-04-13 21:12:21,883] INFO - (63) lambda 0.0001, loss 0.9075, acc 0.8461 [val acc 0.8406] [test acc 0.7426], sparsity 0.01790625 [36672/2048000], time 1045.3298876285553, lr 0.0231
[2024-04-13 21:13:19,067] INFO - obj 0.8274238705635071 weight nnz 41793/2048000 (0.0204) obj_best 0.8274238705635071
[2024-04-13 21:30:31,480] INFO - obj 0.8263883590698242 weight nnz 38558/2048000 (0.0188) obj_best 0.8264804482460022 [early stop at 18]
[2024-04-13 21:30:47,254] INFO - (64) lambda 0.0001, loss 0.8845, acc 0.8477 [val acc 0.8421] [test acc 0.7437], sparsity 0.0188271484375 [38558/2048000], time 1105.3596262931824, lr 0.0226
[2024-04-13 21:31:44,607] INFO - obj 0.8062565326690674 weight nnz 43842/2048000 (0.0214) obj_best 0.8062565326690674
[2024-04-13 21:48:54,733] INFO - obj 0.8052501082420349 weight nnz 40545/2048000 (0.0198) obj_best 0.8053433299064636 [early stop at 18]
[2024-04-13 21:49:09,870] INFO - (65) lambda 0.0001, loss 0.8626, acc 0.8492 [val acc 0.8435] [test acc 0.7445], sparsity 0.01979736328125 [40545/2048000], time 1102.605873823166, lr 0.0221
[2024-04-13 21:50:07,568] INFO - obj 0.7859999537467957 weight nnz 46100/2048000 (0.0225) obj_best 0.7859999537467957
[2024-04-13 22:08:16,060] INFO - obj 0.7849950194358826 weight nnz 42615/2048000 (0.0208) obj_best 0.7850859761238098 [early stop at 19]
[2024-04-13 22:08:31,334] INFO - (66) lambda 0.0001, loss 0.8415, acc 0.8508 [val acc 0.8448] [test acc 0.7459], sparsity 0.02080810546875 [42615/2048000], time 1161.452419757843, lr 0.0215
[2024-04-13 22:09:28,938] INFO - obj 0.76659095287323 weight nnz 48547/2048000 (0.0237) obj_best 0.76659095287323
[2024-04-13 22:27:35,779] INFO - obj 0.7656180262565613 weight nnz 44907/2048000 (0.0219) obj_best 0.7657095193862915 [early stop at 19]
[2024-04-13 22:27:51,269] INFO - (67) lambda 0.0001, loss 0.8213, acc 0.8523 [val acc 0.8461] [test acc 0.7464], sparsity 0.02192724609375 [44907/2048000], time 1159.925243139267, lr 0.0210
[2024-04-13 22:28:48,599] INFO - obj 0.7480222582817078 weight nnz 51208/2048000 (0.0250) obj_best 0.7480222582817078
[2024-04-13 22:46:56,453] INFO - obj 0.7470751404762268 weight nnz 47574/2048000 (0.0232) obj_best 0.7471668124198914 [early stop at 19]
[2024-04-13 22:47:12,258] INFO - (68) lambda 0.0001, loss 0.8020, acc 0.8538 [val acc 0.8471] [test acc 0.7470], sparsity 0.0232294921875 [47574/2048000], time 1160.9764733314514, lr 0.0206
[2024-04-13 22:48:09,755] INFO - obj 0.7302559614181519 weight nnz 54105/2048000 (0.0264) obj_best 0.7302559614181519
[2024-04-13 23:04:53,890] INFO - obj 0.7293872833251953 weight nnz 50572/2048000 (0.0247) obj_best 0.7294862270355225 [early stop at 17]
[2024-04-13 23:05:09,987] INFO - (69) lambda 0.0001, loss 0.7836, acc 0.8551 [val acc 0.8479] [test acc 0.7475], sparsity 0.024693359375 [50572/2048000], time 1077.7173750400543, lr 0.0201
[2024-04-13 23:06:11,143] INFO - obj 0.7133106589317322 weight nnz 57479/2048000 (0.0281) obj_best 0.7133106589317322
[2024-04-13 23:26:22,618] INFO - obj 0.7123376131057739 weight nnz 53383/2048000 (0.0261) obj_best 0.7124310731887817 [early stop at 20]
[2024-04-13 23:26:39,098] INFO - (70) lambda 0.0000, loss 0.7658, acc 0.8566 [val acc 0.8492] [test acc 0.7485], sparsity 0.02606591796875 [53383/2048000], time 1289.0985045433044, lr 0.0196
