ecc_segformerv2 / trainer_state.json
rishitunu's picture
End of training
f6fb489
{
"best_metric": null,
"best_model_checkpoint": null,
"epoch": 39.8406374501992,
"eval_steps": 500,
"global_step": 10000,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.4,
"learning_rate": 5.9401e-05,
"loss": 0.1337,
"step": 100
},
{
"epoch": 0.8,
"learning_rate": 5.8802000000000004e-05,
"loss": 0.1019,
"step": 200
},
{
"epoch": 1.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.3280301374218742,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2979263681322648,
"eval_loss": 0.5115633606910706,
"eval_mean_accuracy": 0.3280301374218742,
"eval_mean_iou": 0.1489631840661324,
"eval_overall_accuracy": 0.3280301374218742,
"eval_runtime": 438.7652,
"eval_samples_per_second": 0.403,
"eval_steps_per_second": 0.103,
"step": 251
},
{
"epoch": 1.2,
"learning_rate": 5.8203e-05,
"loss": 0.1074,
"step": 300
},
{
"epoch": 1.59,
"learning_rate": 5.7604e-05,
"loss": 0.1023,
"step": 400
},
{
"epoch": 1.99,
"learning_rate": 5.7005e-05,
"loss": 0.0938,
"step": 500
},
{
"epoch": 2.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.23996537127753653,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.228712844328851,
"eval_loss": 0.4724666476249695,
"eval_mean_accuracy": 0.23996537127753653,
"eval_mean_iou": 0.1143564221644255,
"eval_overall_accuracy": 0.23996537127753653,
"eval_runtime": 443.45,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 502
},
{
"epoch": 2.39,
"learning_rate": 5.6406e-05,
"loss": 0.0978,
"step": 600
},
{
"epoch": 2.79,
"learning_rate": 5.5806999999999996e-05,
"loss": 0.098,
"step": 700
},
{
"epoch": 3.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.2748412643209889,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2552499864460663,
"eval_loss": 0.5116878151893616,
"eval_mean_accuracy": 0.2748412643209889,
"eval_mean_iou": 0.12762499322303314,
"eval_overall_accuracy": 0.2748412643209889,
"eval_runtime": 443.0871,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.102,
"step": 753
},
{
"epoch": 3.19,
"learning_rate": 5.5208000000000004e-05,
"loss": 0.0898,
"step": 800
},
{
"epoch": 3.59,
"learning_rate": 5.4609000000000005e-05,
"loss": 0.0909,
"step": 900
},
{
"epoch": 3.98,
"learning_rate": 5.401e-05,
"loss": 0.1018,
"step": 1000
},
{
"epoch": 4.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.22542577927046176,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.21055654038200955,
"eval_loss": 0.3870295584201813,
"eval_mean_accuracy": 0.22542577927046176,
"eval_mean_iou": 0.10527827019100477,
"eval_overall_accuracy": 0.22542577927046176,
"eval_runtime": 444.3408,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 1004
},
{
"epoch": 4.38,
"learning_rate": 5.3411e-05,
"loss": 0.103,
"step": 1100
},
{
"epoch": 4.78,
"learning_rate": 5.2812e-05,
"loss": 0.0928,
"step": 1200
},
{
"epoch": 5.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.16302576535935373,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.1543756064571143,
"eval_loss": 0.29073458909988403,
"eval_mean_accuracy": 0.16302576535935373,
"eval_mean_iou": 0.07718780322855714,
"eval_overall_accuracy": 0.16302576535935373,
"eval_runtime": 444.9951,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 1255
},
{
"epoch": 5.18,
"learning_rate": 5.2213e-05,
"loss": 0.0829,
"step": 1300
},
{
"epoch": 5.58,
"learning_rate": 5.1614000000000004e-05,
"loss": 0.1011,
"step": 1400
},
{
"epoch": 5.98,
"learning_rate": 5.1015e-05,
"loss": 0.0936,
"step": 1500
},
{
"epoch": 6.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.25438696727908666,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2385044822213372,
