Md Mushfiqur Rahman
Upload with huggingface_hub
e0171de
{
"best_metric": 82.48871048670347,
"best_model_checkpoint": "/scratch/mrahma45/pixel/finetuned_models/mbert/bert-base-finetuned-parsing-ud-Korean-GSD/checkpoint-2000",
"epoch": 32.608695652173914,
"global_step": 4500,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.72,
"learning_rate": 7.76e-05,
"loss": 3.3939,
"step": 100
},
{
"epoch": 1.45,
"learning_rate": 7.947919463087248e-05,
"loss": 1.0824,
"step": 200
},
{
"epoch": 2.17,
"learning_rate": 7.894228187919463e-05,
"loss": 0.8005,
"step": 300
},
{
"epoch": 2.9,
"learning_rate": 7.840536912751678e-05,
"loss": 0.5864,
"step": 400
},
{
"epoch": 3.62,
"learning_rate": 7.786845637583893e-05,
"loss": 0.4237,
"step": 500
},
{
"epoch": 3.62,
"eval_las": 80.40642247867537,
"eval_loss": 0.9098409414291382,
"eval_runtime": 6.054,
"eval_samples_per_second": 156.921,
"eval_steps_per_second": 19.656,
"eval_uas": 84.83860177287171,
"step": 500
},
{
"epoch": 4.35,
"learning_rate": 7.733154362416108e-05,
"loss": 0.3544,
"step": 600
},
{
"epoch": 5.07,
"learning_rate": 7.679463087248322e-05,
"loss": 0.2966,
"step": 700
},
{
"epoch": 5.8,
"learning_rate": 7.625771812080537e-05,
"loss": 0.2265,
"step": 800
},
{
"epoch": 6.52,
"learning_rate": 7.572080536912752e-05,
"loss": 0.1954,
"step": 900
},
{
"epoch": 7.25,
"learning_rate": 7.518389261744967e-05,
"loss": 0.1759,
"step": 1000
},
{
"epoch": 7.25,
"eval_las": 81.9284161230975,
"eval_loss": 1.3141283988952637,
"eval_runtime": 6.0488,
"eval_samples_per_second": 157.057,
"eval_steps_per_second": 19.673,
"eval_uas": 86.06790433182806,
"step": 1000
},
{
"epoch": 7.97,
"learning_rate": 7.464697986577182e-05,
"loss": 0.1628,
"step": 1100
},
{
"epoch": 8.7,
"learning_rate": 7.411006711409397e-05,
"loss": 0.1266,
"step": 1200
},
{
"epoch": 9.42,
"learning_rate": 7.357315436241611e-05,
"loss": 0.1255,
"step": 1300
},
{
"epoch": 10.14,
"learning_rate": 7.303624161073826e-05,
"loss": 0.1183,
"step": 1400
},
{
"epoch": 10.87,
"learning_rate": 7.249932885906041e-05,
"loss": 0.1053,
"step": 1500
},
{
"epoch": 10.87,
"eval_las": 81.93677872553938,
"eval_loss": 1.3510112762451172,
"eval_runtime": 6.0457,
"eval_samples_per_second": 157.137,
"eval_steps_per_second": 19.684,
"eval_uas": 86.15989295868874,
"step": 1500
},
{
"epoch": 11.59,
"learning_rate": 7.196241610738256e-05,
"loss": 0.0971,
"step": 1600
},
{
"epoch": 12.32,
"learning_rate": 7.142550335570471e-05,
"loss": 0.0906,
"step": 1700
},
{
"epoch": 13.04,
"learning_rate": 7.088859060402686e-05,
"loss": 0.0805,
"step": 1800
},
{
"epoch": 13.77,
"learning_rate": 7.0351677852349e-05,
"loss": 0.077,
"step": 1900
},
{
"epoch": 14.49,
"learning_rate": 6.981476510067114e-05,
"loss": 0.0688,
"step": 2000
},
{
"epoch": 14.49,
"eval_las": 82.48871048670347,
"eval_loss": 1.5172237157821655,
"eval_runtime": 6.0437,
"eval_samples_per_second": 157.189,
"eval_steps_per_second": 19.69,
"eval_uas": 86.62819869543402,
"step": 2000
},
{
"epoch": 15.22,
"learning_rate": 6.927785234899329e-05,
"loss": 0.0692,
"step": 2100
},
{
"epoch": 15.94,
"learning_rate": 6.874093959731543e-05,
"loss": 0.0678,
"step": 2200
},
{
"epoch": 16.67,
"learning_rate": 6.820402684563758e-05,
"loss": 0.0587,
"step": 2300
},
{
"epoch": 17.39,
"learning_rate": 6.766711409395973e-05,
"loss": 0.0621,
"step": 2400
},
{
