Joeran Bosma
Initial release
c74da97
{
"best_metric": 0.15368719398975372,
"best_model_checkpoint": "/output/longformer-large-4096-finetuned-full/checkpoint-35000",
"epoch": 3.0,
"global_step": 38073,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.04,
"learning_rate": 4.934336669030547e-05,
"loss": 0.8478,
"step": 500
},
{
"epoch": 0.08,
"learning_rate": 4.8686733380610934e-05,
"loss": 0.5067,
"step": 1000
},
{
"epoch": 0.12,
"learning_rate": 4.80301000709164e-05,
"loss": 0.4272,
"step": 1500
},
{
"epoch": 0.16,
"learning_rate": 4.7373466761221866e-05,
"loss": 0.3848,
"step": 2000
},
{
"epoch": 0.2,
"learning_rate": 4.671683345152733e-05,
"loss": 0.354,
"step": 2500
},
{
"epoch": 0.24,
"learning_rate": 4.60602001418328e-05,
"loss": 0.3333,
"step": 3000
},
{
"epoch": 0.28,
"learning_rate": 4.540356683213826e-05,
"loss": 0.319,
"step": 3500
},
{
"epoch": 0.32,
"learning_rate": 4.474693352244373e-05,
"loss": 0.3051,
"step": 4000
},
{
"epoch": 0.35,
"learning_rate": 4.40903002127492e-05,
"loss": 0.294,
"step": 4500
},
{
"epoch": 0.39,
"learning_rate": 4.343366690305466e-05,
"loss": 0.2837,
"step": 5000
},
{
"epoch": 0.39,
"eval_accuracy": 0.9413275913410438,
"eval_loss": 0.25030046701431274,
"eval_runtime": 11955.9114,
"eval_samples_per_second": 2.126,
"eval_steps_per_second": 0.531,
"step": 5000
},
{
"epoch": 0.43,
"learning_rate": 4.277703359336013e-05,
"loss": 0.2756,
"step": 5500
},
{
"epoch": 0.47,
"learning_rate": 4.212040028366559e-05,
"loss": 0.2684,
"step": 6000
},
{
"epoch": 0.51,
"learning_rate": 4.1463766973971054e-05,
"loss": 0.2627,
"step": 6500
},
{
"epoch": 0.55,
"learning_rate": 4.0807133664276524e-05,
"loss": 0.2564,
"step": 7000
},
{
"epoch": 0.59,
"learning_rate": 4.0150500354581986e-05,
"loss": 0.2531,
"step": 7500
},
{
"epoch": 0.63,
"learning_rate": 3.9493867044887455e-05,
"loss": 0.2457,
"step": 8000
},
{
"epoch": 0.67,
"learning_rate": 3.883723373519292e-05,
"loss": 0.2424,
"step": 8500
},
{
"epoch": 0.71,
"learning_rate": 3.818060042549839e-05,
"loss": 0.2384,
"step": 9000
},
{
"epoch": 0.75,
"learning_rate": 3.7523967115803856e-05,
"loss": 0.2352,
"step": 9500
},
{
"epoch": 0.79,
"learning_rate": 3.686733380610932e-05,
"loss": 0.2305,
"step": 10000
},
{
"epoch": 0.79,
"eval_accuracy": 0.9494652483570813,
"eval_loss": 0.20809219777584076,
"eval_runtime": 11956.3035,
"eval_samples_per_second": 2.125,
"eval_steps_per_second": 0.531,
"step": 10000
},
{
"epoch": 0.83,
"learning_rate": 3.621070049641479e-05,
"loss": 0.2286,
"step": 10500
},
{
"epoch": 0.87,
"learning_rate": 3.555406718672025e-05,
"loss": 0.2251,
"step": 11000
},
{
"epoch": 0.91,
"learning_rate": 3.489743387702571e-05,
"loss": 0.2233,
"step": 11500
},
{
"epoch": 0.95,
"learning_rate": 3.424080056733118e-05,
"loss": 0.2206,
"step": 12000
},
{
"epoch": 0.98,
"learning_rate": 3.3584167257636644e-05,
"loss": 0.2165,
"step": 12500
},
{
"epoch": 1.02,
"learning_rate": 3.292753394794211e-05,