"eval_loss": 0.521956205368042,
"eval_mean_accuracy": 0.25438696727908666,
"eval_mean_iou": 0.1192522411106686,
"eval_overall_accuracy": 0.25438696727908666,
"eval_runtime": 447.5561,
"eval_samples_per_second": 0.395,
"eval_steps_per_second": 0.101,
"step": 1506
},
{
"epoch": 6.37,
"learning_rate": 5.0416e-05,
"loss": 0.0951,
"step": 1600
},
{
"epoch": 6.77,
"learning_rate": 4.9817e-05,
"loss": 0.077,
"step": 1700
},
{
"epoch": 7.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.13079919315573485,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.12346255077934944,
"eval_loss": 0.16082586348056793,
"eval_mean_accuracy": 0.13079919315573485,
"eval_mean_iou": 0.06173127538967472,
"eval_overall_accuracy": 0.13079919315573485,
"eval_runtime": 445.8469,
"eval_samples_per_second": 0.397,
"eval_steps_per_second": 0.101,
"step": 1757
},
{
"epoch": 7.17,
"learning_rate": 4.9218e-05,
"loss": 0.0962,
"step": 1800
},
{
"epoch": 7.57,
"learning_rate": 4.8619e-05,
"loss": 0.0867,
"step": 1900
},
{
"epoch": 7.97,
"learning_rate": 4.8020000000000004e-05,
"loss": 0.0963,
"step": 2000
},
{
"epoch": 8.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.09233497948111567,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.09122457394172623,
"eval_loss": 0.1755511313676834,
"eval_mean_accuracy": 0.09233497948111567,
"eval_mean_iou": 0.045612286970863114,
"eval_overall_accuracy": 0.09233497948111567,
"eval_runtime": 445.1627,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 2008
},
{
"epoch": 8.37,
"learning_rate": 4.7421000000000006e-05,
"loss": 0.0818,
"step": 2100
},
{
"epoch": 8.76,
"learning_rate": 4.6822e-05,
"loss": 0.0958,
"step": 2200
},
{
"epoch": 9.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.18131390415246573,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17249903693217403,
"eval_loss": 0.20272228121757507,
"eval_mean_accuracy": 0.18131390415246573,
"eval_mean_iou": 0.08624951846608701,
"eval_overall_accuracy": 0.18131390415246573,
"eval_runtime": 449.8564,
"eval_samples_per_second": 0.393,
"eval_steps_per_second": 0.1,
"step": 2259
},
{
"epoch": 9.16,
"learning_rate": 4.6223e-05,
"loss": 0.0708,
"step": 2300
},
{
"epoch": 9.56,
"learning_rate": 4.5624e-05,
"loss": 0.0789,
"step": 2400
},
{
"epoch": 9.96,
"learning_rate": 4.5025000000000003e-05,
"loss": 0.0755,
"step": 2500
},
{
"epoch": 10.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.1832192291258856,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17757126348228044,
"eval_loss": 0.2326623797416687,
"eval_mean_accuracy": 0.1832192291258856,
"eval_mean_iou": 0.08878563174114022,
"eval_overall_accuracy": 0.1832192291258856,
"eval_runtime": 444.7175,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 2510
},
{
"epoch": 10.36,
"learning_rate": 4.4426000000000005e-05,
"loss": 0.0721,
"step": 2600
},
{
"epoch": 10.76,
"learning_rate": 4.3827e-05,
"loss": 0.0632,
"step": 2700
},
{
"epoch": 11.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.1863268712924413,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.16926196260111048,
"eval_loss": 0.21685290336608887,
"eval_mean_accuracy": 0.1863268712924413,
"eval_mean_iou": 0.08463098130055524,
"eval_overall_accuracy": 0.1863268712924413,
"eval_runtime": 445.68,
"eval_samples_per_second": 0.397,
"eval_steps_per_second": 0.101,
"step": 2761
},
{
"epoch": 11.16,
"learning_rate": 4.3228e-05,
"loss": 0.072,
"step": 2800
},
{
"epoch": 11.55,
"learning_rate": 4.2629e-05,
"loss": 0.0631,
"step": 2900
},
{
"epoch": 11.95,
"learning_rate": 4.203e-05,
"loss": 0.0638,
"step": 3000
},
{
"epoch": 12.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19567091286678126,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17036699787604953,
