autocrop-av-abm / trainer_state.json
Rolv-Arild's picture
End of training
a8d0312 verified
Invalid JSON:Unexpected token 'N', ..."kground": NaN, "... is not valid JSON
{
"best_global_step": 6075,
"best_metric": 0.01458834670484066,
"best_model_checkpoint": "./models/autocrop-av-abm/checkpoint-6075",
"epoch": 50.0,
"eval_steps": 500,
"global_step": 11250,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.044444444444444446,
"grad_norm": 3.5248303413391113,
"learning_rate": 4.800000000000001e-07,
"loss": 0.6824576377868652,
"step": 10
},
{
"epoch": 0.08888888888888889,
"grad_norm": 3.914372444152832,
"learning_rate": 1.0133333333333333e-06,
"loss": 0.6767735958099366,
"step": 20
},
{
"epoch": 0.13333333333333333,
"grad_norm": 4.649425029754639,
"learning_rate": 1.5466666666666668e-06,
"loss": 0.6572538375854492,
"step": 30
},
{
"epoch": 0.17777777777777778,
"grad_norm": 4.037201404571533,
"learning_rate": 2.08e-06,
"loss": 0.646054744720459,
"step": 40
},
{
"epoch": 0.2222222222222222,
"grad_norm": 3.690566062927246,
"learning_rate": 2.6133333333333334e-06,
"loss": 0.623114824295044,
"step": 50
},
{
"epoch": 0.26666666666666666,
"grad_norm": 3.160806179046631,
"learning_rate": 3.146666666666667e-06,
"loss": 0.5923313617706298,
"step": 60
},
{
"epoch": 0.3111111111111111,
"grad_norm": 3.562601089477539,
"learning_rate": 3.68e-06,
"loss": 0.5591856002807617,
"step": 70
},
{
"epoch": 0.35555555555555557,
"grad_norm": 3.1448721885681152,
"learning_rate": 4.213333333333333e-06,
"loss": 0.5201993942260742,
"step": 80
},
{
"epoch": 0.4,
"grad_norm": 2.812706232070923,
"learning_rate": 4.746666666666666e-06,
"loss": 0.490341329574585,
"step": 90
},
{
"epoch": 0.4444444444444444,
"grad_norm": 2.539597511291504,
"learning_rate": 5.279999999999999e-06,
"loss": 0.45255489349365235,
"step": 100
},
{
"epoch": 0.4888888888888889,
"grad_norm": 2.3462679386138916,
"learning_rate": 5.813333333333333e-06,
"loss": 0.4123825550079346,
"step": 110
},
{
"epoch": 0.5333333333333333,
"grad_norm": 2.5169103145599365,
"learning_rate": 6.346666666666666e-06,
"loss": 0.38111062049865724,
"step": 120
},
{
"epoch": 0.5777777777777777,
"grad_norm": 2.222943067550659,
"learning_rate": 6.88e-06,
"loss": 0.35951244831085205,
"step": 130
},
{
"epoch": 0.6222222222222222,
"grad_norm": 1.8624954223632812,
"learning_rate": 7.413333333333333e-06,
"loss": 0.3284521341323853,
"step": 140
},
{
"epoch": 0.6666666666666666,
"grad_norm": 1.7847062349319458,
"learning_rate": 7.946666666666666e-06,
"loss": 0.30641708374023435,
"step": 150
},
{
"epoch": 0.7111111111111111,
"grad_norm": 2.247802495956421,
"learning_rate": 8.48e-06,
"loss": 0.289764928817749,
"step": 160
},
{
"epoch": 0.7555555555555555,
"grad_norm": 1.7219352722167969,
"learning_rate": 9.013333333333334e-06,
"loss": 0.26606502532958987,
"step": 170
},
{
"epoch": 0.8,
"grad_norm": 2.5160794258117676,
"learning_rate": 9.546666666666668e-06,
"loss": 0.256056022644043,
"step": 180
},
{
"epoch": 0.8444444444444444,
"grad_norm": 1.9258393049240112,
"learning_rate": 1.008e-05,
"loss": 0.24313576221466066,
"step": 190
},
{
"epoch": 0.8888888888888888,
"grad_norm": 1.749173879623413,
"learning_rate": 1.0613333333333334e-05,
"loss": 0.24803221225738525,
"step": 200
},
{
"epoch": 0.9333333333333333,
"grad_norm": 1.7766447067260742,
"learning_rate": 1.1146666666666666e-05,
"loss": 0.23913590908050536,
"step": 210
},
{
"epoch": 0.9777777777777777,
"grad_norm": 1.1860841512680054,
"learning_rate": 1.168e-05,
"loss": 0.19189679622650146,
"step": 220
},
{
"epoch": 1.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9859089194249521,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9859089194249521,
"eval_loss": 0.1796150952577591,
"eval_mean_accuracy": 0.9859089194249521,
"eval_mean_iou": 0.49295445971247603,
"eval_overall_accuracy": 0.9859089194249521,
"eval_runtime": 5.2808,
"eval_samples_per_second": 60.218,
"eval_steps_per_second": 7.575,
"step": 225
},
{
"epoch": 1.0222222222222221,
"grad_norm": 1.2548867464065552,
"learning_rate": 1.2213333333333334e-05,
"loss": 0.19185034036636353,
"step": 230
},
{
"epoch": 1.0666666666666667,
"grad_norm": 1.051390528678894,
"learning_rate": 1.2746666666666666e-05,
"loss": 0.19758784770965576,
"step": 240
},
{
"epoch": 1.1111111111111112,
"grad_norm": 1.718682885169983,
"learning_rate": 1.328e-05,
"loss": 0.18768845796585082,
"step": 250
},
{
"epoch": 1.1555555555555554,
"grad_norm": 1.3972783088684082,
"learning_rate": 1.3813333333333334e-05,
"loss": 0.17185139656066895,
"step": 260
},
{
"epoch": 1.2,
"grad_norm": 2.0489516258239746,
"learning_rate": 1.4346666666666668e-05,
"loss": 0.1998542070388794,
"step": 270
},
{
"epoch": 1.2444444444444445,
"grad_norm": 1.3367419242858887,
"learning_rate": 1.488e-05,
"loss": 0.18080754280090333,
"step": 280
},
{
"epoch": 1.2888888888888888,
"grad_norm": 1.0174310207366943,
"learning_rate": 1.5413333333333334e-05,
"loss": 0.17363922595977782,
"step": 290
},
{
"epoch": 1.3333333333333333,
"grad_norm": 1.4421097040176392,
"learning_rate": 1.5946666666666668e-05,
"loss": 0.16403573751449585,
"step": 300
},
{
"epoch": 1.3777777777777778,
"grad_norm": 1.3067890405654907,
"learning_rate": 1.648e-05,
"loss": 0.1602041482925415,
"step": 310
},
{
"epoch": 1.4222222222222223,
"grad_norm": 0.889907717704773,
"learning_rate": 1.7013333333333335e-05,
"loss": 0.1635483980178833,
"step": 320
},
{
"epoch": 1.4666666666666668,
"grad_norm": 0.8808795809745789,
"learning_rate": 1.754666666666667e-05,
"loss": 0.148528790473938,
"step": 330
},
{
"epoch": 1.511111111111111,
"grad_norm": 1.3477909564971924,
"learning_rate": 1.808e-05,
"loss": 0.14744044542312623,
"step": 340
},
{
"epoch": 1.5555555555555556,
"grad_norm": 1.1558278799057007,
"learning_rate": 1.8613333333333334e-05,
"loss": 0.12649898529052733,
"step": 350
},
{
"epoch": 1.6,
"grad_norm": 1.1723448038101196,
"learning_rate": 1.9146666666666667e-05,
"loss": 0.14385347366333007,
"step": 360
},
{
"epoch": 1.6444444444444444,
"grad_norm": 1.0262385606765747,
"learning_rate": 1.968e-05,
"loss": 0.1383821487426758,
"step": 370
},
{
"epoch": 1.6888888888888889,
"grad_norm": 0.8583065271377563,
"learning_rate": 2.0213333333333335e-05,
"loss": 0.12373638153076172,
"step": 380
},
{
"epoch": 1.7333333333333334,
"grad_norm": 0.7211213707923889,
"learning_rate": 2.074666666666667e-05,
"loss": 0.13567585945129396,
"step": 390
},
{
"epoch": 1.7777777777777777,
"grad_norm": 1.1027973890304565,
"learning_rate": 2.1280000000000003e-05,
"loss": 0.13187665939331056,
"step": 400
},
{
"epoch": 1.8222222222222222,
"grad_norm": 0.8209453225135803,
"learning_rate": 2.1813333333333337e-05,
"loss": 0.10841170549392701,
"step": 410
},
{
"epoch": 1.8666666666666667,
"grad_norm": 1.130061149597168,
"learning_rate": 2.2346666666666667e-05,
"loss": 0.12105604410171508,
"step": 420
},
{
"epoch": 1.911111111111111,
"grad_norm": 0.6629496216773987,
"learning_rate": 2.288e-05,
"loss": 0.1161539912223816,
"step": 430
},
{
"epoch": 1.9555555555555557,
"grad_norm": 0.7081212997436523,
"learning_rate": 2.3413333333333335e-05,
"loss": 0.11264129877090454,
"step": 440
},
{
"epoch": 2.0,
"grad_norm": 0.7436115741729736,
"learning_rate": 2.394666666666667e-05,
"loss": 0.10730005502700805,
"step": 450
},
{
"epoch": 2.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9790269683961709,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9790269683961709,
"eval_loss": 0.10565543174743652,
"eval_mean_accuracy": 0.9790269683961709,
"eval_mean_iou": 0.48951348419808544,
"eval_overall_accuracy": 0.9790269683961709,
"eval_runtime": 4.8334,
"eval_samples_per_second": 65.793,
"eval_steps_per_second": 8.276,
"step": 450
},
{
"epoch": 2.0444444444444443,
"grad_norm": 0.6431455016136169,
"learning_rate": 2.448e-05,
"loss": 0.10873520374298096,
"step": 460
},
{
"epoch": 2.088888888888889,
"grad_norm": 0.8612810969352722,
"learning_rate": 2.5013333333333333e-05,
"loss": 0.1075707197189331,
"step": 470
},
{
"epoch": 2.1333333333333333,
"grad_norm": 0.464311808347702,
"learning_rate": 2.5546666666666667e-05,
"loss": 0.10260558128356934,
"step": 480
},
{
"epoch": 2.1777777777777776,
"grad_norm": 0.8125102519989014,
"learning_rate": 2.608e-05,
"loss": 0.0926192045211792,
"step": 490
},
{
"epoch": 2.2222222222222223,
"grad_norm": 0.6775174140930176,
"learning_rate": 2.661333333333333e-05,
"loss": 0.09348201751708984,
"step": 500
},
{
"epoch": 2.2666666666666666,
"grad_norm": 0.7547085881233215,
"learning_rate": 2.7146666666666665e-05,
"loss": 0.09200754165649414,
"step": 510
},
{
"epoch": 2.311111111111111,
"grad_norm": 0.5086994767189026,
"learning_rate": 2.768e-05,
"loss": 0.08397443890571595,
"step": 520
},
{
"epoch": 2.3555555555555556,
"grad_norm": 0.732149064540863,
"learning_rate": 2.8213333333333333e-05,
"loss": 0.09163645505905152,
"step": 530
},
{
"epoch": 2.4,
"grad_norm": 0.6456112265586853,
"learning_rate": 2.8746666666666667e-05,
"loss": 0.08097342848777771,
"step": 540
},
{
"epoch": 2.4444444444444446,
"grad_norm": 0.40750372409820557,
"learning_rate": 2.928e-05,
"loss": 0.08197349905967713,
"step": 550
},
{
"epoch": 2.488888888888889,
"grad_norm": 0.8187499046325684,
"learning_rate": 2.9813333333333335e-05,
"loss": 0.07796886563301086,
"step": 560
},
{
"epoch": 2.533333333333333,
"grad_norm": 0.9145808815956116,
"learning_rate": 3.034666666666667e-05,
"loss": 0.07138473987579345,
"step": 570
},
{
"epoch": 2.5777777777777775,
"grad_norm": 0.536822497844696,
"learning_rate": 3.088e-05,
"loss": 0.07692977786064148,
"step": 580
},
{
"epoch": 2.6222222222222222,
"grad_norm": 0.5678733587265015,
"learning_rate": 3.141333333333333e-05,
"loss": 0.06506951451301575,
"step": 590
},
{
"epoch": 2.6666666666666665,
"grad_norm": 0.5523478388786316,
"learning_rate": 3.194666666666667e-05,
"loss": 0.07164572477340699,
"step": 600
},
{
"epoch": 2.7111111111111112,
"grad_norm": 0.5508274435997009,
"learning_rate": 3.248e-05,
"loss": 0.06439810395240783,
"step": 610
},
{
"epoch": 2.7555555555555555,
"grad_norm": 0.4774600863456726,
"learning_rate": 3.301333333333333e-05,
"loss": 0.06405921578407288,
"step": 620
},
{
"epoch": 2.8,
"grad_norm": 0.3406943380832672,
"learning_rate": 3.354666666666667e-05,
"loss": 0.06375088691711425,
"step": 630
},
{
"epoch": 2.8444444444444446,
"grad_norm": 0.6085440516471863,
"learning_rate": 3.408e-05,
"loss": 0.062880140542984,
"step": 640
},
{
"epoch": 2.888888888888889,
"grad_norm": 0.6862090826034546,
"learning_rate": 3.4613333333333336e-05,
"loss": 0.06911001801490783,
"step": 650
},
{
"epoch": 2.9333333333333336,
"grad_norm": 0.30844491720199585,
"learning_rate": 3.514666666666667e-05,
"loss": 0.06744029521942138,
"step": 660
},
{
"epoch": 2.977777777777778,
"grad_norm": 0.4593600034713745,
"learning_rate": 3.5680000000000004e-05,
"loss": 0.05715551972389221,
"step": 670
},
{
"epoch": 3.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9706378957816592,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9706378957816592,
"eval_loss": 0.04904763028025627,
"eval_mean_accuracy": 0.9706378957816592,
"eval_mean_iou": 0.4853189478908296,
"eval_overall_accuracy": 0.9706378957816592,
"eval_runtime": 4.0555,
"eval_samples_per_second": 78.412,
"eval_steps_per_second": 9.863,
"step": 675
},
{
"epoch": 3.022222222222222,
"grad_norm": 14.09307861328125,
"learning_rate": 3.6213333333333334e-05,
"loss": 0.0580611526966095,
"step": 680
},
{
"epoch": 3.066666666666667,
"grad_norm": 0.34167131781578064,
"learning_rate": 3.674666666666667e-05,
"loss": 0.0609450101852417,
"step": 690
},
{
"epoch": 3.111111111111111,
"grad_norm": 0.44965633749961853,
"learning_rate": 3.7279999999999995e-05,
"loss": 0.05775919556617737,
"step": 700
},
{
"epoch": 3.1555555555555554,
"grad_norm": 0.39594125747680664,
"learning_rate": 3.781333333333333e-05,
"loss": 0.05335736274719238,
"step": 710
},
{
"epoch": 3.2,
"grad_norm": 0.3181576132774353,
"learning_rate": 3.834666666666666e-05,
"loss": 0.05584867000579834,
"step": 720
},
{
"epoch": 3.2444444444444445,
"grad_norm": 0.37977147102355957,
"learning_rate": 3.888e-05,
"loss": 0.0503345787525177,
"step": 730
},
{
"epoch": 3.2888888888888888,
"grad_norm": 0.37320592999458313,
"learning_rate": 3.941333333333333e-05,
"loss": 0.05368784666061401,
"step": 740
},
{
"epoch": 3.3333333333333335,
"grad_norm": 0.646068274974823,
"learning_rate": 3.994666666666667e-05,
"loss": 0.052375185489654544,
"step": 750
},
{
"epoch": 3.3777777777777778,
"grad_norm": 0.685707151889801,
"learning_rate": 4.048e-05,
"loss": 0.045791652798652646,
"step": 760
},
{
"epoch": 3.422222222222222,
"grad_norm": 0.39380910992622375,
"learning_rate": 4.1013333333333336e-05,
"loss": 0.04926330149173737,
"step": 770
},
{
"epoch": 3.466666666666667,
"grad_norm": 0.34124818444252014,
"learning_rate": 4.1546666666666666e-05,
"loss": 0.05358283519744873,
"step": 780
},
{
"epoch": 3.511111111111111,
"grad_norm": 0.38596010208129883,
"learning_rate": 4.2080000000000004e-05,
"loss": 0.046906673908233644,
"step": 790
},
{
"epoch": 3.5555555555555554,
"grad_norm": 0.4585939049720764,
"learning_rate": 4.2613333333333334e-05,
"loss": 0.0466411679983139,
"step": 800
},
{
"epoch": 3.6,
"grad_norm": 1.472694993019104,
"learning_rate": 4.314666666666667e-05,
"loss": 0.050793427228927615,
"step": 810
},
{
"epoch": 3.6444444444444444,
"grad_norm": 0.348598837852478,
"learning_rate": 4.368e-05,
"loss": 0.044522547721862794,
"step": 820
},
{
"epoch": 3.688888888888889,
"grad_norm": 0.3608667254447937,
"learning_rate": 4.421333333333334e-05,
"loss": 0.05709003210067749,
"step": 830
},
{
"epoch": 3.7333333333333334,
"grad_norm": 0.22636334598064423,
"learning_rate": 4.474666666666667e-05,
"loss": 0.044133943319320676,
"step": 840
},
{
"epoch": 3.7777777777777777,
"grad_norm": 0.37805142998695374,
"learning_rate": 4.528000000000001e-05,
"loss": 0.05256962776184082,
"step": 850
},
{
"epoch": 3.822222222222222,
"grad_norm": 0.2991584837436676,
"learning_rate": 4.581333333333333e-05,
"loss": 0.04162576198577881,
"step": 860
},
{
"epoch": 3.8666666666666667,
"grad_norm": 0.8615538477897644,
"learning_rate": 4.634666666666667e-05,
"loss": 0.045782452821731566,
"step": 870
},
{
"epoch": 3.911111111111111,
"grad_norm": 0.40110212564468384,
"learning_rate": 4.688e-05,
"loss": 0.03842214941978454,
"step": 880
},
{
"epoch": 3.9555555555555557,
"grad_norm": 0.4481162428855896,
"learning_rate": 4.7413333333333336e-05,
"loss": 0.04109309017658234,
"step": 890
},
{
"epoch": 4.0,
"grad_norm": 0.32728227972984314,
"learning_rate": 4.7946666666666666e-05,
"loss": 0.037542372941970825,
"step": 900
},
{
"epoch": 4.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9803799525469973,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9803799525469973,
"eval_loss": 0.03712577000260353,
"eval_mean_accuracy": 0.9803799525469973,
"eval_mean_iou": 0.49018997627349864,
"eval_overall_accuracy": 0.9803799525469973,
"eval_runtime": 4.9063,
"eval_samples_per_second": 64.815,
"eval_steps_per_second": 8.153,