"loss": 0.2135,
"step": 13000
},
{
"epoch": 1.06,
"learning_rate": 3.227090063824758e-05,
"loss": 0.2128,
"step": 13500
},
{
"epoch": 1.1,
"learning_rate": 3.1614267328553045e-05,
"loss": 0.2105,
"step": 14000
},
{
"epoch": 1.14,
"learning_rate": 3.0957634018858514e-05,
"loss": 0.2096,
"step": 14500
},
{
"epoch": 1.18,
"learning_rate": 3.0301000709163973e-05,
"loss": 0.2069,
"step": 15000
},
{
"epoch": 1.18,
"eval_accuracy": 0.9537146569573595,
"eval_loss": 0.18708214163780212,
"eval_runtime": 11958.4868,
"eval_samples_per_second": 2.125,
"eval_steps_per_second": 0.531,
"step": 15000
},
{
"epoch": 1.22,
"learning_rate": 2.9644367399469442e-05,
"loss": 0.2052,
"step": 15500
},
{
"epoch": 1.26,
"learning_rate": 2.8987734089774908e-05,
"loss": 0.2026,
"step": 16000
},
{
"epoch": 1.3,
"learning_rate": 2.833110078008037e-05,
"loss": 0.2013,
"step": 16500
},
{
"epoch": 1.34,
"learning_rate": 2.767446747038584e-05,
"loss": 0.2003,
"step": 17000
},
{
"epoch": 1.38,
"learning_rate": 2.7017834160691302e-05,
"loss": 0.1979,
"step": 17500
},
{
"epoch": 1.42,
"learning_rate": 2.636120085099677e-05,
"loss": 0.197,
"step": 18000
},
{
"epoch": 1.46,
"learning_rate": 2.5704567541302237e-05,
"loss": 0.1959,
"step": 18500
},
{
"epoch": 1.5,
"learning_rate": 2.50479342316077e-05,
"loss": 0.1943,
"step": 19000
},
{
"epoch": 1.54,
"learning_rate": 2.439130092191317e-05,
"loss": 0.1945,
"step": 19500
},
{
"epoch": 1.58,
"learning_rate": 2.3734667612218634e-05,
"loss": 0.1909,
"step": 20000
},
{
"epoch": 1.58,
"eval_accuracy": 0.9563928580029224,
"eval_loss": 0.17498859763145447,
"eval_runtime": 11959.4736,
"eval_samples_per_second": 2.125,
"eval_steps_per_second": 0.531,
"step": 20000
},
{
"epoch": 1.62,
"learning_rate": 2.30780343025241e-05,
"loss": 0.1904,
"step": 20500
},
{
"epoch": 1.65,
"learning_rate": 2.2421400992829566e-05,
"loss": 0.1895,
"step": 21000
},
{
"epoch": 1.69,
"learning_rate": 2.176476768313503e-05,
"loss": 0.1883,
"step": 21500
},
{
"epoch": 1.73,
"learning_rate": 2.1108134373440497e-05,
"loss": 0.1869,
"step": 22000
},
{
"epoch": 1.77,
"learning_rate": 2.0451501063745963e-05,
"loss": 0.1857,
"step": 22500
},
{
"epoch": 1.81,
"learning_rate": 1.9794867754051426e-05,
"loss": 0.1841,
"step": 23000
},
{
"epoch": 1.85,
"learning_rate": 1.9138234444356895e-05,
"loss": 0.1841,
"step": 23500
},
{
"epoch": 1.89,
"learning_rate": 1.848160113466236e-05,
"loss": 0.183,
"step": 24000
},
{
"epoch": 1.93,
"learning_rate": 1.7824967824967826e-05,
"loss": 0.1809,
"step": 24500
},
{
"epoch": 1.97,
"learning_rate": 1.7168334515273292e-05,
"loss": 0.181,
"step": 25000
},
{
"epoch": 1.97,
"eval_accuracy": 0.9582902012352269,
"eval_loss": 0.16556869447231293,
"eval_runtime": 11952.7546,
"eval_samples_per_second": 2.126,
"eval_steps_per_second": 0.532,
"step": 25000
},
{
"epoch": 2.01,
"learning_rate": 1.6511701205578758e-05,
"loss": 0.1791,
"step": 25500
},
{
"epoch": 2.05,
"learning_rate": 1.5855067895884224e-05,
