{ "best_metric": 0.8696024900350746, "best_model_checkpoint": "result/bert-large-uncased-bs512-lr1e-5", "epoch": 3.0, "global_step": 1617, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.02, "learning_rate": 9.938157081014226e-06, "loss": 5.2117, "step": 10 }, { "epoch": 0.04, "learning_rate": 9.876314162028449e-06, "loss": 2.7303, "step": 20 }, { "epoch": 0.06, "learning_rate": 9.814471243042673e-06, "loss": 1.8126, "step": 30 }, { "epoch": 0.07, "learning_rate": 9.752628324056896e-06, "loss": 1.482, "step": 40 }, { "epoch": 0.09, "learning_rate": 9.690785405071121e-06, "loss": 1.3545, "step": 50 }, { "epoch": 0.11, "learning_rate": 9.628942486085344e-06, "loss": 1.2558, "step": 60 }, { "epoch": 0.13, "learning_rate": 9.567099567099569e-06, "loss": 1.1597, "step": 70 }, { "epoch": 0.15, "learning_rate": 9.505256648113792e-06, "loss": 1.0949, "step": 80 }, { "epoch": 0.17, "learning_rate": 9.443413729128017e-06, "loss": 1.1096, "step": 90 }, { "epoch": 0.19, "learning_rate": 9.38157081014224e-06, "loss": 1.0072, "step": 100 }, { "epoch": 0.2, "learning_rate": 9.319727891156464e-06, "loss": 1.0697, "step": 110 }, { "epoch": 0.22, "learning_rate": 9.257884972170687e-06, "loss": 1.0235, "step": 120 }, { "epoch": 0.23, "eval_avg_sts": 0.835670676836703, "eval_sickr_spearman": 0.8174356477052697, "eval_stsb_spearman": 0.8539057059681365, "step": 125 }, { "epoch": 0.24, "learning_rate": 9.196042053184912e-06, "loss": 1.0064, "step": 130 }, { "epoch": 0.26, "learning_rate": 9.134199134199135e-06, "loss": 0.9805, "step": 140 }, { "epoch": 0.28, "learning_rate": 9.07235621521336e-06, "loss": 0.9327, "step": 150 }, { "epoch": 0.3, "learning_rate": 9.010513296227583e-06, "loss": 0.9818, "step": 160 }, { "epoch": 0.32, "learning_rate": 8.948670377241808e-06, "loss": 0.9391, "step": 170 }, { "epoch": 0.33, "learning_rate": 8.88682745825603e-06, "loss": 0.9709, "step": 180 }, { "epoch": 0.35, "learning_rate": 8.824984539270254e-06, "loss": 0.8995, "step": 190 }, { "epoch": 0.37, "learning_rate": 8.763141620284478e-06, "loss": 0.9076, "step": 200 }, { "epoch": 0.39, "learning_rate": 8.701298701298701e-06, "loss": 0.9185, "step": 210 }, { "epoch": 0.41, "learning_rate": 8.639455782312926e-06, "loss": 0.9286, "step": 220 }, { "epoch": 0.43, "learning_rate": 8.577612863327149e-06, "loss": 0.9184, "step": 230 }, { "epoch": 0.45, "learning_rate": 8.515769944341374e-06, "loss": 0.9211, "step": 240 }, { "epoch": 0.46, "learning_rate": 8.453927025355597e-06, "loss": 0.9251, "step": 250 }, { "epoch": 0.46, "eval_avg_sts": 0.8411396152471846, "eval_sickr_spearman": 0.8226138807513125, "eval_stsb_spearman": 0.8596653497430569, "step": 250 }, { "epoch": 0.48, "learning_rate": 8.392084106369822e-06, "loss": 0.8951, "step": 260 }, { "epoch": 0.5, "learning_rate": 8.330241187384045e-06, "loss": 0.8781, "step": 270 }, { "epoch": 0.52, "learning_rate": 8.26839826839827e-06, "loss": 0.8797, "step": 280 }, { "epoch": 0.54, "learning_rate": 8.206555349412492e-06, "loss": 0.8636, "step": 290 }, { "epoch": 0.56, "learning_rate": 8.144712430426717e-06, "loss": 0.8805, "step": 300 }, { "epoch": 0.58, "learning_rate": 8.08286951144094e-06, "loss": 0.8727, "step": 310 }, { "epoch": 0.59, "learning_rate": 8.021026592455165e-06, "loss": 0.8553, "step": 320 }, { "epoch": 