ambrim's picture
Upload 10 files
4007ec9
{
"best_metric": 0.9248917833931436,
"best_model_checkpoint": "esm2_t30_150M_UR50D-finetuned-epitope_attempt7_150M_200k_weighted_accuracy/checkpoint-4576",
"epoch": 10.0,
"eval_steps": 500,
"global_step": 22880,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.22,
"learning_rate": 9.781468531468531e-05,
"loss": -8049.9655,
"step": 500
},
{
"epoch": 0.44,
"learning_rate": 9.562937062937063e-05,
"loss": -23246.98,
"step": 1000
},
{
"epoch": 0.66,
"learning_rate": 9.344405594405596e-05,
"loss": -44018.38,
"step": 1500
},
{
"epoch": 0.87,
"learning_rate": 9.125874125874126e-05,
"loss": -67728.424,
"step": 2000
},
{
"epoch": 1.0,
"eval_accuracy": 0.8359226421802908,
"eval_loss": -98722.5546875,
"eval_runtime": 73.589,
"eval_samples_per_second": 62.17,
"eval_steps_per_second": 3.465,
"step": 2288
},
{
"epoch": 1.09,
"learning_rate": 8.907342657342657e-05,
"loss": -95669.496,
"step": 2500
},
{
"epoch": 1.31,
"learning_rate": 8.688811188811189e-05,
"loss": -126227.712,
"step": 3000
},
{
"epoch": 1.53,
"learning_rate": 8.47027972027972e-05,
"loss": -163074.608,
"step": 3500
},
{
"epoch": 1.75,
"learning_rate": 8.251748251748252e-05,
"loss": -200426.112,
"step": 4000
},
{
"epoch": 1.97,
"learning_rate": 8.033216783216784e-05,
"loss": -237543.184,
"step": 4500
},
{
"epoch": 2.0,
"eval_accuracy": 0.9248917833931436,
"eval_loss": -266875.46875,
"eval_runtime": 73.356,
"eval_samples_per_second": 62.367,
"eval_steps_per_second": 3.476,
"step": 4576
},
{
"epoch": 2.19,
"learning_rate": 7.814685314685315e-05,
"loss": -280275.456,
"step": 5000
},
{
"epoch": 2.4,
"learning_rate": 7.596153846153846e-05,
"loss": -323276.256,
"step": 5500
},
{
"epoch": 2.62,
"learning_rate": 7.377622377622378e-05,
"loss": -368565.056,
"step": 6000
},
{
"epoch": 2.84,
"learning_rate": 7.15909090909091e-05,
"loss": -415972.096,
"step": 6500
},
{
"epoch": 3.0,
"eval_accuracy": 0.5617423803932594,
"eval_loss": -476670.71875,
"eval_runtime": 72.4457,
"eval_samples_per_second": 63.151,
"eval_steps_per_second": 3.52,
"step": 6864
},
{
"epoch": 3.06,
"learning_rate": 6.940559440559441e-05,
"loss": -462468.448,
"step": 7000
},
{
"epoch": 3.28,
"learning_rate": 6.722027972027972e-05,
"loss": -515124.992,
"step": 7500
},
{
"epoch": 3.5,
"learning_rate": 6.503496503496504e-05,
"loss": -561827.584,
"step": 8000
},
{
"epoch": 3.72,
"learning_rate": 6.284965034965036e-05,
"loss": -608227.776,
"step": 8500
},
{
"epoch": 3.93,
"learning_rate": 6.066433566433567e-05,
"loss": -657890.112,
"step": 9000
},
{
"epoch": 4.0,
"eval_accuracy": 0.14814150639170484,
"eval_loss": -704394.6875,
"eval_runtime": 72.4631,
"eval_samples_per_second": 63.136,
"eval_steps_per_second": 3.519,
"step": 9152
},
{
"epoch": 4.15,
"learning_rate": 5.8479020979020984e-05,
"loss": -708670.976,
"step": 9500
},
{
"epoch": 4.37,
"learning_rate": 5.629370629370629e-05,
"loss": -758351.232,
"step": 10000
},
{
"epoch": 4.59,
"learning_rate": 5.4108391608391606e-05,
"loss": -812264.64,
"step": 10500
},
{
"epoch": 4.81,
"learning_rate": 5.192307692307693e-05,
"loss": -862053.248,
"step": 11000
},
{
"epoch": 5.0,
"eval_accuracy": 0.8705106128760192,
"eval_loss": -930341.0625,
"eval_runtime": 73.6448,
"eval_samples_per_second": 62.123,
"eval_steps_per_second": 3.463,
"step": 11440
},
{
"epoch": 5.03,