"step": 900
},
{
"epoch": 4.044444444444444,
"grad_norm": 0.2824453115463257,
"learning_rate": 4.8480000000000003e-05,
"loss": 0.04001589417457581,
"step": 910
},
{
"epoch": 4.088888888888889,
"grad_norm": 0.37437719106674194,
"learning_rate": 4.9013333333333334e-05,
"loss": 0.044075435400009154,
"step": 920
},
{
"epoch": 4.133333333333334,
"grad_norm": 0.39725029468536377,
"learning_rate": 4.954666666666667e-05,
"loss": 0.04842301309108734,
"step": 930
},
{
"epoch": 4.177777777777778,
"grad_norm": 0.3993479907512665,
"learning_rate": 5.008e-05,
"loss": 0.0406807541847229,
"step": 940
},
{
"epoch": 4.222222222222222,
"grad_norm": 0.5353586077690125,
"learning_rate": 5.061333333333333e-05,
"loss": 0.04123523831367493,
"step": 950
},
{
"epoch": 4.266666666666667,
"grad_norm": 2.142263650894165,
"learning_rate": 5.114666666666667e-05,
"loss": 0.03884044289588928,
"step": 960
},
{
"epoch": 4.311111111111111,
"grad_norm": 1.3085217475891113,
"learning_rate": 5.168e-05,
"loss": 0.04114464521408081,
"step": 970
},
{
"epoch": 4.355555555555555,
"grad_norm": 0.46703723073005676,
"learning_rate": 5.221333333333334e-05,
"loss": 0.037194561958312986,
"step": 980
},
{
"epoch": 4.4,
"grad_norm": 0.25801995396614075,
"learning_rate": 5.274666666666667e-05,
"loss": 0.0392421692609787,
"step": 990
},
{
"epoch": 4.444444444444445,
"grad_norm": 0.5428070425987244,
"learning_rate": 5.3280000000000005e-05,
"loss": 0.03741243183612823,
"step": 1000
},
{
"epoch": 4.488888888888889,
"grad_norm": 0.3124564290046692,
"learning_rate": 5.3813333333333335e-05,
"loss": 0.03622358739376068,
"step": 1010
},
{
"epoch": 4.533333333333333,
"grad_norm": 0.6635043025016785,
"learning_rate": 5.4346666666666666e-05,
"loss": 0.03287203907966614,
"step": 1020
},
{
"epoch": 4.5777777777777775,
"grad_norm": 0.519015908241272,
"learning_rate": 5.4879999999999996e-05,
"loss": 0.040299683809280396,
"step": 1030
},
{
"epoch": 4.622222222222222,
"grad_norm": 0.3608980178833008,
"learning_rate": 5.5413333333333334e-05,
"loss": 0.034294682741165164,
"step": 1040
},
{
"epoch": 4.666666666666667,
"grad_norm": 0.41539570689201355,
"learning_rate": 5.5946666666666664e-05,
"loss": 0.045557767152786255,
"step": 1050
},
{
"epoch": 4.711111111111111,
"grad_norm": 0.32102257013320923,
"learning_rate": 5.648e-05,
"loss": 0.03539595901966095,
"step": 1060
},
{
"epoch": 4.7555555555555555,
"grad_norm": 0.24864570796489716,
"learning_rate": 5.701333333333333e-05,
"loss": 0.03778429627418518,
"step": 1070
},
{
"epoch": 4.8,
"grad_norm": 0.5835459232330322,
"learning_rate": 5.754666666666667e-05,
"loss": 0.028651362657546996,
"step": 1080
},
{
"epoch": 4.844444444444444,
"grad_norm": 0.3739009201526642,
"learning_rate": 5.808e-05,
"loss": 0.03362091183662415,
"step": 1090
},
{
"epoch": 4.888888888888889,
"grad_norm": 0.6427468061447144,
"learning_rate": 5.861333333333334e-05,
"loss": 0.027434492111206056,
"step": 1100
},
{
"epoch": 4.933333333333334,
"grad_norm": 0.9151515364646912,
"learning_rate": 5.914666666666667e-05,
"loss": 0.03355176448822021,
"step": 1110
},
{
"epoch": 4.977777777777778,
"grad_norm": 0.40982338786125183,
"learning_rate": 5.9680000000000005e-05,
"loss": 0.043997785449028014,
"step": 1120
},
{
"epoch": 5.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9837152884462359,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9837152884462359,
"eval_loss": 0.03160220757126808,
"eval_mean_accuracy": 0.9837152884462359,
"eval_mean_iou": 0.49185764422311795,
"eval_overall_accuracy": 0.9837152884462359,
"eval_runtime": 4.3051,
"eval_samples_per_second": 73.866,
"eval_steps_per_second": 9.291,
"step": 1125
},
{
"epoch": 5.022222222222222,
"grad_norm": 0.5154401063919067,
"learning_rate": 5.999997689420757e-05,
"loss": 0.03167508244514465,
"step": 1130
},
{
"epoch": 5.066666666666666,
"grad_norm": 0.28879672288894653,
"learning_rate": 5.999971695445147e-05,
"loss": 0.03561036586761475,
"step": 1140
},
{
"epoch": 5.111111111111111,
"grad_norm": 0.41505226492881775,
"learning_rate": 5.9999168195209624e-05,
"loss": 0.03081900179386139,
"step": 1150
},
{
"epoch": 5.155555555555556,
"grad_norm": 0.21958798170089722,
"learning_rate": 5.999833062176514e-05,
"loss": 0.0338530570268631,
"step": 1160
},
{
"epoch": 5.2,
"grad_norm": 0.21357500553131104,
"learning_rate": 5.99972042421817e-05,
"loss": 0.03936813473701477,
"step": 1170
},
{
"epoch": 5.2444444444444445,
"grad_norm": 0.2509428560733795,
"learning_rate": 5.999578906730341e-05,
"loss": 0.028076761960983278,
"step": 1180
},
{
"epoch": 5.288888888888889,
"grad_norm": 0.8507352471351624,
"learning_rate": 5.999408511075474e-05,
"loss": 0.027349865436553954,
"step": 1190
},
{
"epoch": 5.333333333333333,
"grad_norm": 0.5596743822097778,
"learning_rate": 5.999209238894037e-05,
"loss": 0.03489661514759064,
"step": 1200
},
{
"epoch": 5.377777777777778,
"grad_norm": 0.6814782619476318,
"learning_rate": 5.998981092104504e-05,
"loss": 0.02936413586139679,
"step": 1210
},
{
"epoch": 5.4222222222222225,
"grad_norm": 0.8596444129943848,
"learning_rate": 5.998724072903338e-05,
"loss": 0.03472908735275269,
"step": 1220
},
{
"epoch": 5.466666666666667,
"grad_norm": 0.19605295360088348,
"learning_rate": 5.998438183764966e-05,
"loss": 0.02607877254486084,
"step": 1230
},
{
"epoch": 5.511111111111111,
"grad_norm": 0.3320583999156952,
"learning_rate": 5.998123427441761e-05,
"loss": 0.03048555850982666,
"step": 1240
},
{
"epoch": 5.555555555555555,
"grad_norm": 0.38816800713539124,
"learning_rate": 5.9977798069640076e-05,
"loss": 0.026038551330566408,
"step": 1250
},
{
"epoch": 5.6,
"grad_norm": 0.3036852777004242,
"learning_rate": 5.997407325639883e-05,
"loss": 0.027465540170669555,
"step": 1260
},
{
"epoch": 5.644444444444445,
"grad_norm": 0.6851722598075867,
"learning_rate": 5.997005987055415e-05,
"loss": 0.030760732293128968,
"step": 1270
},
{
"epoch": 5.688888888888889,
"grad_norm": 0.33638131618499756,
"learning_rate": 5.9965757950744525e-05,
"loss": 0.028122958540916444,
"step": 1280
},
{
"epoch": 5.733333333333333,
"grad_norm": 0.30311980843544006,
"learning_rate": 5.9961167538386306e-05,
"loss": 0.03382556736469269,
"step": 1290
},
{
"epoch": 5.777777777777778,
"grad_norm": 0.31270864605903625,
"learning_rate": 5.995628867767325e-05,
"loss": 0.02801945209503174,
"step": 1300
},
{
"epoch": 5.822222222222222,
"grad_norm": 0.3521674871444702,
"learning_rate": 5.995112141557614e-05,
"loss": 0.02482060045003891,
"step": 1310
},
{
"epoch": 5.866666666666667,
"grad_norm": 0.7939164042472839,
"learning_rate": 5.994566580184231e-05,
"loss": 0.033414483070373535,
"step": 1320
},
{
"epoch": 5.911111111111111,
"grad_norm": 0.15953071415424347,
"learning_rate": 5.9939921888995186e-05,
"loss": 0.030252185463905335,
"step": 1330
},
{
"epoch": 5.955555555555556,
"grad_norm": 2.0538058280944824,
"learning_rate": 5.993388973233373e-05,
"loss": 0.038461548089981076,
"step": 1340
},
{
"epoch": 6.0,
"grad_norm": 0.16759829223155975,
"learning_rate": 5.992756938993198e-05,
"loss": 0.022777898609638213,
"step": 1350
},
{
"epoch": 6.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9803476924758905,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9803476924758905,
"eval_loss": 0.024956196546554565,
"eval_mean_accuracy": 0.9803476924758905,
"eval_mean_iou": 0.49017384623794524,
"eval_overall_accuracy": 0.9803476924758905,
"eval_runtime": 5.0098,
"eval_samples_per_second": 63.476,
"eval_steps_per_second": 7.984,
"step": 1350
},
{
"epoch": 6.044444444444444,
"grad_norm": 0.19292712211608887,
"learning_rate": 5.992096092263846e-05,
"loss": 0.02220650464296341,
"step": 1360
},
{
"epoch": 6.088888888888889,
"grad_norm": 0.1689830869436264,
"learning_rate": 5.991406439407555e-05,
"loss": 0.023907102644443512,
"step": 1370
},
{
"epoch": 6.133333333333334,
"grad_norm": 0.5275858640670776,
"learning_rate": 5.990687987063896e-05,
"loss": 0.03326213359832764,
"step": 1380
},
{
"epoch": 6.177777777777778,
"grad_norm": 0.2718386650085449,
"learning_rate": 5.9899407421497e-05,
"loss": 0.029743513464927672,
"step": 1390
},
{
"epoch": 6.222222222222222,
"grad_norm": 0.17206081748008728,
"learning_rate": 5.989164711859e-05,
"loss": 0.028239110112190248,
"step": 1400
},
{
"epoch": 6.266666666666667,
"grad_norm": 0.5629389882087708,
"learning_rate": 5.9883599036629534e-05,
"loss": 0.024127838015556336,
"step": 1410
},
{
"epoch": 6.311111111111111,
"grad_norm": 0.12005782127380371,
"learning_rate": 5.9875263253097786e-05,
"loss": 0.028623118996620178,
"step": 1420
},
{
"epoch": 6.355555555555555,
"grad_norm": 1.5187276601791382,
"learning_rate": 5.9866639848246726e-05,
"loss": 0.03739739954471588,
"step": 1430
},
{
"epoch": 6.4,
"grad_norm": 0.605290412902832,
"learning_rate": 5.985772890509737e-05,
"loss": 0.023904742300510408,
"step": 1440
},
{
"epoch": 6.444444444444445,
"grad_norm": 0.7090761065483093,
"learning_rate": 5.984853050943901e-05,
"loss": 0.029369419813156127,
"step": 1450
},
{
"epoch": 6.488888888888889,
"grad_norm": 0.35442689061164856,
"learning_rate": 5.9839044749828335e-05,
"loss": 0.027673700451850893,
"step": 1460
},
{
"epoch": 6.533333333333333,
"grad_norm": 0.12377811968326569,
"learning_rate": 5.982927171758863e-05,
"loss": 0.024320544302463533,
"step": 1470
},
{
"epoch": 6.5777777777777775,
"grad_norm": 0.41834911704063416,
"learning_rate": 5.981921150680884e-05,
"loss": 0.027434533834457396,
"step": 1480
},
{
"epoch": 6.622222222222222,
"grad_norm": 0.2632192373275757,
"learning_rate": 5.980886421434271e-05,
"loss": 0.023983579874038697,
"step": 1490
},
{
"epoch": 6.666666666666667,
"grad_norm": 0.6196466088294983,
"learning_rate": 5.979822993980784e-05,
"loss": 0.02572091817855835,
"step": 1500
},
{
"epoch": 6.711111111111111,
"grad_norm": 0.42908981442451477,
"learning_rate": 5.978730878558472e-05,
"loss": 0.022932884097099305,
"step": 1510
},
{
"epoch": 6.7555555555555555,
"grad_norm": 1.2562302350997925,
"learning_rate": 5.9776100856815736e-05,
"loss": 0.024826666712760924,
"step": 1520
},
{
"epoch": 6.8,
"grad_norm": 0.156297504901886,
"learning_rate": 5.9764606261404197e-05,
"loss": 0.020381520688533782,
"step": 1530
},
{
"epoch": 6.844444444444444,
"grad_norm": 0.4894500970840454,
"learning_rate": 5.975282511001325e-05,
"loss": 0.02667376399040222,
"step": 1540
},
{
"epoch": 6.888888888888889,
"grad_norm": 0.29653042554855347,
"learning_rate": 5.974075751606482e-05,
"loss": 0.0210765540599823,
"step": 1550
},
{
"epoch": 6.933333333333334,
"grad_norm": 0.48105350136756897,
"learning_rate": 5.972840359573856e-05,
"loss": 0.021568430960178374,
"step": 1560
},
{
"epoch": 6.977777777777778,
"grad_norm": 0.19659851491451263,
"learning_rate": 5.9715763467970674e-05,
"loss": 0.029361891746520995,
"step": 1570
},
{
"epoch": 7.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9745605911725351,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9745605911725351,
"eval_loss": 0.02326256036758423,
"eval_mean_accuracy": 0.9745605911725351,
"eval_mean_iou": 0.48728029558626756,
"eval_overall_accuracy": 0.9745605911725351,
"eval_runtime": 4.9868,
"eval_samples_per_second": 63.768,
"eval_steps_per_second": 8.021,
"step": 1575
},
{
"epoch": 7.022222222222222,
"grad_norm": 0.30831804871559143,
"learning_rate": 5.970283725445283e-05,
"loss": 0.021829694509506226,
"step": 1580
},
{
"epoch": 7.066666666666666,
"grad_norm": 0.3810664117336273,
"learning_rate": 5.968962507963095e-05,
"loss": 0.023245696723461152,
"step": 1590
},
{
"epoch": 7.111111111111111,
"grad_norm": 0.37900832295417786,
"learning_rate": 5.967612707070401e-05,
"loss": 0.019126971065998078,
"step": 1600
},
{
"epoch": 7.155555555555556,
"grad_norm": 0.7442126870155334,
"learning_rate": 5.966234335762284e-05,
"loss": 0.028181317448616027,
"step": 1610
},
{
"epoch": 7.2,
"grad_norm": 0.48315268754959106,
"learning_rate": 5.964827407308885e-05,
"loss": 0.028313300013542174,
"step": 1620
},
{
"epoch": 7.2444444444444445,
"grad_norm": 0.5287045240402222,
"learning_rate": 5.963391935255277e-05,
"loss": 0.022829659283161163,
"step": 1630
},
{
"epoch": 7.288888888888889,
"grad_norm": 0.22872966527938843,
"learning_rate": 5.9619279334213346e-05,
"loss": 0.028395310044288635,
"step": 1640
},
{
"epoch": 7.333333333333333,
"grad_norm": 0.7591527700424194,
"learning_rate": 5.960435415901598e-05,
"loss": 0.02693500220775604,
"step": 1650
},
{
"epoch": 7.377777777777778,
"grad_norm": 0.24480341374874115,
"learning_rate": 5.958914397065142e-05,
"loss": 0.022064709663391115,
"step": 1660
},
{
"epoch": 7.4222222222222225,
"grad_norm": 0.10583412647247314,
"learning_rate": 5.957364891555434e-05,
"loss": 0.019875745475292205,
"step": 1670
},
{
"epoch": 7.466666666666667,
"grad_norm": 0.19980314373970032,
"learning_rate": 5.9557869142901935e-05,
"loss": 0.017398793995380402,
"step": 1680
},
{
"epoch": 7.511111111111111,
"grad_norm": 0.2687499523162842,
"learning_rate": 5.9541804804612505e-05,
"loss": 0.025153425335884095,
"step": 1690
},
{
"epoch": 7.555555555555555,
"grad_norm": 0.6190925240516663,
"learning_rate": 5.9525456055343965e-05,
"loss": 0.02306385487318039,
"step": 1700
},
{
"epoch": 7.6,
"grad_norm": 0.174056738615036,
"learning_rate": 5.950882305249239e-05,
"loss": 0.022678129374980927,
"step": 1710
},
{
"epoch": 7.644444444444445,
"grad_norm": 0.1692689061164856,
"learning_rate": 5.949190595619046e-05,
"loss": 0.023095321655273438,
"step": 1720
},
{
"epoch": 7.688888888888889,
"grad_norm": 0.1307246834039688,
"learning_rate": 5.947470492930596e-05,
"loss": 0.018887031078338622,
"step": 1730
},
{
"epoch": 7.733333333333333,
"grad_norm": 0.29090988636016846,
"learning_rate": 5.945722013744016e-05,
"loss": 0.030557361245155335,
"step": 1740
},
{
"epoch": 7.777777777777778,
"grad_norm": 0.213711678981781,
"learning_rate": 5.943945174892627e-05,
"loss": 0.02240873724222183,
"step": 1750
},
{
"epoch": 7.822222222222222,
"grad_norm": 0.480829119682312,
"learning_rate": 5.942139993482781e-05,
"loss": 0.026100322604179382,
"step": 1760
},
{
"epoch": 7.866666666666667,
"grad_norm": 0.1798330694437027,
"learning_rate": 5.940306486893694e-05,
"loss": 0.02332938462495804,
"step": 1770
},
{
"epoch": 7.911111111111111,
"grad_norm": 0.484030157327652,
"learning_rate": 5.938444672777279e-05,
"loss": 0.02182285636663437,
"step": 1780
},
{
"epoch": 7.955555555555556,
"grad_norm": 0.4164707362651825,
"learning_rate": 5.9365545690579784e-05,
"loss": 0.026998502016067506,
"step": 1790
},
{
"epoch": 8.0,
"grad_norm": 0.512827455997467,
"learning_rate": 5.934636193932592e-05,
"loss": 0.021303069591522217,
"step": 1800
},
{
"epoch": 8.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9862792370358542,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9862792370358542,
"eval_loss": 0.02089126780629158,
"eval_mean_accuracy": 0.9862792370358542,
"eval_mean_iou": 0.4931396185179271,
"eval_overall_accuracy": 0.9862792370358542,
"eval_runtime": 4.3873,
"eval_samples_per_second": 72.483,
"eval_steps_per_second": 9.117,