0.61, "learning_rate": 7.959183673469388e-06, "loss": 0.8563, "step": 330 }, { "epoch": 0.63, "learning_rate": 7.897340754483613e-06, "loss": 0.8791, "step": 340 }, { "epoch": 0.65, "learning_rate": 7.835497835497836e-06, "loss": 0.8768, "step": 350 }, { "epoch": 0.67, "learning_rate": 7.77365491651206e-06, "loss": 0.9132, "step": 360 }, { "epoch": 0.69, "learning_rate": 7.711811997526283e-06, "loss": 0.8531, "step": 370 }, { "epoch": 0.7, "eval_avg_sts": 0.8443297683636638, "eval_sickr_spearman": 0.8256352291561755, "eval_stsb_spearman": 0.8630243075711521, "step": 375 }, { "epoch": 0.71, "learning_rate": 7.649969078540508e-06, "loss": 0.8604, "step": 380 }, { "epoch": 0.72, "learning_rate": 7.588126159554732e-06, "loss": 0.8272, "step": 390 }, { "epoch": 0.74, "learning_rate": 7.526283240568956e-06, "loss": 0.8352, "step": 400 }, { "epoch": 0.76, "learning_rate": 7.46444032158318e-06, "loss": 0.8819, "step": 410 }, { "epoch": 0.78, "learning_rate": 7.402597402597404e-06, "loss": 0.8073, "step": 420 }, { "epoch": 0.8, "learning_rate": 7.3407544836116275e-06, "loss": 0.8457, "step": 430 }, { "epoch": 0.82, "learning_rate": 7.278911564625851e-06, "loss": 0.8393, "step": 440 }, { "epoch": 0.83, "learning_rate": 7.217068645640075e-06, "loss": 0.81, "step": 450 }, { "epoch": 0.85, "learning_rate": 7.155225726654299e-06, "loss": 0.8133, "step": 460 }, { "epoch": 0.87, "learning_rate": 7.093382807668523e-06, "loss": 0.8193, "step": 470 }, { "epoch": 0.89, "learning_rate": 7.031539888682747e-06, "loss": 0.7912, "step": 480 }, { "epoch": 0.91, "learning_rate": 6.969696969696971e-06, "loss": 0.7821, "step": 490 }, { "epoch": 0.93, "learning_rate": 6.907854050711195e-06, "loss": 0.7864, "step": 500 }, { "epoch": 0.93, "eval_avg_sts": 0.8462257647791973, "eval_sickr_spearman": 0.8268360547232299, "eval_stsb_spearman": 0.8656154748351649, "step": 500 }, { "epoch": 0.95, "learning_rate": 6.8460111317254185e-06, "loss": 0.8478, "step": 510 }, { "epoch": 0.96, "learning_rate": 6.7841682127396415e-06, "loss": 0.7763, "step": 520 }, { "epoch": 0.98, "learning_rate": 6.722325293753865e-06, "loss": 0.8213, "step": 530 }, { "epoch": 1.0, "learning_rate": 6.660482374768089e-06, "loss": 0.7716, "step": 540 }, { "epoch": 1.02, "learning_rate": 6.598639455782313e-06, "loss": 0.7478, "step": 550 }, { "epoch": 1.04, "learning_rate": 6.536796536796537e-06, "loss": 0.7475, "step": 560 }, { "epoch": 1.06, "learning_rate": 6.474953617810761e-06, "loss": 0.7442, "step": 570 }, { "epoch": 1.08, "learning_rate": 6.413110698824985e-06, "loss": 0.7604, "step": 580 }, { "epoch": 1.09, "learning_rate": 6.351267779839209e-06, "loss": 0.742, "step": 590 }, { "epoch": 1.11, "learning_rate": 6.2894248608534325e-06, "loss": 0.7343, "step": 600 }, { "epoch": 1.13, "learning_rate": 6.227581941867656e-06, "loss": 0.734, "step": 610 }, { "epoch": 1.15, "learning_rate": 6.16573902288188e-06, "loss": 0.7441, "step": 620 }, { "epoch": 1.16, "eval_avg_sts": 0.8465997739356157, "eval_sickr_spearman": 0.8266303855468717, "eval_stsb_spearman": 0.8665691623243595, "step": 625 }, { "epoch": 1.17, "learning_rate": 6.103896103896104e-06, "loss": 0.7822, "step": 630 }, { "epoch": 1.19, "learning_rate": 6.042053184910328e-06, "loss": 0.7358, "step": 640 }, { "epoch": 1.21, "learning_rate": 