"loss": 0.1782,
"step": 26000
},
{
"epoch": 2.09,
"learning_rate": 1.519843458618969e-05,
"loss": 0.1786,
"step": 26500
},
{
"epoch": 2.13,
"learning_rate": 1.4541801276495154e-05,
"loss": 0.1771,
"step": 27000
},
{
"epoch": 2.17,
"learning_rate": 1.3885167966800621e-05,
"loss": 0.1761,
"step": 27500
},
{
"epoch": 2.21,
"learning_rate": 1.3228534657106087e-05,
"loss": 0.1748,
"step": 28000
},
{
"epoch": 2.25,
"learning_rate": 1.2571901347411553e-05,
"loss": 0.1738,
"step": 28500
},
{
"epoch": 2.29,
"learning_rate": 1.1915268037717017e-05,
"loss": 0.1736,
"step": 29000
},
{
"epoch": 2.32,
"learning_rate": 1.1258634728022484e-05,
"loss": 0.1724,
"step": 29500
},
{
"epoch": 2.36,
"learning_rate": 1.0602001418327948e-05,
"loss": 0.172,
"step": 30000
},
{
"epoch": 2.36,
"eval_accuracy": 0.9597659108954908,
"eval_loss": 0.15860329568386078,
"eval_runtime": 11965.9783,
"eval_samples_per_second": 2.124,
"eval_steps_per_second": 0.531,
"step": 30000
},
{
"epoch": 2.4,
"learning_rate": 9.945368108633416e-06,
"loss": 0.1717,
"step": 30500
},
{
"epoch": 2.44,
"learning_rate": 9.28873479893888e-06,
"loss": 0.1711,
"step": 31000
},
{
"epoch": 2.48,
"learning_rate": 8.632101489244348e-06,
"loss": 0.1705,
"step": 31500
},
{
"epoch": 2.52,
"learning_rate": 7.975468179549812e-06,
"loss": 0.1703,
"step": 32000
},
{
"epoch": 2.56,
"learning_rate": 7.318834869855279e-06,
"loss": 0.1704,
"step": 32500
},
{
"epoch": 2.6,
"learning_rate": 6.662201560160744e-06,
"loss": 0.1695,
"step": 33000
},
{
"epoch": 2.64,
"learning_rate": 6.00556825046621e-06,
"loss": 0.168,
"step": 33500
},
{
"epoch": 2.68,
"learning_rate": 5.348934940771676e-06,
"loss": 0.168,
"step": 34000
},
{
"epoch": 2.72,
"learning_rate": 4.6923016310771415e-06,
"loss": 0.1676,
"step": 34500
},
{
"epoch": 2.76,
"learning_rate": 4.035668321382607e-06,
"loss": 0.1669,
"step": 35000
},
{
"epoch": 2.76,
"eval_accuracy": 0.9607826213936019,
"eval_loss": 0.15368719398975372,
"eval_runtime": 11962.7904,
"eval_samples_per_second": 2.124,
"eval_steps_per_second": 0.531,
"step": 35000
},
{
"epoch": 2.8,
"learning_rate": 3.3790350116880735e-06,
"loss": 0.1669,
"step": 35500
},
{
"epoch": 2.84,
"learning_rate": 2.722401701993539e-06,
"loss": 0.1653,
"step": 36000
},
{
"epoch": 2.88,
"learning_rate": 2.0657683922990046e-06,
"loss": 0.1655,
"step": 36500
},
{
"epoch": 2.92,
"learning_rate": 1.4091350826044704e-06,
"loss": 0.1649,
"step": 37000
},
{
"epoch": 2.95,
"learning_rate": 7.525017729099362e-07,
"loss": 0.1649,
"step": 37500
},
{
"epoch": 2.99,
"learning_rate": 9.5868463215402e-08,
"loss": 0.166,
"step": 38000
},
{
"epoch": 3.0,
"step": 38073,
"total_flos": 5.673660618532037e+18,
"train_loss": 0.22367710902254853,
"train_runtime": 1559138.7742,
"train_samples_per_second": 0.391,
"train_steps_per_second": 0.024
}
],
"max_steps": 38073,
"num_train_epochs": 3,
"total_flos": 5.673660618532037e+18,
"trial_name": null,
"trial_params": null
}