[2024-04-13 23:27:39,821] INFO - obj 0.6969455480575562 weight nnz 60562/2048000 (0.0296) obj_best 0.6969455480575562
[2024-04-13 23:48:54,257] INFO - obj 0.6959771513938904 weight nnz 56559/2048000 (0.0276) obj_best 0.6960679888725281 [early stop at 21]
[2024-04-13 23:49:10,761] INFO - (71) lambda 0.0000, loss 0.7488, acc 0.8580 [val acc 0.8503] [test acc 0.7488], sparsity 0.02761669921875 [56559/2048000], time 1351.6498639583588, lr 0.0192
[2024-04-13 23:50:11,396] INFO - obj 0.6812434196472168 weight nnz 64042/2048000 (0.0313) obj_best 0.6812434196472168
[2024-04-14 00:08:21,956] INFO - obj 0.6803898811340332 weight nnz 60299/2048000 (0.0294) obj_best 0.6804887652397156 [early stop at 18]
[2024-04-14 00:08:38,180] INFO - (72) lambda 0.0000, loss 0.7325, acc 0.8593 [val acc 0.8511] [test acc 0.7490], sparsity 0.02944287109375 [60299/2048000], time 1167.405439376831, lr 0.0187
[2024-04-14 00:09:38,809] INFO - obj 0.6662935614585876 weight nnz 68452/2048000 (0.0334) obj_best 0.6662935614585876
[2024-04-14 00:30:51,918] INFO - obj 0.6653299331665039 weight nnz 64196/2048000 (0.0313) obj_best 0.6654247641563416 [early stop at 21]
[2024-04-14 00:31:08,310] INFO - (73) lambda 0.0000, loss 0.7168, acc 0.8607 [val acc 0.8520] [test acc 0.7495], sparsity 0.031345703125 [64196/2048000], time 1350.1200110912323, lr 0.0183
[2024-04-14 00:32:09,691] INFO - obj 0.651832640171051 weight nnz 72598/2048000 (0.0354) obj_best 0.651832640171051
[2024-04-14 00:52:52,145] INFO - obj 0.6508866548538208 weight nnz 68263/2048000 (0.0333) obj_best 0.6509813070297241 [early stop at 21]
[2024-04-14 00:53:08,062] INFO - (74) lambda 0.0000, loss 0.7017, acc 0.8621 [val acc 0.8528] [test acc 0.7501], sparsity 0.03333154296875 [68263/2048000], time 1319.740911245346, lr 0.0179
[2024-04-14 00:54:07,666] INFO - obj 0.6379502415657043 weight nnz 77003/2048000 (0.0376) obj_best 0.6379502415657043
[2024-04-14 01:14:49,341] INFO - obj 0.637019693851471 weight nnz 72781/2048000 (0.0355) obj_best 0.6371150016784668 [early stop at 21]
[2024-04-14 01:15:05,052] INFO - (75) lambda 0.0000, loss 0.6872, acc 0.8635 [val acc 0.8536] [test acc 0.7507], sparsity 0.03553759765625 [72781/2048000], time 1316.9778234958649, lr 0.0175
[2024-04-14 01:16:04,571] INFO - obj 0.6246181130409241 weight nnz 82022/2048000 (0.0400) obj_best 0.6246181130409241
[2024-04-14 01:36:45,237] INFO - obj 0.623700737953186 weight nnz 77875/2048000 (0.0380) obj_best 0.6237969994544983 [early stop at 21]
[2024-04-14 01:37:01,113] INFO - (76) lambda 0.0000, loss 0.6733, acc 0.8648 [val acc 0.8543] [test acc 0.7512], sparsity 0.03802490234375 [77875/2048000], time 1316.0491559505463, lr 0.0171
[2024-04-14 01:38:00,631] INFO - obj 0.6118161678314209 weight nnz 87503/2048000 (0.0427) obj_best 0.6118161678314209
[2024-04-14 01:58:38,315] INFO - obj 0.6109009385108948 weight nnz 83303/2048000 (0.0407) obj_best 0.6109980344772339 [early stop at 21]
[2024-04-14 01:58:54,284] INFO - (77) lambda 0.0000, loss 0.6598, acc 0.8661 [val acc 0.8552] [test acc 0.7516], sparsity 0.04067529296875 [83303/2048000], time 1313.1592135429382, lr 0.0167
[2024-04-14 01:59:53,813] INFO - obj 0.5995056629180908 weight nnz 93482/2048000 (0.0456) obj_best 0.5995056629180908
[2024-04-14 02:20:34,189] INFO - obj 0.5985825657844543 weight nnz 89385/2048000 (0.0436) obj_best 0.5986823439598083 [early stop at 21]