5.980210265924552e-06, "loss": 0.749, "step": 650 }, { "epoch": 1.22, "learning_rate": 5.918367346938776e-06, "loss": 0.7475, "step": 660 }, { "epoch": 1.24, "learning_rate": 5.856524427953e-06, "loss": 0.7897, "step": 670 }, { "epoch": 1.26, "learning_rate": 5.7946815089672236e-06, "loss": 0.7362, "step": 680 }, { "epoch": 1.28, "learning_rate": 5.7328385899814474e-06, "loss": 0.7563, "step": 690 }, { "epoch": 1.3, "learning_rate": 5.670995670995671e-06, "loss": 0.7491, "step": 700 }, { "epoch": 1.32, "learning_rate": 5.609152752009895e-06, "loss": 0.7776, "step": 710 }, { "epoch": 1.34, "learning_rate": 5.547309833024119e-06, "loss": 0.7346, "step": 720 }, { "epoch": 1.35, "learning_rate": 5.485466914038343e-06, "loss": 0.737, "step": 730 }, { "epoch": 1.37, "learning_rate": 5.423623995052567e-06, "loss": 0.7341, "step": 740 }, { "epoch": 1.39, "learning_rate": 5.361781076066791e-06, "loss": 0.7293, "step": 750 }, { "epoch": 1.39, "eval_avg_sts": 0.8490029126462879, "eval_sickr_spearman": 0.8293255067107672, "eval_stsb_spearman": 0.8686803185818085, "step": 750 }, { "epoch": 1.41, "learning_rate": 5.2999381570810146e-06, "loss": 0.7347, "step": 760 }, { "epoch": 1.43, "learning_rate": 5.2380952380952384e-06, "loss": 0.742, "step": 770 }, { "epoch": 1.45, "learning_rate": 5.176252319109462e-06, "loss": 0.7423, "step": 780 }, { "epoch": 1.47, "learning_rate": 5.114409400123686e-06, "loss": 0.7141, "step": 790 }, { "epoch": 1.48, "learning_rate": 5.05256648113791e-06, "loss": 0.75, "step": 800 }, { "epoch": 1.5, "learning_rate": 4.990723562152134e-06, "loss": 0.7373, "step": 810 }, { "epoch": 1.52, "learning_rate": 4.928880643166358e-06, "loss": 0.7547, "step": 820 }, { "epoch": 1.54, "learning_rate": 4.867037724180582e-06, "loss": 0.7347, "step": 830 }, { "epoch": 1.56, "learning_rate": 4.805194805194806e-06, "loss": 0.7323, "step": 840 }, { "epoch": 1.58, "learning_rate": 4.7433518862090295e-06, "loss": 0.762, "step": 850 }, { "epoch": 1.6, "learning_rate": 4.681508967223253e-06, "loss": 0.763, "step": 860 }, { "epoch": 1.61, "learning_rate": 4.619666048237477e-06, "loss": 0.7183, "step": 870 }, { "epoch": 1.62, "eval_avg_sts": 0.8478878233181263, "eval_sickr_spearman": 0.8271554615477934, "eval_stsb_spearman": 0.8686201850884592, "step": 875 }, { "epoch": 1.63, "learning_rate": 4.557823129251701e-06, "loss": 0.7052, "step": 880 }, { "epoch": 1.65, "learning_rate": 4.495980210265925e-06, "loss": 0.7586, "step": 890 }, { "epoch": 1.67, "learning_rate": 4.434137291280149e-06, "loss": 0.7303, "step": 900 }, { "epoch": 1.69, "learning_rate": 4.372294372294373e-06, "loss": 0.711, "step": 910 }, { "epoch": 1.71, "learning_rate": 4.310451453308597e-06, "loss": 0.7505, "step": 920 }, { "epoch": 1.73, "learning_rate": 4.2486085343228205e-06, "loss": 0.7287, "step": 930 }, { "epoch": 1.74, "learning_rate": 4.186765615337044e-06, "loss": 0.7288, "step": 940 }, { "epoch": 1.76, "learning_rate": 4.124922696351268e-06, "loss": 0.7317, "step": 950 }, { "epoch": 1.78, "learning_rate": 4.063079777365492e-06, "loss": 0.7456, "step": 960 }, { "epoch": 1.8, "learning_rate": 4.001236858379716e-06, "loss": 0.7247, "step": 970 }, { "epoch": 1.82, "learning_rate": 3.93939393939394e-06, "loss": 0.7423, "step": 980 }, { "epoch": 1.84, "learning_rate": 