"step": 1800
},
{
"epoch": 8.044444444444444,
"grad_norm": 0.3750280439853668,
"learning_rate": 5.932689565870096e-05,
"loss": 0.02774544060230255,
"step": 1810
},
{
"epoch": 8.088888888888889,
"grad_norm": 0.09331250190734863,
"learning_rate": 5.9307147036114715e-05,
"loss": 0.018551455438137056,
"step": 1820
},
{
"epoch": 8.133333333333333,
"grad_norm": 0.2520679235458374,
"learning_rate": 5.928711626169522e-05,
"loss": 0.02102348506450653,
"step": 1830
},
{
"epoch": 8.177777777777777,
"grad_norm": 0.22293546795845032,
"learning_rate": 5.926680352828688e-05,
"loss": 0.021540656685829163,
"step": 1840
},
{
"epoch": 8.222222222222221,
"grad_norm": 0.3365994393825531,
"learning_rate": 5.924620903144866e-05,
"loss": 0.01952708214521408,
"step": 1850
},
{
"epoch": 8.266666666666667,
"grad_norm": 0.178181454539299,
"learning_rate": 5.922533296945217e-05,
"loss": 0.01960945427417755,
"step": 1860
},
{
"epoch": 8.311111111111112,
"grad_norm": 0.7973014712333679,
"learning_rate": 5.920417554327973e-05,
"loss": 0.023567810654640198,
"step": 1870
},
{
"epoch": 8.355555555555556,
"grad_norm": 0.2192898988723755,
"learning_rate": 5.918273695662252e-05,
"loss": 0.020967347919940947,
"step": 1880
},
{
"epoch": 8.4,
"grad_norm": 0.4955143630504608,
"learning_rate": 5.916101741587852e-05,
"loss": 0.022594356536865236,
"step": 1890
},
{
"epoch": 8.444444444444445,
"grad_norm": 0.1294562667608261,
"learning_rate": 5.91390171301506e-05,
"loss": 0.020742426812648772,
"step": 1900
},
{
"epoch": 8.488888888888889,
"grad_norm": 1.841516375541687,
"learning_rate": 5.911673631124446e-05,
"loss": 0.02064659893512726,
"step": 1910
},
{
"epoch": 8.533333333333333,
"grad_norm": 0.3090057373046875,
"learning_rate": 5.909417517366662e-05,
"loss": 0.0244680181145668,
"step": 1920
},
{
"epoch": 8.577777777777778,
"grad_norm": 0.24640917778015137,
"learning_rate": 5.907133393462233e-05,
"loss": 0.02893313765525818,
"step": 1930
},
{
"epoch": 8.622222222222222,
"grad_norm": 0.37263238430023193,
"learning_rate": 5.904821281401349e-05,
"loss": 0.02242177277803421,
"step": 1940
},
{
"epoch": 8.666666666666666,
"grad_norm": 0.22164225578308105,
"learning_rate": 5.902481203443655e-05,
"loss": 0.022078101336956025,
"step": 1950
},
{
"epoch": 8.71111111111111,
"grad_norm": 0.7043717503547668,
"learning_rate": 5.900113182118033e-05,
"loss": 0.027357828617095948,
"step": 1960
},
{
"epoch": 8.755555555555556,
"grad_norm": 0.17114096879959106,
"learning_rate": 5.8977172402223887e-05,
"loss": 0.02590107321739197,
"step": 1970
},
{
"epoch": 8.8,
"grad_norm": 0.2260318547487259,
"learning_rate": 5.89529340082343e-05,
"loss": 0.022403007745742796,
"step": 1980
},
{
"epoch": 8.844444444444445,
"grad_norm": 0.22599756717681885,
"learning_rate": 5.892841687256444e-05,
"loss": 0.01884809285402298,
"step": 1990
},
{
"epoch": 8.88888888888889,
"grad_norm": 0.09801608324050903,
"learning_rate": 5.890362123125077e-05,
"loss": 0.01886136084794998,
"step": 2000
},
{
"epoch": 8.933333333333334,
"grad_norm": 0.3745884895324707,
"learning_rate": 5.887854732301101e-05,
"loss": 0.02581452429294586,
"step": 2010
},
{
"epoch": 8.977777777777778,
"grad_norm": 0.1903250515460968,
"learning_rate": 5.885319538924189e-05,
"loss": 0.021467125415802,
"step": 2020
},
{
"epoch": 9.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9880881168493166,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9880881168493166,
"eval_loss": 0.022039713338017464,
"eval_mean_accuracy": 0.9880881168493166,
"eval_mean_iou": 0.4940440584246583,
"eval_overall_accuracy": 0.9880881168493166,
"eval_runtime": 4.9326,
"eval_samples_per_second": 64.469,
"eval_steps_per_second": 8.109,
"step": 2025
},
{
"epoch": 9.022222222222222,
"grad_norm": 0.29114872217178345,
"learning_rate": 5.882756567401678e-05,
"loss": 0.02046652287244797,
"step": 2030
},
{
"epoch": 9.066666666666666,
"grad_norm": 0.36242613196372986,
"learning_rate": 5.88016584240834e-05,
"loss": 0.020714859664440154,
"step": 2040
},
{
"epoch": 9.11111111111111,
"grad_norm": 0.24400602281093597,
"learning_rate": 5.877547388886138e-05,
"loss": 0.015958608686923982,
"step": 2050
},
{
"epoch": 9.155555555555555,
"grad_norm": 0.20057950913906097,
"learning_rate": 5.874901232043988e-05,
"loss": 0.020959481596946716,
"step": 2060
},
{
"epoch": 9.2,
"grad_norm": 0.37113210558891296,
"learning_rate": 5.872227397357522e-05,
"loss": 0.018901588022708894,
"step": 2070
},
{
"epoch": 9.244444444444444,
"grad_norm": 0.2561708092689514,
"learning_rate": 5.8695259105688334e-05,
"loss": 0.027983573079109193,
"step": 2080
},
{
"epoch": 9.28888888888889,
"grad_norm": 0.28498613834381104,
"learning_rate": 5.8667967976862354e-05,
"loss": 0.027293893694877624,
"step": 2090
},
{
"epoch": 9.333333333333334,
"grad_norm": 0.1498035043478012,
"learning_rate": 5.8640400849840084e-05,
"loss": 0.0197441428899765,
"step": 2100
},
{
"epoch": 9.377777777777778,
"grad_norm": 0.2116042822599411,
"learning_rate": 5.8612557990021485e-05,
"loss": 0.018968820571899414,
"step": 2110
},
{
"epoch": 9.422222222222222,
"grad_norm": 0.10620342195034027,
"learning_rate": 5.858443966546108e-05,
"loss": 0.019327281415462493,
"step": 2120
},
{
"epoch": 9.466666666666667,
"grad_norm": 0.39922022819519043,
"learning_rate": 5.855604614686544e-05,
"loss": 0.019729509949684143,
"step": 2130
},
{
"epoch": 9.511111111111111,
"grad_norm": 0.37401795387268066,
"learning_rate": 5.852737770759053e-05,
"loss": 0.017794091999530793,
"step": 2140
},
{
"epoch": 9.555555555555555,
"grad_norm": 0.15316298604011536,
"learning_rate": 5.8498434623639075e-05,
"loss": 0.016887250542640685,
"step": 2150
},
{
"epoch": 9.6,
"grad_norm": 0.41028714179992676,
"learning_rate": 5.8469217173657915e-05,
"loss": 0.022824101150035858,
"step": 2160
},
{
"epoch": 9.644444444444444,
"grad_norm": 1.0843021869659424,
"learning_rate": 5.843972563893535e-05,
"loss": 0.022220319509506224,
"step": 2170
},
{
"epoch": 9.688888888888888,
"grad_norm": 0.27494609355926514,
"learning_rate": 5.840996030339838e-05,
"loss": 0.021847550570964814,
"step": 2180
},
{
"epoch": 9.733333333333333,
"grad_norm": 0.17890681326389313,
"learning_rate": 5.837992145361001e-05,
"loss": 0.01540495753288269,
"step": 2190
},
{
"epoch": 9.777777777777779,
"grad_norm": 1.7246273756027222,
"learning_rate": 5.8349609378766475e-05,
"loss": 0.021896225214004517,
"step": 2200
},
{
"epoch": 9.822222222222223,
"grad_norm": 0.26342257857322693,
"learning_rate": 5.8319024370694456e-05,
"loss": 0.017678411304950715,
"step": 2210
},
{
"epoch": 9.866666666666667,
"grad_norm": 0.16534309089183807,
"learning_rate": 5.828816672384827e-05,
"loss": 0.023056669533252715,
"step": 2220
},
{
"epoch": 9.911111111111111,
"grad_norm": 0.44752565026283264,
"learning_rate": 5.8257036735307045e-05,
"loss": 0.01582224667072296,
"step": 2230
},
{
"epoch": 9.955555555555556,
"grad_norm": 2.0666565895080566,
"learning_rate": 5.822563470477185e-05,
"loss": 0.021694257855415344,
"step": 2240
},
{
"epoch": 10.0,
"grad_norm": 0.23703497648239136,
"learning_rate": 5.819396093456282e-05,
"loss": 0.01860710084438324,
"step": 2250
},
{
"epoch": 10.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9848576935018577,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9848576935018577,
"eval_loss": 0.0180215984582901,
"eval_mean_accuracy": 0.9848576935018577,
"eval_mean_iou": 0.49242884675092885,
"eval_overall_accuracy": 0.9848576935018577,
"eval_runtime": 4.9586,
"eval_samples_per_second": 64.131,
"eval_steps_per_second": 8.067,
"step": 2250
},
{
"epoch": 10.044444444444444,
"grad_norm": 0.39713430404663086,
"learning_rate": 5.816201572961623e-05,
"loss": 0.018186010420322418,
"step": 2260
},
{
"epoch": 10.088888888888889,
"grad_norm": 0.39852485060691833,
"learning_rate": 5.812979939748156e-05,
"loss": 0.01676541566848755,
"step": 2270
},
{
"epoch": 10.133333333333333,
"grad_norm": 0.23559890687465668,
"learning_rate": 5.809731224831857e-05,
"loss": 0.017047233879566193,
"step": 2280
},
{
"epoch": 10.177777777777777,
"grad_norm": 1.0538610219955444,
"learning_rate": 5.806455459489426e-05,
"loss": 0.02245011627674103,
"step": 2290
},
{
"epoch": 10.222222222222221,
"grad_norm": 0.24289731681346893,
"learning_rate": 5.803152675257989e-05,
"loss": 0.017808344960212708,
"step": 2300
},
{
"epoch": 10.266666666666667,
"grad_norm": 0.10697416961193085,
"learning_rate": 5.799822903934794e-05,
"loss": 0.024378865957260132,
"step": 2310
},
{
"epoch": 10.311111111111112,
"grad_norm": 0.6996863484382629,
"learning_rate": 5.796466177576906e-05,
"loss": 0.026009055972099304,
"step": 2320
},
{
"epoch": 10.355555555555556,
"grad_norm": 0.4658281207084656,
"learning_rate": 5.793082528500895e-05,
"loss": 0.021320921182632447,
"step": 2330
},
{
"epoch": 10.4,
"grad_norm": 0.4343336522579193,
"learning_rate": 5.789671989282528e-05,
"loss": 0.020815525949001313,
"step": 2340
},
{
"epoch": 10.444444444444445,
"grad_norm": 0.16455000638961792,
"learning_rate": 5.786234592756454e-05,
"loss": 0.02079024165868759,
"step": 2350
},
{
"epoch": 10.488888888888889,
"grad_norm": 0.3502999544143677,
"learning_rate": 5.782770372015889e-05,
"loss": 0.019926668703556062,
"step": 2360
},
{
"epoch": 10.533333333333333,
"grad_norm": 0.3744206428527832,
"learning_rate": 5.779279360412295e-05,
"loss": 0.018947923183441163,
"step": 2370
},
{
"epoch": 10.577777777777778,
"grad_norm": 0.3867523968219757,
"learning_rate": 5.7757615915550633e-05,
"loss": 0.019462314248085023,
"step": 2380
},
{
"epoch": 10.622222222222222,
"grad_norm": 0.15724360942840576,
"learning_rate": 5.772217099311185e-05,
"loss": 0.015563493967056275,
"step": 2390
},
{
"epoch": 10.666666666666666,
"grad_norm": 1.2062114477157593,
"learning_rate": 5.7686459178049306e-05,
"loss": 0.01959804743528366,
"step": 2400
},
{
"epoch": 10.71111111111111,
"grad_norm": 0.10765093564987183,
"learning_rate": 5.7650480814175176e-05,
"loss": 0.018212300539016724,
"step": 2410
},
{
"epoch": 10.755555555555556,
"grad_norm": 0.18617188930511475,
"learning_rate": 5.7614236247867814e-05,
"loss": 0.01866161972284317,
"step": 2420
},
{
"epoch": 10.8,
"grad_norm": 0.17051208019256592,
"learning_rate": 5.757772582806842e-05,
"loss": 0.02406514883041382,
"step": 2430
},
{
"epoch": 10.844444444444445,
"grad_norm": 0.7377229332923889,
"learning_rate": 5.754094990627764e-05,
"loss": 0.0193157821893692,
"step": 2440
},
{
"epoch": 10.88888888888889,
"grad_norm": 0.16451075673103333,
"learning_rate": 5.7503908836552275e-05,
"loss": 0.020191529393196107,
"step": 2450
},
{
"epoch": 10.933333333333334,
"grad_norm": 0.589508593082428,
"learning_rate": 5.7466602975501765e-05,
"loss": 0.01552746444940567,
"step": 2460
},
{
"epoch": 10.977777777777778,
"grad_norm": 0.20275713503360748,
"learning_rate": 5.742903268228481e-05,
"loss": 0.019462943077087402,
"step": 2470
},
{
"epoch": 11.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9854695577219651,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9854695577219651,
"eval_loss": 0.018634160980582237,
"eval_mean_accuracy": 0.9854695577219651,
"eval_mean_iou": 0.49273477886098255,
"eval_overall_accuracy": 0.9854695577219651,
"eval_runtime": 4.0886,
"eval_samples_per_second": 77.778,
"eval_steps_per_second": 9.783,
"step": 2475
},
{
"epoch": 11.022222222222222,
"grad_norm": 0.22702719271183014,
"learning_rate": 5.7391198318605936e-05,
"loss": 0.021507586538791656,
"step": 2480
},
{
"epoch": 11.066666666666666,
"grad_norm": 0.15014351904392242,
"learning_rate": 5.735310024871194e-05,
"loss": 0.01483003944158554,
"step": 2490
},
{
"epoch": 11.11111111111111,
"grad_norm": 0.1705402284860611,
"learning_rate": 5.731473883938846e-05,
"loss": 0.018740904331207276,
"step": 2500
},
{
"epoch": 11.155555555555555,
"grad_norm": 0.23914994299411774,
"learning_rate": 5.72761144599564e-05,
"loss": 0.019413051009178162,
"step": 2510
},
{
"epoch": 11.2,
"grad_norm": 0.1302383542060852,
"learning_rate": 5.723722748226836e-05,
"loss": 0.01516767293214798,
"step": 2520
},
{
"epoch": 11.244444444444444,
"grad_norm": 0.41887909173965454,
"learning_rate": 5.719807828070514e-05,
"loss": 0.016580724716186525,
"step": 2530
},
{
"epoch": 11.28888888888889,
"grad_norm": 0.4549539387226105,
"learning_rate": 5.7158667232172004e-05,
"loss": 0.01691744029521942,
"step": 2540
},
{
"epoch": 11.333333333333334,
"grad_norm": 0.2458135187625885,
"learning_rate": 5.711899471609517e-05,
"loss": 0.02118345946073532,
"step": 2550
},
{
"epoch": 11.377777777777778,
"grad_norm": 0.22240404784679413,
"learning_rate": 5.70790611144181e-05,
"loss": 0.02034774571657181,
"step": 2560
},
{
"epoch": 11.422222222222222,
"grad_norm": 0.22506876289844513,
"learning_rate": 5.7038866811597826e-05,
"loss": 0.019588840007781983,
"step": 2570
},
{
"epoch": 11.466666666666667,
"grad_norm": 0.5556941032409668,
"learning_rate": 5.699841219460127e-05,
"loss": 0.02597571015357971,
"step": 2580
},
{
"epoch": 11.511111111111111,
"grad_norm": 0.2758418619632721,
"learning_rate": 5.695769765290148e-05,
"loss": 0.015017086267471313,
"step": 2590
},
{
"epoch": 11.555555555555555,
"grad_norm": 0.8639801144599915,
"learning_rate": 5.6916723578473955e-05,
"loss": 0.0170652836561203,
"step": 2600
},
{
"epoch": 11.6,
"grad_norm": 0.22511881589889526,
"learning_rate": 5.687549036579275e-05,
"loss": 0.016348060965538026,
"step": 2610
},
{
"epoch": 11.644444444444444,
"grad_norm": 0.3932984471321106,
"learning_rate": 5.6833998411826795e-05,
"loss": 0.01571182757616043,
"step": 2620
},
{
"epoch": 11.688888888888888,
"grad_norm": 0.8065228462219238,
"learning_rate": 5.679224811603603e-05,
"loss": 0.022435690462589263,
"step": 2630
},
{
"epoch": 11.733333333333333,
"grad_norm": 0.24713853001594543,
"learning_rate": 5.675023988036754e-05,
"loss": 0.023287481069564818,
"step": 2640
},
{
"epoch": 11.777777777777779,
"grad_norm": 0.2708222270011902,
"learning_rate": 5.670797410925171e-05,
"loss": 0.022461412847042082,
"step": 2650
},
{
"epoch": 11.822222222222223,
"grad_norm": 0.44739246368408203,
"learning_rate": 5.666545120959831e-05,
"loss": 0.01553283929824829,
"step": 2660
},
{
"epoch": 11.866666666666667,
"grad_norm": 0.45830896496772766,
"learning_rate": 5.662267159079262e-05,
"loss": 0.01808589994907379,
"step": 2670
},
{
"epoch": 11.911111111111111,
"grad_norm": 0.2438342273235321,
"learning_rate": 5.6579635664691445e-05,
"loss": 0.015603311359882355,
"step": 2680
},
{
"epoch": 11.955555555555556,
"grad_norm": 0.29044410586357117,
"learning_rate": 5.653634384561914e-05,
"loss": 0.016543711721897125,
"step": 2690
},
{
"epoch": 12.0,
"grad_norm": 0.3219044506549835,
"learning_rate": 5.649279655036368e-05,
"loss": 0.013632658123970031,
"step": 2700
},
{
"epoch": 12.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.983479450630916,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.983479450630916,
"eval_loss": 0.017393598333001137,
"eval_mean_accuracy": 0.983479450630916,
"eval_mean_iou": 0.491739725315458,
"eval_overall_accuracy": 0.983479450630916,