[2024-04-14 02:20:49,883] INFO - (78) lambda 0.0000, loss 0.6469, acc 0.8675 [val acc 0.8558] [test acc 0.7517], sparsity 0.04364501953125 [89385/2048000], time 1315.5871438980103, lr 0.0163
[2024-04-14 02:21:49,302] INFO - obj 0.5876557230949402 weight nnz 100137/2048000 (0.0489) obj_best 0.5876557230949402
[2024-04-14 02:45:18,555] INFO - obj 0.5866193175315857 weight nnz 95463/2048000 (0.0466) obj_best 0.5867162346839905 [early stop at 24]
[2024-04-14 02:45:34,573] INFO - (79) lambda 0.0000, loss 0.6344, acc 0.8688 [val acc 0.8568] [test acc 0.7525], sparsity 0.04661279296875 [95463/2048000], time 1484.677348613739, lr 0.0159
[2024-04-14 02:46:32,166] INFO - obj 0.5761104822158813 weight nnz 106154/2048000 (0.0518) obj_best 0.5761104822158813
[2024-04-14 03:07:32,721] INFO - obj 0.5751837491989136 weight nnz 102495/2048000 (0.0500) obj_best 0.5752817988395691 [early stop at 22]
[2024-04-14 03:07:48,134] INFO - (80) lambda 0.0000, loss 0.6224, acc 0.8700 [val acc 0.8574] [test acc 0.7532], sparsity 0.05004638671875 [102495/2048000], time 1333.55055642128, lr 0.0156
[2024-04-14 03:08:45,972] INFO - obj 0.565098226070404 weight nnz 113950/2048000 (0.0556) obj_best 0.565098226070404
[2024-04-14 03:32:38,029] INFO - obj 0.5640562176704407 weight nnz 109722/2048000 (0.0536) obj_best 0.5641518831253052 [early stop at 25]
[2024-04-14 03:32:53,430] INFO - (81) lambda 0.0000, loss 0.6106, acc 0.8714 [val acc 0.8584] [test acc 0.7534], sparsity 0.0535751953125 [109722/2048000], time 1505.2842717170715, lr 0.0152
[2024-04-14 03:33:51,015] INFO - obj 0.554348349571228 weight nnz 121099/2048000 (0.0591) obj_best 0.554348349571228
[2024-04-14 03:57:43,074] INFO - obj 0.5533345937728882 weight nnz 117451/2048000 (0.0573) obj_best 0.5534296631813049 [early stop at 25]
[2024-04-14 03:57:58,524] INFO - (82) lambda 0.0000, loss 0.5993, acc 0.8728 [val acc 0.8591] [test acc 0.7543], sparsity 0.05734912109375 [117451/2048000], time 1505.08256149292, lr 0.0148
[2024-04-14 03:58:56,277] INFO - obj 0.5439935922622681 weight nnz 129147/2048000 (0.0631) obj_best 0.5439935922622681
[2024-04-14 04:20:53,640] INFO - obj 0.5430588126182556 weight nnz 126654/2048000 (0.0618) obj_best 0.5431569218635559 [early stop at 23]
[2024-04-14 04:21:09,315] INFO - (83) lambda 0.0000, loss 0.5885, acc 0.8740 [val acc 0.8598] [test acc 0.7547], sparsity 0.0618427734375 [126654/2048000], time 1390.777495622635, lr 0.0145
[2024-04-14 04:22:07,055] INFO - obj 0.534089982509613 weight nnz 139437/2048000 (0.0681) obj_best 0.534089982509613
[2024-04-14 04:48:52,657] INFO - obj 0.5329501032829285 weight nnz 135898/2048000 (0.0664) obj_best 0.5330460071563721 [early stop at 28]
[2024-04-14 04:49:08,359] INFO - (84) lambda 0.0000, loss 0.5778, acc 0.8756 [val acc 0.8605] [test acc 0.7551], sparsity 0.0663564453125 [135898/2048000], time 1679.032833814621, lr 0.0142
[2024-04-14 04:50:05,878] INFO - obj 0.5242893099784851 weight nnz 147766/2048000 (0.0722) obj_best 0.5242893099784851
[2024-04-14 05:14:55,785] INFO - obj 0.5232623815536499 weight nnz 146028/2048000 (0.0713) obj_best 0.5233587622642517 [early stop at 26]
[2024-04-14 05:15:11,587] INFO - (85) lambda 0.0000, loss 0.5676, acc 0.8769 [val acc 0.8612] [test acc 0.7551], sparsity 0.071302734375 [146028/2048000], time 1563.2157187461853, lr 0.0138