"eval_loss": 0.23091882467269897,
"eval_mean_accuracy": 0.19567091286678126,
"eval_mean_iou": 0.08518349893802477,
"eval_overall_accuracy": 0.19567091286678126,
"eval_runtime": 444.5407,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 3012
},
{
"epoch": 12.35,
"learning_rate": 4.1431e-05,
"loss": 0.0519,
"step": 3100
},
{
"epoch": 12.75,
"learning_rate": 4.0832e-05,
"loss": 0.0509,
"step": 3200
},
{
"epoch": 13.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.291047705164002,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.24720592300015404,
"eval_loss": 0.32086309790611267,
"eval_mean_accuracy": 0.291047705164002,
"eval_mean_iou": 0.12360296150007702,
"eval_overall_accuracy": 0.291047705164002,
"eval_runtime": 443.7885,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 3263
},
{
"epoch": 13.15,
"learning_rate": 4.0233e-05,
"loss": 0.0582,
"step": 3300
},
{
"epoch": 13.55,
"learning_rate": 3.9634e-05,
"loss": 0.0447,
"step": 3400
},
{
"epoch": 13.94,
"learning_rate": 3.9035e-05,
"loss": 0.0497,
"step": 3500
},
{
"epoch": 14.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.23542563022287583,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.20893919902818978,
"eval_loss": 0.3274388611316681,
"eval_mean_accuracy": 0.23542563022287583,
"eval_mean_iou": 0.10446959951409489,
"eval_overall_accuracy": 0.23542563022287583,
"eval_runtime": 444.7957,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 3514
},
{
"epoch": 14.34,
"learning_rate": 3.8436e-05,
"loss": 0.0493,
"step": 3600
},
{
"epoch": 14.74,
"learning_rate": 3.7837000000000004e-05,
"loss": 0.0396,
"step": 3700
},
{
"epoch": 15.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.22567791810331977,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2010380741522634,
"eval_loss": 0.3414766490459442,
"eval_mean_accuracy": 0.22567791810331977,
"eval_mean_iou": 0.1005190370761317,
"eval_overall_accuracy": 0.22567791810331977,
"eval_runtime": 444.8554,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 3765
},
{
"epoch": 15.14,
"learning_rate": 3.7238000000000005e-05,
"loss": 0.0395,
"step": 3800
},
{
"epoch": 15.54,
"learning_rate": 3.6639e-05,
"loss": 0.0421,
"step": 3900
},
{
"epoch": 15.94,
"learning_rate": 3.604e-05,
"loss": 0.0373,
"step": 4000
},
{
"epoch": 16.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.24863248839912958,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2243862577330797,
"eval_loss": 0.3529546558856964,
"eval_mean_accuracy": 0.24863248839912958,
"eval_mean_iou": 0.11219312886653986,
"eval_overall_accuracy": 0.24863248839912958,
"eval_runtime": 443.8299,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 4016
},
{
"epoch": 16.33,
"learning_rate": 3.544100000000001e-05,
"loss": 0.0347,
"step": 4100
},
{
"epoch": 16.73,
"learning_rate": 3.4842e-05,
"loss": 0.0388,
"step": 4200
},
{
"epoch": 17.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19738620216814556,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17782348123050207,
"eval_loss": 0.3312065899372101,
"eval_mean_accuracy": 0.19738620216814556,
"eval_mean_iou": 0.08891174061525103,
"eval_overall_accuracy": 0.19738620216814556,
"eval_runtime": 443.0268,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 4267
},
{
"epoch": 17.13,
"learning_rate": 3.4243000000000004e-05,
"loss": 0.0364,
"step": 4300
},
{
"epoch": 17.53,
"learning_rate": 3.3644000000000005e-05,
"loss": 0.031,
"step": 4400
},
{
"epoch": 17.93,
"learning_rate": 3.3045000000000006e-05,
"loss": 0.0346,
"step": 4500
},
{