"eval_runtime": 5.0032,
"eval_samples_per_second": 63.56,
"eval_steps_per_second": 7.995,
"step": 2700
},
{
"epoch": 12.044444444444444,
"grad_norm": 0.6327373385429382,
"learning_rate": 5.6448994198172606e-05,
"loss": 0.01692250221967697,
"step": 2710
},
{
"epoch": 12.088888888888889,
"grad_norm": 0.30729398131370544,
"learning_rate": 5.6404937210748994e-05,
"loss": 0.014396494626998902,
"step": 2720
},
{
"epoch": 12.133333333333333,
"grad_norm": 0.33513402938842773,
"learning_rate": 5.636062601224737e-05,
"loss": 0.015194615721702576,
"step": 2730
},
{
"epoch": 12.177777777777777,
"grad_norm": 1.0292479991912842,
"learning_rate": 5.631606102926971e-05,
"loss": 0.019913801550865175,
"step": 2740
},
{
"epoch": 12.222222222222221,
"grad_norm": 0.7539405822753906,
"learning_rate": 5.6271242690861226e-05,
"loss": 0.019662556052207947,
"step": 2750
},
{
"epoch": 12.266666666666667,
"grad_norm": 0.369282066822052,
"learning_rate": 5.622617142850631e-05,
"loss": 0.019444176554679872,
"step": 2760
},
{
"epoch": 12.311111111111112,
"grad_norm": 4.0517497062683105,
"learning_rate": 5.618084767612434e-05,
"loss": 0.01853087991476059,
"step": 2770
},
{
"epoch": 12.355555555555556,
"grad_norm": 0.35096538066864014,
"learning_rate": 5.613527187006555e-05,
"loss": 0.020319417119026184,
"step": 2780
},
{
"epoch": 12.4,
"grad_norm": 0.538619339466095,
"learning_rate": 5.608944444910674e-05,
"loss": 0.014907598495483398,
"step": 2790
},
{
"epoch": 12.444444444444445,
"grad_norm": 0.3902283310890198,
"learning_rate": 5.604336585444718e-05,
"loss": 0.014838707447052003,
"step": 2800
},
{
"epoch": 12.488888888888889,
"grad_norm": 0.520384669303894,
"learning_rate": 5.599703652970423e-05,
"loss": 0.01920664757490158,
"step": 2810
},
{
"epoch": 12.533333333333333,
"grad_norm": 0.12784866988658905,
"learning_rate": 5.5950456920909174e-05,
"loss": 0.01594909280538559,
"step": 2820
},
{
"epoch": 12.577777777777778,
"grad_norm": 0.25229910016059875,
"learning_rate": 5.5903627476502855e-05,
"loss": 0.019417032599449158,
"step": 2830
},
{
"epoch": 12.622222222222222,
"grad_norm": 0.441182941198349,
"learning_rate": 5.585654864733141e-05,
"loss": 0.020194678008556365,
"step": 2840
},
{
"epoch": 12.666666666666666,
"grad_norm": 0.6845587491989136,
"learning_rate": 5.580922088664188e-05,
"loss": 0.016160233318805693,
"step": 2850
},
{
"epoch": 12.71111111111111,
"grad_norm": 0.3858337998390198,
"learning_rate": 5.576164465007786e-05,
"loss": 0.02434242218732834,
"step": 2860
},
{
"epoch": 12.755555555555556,
"grad_norm": 0.18722186982631683,
"learning_rate": 5.571382039567517e-05,
"loss": 0.01821141690015793,
"step": 2870
},
{
"epoch": 12.8,
"grad_norm": 0.19352248311042786,
"learning_rate": 5.566574858385737e-05,
"loss": 0.015436571836471558,
"step": 2880
},
{
"epoch": 12.844444444444445,
"grad_norm": 0.22652943432331085,
"learning_rate": 5.561742967743135e-05,
"loss": 0.019451597332954408,
"step": 2890
},
{
"epoch": 12.88888888888889,
"grad_norm": 0.24467973411083221,
"learning_rate": 5.55688641415829e-05,
"loss": 0.02115028500556946,
"step": 2900
},
{
"epoch": 12.933333333333334,
"grad_norm": 0.20933757722377777,
"learning_rate": 5.5520052443872186e-05,
"loss": 0.01737414002418518,
"step": 2910
},
{
"epoch": 12.977777777777778,
"grad_norm": 0.21362937986850739,
"learning_rate": 5.547099505422931e-05,
"loss": 0.0196531280875206,
"step": 2920
},
{
"epoch": 13.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9898356002002386,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9898356002002386,
"eval_loss": 0.018248561769723892,
"eval_mean_accuracy": 0.9898356002002386,
"eval_mean_iou": 0.4949178001001193,
"eval_overall_accuracy": 0.9898356002002386,
"eval_runtime": 4.4802,
"eval_samples_per_second": 70.978,
"eval_steps_per_second": 8.928,
"step": 2925
},
{
"epoch": 13.022222222222222,
"grad_norm": 0.5187875032424927,
"learning_rate": 5.5421692444949704e-05,
"loss": 0.017868484556674957,
"step": 2930
},
{
"epoch": 13.066666666666666,
"grad_norm": 0.666745662689209,
"learning_rate": 5.5372145090689684e-05,
"loss": 0.02043323814868927,
"step": 2940
},
{
"epoch": 13.11111111111111,
"grad_norm": 0.24603652954101562,
"learning_rate": 5.532235346846177e-05,
"loss": 0.017392222583293915,
"step": 2950
},
{
"epoch": 13.155555555555555,
"grad_norm": 0.1025647222995758,
"learning_rate": 5.5272318057630196e-05,
"loss": 0.017882135510444642,
"step": 2960
},
{
"epoch": 13.2,
"grad_norm": 0.13730789721012115,
"learning_rate": 5.5222039339906205e-05,
"loss": 0.016534918546676637,
"step": 2970
},
{
"epoch": 13.244444444444444,
"grad_norm": 0.10700178891420364,
"learning_rate": 5.51715177993435e-05,
"loss": 0.014750665426254273,
"step": 2980
},
{
"epoch": 13.28888888888889,
"grad_norm": 0.40602031350135803,
"learning_rate": 5.5120753922333506e-05,
"loss": 0.020720386505126955,
"step": 2990
},
{
"epoch": 13.333333333333334,
"grad_norm": 0.5984240174293518,
"learning_rate": 5.5069748197600735e-05,
"loss": 0.018232697248458864,
"step": 3000
},
{
"epoch": 13.377777777777778,
"grad_norm": 0.49178346991539,
"learning_rate": 5.501850111619805e-05,
"loss": 0.015743085741996767,
"step": 3010
},
{
"epoch": 13.422222222222222,
"grad_norm": 0.20866259932518005,
"learning_rate": 5.496701317150196e-05,
"loss": 0.015244263410568237,
"step": 3020
},
{
"epoch": 13.466666666666667,
"grad_norm": 0.3186033070087433,
"learning_rate": 5.491528485920788e-05,
"loss": 0.014633914828300476,
"step": 3030
},
{
"epoch": 13.511111111111111,
"grad_norm": 0.31360217928886414,
"learning_rate": 5.486331667732532e-05,
"loss": 0.020519538223743437,
"step": 3040
},
{
"epoch": 13.555555555555555,
"grad_norm": 0.3415757119655609,
"learning_rate": 5.481110912617311e-05,
"loss": 0.020377354323863985,
"step": 3050
},
{
"epoch": 13.6,
"grad_norm": 0.43776458501815796,
"learning_rate": 5.475866270837461e-05,
"loss": 0.01740396022796631,
"step": 3060
},
{
"epoch": 13.644444444444444,
"grad_norm": 0.3046082854270935,
"learning_rate": 5.4705977928852825e-05,
"loss": 0.018137095868587493,
"step": 3070
},
{
"epoch": 13.688888888888888,
"grad_norm": 0.12367811053991318,
"learning_rate": 5.465305529482557e-05,
"loss": 0.01658170223236084,
"step": 3080
},
{
"epoch": 13.733333333333333,
"grad_norm": 0.29606443643569946,
"learning_rate": 5.459989531580058e-05,
"loss": 0.016600155830383302,
"step": 3090
},
{
"epoch": 13.777777777777779,
"grad_norm": 0.2304660528898239,
"learning_rate": 5.4546498503570626e-05,
"loss": 0.016639120876789093,
"step": 3100
},
{
"epoch": 13.822222222222223,
"grad_norm": 0.24718496203422546,
"learning_rate": 5.449286537220853e-05,
"loss": 0.020870281755924223,
"step": 3110
},
{
"epoch": 13.866666666666667,
"grad_norm": 0.4153110086917877,
"learning_rate": 5.443899643806229e-05,
"loss": 0.016263550519943236,
"step": 3120
},
{
"epoch": 13.911111111111111,
"grad_norm": 0.3598655164241791,
"learning_rate": 5.4384892219750074e-05,
"loss": 0.014671218395233155,
"step": 3130
},
{
"epoch": 13.955555555555556,
"grad_norm": 0.24351271986961365,
"learning_rate": 5.4330553238155195e-05,
"loss": 0.016386467218399047,
"step": 3140
},
{
"epoch": 14.0,
"grad_norm": 0.4209583103656769,
"learning_rate": 5.427598001642115e-05,
"loss": 0.014098793268203735,
"step": 3150
},
{
"epoch": 14.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9861287079895378,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9861287079895378,
"eval_loss": 0.01644517481327057,
"eval_mean_accuracy": 0.9861287079895378,
"eval_mean_iou": 0.4930643539947689,
"eval_overall_accuracy": 0.9861287079895378,
"eval_runtime": 5.0203,
"eval_samples_per_second": 63.343,
"eval_steps_per_second": 7.968,
"step": 3150
},
{
"epoch": 14.044444444444444,
"grad_norm": 0.14950770139694214,
"learning_rate": 5.4221173079946556e-05,
"loss": 0.016168467700481415,
"step": 3160
},
{
"epoch": 14.088888888888889,
"grad_norm": 0.16931293904781342,
"learning_rate": 5.4166132956380094e-05,
"loss": 0.013228373229503631,
"step": 3170
},
{
"epoch": 14.133333333333333,
"grad_norm": 0.14218904078006744,
"learning_rate": 5.411086017561545e-05,
"loss": 0.018651790916919708,
"step": 3180
},
{
"epoch": 14.177777777777777,
"grad_norm": 0.0931057557463646,
"learning_rate": 5.405535526978619e-05,
"loss": 0.015197348594665528,
"step": 3190
},
{
"epoch": 14.222222222222221,
"grad_norm": 0.21674780547618866,
"learning_rate": 5.3999618773260606e-05,
"loss": 0.013788039982318877,
"step": 3200
},
{
"epoch": 14.266666666666667,
"grad_norm": 9.478878021240234,
"learning_rate": 5.394365122263664e-05,
"loss": 0.021974164247512817,
"step": 3210
},
{
"epoch": 14.311111111111112,
"grad_norm": 0.1716259866952896,
"learning_rate": 5.388745315673671e-05,
"loss": 0.016454142332077027,
"step": 3220
},
{
"epoch": 14.355555555555556,
"grad_norm": 0.38121506571769714,
"learning_rate": 5.383102511660244e-05,
"loss": 0.017990656197071075,
"step": 3230
},
{
"epoch": 14.4,
"grad_norm": 0.2882017195224762,
"learning_rate": 5.377436764548955e-05,
"loss": 0.015024635195732116,
"step": 3240
},
{
"epoch": 14.444444444444445,
"grad_norm": 0.20212651789188385,
"learning_rate": 5.371748128886259e-05,
"loss": 0.013451874256134033,
"step": 3250
},
{
"epoch": 14.488888888888889,
"grad_norm": 1.434191346168518,
"learning_rate": 5.366036659438965e-05,
"loss": 0.016176268458366394,
"step": 3260
},
{
"epoch": 14.533333333333333,
"grad_norm": 0.5465851426124573,
"learning_rate": 5.3603024111937146e-05,
"loss": 0.016791558265686034,
"step": 3270
},
{
"epoch": 14.577777777777778,
"grad_norm": 0.2687932848930359,
"learning_rate": 5.3545454393564506e-05,
"loss": 0.017058029770851135,
"step": 3280
},
{
"epoch": 14.622222222222222,
"grad_norm": 0.45476430654525757,
"learning_rate": 5.348765799351882e-05,
"loss": 0.022091104090213774,
"step": 3290
},
{
"epoch": 14.666666666666666,
"grad_norm": 0.1616237759590149,
"learning_rate": 5.3429635468229584e-05,
"loss": 0.017325878143310547,
"step": 3300
},
{
"epoch": 14.71111111111111,
"grad_norm": 0.38689810037612915,
"learning_rate": 5.337138737630324e-05,
"loss": 0.015759383141994477,
"step": 3310
},
{
"epoch": 14.755555555555556,
"grad_norm": 0.37098243832588196,
"learning_rate": 5.3312914278517885e-05,
"loss": 0.01436927318572998,
"step": 3320
},
{
"epoch": 14.8,
"grad_norm": 0.2093076854944229,
"learning_rate": 5.325421673781784e-05,
"loss": 0.01572567820549011,
"step": 3330
},
{
"epoch": 14.844444444444445,
"grad_norm": 0.1502954065799713,
"learning_rate": 5.319529531930822e-05,
"loss": 0.015441009402275085,
"step": 3340
},
{
"epoch": 14.88888888888889,
"grad_norm": 0.05795728787779808,
"learning_rate": 5.313615059024949e-05,
"loss": 0.01906130164861679,
"step": 3350
},
{
"epoch": 14.933333333333334,
"grad_norm": 0.25697875022888184,
"learning_rate": 5.3076783120052046e-05,
"loss": 0.012249890714883804,
"step": 3360
},
{
"epoch": 14.977777777777778,
"grad_norm": 0.26788923144340515,
"learning_rate": 5.3017193480270675e-05,
"loss": 0.01380850374698639,
"step": 3370
},
{
"epoch": 15.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9834813894665752,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9834813894665752,
"eval_loss": 0.016938913613557816,
"eval_mean_accuracy": 0.9834813894665752,
"eval_mean_iou": 0.4917406947332876,
"eval_overall_accuracy": 0.9834813894665752,
"eval_runtime": 4.9765,
"eval_samples_per_second": 63.9,
"eval_steps_per_second": 8.038,
"step": 3375
},
{
"epoch": 15.022222222222222,
"grad_norm": 0.14800319075584412,
"learning_rate": 5.2957382244599106e-05,
"loss": 0.015058769285678864,
"step": 3380
},
{
"epoch": 15.066666666666666,
"grad_norm": 0.46365201473236084,
"learning_rate": 5.2897349988864426e-05,
"loss": 0.01727105677127838,
"step": 3390
},
{
"epoch": 15.11111111111111,
"grad_norm": 0.20886977016925812,
"learning_rate": 5.283709729102162e-05,
"loss": 0.015442529320716858,
"step": 3400
},
{
"epoch": 15.155555555555555,
"grad_norm": 0.16950465738773346,
"learning_rate": 5.277662473114793e-05,
"loss": 0.01710917353630066,
"step": 3410
},
{
"epoch": 15.2,
"grad_norm": 0.14677827060222626,
"learning_rate": 5.27159328914373e-05,
"loss": 0.01569821834564209,
"step": 3420
},
{
"epoch": 15.244444444444444,
"grad_norm": 0.15767405927181244,
"learning_rate": 5.265502235619477e-05,
"loss": 0.015042471885681152,
"step": 3430
},
{
"epoch": 15.28888888888889,
"grad_norm": 0.11843352019786835,
"learning_rate": 5.259389371183086e-05,
"loss": 0.014518451690673829,
"step": 3440
},
{
"epoch": 15.333333333333334,
"grad_norm": 0.3046417236328125,
"learning_rate": 5.2532547546855923e-05,
"loss": 0.015474611520767212,
"step": 3450
},
{
"epoch": 15.377777777777778,
"grad_norm": 0.2158462405204773,
"learning_rate": 5.247098445187442e-05,
"loss": 0.014826107025146484,
"step": 3460
},
{
"epoch": 15.422222222222222,
"grad_norm": 0.7991043925285339,
"learning_rate": 5.240920501957937e-05,
"loss": 0.01627553105354309,
"step": 3470
},
{
"epoch": 15.466666666666667,
"grad_norm": 0.20679478347301483,
"learning_rate": 5.2347209844746484e-05,
"loss": 0.015085215866565704,
"step": 3480
},
{
"epoch": 15.511111111111111,
"grad_norm": 0.25514882802963257,
"learning_rate": 5.2284999524228544e-05,
"loss": 0.01894485652446747,
"step": 3490
},
{
"epoch": 15.555555555555555,
"grad_norm": 0.21953126788139343,
"learning_rate": 5.2222574656949646e-05,
"loss": 0.020057114958763122,
"step": 3500
},
{
"epoch": 15.6,
"grad_norm": 0.28845933079719543,
"learning_rate": 5.215993584389938e-05,
"loss": 0.014156970381736755,
"step": 3510
},
{
"epoch": 15.644444444444444,
"grad_norm": 0.2641865611076355,
"learning_rate": 5.20970836881271e-05,
"loss": 0.01988045424222946,
"step": 3520
},
{
"epoch": 15.688888888888888,
"grad_norm": 0.1309666782617569,
"learning_rate": 5.203401879473609e-05,
"loss": 0.016284553706645964,
"step": 3530
},
{
"epoch": 15.733333333333333,
"grad_norm": 0.40189066529273987,
"learning_rate": 5.197074177087775e-05,
"loss": 0.01664513498544693,
"step": 3540
},
{
"epoch": 15.777777777777779,
"grad_norm": 0.32680052518844604,
"learning_rate": 5.190725322574574e-05,
"loss": 0.013683022558689117,
"step": 3550
},
{
"epoch": 15.822222222222223,
"grad_norm": 0.2134275883436203,
"learning_rate": 5.1843553770570135e-05,
"loss": 0.015080173313617707,
"step": 3560
},
{
"epoch": 15.866666666666667,
"grad_norm": 0.15053214132785797,
"learning_rate": 5.1779644018611504e-05,
"loss": 0.01286524087190628,
"step": 3570
},
{
"epoch": 15.911111111111111,
"grad_norm": 0.11935795098543167,
"learning_rate": 5.1715524585155055e-05,
"loss": 0.01499553769826889,
"step": 3580
},
{
"epoch": 15.955555555555556,
"grad_norm": 0.30144304037094116,
"learning_rate": 5.165119608750466e-05,
"loss": 0.012784159183502198,
"step": 3590
},
{
"epoch": 16.0,
"grad_norm": 0.16827891767024994,
"learning_rate": 5.158665914497695e-05,
"loss": 0.012316960096359252,
"step": 3600
},
{
"epoch": 16.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9851745854190402,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9851745854190402,