[2024-04-14 05:16:09,042] INFO - obj 0.5149296522140503 weight nnz 158407/2048000 (0.0773) obj_best 0.5149296522140503
[2024-04-14 05:40:59,779] INFO - obj 0.5138852596282959 weight nnz 157051/2048000 (0.0767) obj_best 0.5139831304550171 [early stop at 26]
[2024-04-14 05:41:16,047] INFO - (86) lambda 0.0000, loss 0.5577, acc 0.8782 [val acc 0.8618] [test acc 0.7557], sparsity 0.07668505859375 [157051/2048000], time 1564.449226140976, lr 0.0135
[2024-04-14 05:42:13,773] INFO - obj 0.5058491230010986 weight nnz 168925/2048000 (0.0825) obj_best 0.5058491230010986
[2024-04-14 06:07:59,719] INFO - obj 0.5047876238822937 weight nnz 168752/2048000 (0.0824) obj_best 0.5048843026161194 [early stop at 27]
[2024-04-14 06:08:15,435] INFO - (87) lambda 0.0000, loss 0.5480, acc 0.8794 [val acc 0.8623] [test acc 0.7556], sparsity 0.0823984375 [168752/2048000], time 1619.3759715557098, lr 0.0132
[2024-04-14 06:09:12,934] INFO - obj 0.49703729152679443 weight nnz 180795/2048000 (0.0883) obj_best 0.49703729152679443
[2024-04-14 06:34:59,949] INFO - obj 0.49597102403640747 weight nnz 182134/2048000 (0.0889) obj_best 0.49606969952583313 [early stop at 27]
[2024-04-14 06:35:16,152] INFO - (88) lambda 0.0000, loss 0.5387, acc 0.8807 [val acc 0.8629] [test acc 0.7558], sparsity 0.0889326171875 [182134/2048000], time 1620.7057971954346, lr 0.0129
[2024-04-14 06:36:13,578] INFO - obj 0.48850443959236145 weight nnz 193883/2048000 (0.0947) obj_best 0.48850443959236145
[2024-04-14 07:04:51,751] INFO - obj 0.4873161017894745 weight nnz 195336/2048000 (0.0954) obj_best 0.4874136447906494 [early stop at 30]
[2024-04-14 07:05:07,189] INFO - (89) lambda 0.0000, loss 0.5295, acc 0.8821 [val acc 0.8631] [test acc 0.7561], sparsity 0.09537890625 [195336/2048000], time 1791.0248279571533, lr 0.0126
[2024-04-14 07:06:04,758] INFO - obj 0.48008689284324646 weight nnz 205783/2048000 (0.1005) obj_best 0.48008689284324646
[2024-04-14 07:34:44,127] INFO - obj 0.4789307713508606 weight nnz 209778/2048000 (0.1024) obj_best 0.4790276885032654 [early stop at 30]
[2024-04-14 07:34:59,732] INFO - (90) lambda 0.0000, loss 0.5206, acc 0.8834 [val acc 0.8636] [test acc 0.7562], sparsity 0.1024306640625 [209778/2048000], time 1792.5292870998383, lr 0.0123
[2024-04-14 07:35:57,217] INFO - obj 0.47194844484329224 weight nnz 219980/2048000 (0.1074) obj_best 0.47194844484329224
[2024-04-14 08:04:35,377] INFO - obj 0.4707935154438019 weight nnz 225705/2048000 (0.1102) obj_best 0.47089099884033203 [early stop at 30]
[2024-04-14 08:04:51,155] INFO - (91) lambda 0.0000, loss 0.5119, acc 0.8845 [val acc 0.8639] [test acc 0.7564], sparsity 0.11020751953125 [225705/2048000], time 1791.4084737300873, lr 0.0120
[2024-04-14 08:05:48,751] INFO - obj 0.4640430808067322 weight nnz 234607/2048000 (0.1146) obj_best 0.4640430808067322
[2024-04-14 08:37:19,386] INFO - obj 0.46276146173477173 weight nnz 241407/2048000 (0.1179) obj_best 0.46285921335220337 [early stop at 33]
[2024-04-14 08:37:35,323] INFO - (92) lambda 0.0000, loss 0.5034, acc 0.8859 [val acc 0.8644] [test acc 0.7566], sparsity 0.11787451171875 [241407/2048000], time 1964.1563494205475, lr 0.0118
[2024-04-14 08:38:32,572] INFO - obj 0.456211119890213 weight nnz 248355/2048000 (0.1213) obj_best 0.456211119890213
[2024-04-14 09:07:11,326] INFO - obj 0.4550682604312897 weight nnz 259210/2048000 (0.1266) obj_best 0.45516765117645264 [early stop at 30]