"epoch": 18.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.21248844881209075,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.18067614279030617,
"eval_loss": 0.306113600730896,
"eval_mean_accuracy": 0.21248844881209075,
"eval_mean_iou": 0.09033807139515308,
"eval_overall_accuracy": 0.21248844881209075,
"eval_runtime": 444.0478,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 4518
},
{
"epoch": 18.33,
"learning_rate": 3.2446e-05,
"loss": 0.0301,
"step": 4600
},
{
"epoch": 18.73,
"learning_rate": 3.1847e-05,
"loss": 0.0296,
"step": 4700
},
{
"epoch": 19.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.23148456363835093,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.19996266210600744,
"eval_loss": 0.32230404019355774,
"eval_mean_accuracy": 0.23148456363835093,
"eval_mean_iou": 0.09998133105300372,
"eval_overall_accuracy": 0.23148456363835093,
"eval_runtime": 450.5355,
"eval_samples_per_second": 0.393,
"eval_steps_per_second": 0.1,
"step": 4769
},
{
"epoch": 19.12,
"learning_rate": 3.1248e-05,
"loss": 0.0348,
"step": 4800
},
{
"epoch": 19.52,
"learning_rate": 3.0649000000000004e-05,
"loss": 0.0259,
"step": 4900
},
{
"epoch": 19.92,
"learning_rate": 3.0050000000000002e-05,
"loss": 0.0311,
"step": 5000
},
{
"epoch": 20.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.2237291209173382,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.18865515634246094,
"eval_loss": 0.3458266258239746,
"eval_mean_accuracy": 0.2237291209173382,
"eval_mean_iou": 0.09432757817123047,
"eval_overall_accuracy": 0.2237291209173382,
"eval_runtime": 443.0018,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 5020
},
{
"epoch": 20.32,
"learning_rate": 2.9451e-05,
"loss": 0.0281,
"step": 5100
},
{
"epoch": 20.72,
"learning_rate": 2.8851999999999998e-05,
"loss": 0.0303,
"step": 5200
},
{
"epoch": 21.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.2255251443277457,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.19509818142745858,
"eval_loss": 0.3282989263534546,
"eval_mean_accuracy": 0.2255251443277457,
"eval_mean_iou": 0.09754909071372929,
"eval_overall_accuracy": 0.2255251443277457,
"eval_runtime": 442.4136,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 5271
},
{
"epoch": 21.12,
"learning_rate": 2.8253e-05,
"loss": 0.0267,
"step": 5300
},
{
"epoch": 21.51,
"learning_rate": 2.7653999999999996e-05,
"loss": 0.0271,
"step": 5400
},
{
"epoch": 21.91,
"learning_rate": 2.7054999999999998e-05,
"loss": 0.0249,
"step": 5500
},
{
"epoch": 22.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.23269060702113495,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.19959153103415947,
"eval_loss": 0.338727742433548,
"eval_mean_accuracy": 0.23269060702113495,
"eval_mean_iou": 0.09979576551707973,
"eval_overall_accuracy": 0.23269060702113495,
"eval_runtime": 449.7348,
"eval_samples_per_second": 0.394,
"eval_steps_per_second": 0.1,
"step": 5522
},
{
"epoch": 22.31,
"learning_rate": 2.6455999999999995e-05,
"loss": 0.0263,
"step": 5600
},
{
"epoch": 22.71,
"learning_rate": 2.5857e-05,
"loss": 0.0298,
"step": 5700
},
{
"epoch": 23.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.22424954540486292,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.19460252994283053,
"eval_loss": 0.33319446444511414,
"eval_mean_accuracy": 0.22424954540486292,
"eval_mean_iou": 0.09730126497141527,
"eval_overall_accuracy": 0.22424954540486292,
"eval_runtime": 444.2798,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 5773
},
{
"epoch": 23.11,
"learning_rate": 2.5258e-05,
"loss": 0.0204,
"step": 5800
},
{
"epoch": 23.51,
"learning_rate": 2.4659e-05,
"loss": 0.0255,
"step": 5900
},
{
"epoch": 23.9,
"learning_rate": 2.406e-05,
"loss": 0.0239,
"step": 6000