3.877551020408164e-06, "loss": 0.7257, "step": 990 }, { "epoch": 1.86, "learning_rate": 3.815708101422388e-06, "loss": 0.7655, "step": 1000 }, { "epoch": 1.86, "eval_avg_sts": 0.8485790233693684, "eval_sickr_spearman": 0.8282474486389888, "eval_stsb_spearman": 0.868910598099748, "step": 1000 }, { "epoch": 1.87, "learning_rate": 3.753865182436611e-06, "loss": 0.6967, "step": 1010 }, { "epoch": 1.89, "learning_rate": 3.6920222634508353e-06, "loss": 0.6964, "step": 1020 }, { "epoch": 1.91, "learning_rate": 3.6301793444650592e-06, "loss": 0.6989, "step": 1030 }, { "epoch": 1.93, "learning_rate": 3.568336425479283e-06, "loss": 0.7278, "step": 1040 }, { "epoch": 1.95, "learning_rate": 3.506493506493507e-06, "loss": 0.7235, "step": 1050 }, { "epoch": 1.97, "learning_rate": 3.444650587507731e-06, "loss": 0.7041, "step": 1060 }, { "epoch": 1.99, "learning_rate": 3.3828076685219547e-06, "loss": 0.7118, "step": 1070 }, { "epoch": 2.0, "learning_rate": 3.3209647495361786e-06, "loss": 0.6951, "step": 1080 }, { "epoch": 2.02, "learning_rate": 3.2591218305504025e-06, "loss": 0.6957, "step": 1090 }, { "epoch": 2.04, "learning_rate": 3.1972789115646264e-06, "loss": 0.7068, "step": 1100 }, { "epoch": 2.06, "learning_rate": 3.1354359925788502e-06, "loss": 0.6662, "step": 1110 }, { "epoch": 2.08, "learning_rate": 3.0735930735930737e-06, "loss": 0.7002, "step": 1120 }, { "epoch": 2.09, "eval_avg_sts": 0.847001402508377, "eval_sickr_spearman": 0.8256772563699338, "eval_stsb_spearman": 0.86832554864682, "step": 1125 }, { "epoch": 2.1, "learning_rate": 3.0117501546072976e-06, "loss": 0.6668, "step": 1130 }, { "epoch": 2.12, "learning_rate": 2.9499072356215214e-06, "loss": 0.695, "step": 1140 }, { "epoch": 2.13, "learning_rate": 2.8880643166357453e-06, "loss": 0.718, "step": 1150 }, { "epoch": 2.15, "learning_rate": 2.826221397649969e-06, "loss": 0.6953, "step": 1160 }, { "epoch": 2.17, "learning_rate": 2.764378478664193e-06, "loss": 0.6716, "step": 1170 }, { "epoch": 2.19, "learning_rate": 2.702535559678417e-06, "loss": 0.6765, "step": 1180 }, { "epoch": 2.21, "learning_rate": 2.640692640692641e-06, "loss": 0.6645, "step": 1190 }, { "epoch": 2.23, "learning_rate": 2.5788497217068647e-06, "loss": 0.6946, "step": 1200 }, { "epoch": 2.24, "learning_rate": 2.5170068027210886e-06, "loss": 0.6971, "step": 1210 }, { "epoch": 2.26, "learning_rate": 2.4551638837353125e-06, "loss": 0.7074, "step": 1220 }, { "epoch": 2.28, "learning_rate": 2.3933209647495363e-06, "loss": 0.6894, "step": 1230 }, { "epoch": 2.3, "learning_rate": 2.33147804576376e-06, "loss": 0.6821, "step": 1240 }, { "epoch": 2.32, "learning_rate": 2.269635126777984e-06, "loss": 0.6948, "step": 1250 }, { "epoch": 2.32, "eval_avg_sts": 0.8472029429037058, "eval_sickr_spearman": 0.8261643397696178, "eval_stsb_spearman": 0.8682415460377939, "step": 1250 }, { "epoch": 2.34, "learning_rate": 2.207792207792208e-06, "loss": 0.7039, "step": 1260 }, { "epoch": 2.36, "learning_rate": 2.145949288806432e-06, "loss": 0.6647, "step": 1270 }, { "epoch": 2.37, "learning_rate": 2.0841063698206557e-06, "loss": 0.6775, "step": 1280 }, { "epoch": 2.39, "learning_rate": 2.0222634508348796e-06, "loss": 0.6639, "step": 1290 }, { "epoch": 2.41, "learning_rate": 1.9604205318491035e-06, "loss": 0.6936, "step": 1300 }, { "epoch": 2.43, "learning_rate": 1.8985776128633273e-06, "loss": 0.6936, "step": 1310 }, { "epoch": 2.45, "learning_rate": 1.8367346938775512e-06, "loss": 0.6833, "step": 1320 }, { "epoch": 2.47, "learning_rate": 1.774891774891775e-06, "loss": 0.6785, "step": 1330 }, { "epoch": 2.49, "learning_rate": 1.7130488559059988e-06, "loss": 0.6837, "step": 1340 }, { "epoch": 2.5, "learning_rate": 1.6512059369202226e-06, "loss": 0.6743, "step": 1350 }, { "epoch": 2.52, "learning_rate": 1.5893630179344465e-06, "loss": 0.6912, "step": 1360 }, { "epoch": 2.54, "learning_rate": 1.5275200989486704e-06, "loss": 0.6798, "step": 1370 }, { "epoch": 2.55, "eval_avg_sts": 0.8477483274295515, "eval_sickr_spearman": 0.8258941648240284, "eval_stsb_spearman": 0.8696024900350746, "step": 1375 }, { "epoch": 2.56, "learning_rate": 1.4656771799628945e-06, "loss": 0.697, "step": 1380 }, { "epoch": 2.58, "learning_rate": 1.4038342609771183e-06, "loss": 0.6815, "step": 1390 }, { "epoch": 2.6, "learning_rate": 1.3419913419913422e-06, "loss": 0.6678, "step": 1400 }, { "epoch": 2.62, "learning_rate": 1.280148423005566e-06, "loss": 0.6709, "step": 1410 }, { "epoch": 2.63, "learning_rate": 1.2183055040197898e-06, "loss": 0.661, "step": 1420 }, { "epoch": 2.65, "learning_rate": 1.1564625850340136e-06, "loss": 0.6829, "step": 1430 }, { "epoch": 2.67, "learning_rate": 1.0946196660482377e-06, "loss": 0.6987, "step": 1440 }, { "epoch": 2.69, "learning_rate": 1.0327767470624614e-06, "loss": 0.696, "step": 1450 }, { "epoch": 2.71, "learning_rate": 9.709338280766853e-07, "loss": 0.7002, "step": 1460 }, { "epoch": 2.73, "learning_rate": 9.090909090909091e-07, "loss": 0.709, "step": 1470 }, { "epoch": 2.75, "learning_rate": 8.472479901051331e-07, "loss": 0.6794, "step": 1480 }, { "epoch": 2.76, "learning_rate": 7.854050711193569e-07, "loss": 0.6784, "step": 1490 }, { "epoch": 2.78, "learning_rate": 7.235621521335808e-07, "loss": 0.6644, "step": 1500 }, { "epoch": 2.78, "eval_avg_sts": 0.8478596119891653, "eval_sickr_spearman": 0.8263944087455064, "eval_stsb_spearman": 0.8693248152328242, "step": 1500 }, { "epoch": 2.8, "learning_rate": 6.617192331478047e-07, "loss": 0.6888, "step": 1510 }, { "epoch": 2.82, "learning_rate": 5.998763141620285e-07, "loss": 0.6594, "step": 1520 }, { "epoch": 2.84, "learning_rate": 5.380333951762524e-07, "loss": 0.6909, "step": 1530 }, { "epoch": 2.86, "learning_rate": 4.7619047619047623e-07, "loss": 0.6693, "step": 1540 }, { "epoch": 2.88, "learning_rate": 4.143475572047001e-07, "loss": 0.6671, "step": 1550 }, { "epoch": 2.89, "learning_rate": 3.5250463821892393e-07, "loss": 0.6589, "step": 1560 }, { "epoch": 2.91, "learning_rate": 2.9066171923314786e-07, "loss": 0.6687, "step": 1570 }, { "epoch": 2.93, "learning_rate": 2.288188002473717e-07, "loss": 0.659, "step": 1580 }, { "epoch": 2.95, "learning_rate": 1.6697588126159556e-07, "loss": 0.6724, "step": 1590 }, { "epoch": 2.97, "learning_rate": 1.0513296227581942e-07, "loss": 0.6762, "step": 1600 }, { "epoch": 2.99, "learning_rate": 4.3290043290043295e-08, "loss": 0.7098, "step": 1610 }, { "epoch": 3.0, "step": 1617, "train_runtime": 1994.4448, "train_samples_per_second": 0.811 } ], "max_steps": 1617, "num_train_epochs": 3, "total_flos": 160111061011021824, "trial_name": null, "trial_params": null }