[2024-04-14 09:07:26,579] INFO - (93) lambda 0.0000, loss 0.4952, acc 0.8871 [val acc 0.8647] [test acc 0.7570], sparsity 0.1265673828125 [259210/2048000], time 1791.246917963028, lr 0.0115
[2024-04-14 09:08:24,285] INFO - obj 0.4487455487251282 weight nnz 266047/2048000 (0.1299) obj_best 0.4487455487251282
[2024-04-14 09:39:56,579] INFO - obj 0.44746753573417664 weight nnz 278831/2048000 (0.1361) obj_best 0.44756725430488586 [early stop at 33]
[2024-04-14 09:40:12,381] INFO - (94) lambda 0.0000, loss 0.4871, acc 0.8885 [val acc 0.8650] [test acc 0.7566], sparsity 0.13614794921875 [278831/2048000], time 1965.7900390625, lr 0.0112
[2024-04-14 09:41:10,156] INFO - obj 0.4413365125656128 weight nnz 283563/2048000 (0.1385) obj_best 0.4413365125656128
[2024-04-14 10:15:30,732] INFO - obj 0.4399670958518982 weight nnz 298086/2048000 (0.1455) obj_best 0.4400651156902313 [early stop at 36]
[2024-04-14 10:15:46,172] INFO - (95) lambda 0.0000, loss 0.4790, acc 0.8898 [val acc 0.8655] [test acc 0.7563], sparsity 0.1455498046875 [298086/2048000], time 2133.7817249298096, lr 0.0110
[2024-04-14 10:16:43,949] INFO - obj 0.43401119112968445 weight nnz 301416/2048000 (0.1472) obj_best 0.43401119112968445
[2024-04-14 10:52:17,075] INFO - obj 0.43265798687934875 weight nnz 319154/2048000 (0.1558) obj_best 0.4327563941478729 [early stop at 36]
[2024-04-14 10:52:33,301] INFO - (96) lambda 0.0000, loss 0.4712, acc 0.8912 [val acc 0.8657] [test acc 0.7565], sparsity 0.1558369140625 [319154/2048000], time 2207.1163449287415, lr 0.0107
[2024-04-14 10:53:34,234] INFO - obj 0.42688125371932983 weight nnz 321602/2048000 (0.1570) obj_best 0.42688125371932983
[2024-04-14 11:29:53,991] INFO - obj 0.4255164563655853 weight nnz 341771/2048000 (0.1669) obj_best 0.4256162643432617 [early stop at 36]
[2024-04-14 11:30:10,313] INFO - (97) lambda 0.0000, loss 0.4635, acc 0.8925 [val acc 0.8658] [test acc 0.7566], sparsity 0.16688037109375 [341771/2048000], time 2256.9973628520966, lr 0.0105
[2024-04-14 11:31:11,341] INFO - obj 0.4199095368385315 weight nnz 343548/2048000 (0.1677) obj_best 0.4199095368385315
[2024-04-14 12:07:32,106] INFO - obj 0.41855984926223755 weight nnz 365945/2048000 (0.1787) obj_best 0.4186592996120453 [early stop at 36]
[2024-04-14 12:07:48,207] INFO - (98) lambda 0.0000, loss 0.4561, acc 0.8938 [val acc 0.8659] [test acc 0.7565], sparsity 0.17868408203125 [365945/2048000], time 2257.8804075717926, lr 0.0102
[2024-04-14 12:08:49,229] INFO - obj 0.41312286257743835 weight nnz 367224/2048000 (0.1793) obj_best 0.41312286257743835
[2024-04-14 12:50:12,529] INFO - obj 0.41153889894485474 weight nnz 389646/2048000 (0.1903) obj_best 0.4116376042366028 [early stop at 42]
[2024-04-14 12:50:28,086] INFO - (99) lambda 0.0000, loss 0.4485, acc 0.8953 [val acc 0.8660] [test acc 0.7567], sparsity 0.1902568359375 [389646/2048000], time 2559.8665742874146, lr 0.0100
[2024-04-14 12:51:27,879] INFO - obj 0.33276841044425964 weight nnz 1882398/2048000 (0.9191) obj_best 0.33276841044425964
[2024-04-14 14:19:11,848] INFO - did not converge at 90 iterations (criteria False)
[2024-04-14 14:19:27,666] INFO - (100) lambda 0.0000, loss 0.3185, acc 0.9094 [val acc 0.8660] [test acc 0.7446], sparsity 0.99876953125 [2045480/2048000], time 5339.571784734726, lr 0.0100