},
{
"epoch": 24.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.26337081052077227,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.2291816631323645,
"eval_loss": 0.377836138010025,
"eval_mean_accuracy": 0.26337081052077227,
"eval_mean_iou": 0.11459083156618224,
"eval_overall_accuracy": 0.26337081052077227,
"eval_runtime": 445.7513,
"eval_samples_per_second": 0.397,
"eval_steps_per_second": 0.101,
"step": 6024
},
{
"epoch": 24.3,
"learning_rate": 2.3460999999999998e-05,
"loss": 0.0207,
"step": 6100
},
{
"epoch": 24.7,
"learning_rate": 2.2862e-05,
"loss": 0.0238,
"step": 6200
},
{
"epoch": 25.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.20806546169973866,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.18179983091517432,
"eval_loss": 0.32500791549682617,
"eval_mean_accuracy": 0.20806546169973866,
"eval_mean_iou": 0.09089991545758716,
"eval_overall_accuracy": 0.20806546169973866,
"eval_runtime": 442.8646,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 6275
},
{
"epoch": 25.1,
"learning_rate": 2.2263e-05,
"loss": 0.0245,
"step": 6300
},
{
"epoch": 25.5,
"learning_rate": 2.1663999999999998e-05,
"loss": 0.0254,
"step": 6400
},
{
"epoch": 25.9,
"learning_rate": 2.1065e-05,
"loss": 0.0242,
"step": 6500
},
{
"epoch": 26.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.22851230636234462,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.20042464602844845,
"eval_loss": 0.3826155662536621,
"eval_mean_accuracy": 0.22851230636234462,
"eval_mean_iou": 0.10021232301422422,
"eval_overall_accuracy": 0.22851230636234462,
"eval_runtime": 444.0252,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 6526
},
{
"epoch": 26.29,
"learning_rate": 2.0465999999999997e-05,
"loss": 0.0232,
"step": 6600
},
{
"epoch": 26.69,
"learning_rate": 1.9866999999999998e-05,
"loss": 0.017,
"step": 6700
},
{
"epoch": 27.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.23669998708254256,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.21152305031844448,
"eval_loss": 0.35430702567100525,
"eval_mean_accuracy": 0.23669998708254256,
"eval_mean_iou": 0.10576152515922224,
"eval_overall_accuracy": 0.23669998708254256,
"eval_runtime": 445.0977,
"eval_samples_per_second": 0.398,
"eval_steps_per_second": 0.101,
"step": 6777
},
{
"epoch": 27.09,
"learning_rate": 1.9267999999999996e-05,
"loss": 0.0233,
"step": 6800
},
{
"epoch": 27.49,
"learning_rate": 1.8669e-05,
"loss": 0.0174,
"step": 6900
},
{
"epoch": 27.89,
"learning_rate": 1.807e-05,
"loss": 0.0241,
"step": 7000
},
{
"epoch": 28.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.20690413259273244,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.1830186357513739,
"eval_loss": 0.3490530848503113,
"eval_mean_accuracy": 0.20690413259273244,
"eval_mean_iou": 0.09150931787568695,
"eval_overall_accuracy": 0.20690413259273244,
"eval_runtime": 443.6585,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 7028
},
{
"epoch": 28.29,
"learning_rate": 1.7471e-05,
"loss": 0.0244,
"step": 7100
},
{
"epoch": 28.69,
"learning_rate": 1.6872e-05,
"loss": 0.0203,
"step": 7200
},
{
"epoch": 29.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.20559251383658422,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17978910827209116,
"eval_loss": 0.33544421195983887,
"eval_mean_accuracy": 0.20559251383658422,
"eval_mean_iou": 0.08989455413604558,
"eval_overall_accuracy": 0.20559251383658422,
"eval_runtime": 446.2235,
"eval_samples_per_second": 0.397,
"eval_steps_per_second": 0.101,
"step": 7279
},
{
"epoch": 29.08,
"learning_rate": 1.6272999999999998e-05,
"loss": 0.0201,
"step": 7300
},
{
"epoch": 29.48,
"learning_rate": 1.5674e-05,
"loss": 0.0191,