"eval_loss": 0.017505981028079987,
"eval_mean_accuracy": 0.9851745854190402,
"eval_mean_iou": 0.4925872927095201,
"eval_overall_accuracy": 0.9851745854190402,
"eval_runtime": 4.4631,
"eval_samples_per_second": 71.251,
"eval_steps_per_second": 8.962,
"step": 3600
},
{
"epoch": 16.044444444444444,
"grad_norm": 0.2909557819366455,
"learning_rate": 5.1521914378895365e-05,
"loss": 0.015978696942329406,
"step": 3610
},
{
"epoch": 16.08888888888889,
"grad_norm": 0.279092013835907,
"learning_rate": 5.145696241258408e-05,
"loss": 0.014709393680095672,
"step": 3620
},
{
"epoch": 16.133333333333333,
"grad_norm": 0.13046345114707947,
"learning_rate": 5.139180387136214e-05,
"loss": 0.01317310631275177,
"step": 3630
},
{
"epoch": 16.177777777777777,
"grad_norm": 0.199358269572258,
"learning_rate": 5.132643938253732e-05,
"loss": 0.015848933160305022,
"step": 3640
},
{
"epoch": 16.22222222222222,
"grad_norm": 0.15392941236495972,
"learning_rate": 5.126086957540019e-05,
"loss": 0.014615638554096222,
"step": 3650
},
{
"epoch": 16.266666666666666,
"grad_norm": 0.12797755002975464,
"learning_rate": 5.1195095081217944e-05,
"loss": 0.013077689707279206,
"step": 3660
},
{
"epoch": 16.31111111111111,
"grad_norm": 0.2860284745693207,
"learning_rate": 5.1129116533228425e-05,
"loss": 0.015378519892692566,
"step": 3670
},
{
"epoch": 16.355555555555554,
"grad_norm": 0.1093951165676117,
"learning_rate": 5.106293456663396e-05,
"loss": 0.019132941961288452,
"step": 3680
},
{
"epoch": 16.4,
"grad_norm": 0.1277124434709549,
"learning_rate": 5.099654981859529e-05,
"loss": 0.012462624162435532,
"step": 3690
},
{
"epoch": 16.444444444444443,
"grad_norm": 0.30958092212677,
"learning_rate": 5.092996292822539e-05,
"loss": 0.015587472915649414,
"step": 3700
},
{
"epoch": 16.488888888888887,
"grad_norm": 0.13282138109207153,
"learning_rate": 5.086317453658337e-05,
"loss": 0.01358308345079422,
"step": 3710
},
{
"epoch": 16.533333333333335,
"grad_norm": 0.22578182816505432,
"learning_rate": 5.079618528666826e-05,
"loss": 0.01614467203617096,
"step": 3720
},
{
"epoch": 16.57777777777778,
"grad_norm": 0.13008703291416168,
"learning_rate": 5.072899582341282e-05,
"loss": 0.014336599409580231,
"step": 3730
},
{
"epoch": 16.622222222222224,
"grad_norm": 0.2419137954711914,
"learning_rate": 5.066160679367737e-05,
"loss": 0.018063643574714662,
"step": 3740
},
{
"epoch": 16.666666666666668,
"grad_norm": 0.28087955713272095,
"learning_rate": 5.059401884624354e-05,
"loss": 0.014685027301311493,
"step": 3750
},
{
"epoch": 16.711111111111112,
"grad_norm": 0.2836267650127411,
"learning_rate": 5.052623263180799e-05,
"loss": 0.014226374030113221,
"step": 3760
},
{
"epoch": 16.755555555555556,
"grad_norm": 0.11046747118234634,
"learning_rate": 5.045824880297621e-05,
"loss": 0.012857003509998322,
"step": 3770
},
{
"epoch": 16.8,
"grad_norm": 0.15025067329406738,
"learning_rate": 5.0390068014256184e-05,
"loss": 0.014658236503601074,
"step": 3780
},
{
"epoch": 16.844444444444445,
"grad_norm": 0.10254954546689987,
"learning_rate": 5.032169092205212e-05,
"loss": 0.011833485215902328,
"step": 3790
},
{
"epoch": 16.88888888888889,
"grad_norm": 0.21225418150424957,
"learning_rate": 5.025311818465811e-05,
"loss": 0.018314675986766817,
"step": 3800
},
{
"epoch": 16.933333333333334,
"grad_norm": 0.14111171662807465,
"learning_rate": 5.018435046225182e-05,
"loss": 0.012658929824829102,
"step": 3810
},
{
"epoch": 16.977777777777778,
"grad_norm": 0.2379542738199234,
"learning_rate": 5.01153884168881e-05,
"loss": 0.01706341505050659,
"step": 3820
},
{
"epoch": 17.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9839445557629332,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9839445557629332,
"eval_loss": 0.01656997948884964,
"eval_mean_accuracy": 0.9839445557629332,
"eval_mean_iou": 0.4919722778814666,
"eval_overall_accuracy": 0.9839445557629332,
"eval_runtime": 5.0215,
"eval_samples_per_second": 63.328,
"eval_steps_per_second": 7.966,
"step": 3825
},
{
"epoch": 17.022222222222222,
"grad_norm": 0.39262789487838745,
"learning_rate": 5.004623271249263e-05,
"loss": 0.014760017395019531,
"step": 3830
},
{
"epoch": 17.066666666666666,
"grad_norm": 0.19445766508579254,
"learning_rate": 4.997688401485551e-05,
"loss": 0.014318600296974182,
"step": 3840
},
{
"epoch": 17.11111111111111,
"grad_norm": 0.37851327657699585,
"learning_rate": 4.99073429916249e-05,
"loss": 0.017509520053863525,
"step": 3850
},
{
"epoch": 17.155555555555555,
"grad_norm": 0.39725691080093384,
"learning_rate": 4.983761031230051e-05,
"loss": 0.015525509417057038,
"step": 3860
},
{
"epoch": 17.2,
"grad_norm": 0.19558538496494293,
"learning_rate": 4.976768664822725e-05,
"loss": 0.021957294642925264,
"step": 3870
},
{
"epoch": 17.244444444444444,
"grad_norm": Infinity,
"learning_rate": 4.9697572672588694e-05,
"loss": 0.01650039404630661,
"step": 3880
},
{
"epoch": 17.288888888888888,
"grad_norm": 0.21717479825019836,
"learning_rate": 4.962726906040062e-05,
"loss": 0.015944221615791322,
"step": 3890
},
{
"epoch": 17.333333333333332,
"grad_norm": 0.14977721869945526,
"learning_rate": 4.95567764885045e-05,
"loss": 0.014208893477916717,
"step": 3900
},
{
"epoch": 17.377777777777776,
"grad_norm": 0.2550029158592224,
"learning_rate": 4.9486095635561035e-05,
"loss": 0.023358891904354095,
"step": 3910
},
{
"epoch": 17.42222222222222,
"grad_norm": 0.2689019441604614,
"learning_rate": 4.9415227182043563e-05,
"loss": 0.017782679200172423,
"step": 3920
},
{
"epoch": 17.466666666666665,
"grad_norm": 0.2438889890909195,
"learning_rate": 4.934417181023152e-05,
"loss": 0.015798898041248323,
"step": 3930
},
{
"epoch": 17.511111111111113,
"grad_norm": 0.2148306518793106,
"learning_rate": 4.927293020420391e-05,
"loss": 0.015784426033496855,
"step": 3940
},
{
"epoch": 17.555555555555557,
"grad_norm": 0.12729798257350922,
"learning_rate": 4.920150304983267e-05,
"loss": 0.013893619179725647,
"step": 3950
},
{
"epoch": 17.6,
"grad_norm": 0.16336530447006226,
"learning_rate": 4.912989103477606e-05,
"loss": 0.013018724322319031,
"step": 3960
},
{
"epoch": 17.644444444444446,
"grad_norm": 0.2534140348434448,
"learning_rate": 4.905809484847213e-05,
"loss": 0.022515588998794557,
"step": 3970
},
{
"epoch": 17.68888888888889,
"grad_norm": 0.10193440318107605,
"learning_rate": 4.898611518213197e-05,
"loss": 0.014378860592842102,
"step": 3980
},
{
"epoch": 17.733333333333334,
"grad_norm": 0.16317637264728546,
"learning_rate": 4.8913952728733136e-05,
"loss": 0.012696251273155212,
"step": 3990
},
{
"epoch": 17.77777777777778,
"grad_norm": 0.17505896091461182,
"learning_rate": 4.8841608183012926e-05,
"loss": 0.011806779354810715,
"step": 4000
},
{
"epoch": 17.822222222222223,
"grad_norm": 0.16301144659519196,
"learning_rate": 4.876908224146174e-05,
"loss": 0.014675123989582062,
"step": 4010
},
{
"epoch": 17.866666666666667,
"grad_norm": 0.3365599513053894,
"learning_rate": 4.869637560231632e-05,
"loss": 0.014278171956539154,
"step": 4020
},
{
"epoch": 17.91111111111111,
"grad_norm": 0.108104407787323,
"learning_rate": 4.86234889655531e-05,
"loss": 0.011147437244653701,
"step": 4030
},
{
"epoch": 17.955555555555556,
"grad_norm": 0.5049643516540527,
"learning_rate": 4.855042303288138e-05,
"loss": 0.012674018740653992,
"step": 4040
},
{
"epoch": 18.0,
"grad_norm": 0.15814153850078583,
"learning_rate": 4.847717850773664e-05,
"loss": 0.013458079099655152,
"step": 4050
},
{
"epoch": 18.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9860373134308262,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9860373134308262,
"eval_loss": 0.015890469774603844,
"eval_mean_accuracy": 0.9860373134308262,
"eval_mean_iou": 0.4930186567154131,
"eval_overall_accuracy": 0.9860373134308262,
"eval_runtime": 5.0111,
"eval_samples_per_second": 63.459,
"eval_steps_per_second": 7.982,
"step": 4050
},
{
"epoch": 18.044444444444444,
"grad_norm": 0.2705215513706207,
"learning_rate": 4.840375609527373e-05,
"loss": 0.013046360015869141,
"step": 4060
},
{
"epoch": 18.08888888888889,
"grad_norm": 0.18584178388118744,
"learning_rate": 4.83301565023601e-05,
"loss": 0.012838506698608398,
"step": 4070
},
{
"epoch": 18.133333333333333,
"grad_norm": 0.17411309480667114,
"learning_rate": 4.825638043756901e-05,
"loss": 0.012041444331407547,
"step": 4080
},
{
"epoch": 18.177777777777777,
"grad_norm": 0.33050012588500977,
"learning_rate": 4.818242861117263e-05,
"loss": 0.015820732712745665,
"step": 4090
},
{
"epoch": 18.22222222222222,
"grad_norm": 0.3740712106227875,
"learning_rate": 4.810830173513531e-05,
"loss": 0.012328142672777176,
"step": 4100
},
{
"epoch": 18.266666666666666,
"grad_norm": 0.19381961226463318,
"learning_rate": 4.8034000523106665e-05,
"loss": 0.01469101756811142,
"step": 4110
},
{
"epoch": 18.31111111111111,
"grad_norm": 0.5021510720252991,
"learning_rate": 4.7959525690414694e-05,
"loss": 0.011269740015268325,
"step": 4120
},
{
"epoch": 18.355555555555554,
"grad_norm": 0.2622928321361542,
"learning_rate": 4.7884877954058925e-05,
"loss": 0.01223604753613472,
"step": 4130
},
{
"epoch": 18.4,
"grad_norm": 0.17169535160064697,
"learning_rate": 4.78100580327035e-05,
"loss": 0.013732567429542542,
"step": 4140
},
{
"epoch": 18.444444444444443,
"grad_norm": 0.11435951292514801,
"learning_rate": 4.773506664667026e-05,
"loss": 0.011069429665803909,
"step": 4150
},
{
"epoch": 18.488888888888887,
"grad_norm": 0.23226188123226166,
"learning_rate": 4.7659904517931806e-05,
"loss": 0.014789837598800658,
"step": 4160
},
{
"epoch": 18.533333333333335,
"grad_norm": 0.1889769583940506,
"learning_rate": 4.758457237010452e-05,
"loss": 0.017169690132141112,
"step": 4170
},
{
"epoch": 18.57777777777778,
"grad_norm": 0.12727473676204681,
"learning_rate": 4.750907092844168e-05,
"loss": 0.013718323409557342,
"step": 4180
},
{
"epoch": 18.622222222222224,
"grad_norm": 0.3296601474285126,
"learning_rate": 4.743340091982638e-05,
"loss": 0.01722012609243393,
"step": 4190
},
{
"epoch": 18.666666666666668,
"grad_norm": 0.17683351039886475,
"learning_rate": 4.73575630727646e-05,
"loss": 0.014707109332084656,
"step": 4200
},
{
"epoch": 18.711111111111112,
"grad_norm": 0.38984397053718567,
"learning_rate": 4.728155811737816e-05,
"loss": 0.01865033507347107,
"step": 4210
},
{
"epoch": 18.755555555555556,
"grad_norm": 0.14279262721538544,
"learning_rate": 4.7205386785397696e-05,
"loss": 0.014495043456554413,
"step": 4220
},
{
"epoch": 18.8,
"grad_norm": 0.9067888259887695,
"learning_rate": 4.712904981015563e-05,
"loss": 0.016548363864421843,
"step": 4230
},
{
"epoch": 18.844444444444445,
"grad_norm": 0.13014072179794312,
"learning_rate": 4.705254792657909e-05,
"loss": 0.011523249000310898,
"step": 4240
},
{
"epoch": 18.88888888888889,
"grad_norm": 0.19852551817893982,
"learning_rate": 4.697588187118285e-05,
"loss": 0.018079638481140137,
"step": 4250
},
{
"epoch": 18.933333333333334,
"grad_norm": 0.17358213663101196,
"learning_rate": 4.6899052382062236e-05,
"loss": 0.014190353453159332,
"step": 4260
},
{
"epoch": 18.977777777777778,
"grad_norm": 0.23657366633415222,
"learning_rate": 4.6822060198885996e-05,
"loss": 0.015455757081508637,
"step": 4270
},
{
"epoch": 19.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9861772327375632,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9861772327375632,
"eval_loss": 0.015139489434659481,
"eval_mean_accuracy": 0.9861772327375632,
"eval_mean_iou": 0.4930886163687816,
"eval_overall_accuracy": 0.9861772327375632,
"eval_runtime": 4.373,
"eval_samples_per_second": 72.718,
"eval_steps_per_second": 9.147,
"step": 4275
},
{
"epoch": 19.022222222222222,
"grad_norm": 0.10885288566350937,
"learning_rate": 4.674490606288923e-05,
"loss": 0.012244389206171036,
"step": 4280
},
{
"epoch": 19.066666666666666,
"grad_norm": 0.15863460302352905,
"learning_rate": 4.6667590716866195e-05,
"loss": 0.013228732347488403,
"step": 4290
},
{
"epoch": 19.11111111111111,
"grad_norm": 0.1918136030435562,
"learning_rate": 4.659011490516321e-05,
"loss": 0.011203145235776901,
"step": 4300
},
{
"epoch": 19.155555555555555,
"grad_norm": 0.19905351102352142,
"learning_rate": 4.6512479373671446e-05,
"loss": 0.01351548582315445,
"step": 4310
},
{
"epoch": 19.2,
"grad_norm": 0.30459675192832947,
"learning_rate": 4.643468486981976e-05,
"loss": 0.019450746476650238,
"step": 4320
},
{
"epoch": 19.244444444444444,
"grad_norm": 0.2183472216129303,
"learning_rate": 4.635673214256751e-05,
"loss": 0.019338572025299074,
"step": 4330
},
{
"epoch": 19.288888888888888,
"grad_norm": 0.2814614772796631,
"learning_rate": 4.627862194239731e-05,
"loss": 0.016339717805385588,
"step": 4340
},
{
"epoch": 19.333333333333332,
"grad_norm": 0.1068657636642456,
"learning_rate": 4.620035502130788e-05,
"loss": 0.012785866856575012,
"step": 4350
},
{
"epoch": 19.377777777777776,
"grad_norm": 0.1997951865196228,
"learning_rate": 4.612193213280671e-05,
"loss": 0.01232658252120018,
"step": 4360
},
{
"epoch": 19.42222222222222,
"grad_norm": 0.14932139217853546,
"learning_rate": 4.6043354031902874e-05,
"loss": 0.012750166654586791,
"step": 4370
},
{
"epoch": 19.466666666666665,
"grad_norm": 0.18346615135669708,
"learning_rate": 4.5964621475099724e-05,
"loss": 0.013776150345802308,
"step": 4380
},
{
"epoch": 19.511111111111113,
"grad_norm": 0.306440532207489,
"learning_rate": 4.5885735220387635e-05,
"loss": 0.013980616629123688,
"step": 4390
},
{
"epoch": 19.555555555555557,
"grad_norm": 0.15862058103084564,
"learning_rate": 4.580669602723668e-05,
"loss": 0.01154005229473114,
"step": 4400
},
{
"epoch": 19.6,
"grad_norm": 0.4324413537979126,
"learning_rate": 4.572750465658936e-05,
"loss": 0.01448594182729721,
"step": 4410
},
{
"epoch": 19.644444444444446,
"grad_norm": 0.14381954073905945,
"learning_rate": 4.5648161870853236e-05,
"loss": 0.01420983225107193,
"step": 4420
},
{
"epoch": 19.68888888888889,
"grad_norm": 0.14194971323013306,
"learning_rate": 4.556866843389358e-05,
"loss": 0.012863323092460632,
"step": 4430
},
{
"epoch": 19.733333333333334,
"grad_norm": 0.2435237318277359,
"learning_rate": 4.5489025111026076e-05,
"loss": 0.016433939337730408,
"step": 4440
},
{
"epoch": 19.77777777777778,
"grad_norm": 0.10523701459169388,
"learning_rate": 4.540923266900941e-05,
"loss": 0.01074020266532898,
"step": 4450
},
{
"epoch": 19.822222222222223,
"grad_norm": 0.18980276584625244,
"learning_rate": 4.53292918760379e-05,
"loss": 0.0112264484167099,
"step": 4460
},
{
"epoch": 19.866666666666667,
"grad_norm": 0.2752103805541992,
"learning_rate": 4.52492035017341e-05,
"loss": 0.015635377168655394,
"step": 4470
},
{
"epoch": 19.91111111111111,
"grad_norm": 1.3737664222717285,
"learning_rate": 4.516896831714137e-05,
"loss": 0.016879482567310332,
"step": 4480
},
{
"epoch": 19.955555555555556,
"grad_norm": 0.12320782244205475,
"learning_rate": 4.508858709471651e-05,
"loss": 0.012201451510190964,
"step": 4490
},
{
"epoch": 20.0,
"grad_norm": 0.4416322112083435,
"learning_rate": 4.500806060832226e-05,
"loss": 0.014090846478939056,
"step": 4500