"learning_rate": 4.973776223776224e-05,
"loss": -914762.624,
"step": 11500
},
{
"epoch": 5.24,
"learning_rate": 4.755244755244756e-05,
"loss": -952473.472,
"step": 12000
},
{
"epoch": 5.46,
"learning_rate": 4.5367132867132865e-05,
"loss": -998544.192,
"step": 12500
},
{
"epoch": 5.68,
"learning_rate": 4.318181818181819e-05,
"loss": -1049669.696,
"step": 13000
},
{
"epoch": 5.9,
"learning_rate": 4.0996503496503495e-05,
"loss": -1093231.488,
"step": 13500
},
{
"epoch": 6.0,
"eval_accuracy": 0.9136241297193604,
"eval_loss": -1137862.25,
"eval_runtime": 73.362,
"eval_samples_per_second": 62.362,
"eval_steps_per_second": 3.476,
"step": 13728
},
{
"epoch": 6.12,
"learning_rate": 3.8811188811188816e-05,
"loss": -1124165.632,
"step": 14000
},
{
"epoch": 6.34,
"learning_rate": 3.6625874125874124e-05,
"loss": -1166674.048,
"step": 14500
},
{
"epoch": 6.56,
"learning_rate": 3.4440559440559445e-05,
"loss": -1219658.112,
"step": 15000
},
{
"epoch": 6.77,
"learning_rate": 3.225524475524476e-05,
"loss": -1264105.6,
"step": 15500
},
{
"epoch": 6.99,
"learning_rate": 3.0069930069930068e-05,
"loss": -1293580.032,
"step": 16000
},
{
"epoch": 7.0,
"eval_accuracy": 0.8931229224892093,
"eval_loss": -1313222.375,
"eval_runtime": 73.2253,
"eval_samples_per_second": 62.478,
"eval_steps_per_second": 3.482,
"step": 16016
},
{
"epoch": 7.21,
"learning_rate": 2.7884615384615386e-05,
"loss": -1324955.904,
"step": 16500
},
{
"epoch": 7.43,
"learning_rate": 2.5699300699300697e-05,
"loss": -1357552.384,
"step": 17000
},
{
"epoch": 7.65,
"learning_rate": 2.3513986013986015e-05,
"loss": -1387682.816,
"step": 17500
},
{
"epoch": 7.87,
"learning_rate": 2.132867132867133e-05,
"loss": -1407950.848,
"step": 18000
},
{
"epoch": 8.0,
"eval_accuracy": 0.14780610726157203,
"eval_loss": -1446230.625,
"eval_runtime": 73.7459,
"eval_samples_per_second": 62.037,
"eval_steps_per_second": 3.458,
"step": 18304
},
{
"epoch": 8.09,
"learning_rate": 1.9143356643356645e-05,
"loss": -1438207.744,
"step": 18500
},
{
"epoch": 8.3,
"learning_rate": 1.695804195804196e-05,
"loss": -1459738.368,
"step": 19000
},
{
"epoch": 8.52,
"learning_rate": 1.4772727272727274e-05,
"loss": -1474812.288,
"step": 19500
},
{
"epoch": 8.74,
"learning_rate": 1.2587412587412589e-05,
"loss": -1490503.296,
"step": 20000
},
{
"epoch": 8.96,
"learning_rate": 1.0402097902097904e-05,
"loss": -1523451.904,
"step": 20500
},
{
"epoch": 9.0,
"eval_accuracy": 0.6420831335064248,
"eval_loss": -1529061.625,
"eval_runtime": 73.2387,
"eval_samples_per_second": 62.467,
"eval_steps_per_second": 3.482,
"step": 20592
},
{
"epoch": 9.18,
"learning_rate": 8.216783216783217e-06,
"loss": -1525384.704,
"step": 21000
},
{
"epoch": 9.4,
"learning_rate": 6.031468531468531e-06,
"loss": -1541364.48,
"step": 21500
},
{
"epoch": 9.62,
"learning_rate": 3.846153846153847e-06,
"loss": -1543961.344,
"step": 22000
},
{
"epoch": 9.83,
"learning_rate": 1.6608391608391608e-06,
"loss": -1551367.424,
"step": 22500
},
{
"epoch": 10.0,
"eval_accuracy": 0.5396024202483918,
"eval_loss": -1557180.125,
"eval_runtime": 73.3202,
"eval_samples_per_second": 62.398,
"eval_steps_per_second": 3.478,
"step": 22880
}
],
"logging_steps": 500,
"max_steps": 22880,
"num_train_epochs": 10,
"save_steps": 500,
"total_flos": 3.253600112923489e+17,
"trial_name": null,
"trial_params": null
}