"step": 7400
},
{
"epoch": 29.88,
"learning_rate": 1.5075000000000002e-05,
"loss": 0.0206,
"step": 7500
},
{
"epoch": 30.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.2164965868102823,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.18882502182866825,
"eval_loss": 0.35920634865760803,
"eval_mean_accuracy": 0.2164965868102823,
"eval_mean_iou": 0.09441251091433413,
"eval_overall_accuracy": 0.2164965868102823,
"eval_runtime": 444.1069,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 7530
},
{
"epoch": 30.28,
"learning_rate": 1.4476e-05,
"loss": 0.0207,
"step": 7600
},
{
"epoch": 30.68,
"learning_rate": 1.3877e-05,
"loss": 0.0211,
"step": 7700
},
{
"epoch": 31.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.2099683025467264,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.18859765580548496,
"eval_loss": 0.32001546025276184,
"eval_mean_accuracy": 0.2099683025467264,
"eval_mean_iou": 0.09429882790274248,
"eval_overall_accuracy": 0.2099683025467264,
"eval_runtime": 441.6032,
"eval_samples_per_second": 0.401,
"eval_steps_per_second": 0.102,
"step": 7781
},
{
"epoch": 31.08,
"learning_rate": 1.3277999999999999e-05,
"loss": 0.0154,
"step": 7800
},
{
"epoch": 31.47,
"learning_rate": 1.2678999999999998e-05,
"loss": 0.0178,
"step": 7900
},
{
"epoch": 31.87,
"learning_rate": 1.2079999999999998e-05,
"loss": 0.0209,
"step": 8000
},
{
"epoch": 32.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.1941344806685281,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.1700682122599269,
"eval_loss": 0.3400624394416809,
"eval_mean_accuracy": 0.1941344806685281,
"eval_mean_iou": 0.08503410612996345,
"eval_overall_accuracy": 0.1941344806685281,
"eval_runtime": 443.6957,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 8032
},
{
"epoch": 32.27,
"learning_rate": 1.1480999999999997e-05,
"loss": 0.0219,
"step": 8100
},
{
"epoch": 32.67,
"learning_rate": 1.0882000000000004e-05,
"loss": 0.0172,
"step": 8200
},
{
"epoch": 33.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.1985934876141456,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17587956281460101,
"eval_loss": 0.33261746168136597,
"eval_mean_accuracy": 0.1985934876141456,
"eval_mean_iou": 0.08793978140730051,
"eval_overall_accuracy": 0.1985934876141456,
"eval_runtime": 447.2318,
"eval_samples_per_second": 0.396,
"eval_steps_per_second": 0.101,
"step": 8283
},
{
"epoch": 33.07,
"learning_rate": 1.0283000000000003e-05,
"loss": 0.0158,
"step": 8300
},
{
"epoch": 33.47,
"learning_rate": 9.684000000000002e-06,
"loss": 0.019,
"step": 8400
},
{
"epoch": 33.86,
"learning_rate": 9.085000000000002e-06,
"loss": 0.0187,
"step": 8500
},
{
"epoch": 34.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19598142867079363,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.1738866425762029,
"eval_loss": 0.3343023657798767,
"eval_mean_accuracy": 0.19598142867079363,
"eval_mean_iou": 0.08694332128810145,
"eval_overall_accuracy": 0.19598142867079363,
"eval_runtime": 442.7979,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 8534
},
{
"epoch": 34.26,
"learning_rate": 8.486000000000001e-06,
"loss": 0.0152,
"step": 8600
},
{
"epoch": 34.66,
"learning_rate": 7.887000000000001e-06,
"loss": 0.0181,
"step": 8700
},
{
"epoch": 35.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.1835185663609535,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.16482306561330784,
"eval_loss": 0.32228365540504456,
"eval_mean_accuracy": 0.1835185663609535,
"eval_mean_iou": 0.08241153280665392,
"eval_overall_accuracy": 0.1835185663609535,
"eval_runtime": 446.2749,
"eval_samples_per_second": 0.397,
"eval_steps_per_second": 0.101,
"step": 8785