},
{
"epoch": 20.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9871135287913056,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9871135287913056,
"eval_loss": 0.015118477866053581,
"eval_mean_accuracy": 0.9871135287913056,
"eval_mean_iou": 0.4935567643956528,
"eval_overall_accuracy": 0.9871135287913056,
"eval_runtime": 4.8935,
"eval_samples_per_second": 64.985,
"eval_steps_per_second": 8.174,
"step": 4500
},
{
"epoch": 20.044444444444444,
"grad_norm": 0.12081073224544525,
"learning_rate": 4.492738963321988e-05,
"loss": 0.013557195663452148,
"step": 4510
},
{
"epoch": 20.08888888888889,
"grad_norm": 0.1313193291425705,
"learning_rate": 4.484657494606168e-05,
"loss": 0.015050242841243743,
"step": 4520
},
{
"epoch": 20.133333333333333,
"grad_norm": 0.08254443854093552,
"learning_rate": 4.476561732488355e-05,
"loss": 0.01053604856133461,
"step": 4530
},
{
"epoch": 20.177777777777777,
"grad_norm": 0.8921693563461304,
"learning_rate": 4.468451754909745e-05,
"loss": 0.014754563570022583,
"step": 4540
},
{
"epoch": 20.22222222222222,
"grad_norm": 0.14051100611686707,
"learning_rate": 4.460327639948396e-05,
"loss": 0.011931516230106354,
"step": 4550
},
{
"epoch": 20.266666666666666,
"grad_norm": 0.12428005039691925,
"learning_rate": 4.452189465818466e-05,
"loss": 0.013863354921340942,
"step": 4560
},
{
"epoch": 20.31111111111111,
"grad_norm": 0.1111815869808197,
"learning_rate": 4.444037310869472e-05,
"loss": 0.011757607758045196,
"step": 4570
},
{
"epoch": 20.355555555555554,
"grad_norm": 0.11765488237142563,
"learning_rate": 4.435871253585526e-05,
"loss": 0.01123102381825447,
"step": 4580
},
{
"epoch": 20.4,
"grad_norm": 0.11271458864212036,
"learning_rate": 4.427691372584588e-05,
"loss": 0.012464137375354766,
"step": 4590
},
{
"epoch": 20.444444444444443,
"grad_norm": 0.41501984000205994,
"learning_rate": 4.419497746617699e-05,
"loss": 0.012224309146404266,
"step": 4600
},
{
"epoch": 20.488888888888887,
"grad_norm": 0.3214302361011505,
"learning_rate": 4.4112904545682335e-05,
"loss": 0.013756099343299865,
"step": 4610
},
{
"epoch": 20.533333333333335,
"grad_norm": 0.25750476121902466,
"learning_rate": 4.403069575451131e-05,
"loss": 0.013290074467658997,
"step": 4620
},
{
"epoch": 20.57777777777778,
"grad_norm": 0.12883925437927246,
"learning_rate": 4.394835188412141e-05,
"loss": 0.014426285028457641,
"step": 4630
},
{
"epoch": 20.622222222222224,
"grad_norm": 0.17055150866508484,
"learning_rate": 4.38658737272706e-05,
"loss": 0.014699026942253113,
"step": 4640
},
{
"epoch": 20.666666666666668,
"grad_norm": 0.23172207176685333,
"learning_rate": 4.3783262078009655e-05,
"loss": 0.01762499362230301,
"step": 4650
},
{
"epoch": 20.711111111111112,
"grad_norm": 0.23253442347049713,
"learning_rate": 4.370051773167457e-05,
"loss": 0.01439288556575775,
"step": 4660
},
{
"epoch": 20.755555555555556,
"grad_norm": 0.5481510758399963,
"learning_rate": 4.361764148487882e-05,
"loss": 0.013316360116004945,
"step": 4670
},
{
"epoch": 20.8,
"grad_norm": 0.1219111755490303,
"learning_rate": 4.353463413550577e-05,
"loss": 0.011680652946233749,
"step": 4680
},
{
"epoch": 20.844444444444445,
"grad_norm": 0.147952601313591,
"learning_rate": 4.3451496482700974e-05,
"loss": 0.014628009498119354,
"step": 4690
},
{
"epoch": 20.88888888888889,
"grad_norm": 0.4712466299533844,
"learning_rate": 4.336822932686443e-05,
"loss": 0.01690339744091034,
"step": 4700
},
{
"epoch": 20.933333333333334,
"grad_norm": 0.2511211931705475,
"learning_rate": 4.3284833469642974e-05,
"loss": 0.012376104295253754,
"step": 4710
},
{
"epoch": 20.977777777777778,
"grad_norm": 0.1344117820262909,
"learning_rate": 4.320130971392244e-05,
"loss": 0.017363159358501433,
"step": 4720
},
{
"epoch": 21.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9870075391086042,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9870075391086042,
"eval_loss": 0.015117301605641842,
"eval_mean_accuracy": 0.9870075391086042,
"eval_mean_iou": 0.4935037695543021,
"eval_overall_accuracy": 0.9870075391086042,
"eval_runtime": 4.9353,
"eval_samples_per_second": 64.433,
"eval_steps_per_second": 8.105,
"step": 4725
},
{
"epoch": 21.022222222222222,
"grad_norm": 0.14625823497772217,
"learning_rate": 4.311765886382002e-05,
"loss": 0.010718516260385513,
"step": 4730
},
{
"epoch": 21.066666666666666,
"grad_norm": 0.39296555519104004,
"learning_rate": 4.303388172467651e-05,
"loss": 0.016242168843746185,
"step": 4740
},
{
"epoch": 21.11111111111111,
"grad_norm": 0.07368537783622742,
"learning_rate": 4.294997910304854e-05,
"loss": 0.01154414564371109,
"step": 4750
},
{
"epoch": 21.155555555555555,
"grad_norm": 0.2829134166240692,
"learning_rate": 4.286595180670076e-05,
"loss": 0.013675840198993683,
"step": 4760
},
{
"epoch": 21.2,
"grad_norm": 0.1971064805984497,
"learning_rate": 4.2781800644598176e-05,
"loss": 0.014820921421051025,
"step": 4770
},
{
"epoch": 21.244444444444444,
"grad_norm": 1.2101424932479858,
"learning_rate": 4.269752642689829e-05,
"loss": 0.013227643072605133,
"step": 4780
},
{
"epoch": 21.288888888888888,
"grad_norm": 0.23676154017448425,
"learning_rate": 4.261312996494326e-05,
"loss": 0.013315065205097199,
"step": 4790
},
{
"epoch": 21.333333333333332,
"grad_norm": 0.45034775137901306,
"learning_rate": 4.252861207125221e-05,
"loss": 0.013164311647415161,
"step": 4800
},
{
"epoch": 21.377777777777776,
"grad_norm": 0.3524860143661499,
"learning_rate": 4.24439735595133e-05,
"loss": 0.01475537270307541,
"step": 4810
},
{
"epoch": 21.42222222222222,
"grad_norm": 0.09781530499458313,
"learning_rate": 4.235921524457592e-05,
"loss": 0.012807892262935638,
"step": 4820
},
{
"epoch": 21.466666666666665,
"grad_norm": 0.18226628005504608,
"learning_rate": 4.227433794244287e-05,
"loss": 0.012039326876401902,
"step": 4830
},
{
"epoch": 21.511111111111113,
"grad_norm": 0.12963774800300598,
"learning_rate": 4.2189342470262495e-05,
"loss": 0.014795947074890136,
"step": 4840
},
{
"epoch": 21.555555555555557,
"grad_norm": 0.10910047590732574,
"learning_rate": 4.210422964632079e-05,
"loss": 0.011096320301294326,
"step": 4850
},
{
"epoch": 21.6,
"grad_norm": 0.138892263174057,
"learning_rate": 4.2019000290033546e-05,
"loss": 0.01069805771112442,
"step": 4860
},
{
"epoch": 21.644444444444446,
"grad_norm": 0.2884569466114044,
"learning_rate": 4.19336552219385e-05,
"loss": 0.013404151797294617,
"step": 4870
},
{
"epoch": 21.68888888888889,
"grad_norm": 0.27250146865844727,
"learning_rate": 4.184819526368732e-05,
"loss": 0.01478063315153122,
"step": 4880
},
{
"epoch": 21.733333333333334,
"grad_norm": 0.219447523355484,
"learning_rate": 4.176262123803782e-05,
"loss": 0.01309678852558136,
"step": 4890
},
{
"epoch": 21.77777777777778,
"grad_norm": 0.20271621644496918,
"learning_rate": 4.167693396884599e-05,
"loss": 0.0123354472219944,
"step": 4900
},
{
"epoch": 21.822222222222223,
"grad_norm": 1.4013220071792603,
"learning_rate": 4.1591134281058056e-05,
"loss": 0.010517559200525283,
"step": 4910
},
{
"epoch": 21.866666666666667,
"grad_norm": 0.48052576184272766,
"learning_rate": 4.1505223000702495e-05,
"loss": 0.018875105679035185,
"step": 4920
},
{
"epoch": 21.91111111111111,
"grad_norm": 0.09969591349363327,
"learning_rate": 4.14192009548822e-05,
"loss": 0.014596067368984222,
"step": 4930
},
{
"epoch": 21.955555555555556,
"grad_norm": 3.0228359699249268,
"learning_rate": 4.133306897176643e-05,
"loss": 0.020536874234676362,
"step": 4940
},
{
"epoch": 22.0,
"grad_norm": 0.3174501657485962,
"learning_rate": 4.1246827880582804e-05,
"loss": 0.01253487914800644,
"step": 4950
},
{
"epoch": 22.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9871358254013861,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9871358254013861,
"eval_loss": 0.01550846267491579,
"eval_mean_accuracy": 0.9871358254013861,
"eval_mean_iou": 0.49356791270069306,
"eval_overall_accuracy": 0.9871358254013861,
"eval_runtime": 4.6526,
"eval_samples_per_second": 68.348,
"eval_steps_per_second": 8.597,
"step": 4950
},
{
"epoch": 22.044444444444444,
"grad_norm": 0.23235675692558289,
"learning_rate": 4.1160478511609445e-05,
"loss": 0.011753221601247787,
"step": 4960
},
{
"epoch": 22.08888888888889,
"grad_norm": 0.2998289167881012,
"learning_rate": 4.1074021696166856e-05,
"loss": 0.013770183920860291,
"step": 4970
},
{
"epoch": 22.133333333333333,
"grad_norm": 0.13231034576892853,
"learning_rate": 4.098745826661e-05,
"loss": 0.012192551046609879,
"step": 4980
},
{
"epoch": 22.177777777777777,
"grad_norm": 0.24910154938697815,
"learning_rate": 4.090078905632024e-05,
"loss": 0.014448168873786926,
"step": 4990
},
{
"epoch": 22.22222222222222,
"grad_norm": 0.13580670952796936,
"learning_rate": 4.0814014899697354e-05,
"loss": 0.011927390843629837,
"step": 5000
},
{
"epoch": 22.266666666666666,
"grad_norm": 0.21380552649497986,
"learning_rate": 4.072713663215144e-05,
"loss": 0.010641471296548844,
"step": 5010
},
{
"epoch": 22.31111111111111,
"grad_norm": 0.09145312756299973,
"learning_rate": 4.064015509009495e-05,
"loss": 0.01175723373889923,
"step": 5020
},
{
"epoch": 22.355555555555554,
"grad_norm": 0.37142959237098694,
"learning_rate": 4.055307111093463e-05,
"loss": 0.013820433616638183,
"step": 5030
},
{
"epoch": 22.4,
"grad_norm": 0.2674047648906708,
"learning_rate": 4.046588553306334e-05,
"loss": 0.013798479735851289,
"step": 5040
},
{
"epoch": 22.444444444444443,
"grad_norm": 0.11118604242801666,
"learning_rate": 4.037859919585215e-05,
"loss": 0.011561152338981629,
"step": 5050
},
{
"epoch": 22.488888888888887,
"grad_norm": 0.24756036698818207,
"learning_rate": 4.029121293964215e-05,
"loss": 0.01610407531261444,
"step": 5060
},
{
"epoch": 22.533333333333335,
"grad_norm": 0.09399569779634476,
"learning_rate": 4.020372760573641e-05,
"loss": 0.01333436816930771,
"step": 5070
},
{
"epoch": 22.57777777777778,
"grad_norm": 0.3573289215564728,
"learning_rate": 4.011614403639182e-05,
"loss": 0.012633901834487916,
"step": 5080
},
{
"epoch": 22.622222222222224,
"grad_norm": 0.42219462990760803,
"learning_rate": 4.002846307481109e-05,
"loss": 0.012138797342777253,
"step": 5090
},
{
"epoch": 22.666666666666668,
"grad_norm": 0.07215817272663116,
"learning_rate": 3.99406855651345e-05,
"loss": 0.012292763590812683,
"step": 5100
},
{
"epoch": 22.711111111111112,
"grad_norm": 0.30937665700912476,
"learning_rate": 3.9852812352431854e-05,
"loss": 0.013484591245651245,
"step": 5110
},
{
"epoch": 22.755555555555556,
"grad_norm": 0.3903883695602417,
"learning_rate": 3.9764844282694376e-05,
"loss": 0.012490253150463104,
"step": 5120
},
{
"epoch": 22.8,
"grad_norm": 0.19917690753936768,
"learning_rate": 3.9676782202826434e-05,
"loss": 0.016570541262626647,
"step": 5130
},
{
"epoch": 22.844444444444445,
"grad_norm": 0.21992650628089905,
"learning_rate": 3.9588626960637535e-05,
"loss": 0.011049211025238037,
"step": 5140
},
{
"epoch": 22.88888888888889,
"grad_norm": 0.42348355054855347,
"learning_rate": 3.9500379404834086e-05,
"loss": 0.010096324235200882,
"step": 5150
},
{
"epoch": 22.933333333333334,
"grad_norm": 0.19451011717319489,
"learning_rate": 3.9412040385011214e-05,
"loss": 0.012554092705249787,
"step": 5160
},
{
"epoch": 22.977777777777778,
"grad_norm": 0.14549313485622406,
"learning_rate": 3.9323610751644615e-05,
"loss": 0.011503917723894119,
"step": 5170
},
{
"epoch": 23.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9852042603759349,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9852042603759349,
"eval_loss": 0.015733828768134117,
"eval_mean_accuracy": 0.9852042603759349,
"eval_mean_iou": 0.49260213018796745,
"eval_overall_accuracy": 0.9852042603759349,
"eval_runtime": 5.0158,
"eval_samples_per_second": 63.399,
"eval_steps_per_second": 7.975,
"step": 5175
},
{
"epoch": 23.022222222222222,
"grad_norm": 0.1476505547761917,
"learning_rate": 3.9235091356082367e-05,
"loss": 0.011009421199560165,
"step": 5180
},
{
"epoch": 23.066666666666666,
"grad_norm": 0.1859346628189087,
"learning_rate": 3.914648305053674e-05,
"loss": 0.011327420175075532,
"step": 5190
},
{
"epoch": 23.11111111111111,
"grad_norm": 0.14264126121997833,
"learning_rate": 3.905778668807591e-05,
"loss": 0.01147976741194725,
"step": 5200
},
{
"epoch": 23.155555555555555,
"grad_norm": 1.5061616897583008,
"learning_rate": 3.8969003122615914e-05,
"loss": 0.012967683374881744,
"step": 5210
},
{
"epoch": 23.2,
"grad_norm": 0.16320443153381348,
"learning_rate": 3.888013320891224e-05,
"loss": 0.013108810782432556,
"step": 5220
},
{
"epoch": 23.244444444444444,
"grad_norm": 1.5962873697280884,
"learning_rate": 3.879117780255172e-05,
"loss": 0.011633485555648804,
"step": 5230
},
{
"epoch": 23.288888888888888,
"grad_norm": 0.21468575298786163,
"learning_rate": 3.8702137759944284e-05,
"loss": 0.010622628778219224,
"step": 5240
},
{
"epoch": 23.333333333333332,
"grad_norm": 0.157609224319458,
"learning_rate": 3.861301393831463e-05,
"loss": 0.014727635681629181,
"step": 5250
},
{
"epoch": 23.377777777777776,
"grad_norm": 0.23265589773654938,
"learning_rate": 3.8523807195694085e-05,
"loss": 0.011964748054742813,
"step": 5260
},
{
"epoch": 23.42222222222222,
"grad_norm": 0.2714417278766632,
"learning_rate": 3.843451839091227e-05,
"loss": 0.011475460976362229,
"step": 5270
},
{
"epoch": 23.466666666666665,
"grad_norm": 0.28275594115257263,
"learning_rate": 3.834514838358885e-05,
"loss": 0.011530306190252304,
"step": 5280
},
{
"epoch": 23.511111111111113,
"grad_norm": 0.24730411171913147,
"learning_rate": 3.825569803412525e-05,
"loss": 0.010997382551431656,
"step": 5290
},
{
"epoch": 23.555555555555557,
"grad_norm": 0.18561764061450958,
"learning_rate": 3.816616820369641e-05,
"loss": 0.009711622446775436,
"step": 5300
},
{
"epoch": 23.6,
"grad_norm": 0.0866253450512886,
"learning_rate": 3.807655975424243e-05,
"loss": 0.010072186589241028,
"step": 5310
},
{
"epoch": 23.644444444444446,
"grad_norm": 0.12349536269903183,
"learning_rate": 3.798687354846034e-05,
"loss": 0.014086106419563293,
"step": 5320
},
{
"epoch": 23.68888888888889,
"grad_norm": 0.15099185705184937,
"learning_rate": 3.789711044979573e-05,
"loss": 0.011693022400140762,
"step": 5330
},
{
"epoch": 23.733333333333334,
"grad_norm": 0.28846660256385803,
"learning_rate": 3.780727132243452e-05,
"loss": 0.011923646926879883,
"step": 5340
},
{
"epoch": 23.77777777777778,
"grad_norm": 0.29731401801109314,
"learning_rate": 3.7717357031294535e-05,
"loss": 0.014544971287250519,
"step": 5350
},
{
"epoch": 23.822222222222223,
"grad_norm": 0.37740805745124817,
"learning_rate": 3.7627368442017236e-05,
"loss": 0.01352475881576538,
"step": 5360
},
{
"epoch": 23.866666666666667,
"grad_norm": 0.14040984213352203,
"learning_rate": 3.7537306420959424e-05,
"loss": 0.011473823338747025,
"step": 5370
},
{
"epoch": 23.91111111111111,
"grad_norm": 0.17914456129074097,
"learning_rate": 3.744717183518483e-05,
"loss": 0.012021134793758392,
"step": 5380
},
{
"epoch": 23.955555555555556,
"grad_norm": 0.20067499577999115,
"learning_rate": 3.7356965552455785e-05,