"epoch": 18.12,
"learning_rate": 6.713020134228188e-05,
"loss": 0.0579,
"step": 2500
},
{
"epoch": 18.12,
"eval_las": 82.36327145007526,
"eval_loss": 1.7050881385803223,
"eval_runtime": 6.0527,
"eval_samples_per_second": 156.956,
"eval_steps_per_second": 19.661,
"eval_uas": 86.70346211741094,
"step": 2500
},
{
"epoch": 18.84,
"learning_rate": 6.659328859060403e-05,
"loss": 0.0518,
"step": 2600
},
{
"epoch": 19.57,
"learning_rate": 6.605637583892618e-05,
"loss": 0.0529,
"step": 2700
},
{
"epoch": 20.29,
"learning_rate": 6.551946308724832e-05,
"loss": 0.0519,
"step": 2800
},
{
"epoch": 21.01,
"learning_rate": 6.498255033557047e-05,
"loss": 0.0491,
"step": 2900
},
{
"epoch": 21.74,
"learning_rate": 6.444563758389262e-05,
"loss": 0.0438,
"step": 3000
},
{
"epoch": 21.74,
"eval_las": 82.26292022077271,
"eval_loss": 1.7979624271392822,
"eval_runtime": 6.0527,
"eval_samples_per_second": 156.955,
"eval_steps_per_second": 19.661,
"eval_uas": 86.36895801973574,
"step": 3000
},
{
"epoch": 22.46,
"learning_rate": 6.390872483221477e-05,
"loss": 0.045,
"step": 3100
},
{
"epoch": 23.19,
"learning_rate": 6.337181208053692e-05,
"loss": 0.0457,
"step": 3200
},
{
"epoch": 23.91,
"learning_rate": 6.284026845637584e-05,
"loss": 0.0417,
"step": 3300
},
{
"epoch": 24.64,
"learning_rate": 6.230335570469799e-05,
"loss": 0.0381,
"step": 3400
},
{
"epoch": 25.36,
"learning_rate": 6.176644295302013e-05,
"loss": 0.0387,
"step": 3500
},
{
"epoch": 25.36,
"eval_las": 81.73607626693426,
"eval_loss": 1.8726658821105957,
"eval_runtime": 6.0404,
"eval_samples_per_second": 157.274,
"eval_steps_per_second": 19.701,
"eval_uas": 85.83375146345543,
"step": 3500
},
{
"epoch": 26.09,
"learning_rate": 6.122953020134228e-05,
"loss": 0.038,
"step": 3600
},
{
"epoch": 26.81,
"learning_rate": 6.069261744966444e-05,
"loss": 0.0367,
"step": 3700
},
{
"epoch": 27.54,
"learning_rate": 6.0155704697986585e-05,
"loss": 0.0361,
"step": 3800
},
{
"epoch": 28.26,
"learning_rate": 5.9618791946308734e-05,
"loss": 0.0396,
"step": 3900
},
{
"epoch": 28.99,
"learning_rate": 5.9081879194630875e-05,
"loss": 0.0373,
"step": 4000
},
{
"epoch": 28.99,
"eval_las": 82.27964542565647,
"eval_loss": 1.884783387184143,
"eval_runtime": 6.0511,
"eval_samples_per_second": 156.995,
"eval_steps_per_second": 19.666,
"eval_uas": 86.27696939287506,
"step": 4000
},
{
"epoch": 29.71,
"learning_rate": 5.854496644295302e-05,
"loss": 0.0296,
"step": 4100
},
{
"epoch": 30.43,
"learning_rate": 5.800805369127517e-05,
"loss": 0.0291,
"step": 4200
},
{
"epoch": 31.16,
"learning_rate": 5.747114093959732e-05,
"loss": 0.0301,
"step": 4300
},
{
"epoch": 31.88,
"learning_rate": 5.693422818791947e-05,
"loss": 0.0321,
"step": 4400
},
{
"epoch": 32.61,
"learning_rate": 5.6397315436241616e-05,
"loss": 0.0281,
"step": 4500
},
{
"epoch": 32.61,
"eval_las": 82.12075597926075,
"eval_loss": 2.1597061157226562,
"eval_runtime": 6.0549,
"eval_samples_per_second": 156.896,
"eval_steps_per_second": 19.653,
"eval_uas": 85.9675531025255,
"step": 4500
},
{
"epoch": 32.61,
"step": 4500,
"total_flos": 2.3959177620750336e+16,
"train_loss": 0.21554310941696167,
"train_runtime": 2399.8621,
"train_samples_per_second": 200.011,
"train_steps_per_second": 6.25
}
],
"max_steps": 15000,
"num_train_epochs": 109,
"total_flos": 2.3959177620750336e+16,
"trial_name": null,
"trial_params": null
}