},
{
"epoch": 35.06,
"learning_rate": 7.2879999999999995e-06,
"loss": 0.0199,
"step": 8800
},
{
"epoch": 35.46,
"learning_rate": 6.688999999999999e-06,
"loss": 0.0149,
"step": 8900
},
{
"epoch": 35.86,
"learning_rate": 6.0899999999999984e-06,
"loss": 0.0168,
"step": 9000
},
{
"epoch": 36.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19331596100915152,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17271777958538678,
"eval_loss": 0.34613484144210815,
"eval_mean_accuracy": 0.19331596100915152,
"eval_mean_iou": 0.08635888979269339,
"eval_overall_accuracy": 0.19331596100915152,
"eval_runtime": 443.9778,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.101,
"step": 9036
},
{
"epoch": 36.25,
"learning_rate": 5.490999999999998e-06,
"loss": 0.0173,
"step": 9100
},
{
"epoch": 36.65,
"learning_rate": 4.891999999999997e-06,
"loss": 0.0169,
"step": 9200
},
{
"epoch": 37.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.18883335486242908,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.16951813462258933,
"eval_loss": 0.3438498377799988,
"eval_mean_accuracy": 0.18883335486242908,
"eval_mean_iou": 0.08475906731129466,
"eval_overall_accuracy": 0.18883335486242908,
"eval_runtime": 442.644,
"eval_samples_per_second": 0.4,
"eval_steps_per_second": 0.102,
"step": 9287
},
{
"epoch": 37.05,
"learning_rate": 4.292999999999997e-06,
"loss": 0.017,
"step": 9300
},
{
"epoch": 37.45,
"learning_rate": 3.694000000000003e-06,
"loss": 0.0155,
"step": 9400
},
{
"epoch": 37.85,
"learning_rate": 3.0950000000000026e-06,
"loss": 0.0182,
"step": 9500
},
{
"epoch": 38.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.193302298313775,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17298411209343786,
"eval_loss": 0.3506017029285431,
"eval_mean_accuracy": 0.193302298313775,
"eval_mean_iou": 0.08649205604671893,
"eval_overall_accuracy": 0.193302298313775,
"eval_runtime": 443.2294,
"eval_samples_per_second": 0.399,
"eval_steps_per_second": 0.102,
"step": 9538
},
{
"epoch": 38.25,
"learning_rate": 2.496000000000002e-06,
"loss": 0.0129,
"step": 9600
},
{
"epoch": 38.65,
"learning_rate": 1.8970000000000013e-06,
"loss": 0.0167,
"step": 9700
},
{
"epoch": 39.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19461267500670715,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17388095726913066,
"eval_loss": 0.3535313904285431,
"eval_mean_accuracy": 0.19461267500670715,
"eval_mean_iou": 0.08694047863456533,
"eval_overall_accuracy": 0.19461267500670715,
"eval_runtime": 441.8989,
"eval_samples_per_second": 0.401,
"eval_steps_per_second": 0.102,
"step": 9789
},
{
"epoch": 39.04,
"learning_rate": 1.298000000000001e-06,
"loss": 0.0177,
"step": 9800
},
{
"epoch": 39.44,
"learning_rate": 6.990000000000005e-07,
"loss": 0.0136,
"step": 9900
},
{
"epoch": 39.84,
"learning_rate": 1e-07,
"loss": 0.0174,
"step": 10000
},
{
"epoch": 39.84,
"eval_accuracy_background": NaN,
"eval_accuracy_crack": 0.19244279056826877,
"eval_iou_background": 0.0,
"eval_iou_crack": 0.17234731981663806,
"eval_loss": 0.3477784991264343,
"eval_mean_accuracy": 0.19244279056826877,
"eval_mean_iou": 0.08617365990831903,
"eval_overall_accuracy": 0.19244279056826877,
"eval_runtime": 438.1522,
"eval_samples_per_second": 0.404,
"eval_steps_per_second": 0.103,
"step": 10000
},
{
"epoch": 39.84,
"step": 10000,
"total_flos": 1.5920046596032561e+19,
"train_loss": 0.04497118984460831,
"train_runtime": 198940.3856,
"train_samples_per_second": 0.201,
"train_steps_per_second": 0.05
}
],
"logging_steps": 100,
"max_steps": 10000,
"num_train_epochs": 40,
"save_steps": 500,
"total_flos": 1.5920046596032561e+19,
"trial_name": null,
"trial_params": null
}