"loss": 0.016151851415634154,
"step": 5390
},
{
"epoch": 24.0,
"grad_norm": 0.7884600162506104,
"learning_rate": 3.7266688441224904e-05,
"loss": 0.0123899906873703,
"step": 5400
},
{
"epoch": 24.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9866449768403388,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9866449768403388,
"eval_loss": 0.015573155134916306,
"eval_mean_accuracy": 0.9866449768403388,
"eval_mean_iou": 0.4933224884201694,
"eval_overall_accuracy": 0.9866449768403388,
"eval_runtime": 4.264,
"eval_samples_per_second": 74.579,
"eval_steps_per_second": 9.381,
"step": 5400
},
{
"epoch": 24.044444444444444,
"grad_norm": 0.10348880290985107,
"learning_rate": 3.717634137062668e-05,
"loss": 0.011656184494495393,
"step": 5410
},
{
"epoch": 24.08888888888889,
"grad_norm": 0.5171974301338196,
"learning_rate": 3.708592521046913e-05,
"loss": 0.01098921000957489,
"step": 5420
},
{
"epoch": 24.133333333333333,
"grad_norm": 0.3164861500263214,
"learning_rate": 3.6995440831225426e-05,
"loss": 0.01155562549829483,
"step": 5430
},
{
"epoch": 24.177777777777777,
"grad_norm": 0.3504844307899475,
"learning_rate": 3.690488910402553e-05,
"loss": 0.010869145393371582,
"step": 5440
},
{
"epoch": 24.22222222222222,
"grad_norm": 0.20645228028297424,
"learning_rate": 3.681427090064776e-05,
"loss": 0.01712305247783661,
"step": 5450
},
{
"epoch": 24.266666666666666,
"grad_norm": 0.32779228687286377,
"learning_rate": 3.672358709351045e-05,
"loss": 0.014332300424575806,
"step": 5460
},
{
"epoch": 24.31111111111111,
"grad_norm": 0.20337463915348053,
"learning_rate": 3.663283855566353e-05,
"loss": 0.01195482760667801,
"step": 5470
},
{
"epoch": 24.355555555555554,
"grad_norm": 0.13555671274662018,
"learning_rate": 3.65420261607801e-05,
"loss": 0.011140601336956024,
"step": 5480
},
{
"epoch": 24.4,
"grad_norm": 0.2225894033908844,
"learning_rate": 3.645115078314805e-05,
"loss": 0.011093582957983017,
"step": 5490
},
{
"epoch": 24.444444444444443,
"grad_norm": 0.10018553584814072,
"learning_rate": 3.636021329766165e-05,
"loss": 0.01577068567276001,
"step": 5500
},
{
"epoch": 24.488888888888887,
"grad_norm": 0.3362257182598114,
"learning_rate": 3.6269214579813046e-05,
"loss": 0.013499508798122405,
"step": 5510
},
{
"epoch": 24.533333333333335,
"grad_norm": 0.2308507263660431,
"learning_rate": 3.6178155505683964e-05,
"loss": 0.011980080604553222,
"step": 5520
},
{
"epoch": 24.57777777777778,
"grad_norm": 0.17472414672374725,
"learning_rate": 3.6087036951937165e-05,
"loss": 0.011762392520904542,
"step": 5530
},
{
"epoch": 24.622222222222224,
"grad_norm": 0.23287011682987213,
"learning_rate": 3.599585979580806e-05,
"loss": 0.012690469622612,
"step": 5540
},
{
"epoch": 24.666666666666668,
"grad_norm": 0.09947798401117325,
"learning_rate": 3.5904624915096226e-05,
"loss": 0.012333554029464722,
"step": 5550
},
{
"epoch": 24.711111111111112,
"grad_norm": 0.14346957206726074,
"learning_rate": 3.5813333188157014e-05,
"loss": 0.01637963056564331,
"step": 5560
},
{
"epoch": 24.755555555555556,
"grad_norm": 0.16500172019004822,
"learning_rate": 3.5721985493893026e-05,
"loss": 0.011947260797023773,
"step": 5570
},
{
"epoch": 24.8,
"grad_norm": 0.2326505184173584,
"learning_rate": 3.563058271174569e-05,
"loss": 0.012176967412233352,
"step": 5580
},
{
"epoch": 24.844444444444445,
"grad_norm": 0.16783250868320465,
"learning_rate": 3.553912572168681e-05,
"loss": 0.012898531556129456,
"step": 5590
},
{
"epoch": 24.88888888888889,
"grad_norm": 0.3663642108440399,
"learning_rate": 3.544761540421005e-05,
"loss": 0.016441190242767335,
"step": 5600
},
{
"epoch": 24.933333333333334,
"grad_norm": 0.2823609411716461,
"learning_rate": 3.535605264032246e-05,
"loss": 0.011934293806552887,
"step": 5610
},
{
"epoch": 24.977777777777778,
"grad_norm": 0.09860006719827652,
"learning_rate": 3.526443831153607e-05,
"loss": 0.012221427261829376,
"step": 5620
},
{
"epoch": 25.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9867470349951758,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9867470349951758,
"eval_loss": 0.014899875968694687,
"eval_mean_accuracy": 0.9867470349951758,
"eval_mean_iou": 0.4933735174975879,
"eval_overall_accuracy": 0.9867470349951758,
"eval_runtime": 5.0471,
"eval_samples_per_second": 63.006,
"eval_steps_per_second": 7.925,
"step": 5625
},
{
"epoch": 25.022222222222222,
"grad_norm": 0.6275083422660828,
"learning_rate": 3.517277329985929e-05,
"loss": 0.01147039458155632,
"step": 5630
},
{
"epoch": 25.066666666666666,
"grad_norm": 0.22475898265838623,
"learning_rate": 3.508105848778851e-05,
"loss": 0.010911081731319428,
"step": 5640
},
{
"epoch": 25.11111111111111,
"grad_norm": 0.16361036896705627,
"learning_rate": 3.498929475829955e-05,
"loss": 0.010758935660123824,
"step": 5650
},
{
"epoch": 25.155555555555555,
"grad_norm": 0.22789868712425232,
"learning_rate": 3.489748299483919e-05,
"loss": 0.014520451426506042,
"step": 5660
},
{
"epoch": 25.2,
"grad_norm": 0.08977847546339035,
"learning_rate": 3.480562408131663e-05,
"loss": 0.01100596711039543,
"step": 5670
},
{
"epoch": 25.244444444444444,
"grad_norm": 0.43810445070266724,
"learning_rate": 3.471371890209504e-05,
"loss": 0.020305152237415313,
"step": 5680
},
{
"epoch": 25.288888888888888,
"grad_norm": 0.17655257880687714,
"learning_rate": 3.462176834198297e-05,
"loss": 0.014110589027404785,
"step": 5690
},
{
"epoch": 25.333333333333332,
"grad_norm": 0.17637833952903748,
"learning_rate": 3.45297732862259e-05,
"loss": 0.01766664832830429,
"step": 5700
},
{
"epoch": 25.377777777777776,
"grad_norm": 1.1034839153289795,
"learning_rate": 3.443773462049767e-05,
"loss": 0.0161713108420372,
"step": 5710
},
{
"epoch": 25.42222222222222,
"grad_norm": 0.11659952998161316,
"learning_rate": 3.434565323089199e-05,
"loss": 0.01219017654657364,
"step": 5720
},
{
"epoch": 25.466666666666665,
"grad_norm": 0.2809595763683319,
"learning_rate": 3.4253530003913863e-05,
"loss": 0.014115968346595764,
"step": 5730
},
{
"epoch": 25.511111111111113,
"grad_norm": 0.33750391006469727,
"learning_rate": 3.4161365826471086e-05,
"loss": 0.013754937052726745,
"step": 5740
},
{
"epoch": 25.555555555555557,
"grad_norm": 0.164851576089859,
"learning_rate": 3.4069161585865736e-05,
"loss": 0.010193625837564469,
"step": 5750
},
{
"epoch": 25.6,
"grad_norm": 0.3351067900657654,
"learning_rate": 3.397691816978553e-05,
"loss": 0.010195306688547134,
"step": 5760
},
{
"epoch": 25.644444444444446,
"grad_norm": 0.20620349049568176,
"learning_rate": 3.388463646629541e-05,
"loss": 0.010879864543676376,
"step": 5770
},
{
"epoch": 25.68888888888889,
"grad_norm": 0.285849928855896,
"learning_rate": 3.3792317363828886e-05,
"loss": 0.011786533892154694,
"step": 5780
},
{
"epoch": 25.733333333333334,
"grad_norm": 0.1767425388097763,
"learning_rate": 3.369996175117953e-05,
"loss": 0.011195920407772064,
"step": 5790
},
{
"epoch": 25.77777777777778,
"grad_norm": 0.11831331998109818,
"learning_rate": 3.360757051749242e-05,
"loss": 0.011466329544782638,
"step": 5800
},
{
"epoch": 25.822222222222223,
"grad_norm": 1.135332465171814,
"learning_rate": 3.351514455225556e-05,
"loss": 0.011681647598743438,
"step": 5810
},
{
"epoch": 25.866666666666667,
"grad_norm": 0.2006159871816635,
"learning_rate": 3.342268474529136e-05,
"loss": 0.01074204444885254,
"step": 5820
},
{
"epoch": 25.91111111111111,
"grad_norm": 0.15597520768642426,
"learning_rate": 3.333019198674798e-05,
"loss": 0.014154984056949616,
"step": 5830
},
{
"epoch": 25.955555555555556,
"grad_norm": 0.20347462594509125,
"learning_rate": 3.323766716709088e-05,
"loss": 0.010158039629459381,
"step": 5840
},
{
"epoch": 26.0,
"grad_norm": 0.24911624193191528,
"learning_rate": 3.314511117709415e-05,
"loss": 0.011566416174173356,
"step": 5850
},
{
"epoch": 26.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9844452600719147,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9844452600719147,
"eval_loss": 0.016405673697590828,
"eval_mean_accuracy": 0.9844452600719147,
"eval_mean_iou": 0.49222263003595734,
"eval_overall_accuracy": 0.9844452600719147,
"eval_runtime": 4.8416,
"eval_samples_per_second": 65.68,
"eval_steps_per_second": 8.262,
"step": 5850
},
{
"epoch": 26.044444444444444,
"grad_norm": 0.10023295879364014,
"learning_rate": 3.305252490783199e-05,
"loss": 0.011167434602975845,
"step": 5860
},
{
"epoch": 26.08888888888889,
"grad_norm": 0.3265562951564789,
"learning_rate": 3.2959909250670084e-05,
"loss": 0.010879386961460114,
"step": 5870
},
{
"epoch": 26.133333333333333,
"grad_norm": 0.2507272958755493,
"learning_rate": 3.2867265097257055e-05,
"loss": 0.010885369777679444,
"step": 5880
},
{
"epoch": 26.177777777777777,
"grad_norm": 0.2532482445240021,
"learning_rate": 3.27745933395159e-05,
"loss": 0.01658028960227966,
"step": 5890
},
{
"epoch": 26.22222222222222,
"grad_norm": 0.10449657589197159,
"learning_rate": 3.268189486963532e-05,
"loss": 0.009108587354421615,
"step": 5900
},
{
"epoch": 26.266666666666666,
"grad_norm": 0.31126868724823,
"learning_rate": 3.2589170580061255e-05,
"loss": 0.011730895936489105,
"step": 5910
},
{
"epoch": 26.31111111111111,
"grad_norm": 0.30979806184768677,
"learning_rate": 3.249642136348814e-05,
"loss": 0.012382631748914718,
"step": 5920
},
{
"epoch": 26.355555555555554,
"grad_norm": 0.17805983126163483,
"learning_rate": 3.240364811285046e-05,
"loss": 0.011482105404138566,
"step": 5930
},
{
"epoch": 26.4,
"grad_norm": 0.15789909660816193,
"learning_rate": 3.2310851721314056e-05,
"loss": 0.011602327227592468,
"step": 5940
},
{
"epoch": 26.444444444444443,
"grad_norm": 0.28331345319747925,
"learning_rate": 3.221803308226755e-05,
"loss": 0.012444787472486497,
"step": 5950
},
{
"epoch": 26.488888888888887,
"grad_norm": 0.4744703471660614,
"learning_rate": 3.212519308931377e-05,
"loss": 0.012493985146284104,
"step": 5960
},
{
"epoch": 26.533333333333335,
"grad_norm": 0.11163220554590225,
"learning_rate": 3.203233263626111e-05,
"loss": 0.011258383095264436,
"step": 5970
},
{
"epoch": 26.57777777777778,
"grad_norm": 0.13809651136398315,
"learning_rate": 3.1939452617114965e-05,
"loss": 0.016604061424732208,
"step": 5980
},
{
"epoch": 26.622222222222224,
"grad_norm": 0.191380113363266,
"learning_rate": 3.184655392606904e-05,
"loss": 0.011605524271726609,
"step": 5990
},
{
"epoch": 26.666666666666668,
"grad_norm": 0.330387145280838,
"learning_rate": 3.17536374574969e-05,
"loss": 0.010701074451208114,
"step": 6000
},
{
"epoch": 26.711111111111112,
"grad_norm": 0.1112818568944931,
"learning_rate": 3.166070410594317e-05,
"loss": 0.010595397651195526,
"step": 6010
},
{
"epoch": 26.755555555555556,
"grad_norm": 0.11170977354049683,
"learning_rate": 3.156775476611508e-05,
"loss": 0.015293391048908233,
"step": 6020
},
{
"epoch": 26.8,
"grad_norm": 0.13096198439598083,
"learning_rate": 3.147479033287373e-05,
"loss": 0.00949217975139618,
"step": 6030
},
{
"epoch": 26.844444444444445,
"grad_norm": 0.21226289868354797,
"learning_rate": 3.138181170122557e-05,
"loss": 0.012370071560144424,
"step": 6040
},
{
"epoch": 26.88888888888889,
"grad_norm": 0.36949422955513,
"learning_rate": 3.128881976631373e-05,
"loss": 0.011191224306821823,
"step": 6050
},
{
"epoch": 26.933333333333334,
"grad_norm": 0.19004829227924347,
"learning_rate": 3.119581542340942e-05,
"loss": 0.012466524541378022,
"step": 6060
},
{
"epoch": 26.977777777777778,
"grad_norm": 0.08695580810308456,
"learning_rate": 3.11027995679033e-05,
"loss": 0.01224166750907898,
"step": 6070
},
{
"epoch": 27.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9880429312071487,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9880429312071487,
"eval_loss": 0.01458834670484066,
"eval_mean_accuracy": 0.9880429312071487,
"eval_mean_iou": 0.49402146560357435,
"eval_overall_accuracy": 0.9880429312071487,
"eval_runtime": 4.2387,
"eval_samples_per_second": 75.023,
"eval_steps_per_second": 9.437,
"step": 6075
},
{
"epoch": 27.022222222222222,
"grad_norm": 0.18274766206741333,
"learning_rate": 3.1009773095296873e-05,
"loss": 0.011431704461574554,
"step": 6080
},
{
"epoch": 27.066666666666666,
"grad_norm": 0.15859104692935944,
"learning_rate": 3.0916736901193854e-05,
"loss": 0.0103001207113266,
"step": 6090
},
{
"epoch": 27.11111111111111,
"grad_norm": 0.642759382724762,
"learning_rate": 3.082369188129156e-05,
"loss": 0.010660682618618012,
"step": 6100
},
{
"epoch": 27.155555555555555,
"grad_norm": 0.14561355113983154,
"learning_rate": 3.073063893137226e-05,
"loss": 0.010623028129339218,
"step": 6110
},
{
"epoch": 27.2,
"grad_norm": 0.0921848937869072,
"learning_rate": 3.063757894729457e-05,
"loss": 0.01016542837023735,
"step": 6120
},
{
"epoch": 27.244444444444444,
"grad_norm": 0.1914316862821579,
"learning_rate": 3.054451282498485e-05,
"loss": 0.008079152554273605,
"step": 6130
},
{
"epoch": 27.288888888888888,
"grad_norm": 0.2698880434036255,
"learning_rate": 3.045144146042853e-05,
"loss": 0.01516740620136261,
"step": 6140
},
{
"epoch": 27.333333333333332,
"grad_norm": 0.6637910008430481,
"learning_rate": 3.0358365749661517e-05,
"loss": 0.010320000350475311,
"step": 6150
},
{
"epoch": 27.377777777777776,
"grad_norm": 0.20076143741607666,
"learning_rate": 3.0265286588761588e-05,
"loss": 0.012548622488975526,
"step": 6160
},
{
"epoch": 27.42222222222222,
"grad_norm": 0.7379605174064636,
"learning_rate": 3.0172204873839676e-05,
"loss": 0.013736668229103088,
"step": 6170
},
{
"epoch": 27.466666666666665,
"grad_norm": 0.38915207982063293,
"learning_rate": 3.0079121501031354e-05,
"loss": 0.01312054693698883,
"step": 6180
},
{
"epoch": 27.511111111111113,
"grad_norm": 0.1722690761089325,
"learning_rate": 2.9986037366488142e-05,
"loss": 0.014683559536933899,
"step": 6190
},
{
"epoch": 27.555555555555557,
"grad_norm": 0.10579387843608856,
"learning_rate": 2.989295336636888e-05,
"loss": 0.010989271104335785,
"step": 6200
},
{
"epoch": 27.6,
"grad_norm": 0.16910874843597412,
"learning_rate": 2.979987039683113e-05,
"loss": 0.009782166033983231,
"step": 6210
},
{
"epoch": 27.644444444444446,
"grad_norm": 0.2963481545448303,
"learning_rate": 2.9706789354022535e-05,
"loss": 0.013343298435211181,
"step": 6220
},
{
"epoch": 27.68888888888889,
"grad_norm": 0.3728535771369934,
"learning_rate": 2.961371113407217e-05,
"loss": 0.012581153213977814,
"step": 6230
},
{
"epoch": 27.733333333333334,
"grad_norm": 0.11326458305120468,
"learning_rate": 2.9520636633081944e-05,
"loss": 0.01098373755812645,
"step": 6240
},
{
"epoch": 27.77777777777778,
"grad_norm": 0.1970817893743515,
"learning_rate": 2.9427566747117953e-05,
"loss": 0.014856463670730591,
"step": 6250
},
{
"epoch": 27.822222222222223,
"grad_norm": 0.11784834414720535,
"learning_rate": 2.9334502372201907e-05,
"loss": 0.011664532124996185,
"step": 6260
},
{
"epoch": 27.866666666666667,
"grad_norm": 0.3700436055660248,
"learning_rate": 2.9241444404302383e-05,
"loss": 0.012449257820844651,
"step": 6270
},
{
"epoch": 27.91111111111111,
"grad_norm": 0.12162601202726364,
"learning_rate": 2.9148393739326323e-05,
"loss": 0.011024379730224609,
"step": 6280
},
{
"epoch": 27.955555555555556,
"grad_norm": 0.4037908911705017,
"learning_rate": 2.9055351273110377e-05,
"loss": 0.010775818675756454,
"step": 6290
},
{
"epoch": 28.0,
"grad_norm": 0.12008745223283768,
"learning_rate": 2.8962317901412207e-05,
"loss": 0.008546200394630433,
"step": 6300
},
{
"epoch": 28.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9863816183299677,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9863816183299677,
"eval_loss": 0.016118589788675308,
"eval_mean_accuracy": 0.9863816183299677,
"eval_mean_iou": 0.49319080916498387,
"eval_overall_accuracy": 0.9863816183299677,
"eval_runtime": 4.9918,
"eval_samples_per_second": 63.705,
"eval_steps_per_second": 8.013,
"step": 6300
},
{
"epoch": 28.044444444444444,
"grad_norm": 0.3273818790912628,
"learning_rate": 2.886929451990196e-05,
"loss": 0.010573575645685196,
"step": 6310
},
{
"epoch": 28.08888888888889,
"grad_norm": 0.13690316677093506,
"learning_rate": 2.8776282024153604e-05,
"loss": 0.010925211012363434,
"step": 6320
},
{
"epoch": 28.133333333333333,
"grad_norm": 1.3951421976089478,
"learning_rate": 2.8683281309636287e-05,
"loss": 0.010952311009168625,
"step": 6330
},
{
"epoch": 28.177777777777777,
"grad_norm": 0.17371580004692078,
"learning_rate": 2.8590293271705737e-05,
"loss": 0.015090391039848328,
"step": 6340
},
{
"epoch": 28.22222222222222,
"grad_norm": 0.21769016981124878,
"learning_rate": 2.8497318805595643e-05,
"loss": 0.01143813282251358,
"step": 6350
},
{
"epoch": 28.266666666666666,
"grad_norm": 0.3074902296066284,
"learning_rate": 2.8404358806409034e-05,
"loss": 0.01333291232585907,
"step": 6360
},
{
"epoch": 28.31111111111111,
"grad_norm": 0.17221790552139282,
"learning_rate": 2.831141416910967e-05,
"loss": 0.01153416559100151,
"step": 6370
},
{
"epoch": 28.355555555555554,
"grad_norm": 0.14881093800067902,
"learning_rate": 2.821848578851339e-05,
"loss": 0.010437451303005219,
"step": 6380
},
{
"epoch": 28.4,
"grad_norm": 0.31512516736984253,
"learning_rate": 2.8125574559279544e-05,
"loss": 0.01140696331858635,
"step": 6390
},
{
"epoch": 28.444444444444443,
"grad_norm": 0.19587089121341705,
"learning_rate": 2.803268137590236e-05,
"loss": 0.012051345407962799,
"step": 6400
},
{
"epoch": 28.488888888888887,
"grad_norm": 0.393690824508667,
"learning_rate": 2.7939807132702316e-05,
"loss": 0.014799095690250397,
"step": 6410
},
{
"epoch": 28.533333333333335,
"grad_norm": 0.1491280347108841,
"learning_rate": 2.784695272381755e-05,
"loss": 0.010019892454147339,
"step": 6420
},
{
"epoch": 28.57777777777778,
"grad_norm": 0.11496465653181076,
"learning_rate": 2.7754119043195256e-05,
"loss": 0.01111874207854271,
"step": 6430
},
{
"epoch": 28.622222222222224,
"grad_norm": 0.11041788756847382,
"learning_rate": 2.7661306984583073e-05,
"loss": 0.009301931411027909,
"step": 6440
},
{
"epoch": 28.666666666666668,
"grad_norm": 0.08826632052659988,
"learning_rate": 2.7568517441520442e-05,
"loss": 0.010417788475751876,
"step": 6450
},
{
"epoch": 28.711111111111112,
"grad_norm": 0.11172500997781754,
"learning_rate": 2.747575130733008e-05,
"loss": 0.010028854012489319,
"step": 6460
},
{
"epoch": 28.755555555555556,
"grad_norm": 0.39798468351364136,
"learning_rate": 2.738300947510932e-05,
"loss": 0.01048857569694519,
"step": 6470
},
{
"epoch": 28.8,
"grad_norm": 0.1887478232383728,
"learning_rate": 2.729029283772152e-05,
"loss": 0.00968843698501587,
"step": 6480
},
{
"epoch": 28.844444444444445,
"grad_norm": 0.5798330307006836,
"learning_rate": 2.7197602287787488e-05,
"loss": 0.01351466476917267,
"step": 6490
},
{
"epoch": 28.88888888888889,
"grad_norm": 0.4834788739681244,
"learning_rate": 2.7104938717676867e-05,
"loss": 0.011734419316053391,
"step": 6500
},
{
"epoch": 28.933333333333334,
"grad_norm": 0.1687028706073761,
"learning_rate": 2.7012303019499597e-05,
"loss": 0.009863308817148208,
"step": 6510
},
{
"epoch": 28.977777777777778,
"grad_norm": 0.0730297863483429,
"learning_rate": 2.691969608509721e-05,
"loss": 0.012214501202106477,
"step": 6520
},
{
"epoch": 29.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9850724734076571,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9850724734076571,
"eval_loss": 0.015054170042276382,
"eval_mean_accuracy": 0.9850724734076571,
"eval_mean_iou": 0.49253623670382857,
"eval_overall_accuracy": 0.9850724734076571,
"eval_runtime": 5.2949,
"eval_samples_per_second": 60.057,
"eval_steps_per_second": 7.554,
"step": 6525
},
{
"epoch": 29.022222222222222,
"grad_norm": 0.08802998811006546,
"learning_rate": 2.6827118806034366e-05,
"loss": 0.01121232882142067,
"step": 6530
},
{
"epoch": 29.066666666666666,
"grad_norm": 0.13001635670661926,
"learning_rate": 2.6734572073590236e-05,
"loss": 0.013424272835254668,
"step": 6540
},
{
"epoch": 29.11111111111111,
"grad_norm": 0.15384559333324432,
"learning_rate": 2.6642056778749854e-05,
"loss": 0.009384750574827194,
"step": 6550
},
{
"epoch": 29.155555555555555,
"grad_norm": 0.39465025067329407,
"learning_rate": 2.654957381219562e-05,
"loss": 0.012998400628566742,
"step": 6560
},
{
"epoch": 29.2,
"grad_norm": 0.18288381397724152,
"learning_rate": 2.645712406429871e-05,
"loss": 0.010790080577135087,
"step": 6570
},
{
"epoch": 29.244444444444444,
"grad_norm": 0.10786467790603638,
"learning_rate": 2.6364708425110492e-05,
"loss": 0.009722784906625748,
"step": 6580
},
{
"epoch": 29.288888888888888,
"grad_norm": 0.22115680575370789,
"learning_rate": 2.6272327784353895e-05,
"loss": 0.01283152997493744,
"step": 6590
},
{
"epoch": 29.333333333333332,
"grad_norm": 0.12815697491168976,
"learning_rate": 2.6179983031414982e-05,
"loss": 0.008868549764156342,
"step": 6600
},
{
"epoch": 29.377777777777776,
"grad_norm": 0.15104149281978607,
"learning_rate": 2.6087675055334266e-05,
"loss": 0.010656814277172088,
"step": 6610
},
{
"epoch": 29.42222222222222,
"grad_norm": 0.16669240593910217,
"learning_rate": 2.599540474479821e-05,
"loss": 0.013940072059631348,
"step": 6620
},
{
"epoch": 29.466666666666665,
"grad_norm": 0.316628098487854,
"learning_rate": 2.5903172988130645e-05,
"loss": 0.01218143329024315,
"step": 6630
},
{
"epoch": 29.511111111111113,
"grad_norm": 0.11885285377502441,
"learning_rate": 2.5810980673284232e-05,
"loss": 0.011870156228542327,
"step": 6640
},
{
"epoch": 29.555555555555557,
"grad_norm": 0.15962514281272888,
"learning_rate": 2.5718828687831917e-05,
"loss": 0.012683700025081634,
"step": 6650
},
{
"epoch": 29.6,
"grad_norm": 0.22314725816249847,
"learning_rate": 2.562671791895836e-05,
"loss": 0.008866249024868012,
"step": 6660
},
{
"epoch": 29.644444444444446,
"grad_norm": 0.25528484582901,
"learning_rate": 2.5534649253451433e-05,
"loss": 0.009602761268615723,
"step": 6670
},
{
"epoch": 29.68888888888889,
"grad_norm": 0.10503140836954117,
"learning_rate": 2.5442623577693654e-05,
"loss": 0.013110527396202087,
"step": 6680
},
{
"epoch": 29.733333333333334,
"grad_norm": 0.45969295501708984,
"learning_rate": 2.5350641777653667e-05,
"loss": 0.011281903088092803,
"step": 6690
},
{
"epoch": 29.77777777777778,
"grad_norm": 0.11433500051498413,
"learning_rate": 2.525870473887768e-05,
"loss": 0.01127450168132782,
"step": 6700
},
{
"epoch": 29.822222222222223,
"grad_norm": 0.06937149167060852,
"learning_rate": 2.5166813346480995e-05,
"loss": 0.00975840985774994,
"step": 6710
},
{
"epoch": 29.866666666666667,
"grad_norm": 0.10273576527833939,
"learning_rate": 2.507496848513946e-05,
"loss": 0.011079522967338561,
"step": 6720
},
{
"epoch": 29.91111111111111,
"grad_norm": 0.10626525431871414,
"learning_rate": 2.4983171039080927e-05,
"loss": 0.01035545915365219,
"step": 6730
},
{
"epoch": 29.955555555555556,
"grad_norm": 0.6682873964309692,
"learning_rate": 2.4891421892076768e-05,
"loss": 0.009857004880905152,
"step": 6740
},
{
"epoch": 30.0,
"grad_norm": 0.18725700676441193,
"learning_rate": 2.479972192743337e-05,
"loss": 0.011546111106872559,
"step": 6750
},
{
"epoch": 30.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9860615488765659,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9860615488765659,
"eval_loss": 0.016514327377080917,
"eval_mean_accuracy": 0.9860615488765659,
"eval_mean_iou": 0.49303077443828297,
"eval_overall_accuracy": 0.9860615488765659,
"eval_runtime": 4.9455,
"eval_samples_per_second": 64.301,
"eval_steps_per_second": 8.088,
"step": 6750
},
{
"epoch": 30.044444444444444,
"grad_norm": 0.09658083319664001,
"learning_rate": 2.4708072027983636e-05,
"loss": 0.010866087675094605,
"step": 6760
},
{
"epoch": 30.08888888888889,
"grad_norm": 0.775265634059906,
"learning_rate": 2.4616473076078426e-05,
"loss": 0.011167645454406738,
"step": 6770
},
{
"epoch": 30.133333333333333,
"grad_norm": 0.4111640751361847,
"learning_rate": 2.452492595357813e-05,
"loss": 0.010454432666301727,
"step": 6780
},
{
"epoch": 30.177777777777777,
"grad_norm": 0.09661434590816498,
"learning_rate": 2.4433431541844195e-05,
"loss": 0.009932644665241241,
"step": 6790
},
{
"epoch": 30.22222222222222,
"grad_norm": 0.1857939064502716,
"learning_rate": 2.434199072173052e-05,
"loss": 0.010906673967838287,
"step": 6800
},
{
"epoch": 30.266666666666666,
"grad_norm": 0.17614109814167023,
"learning_rate": 2.4250604373575115e-05,
"loss": 0.010186655074357986,
"step": 6810
},
{
"epoch": 30.31111111111111,
"grad_norm": 0.22867712378501892,
"learning_rate": 2.4159273377191558e-05,
"loss": 0.009553482383489608,
"step": 6820
},
{
"epoch": 30.355555555555554,
"grad_norm": 1.5361841917037964,
"learning_rate": 2.4067998611860533e-05,
"loss": 0.009537860751152039,
"step": 6830
},
{
"epoch": 30.4,
"grad_norm": 0.26202863454818726,
"learning_rate": 2.3976780956321325e-05,
"loss": 0.015572449564933777,
"step": 6840
},
{
"epoch": 30.444444444444443,
"grad_norm": 0.37827956676483154,
"learning_rate": 2.3885621288763457e-05,
"loss": 0.009512580186128616,
"step": 6850
},
{
"epoch": 30.488888888888887,
"grad_norm": 0.7923609614372253,
"learning_rate": 2.3794520486818148e-05,
"loss": 0.015737615525722504,
"step": 6860
},
{
"epoch": 30.533333333333335,
"grad_norm": 0.20107302069664001,
"learning_rate": 2.3703479427549902e-05,
"loss": 0.01286223828792572,
"step": 6870
},
{
"epoch": 30.57777777777778,
"grad_norm": 0.25387513637542725,
"learning_rate": 2.3612498987448038e-05,
"loss": 0.013643796741962432,
"step": 6880
},
{
"epoch": 30.622222222222224,
"grad_norm": 0.1061081737279892,
"learning_rate": 2.35215800424183e-05,
"loss": 0.00965401455760002,
"step": 6890
},
{
"epoch": 30.666666666666668,
"grad_norm": 0.5697869658470154,
"learning_rate": 2.3430723467774374e-05,
"loss": 0.010193152725696564,
"step": 6900
},
{
"epoch": 30.711111111111112,
"grad_norm": 0.15205205976963043,
"learning_rate": 2.3339930138229477e-05,
"loss": 0.01098535880446434,
"step": 6910
},
{
"epoch": 30.755555555555556,
"grad_norm": 0.14245957136154175,
"learning_rate": 2.3249200927887952e-05,
"loss": 0.01170566827058792,
"step": 6920
},
{
"epoch": 30.8,
"grad_norm": 0.1448567509651184,
"learning_rate": 2.3158536710236842e-05,
"loss": 0.009716469794511795,
"step": 6930
},
{
"epoch": 30.844444444444445,
"grad_norm": 0.7255468964576721,
"learning_rate": 2.306793835813747e-05,
"loss": 0.010287973284721374,
"step": 6940
},
{
"epoch": 30.88888888888889,
"grad_norm": 0.6124976277351379,
"learning_rate": 2.2977406743817044e-05,
"loss": 0.01724327802658081,
"step": 6950
},
{
"epoch": 30.933333333333334,
"grad_norm": 0.12847739458084106,
"learning_rate": 2.288694273886026e-05,
"loss": 0.008896269649267197,
"step": 6960
},
{
"epoch": 30.977777777777778,
"grad_norm": 0.3263874053955078,
"learning_rate": 2.279654721420093e-05,
"loss": 0.011659268289804459,
"step": 6970
},
{
"epoch": 31.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9848313037942744,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9848313037942744,
"eval_loss": 0.016041168943047523,
"eval_mean_accuracy": 0.9848313037942744,
"eval_mean_iou": 0.4924156518971372,
"eval_overall_accuracy": 0.9848313037942744,
"eval_runtime": 5.0684,
"eval_samples_per_second": 62.742,
"eval_steps_per_second": 7.892,
"step": 6975
},
{
"epoch": 31.022222222222222,
"grad_norm": 0.16682875156402588,
"learning_rate": 2.2706221040113546e-05,
"loss": 0.00912664234638214,
"step": 6980
},
{
"epoch": 31.066666666666666,
"grad_norm": 0.14082539081573486,
"learning_rate": 2.2615965086204958e-05,
"loss": 0.010323713719844817,
"step": 6990
},
{
"epoch": 31.11111111111111,
"grad_norm": 0.17910431325435638,
"learning_rate": 2.2525780221405975e-05,
"loss": 0.010289929062128066,
"step": 7000
},
{
"epoch": 31.155555555555555,
"grad_norm": 0.232297882437706,
"learning_rate": 2.2435667313962997e-05,
"loss": 0.011357175558805466,
"step": 7010
},
{
"epoch": 31.2,
"grad_norm": 0.09302005171775818,
"learning_rate": 2.2345627231429654e-05,
"loss": 0.010168468952178955,
"step": 7020
},
{
"epoch": 31.244444444444444,
"grad_norm": 0.2787386178970337,
"learning_rate": 2.2255660840658474e-05,
"loss": 0.00917961224913597,
"step": 7030
},
{
"epoch": 31.288888888888888,
"grad_norm": 0.1925794631242752,
"learning_rate": 2.216576900779251e-05,
"loss": 0.013990086317062379,
"step": 7040
},
{
"epoch": 31.333333333333332,
"grad_norm": 0.22789886593818665,
"learning_rate": 2.2075952598257055e-05,
"loss": 0.009609445929527283,
"step": 7050
},
{
"epoch": 31.377777777777776,
"grad_norm": 0.24586650729179382,
"learning_rate": 2.1986212476751206e-05,
"loss": 0.01113196536898613,
"step": 7060
},
{
"epoch": 31.42222222222222,
"grad_norm": 0.1293639838695526,
"learning_rate": 2.1896549507239657e-05,
"loss": 0.011127153784036637,
"step": 7070
},
{
"epoch": 31.466666666666665,
"grad_norm": 2.9639546871185303,
"learning_rate": 2.1806964552944326e-05,
"loss": 0.01163620948791504,
"step": 7080
},
{
"epoch": 31.511111111111113,
"grad_norm": 0.14920338988304138,
"learning_rate": 2.171745847633599e-05,
"loss": 0.013256612420082092,
"step": 7090
},
{
"epoch": 31.555555555555557,
"grad_norm": 0.10384750366210938,
"learning_rate": 2.162803213912611e-05,
"loss": 0.011627873778343201,
"step": 7100
},
{
"epoch": 31.6,
"grad_norm": 0.16100211441516876,
"learning_rate": 2.1538686402258426e-05,
"loss": 0.010562192648649216,
"step": 7110
},
{
"epoch": 31.644444444444446,
"grad_norm": 0.19589664041996002,
"learning_rate": 2.1449422125900716e-05,
"loss": 0.010439652204513549,
"step": 7120
},
{
"epoch": 31.68888888888889,
"grad_norm": 0.27025485038757324,
"learning_rate": 2.13602401694365e-05,
"loss": 0.010094983130693435,
"step": 7130
},
{
"epoch": 31.733333333333334,
"grad_norm": 0.17635492980480194,
"learning_rate": 2.1271141391456764e-05,
"loss": 0.009413100033998489,
"step": 7140
},
{
"epoch": 31.77777777777778,
"grad_norm": 0.3619304299354553,
"learning_rate": 2.118212664975172e-05,
"loss": 0.010358908772468567,
"step": 7150
},
{
"epoch": 31.822222222222223,
"grad_norm": 0.2444721907377243,
"learning_rate": 2.109319680130251e-05,
"loss": 0.010250823199748993,
"step": 7160
},
{
"epoch": 31.866666666666667,
"grad_norm": 0.13545142114162445,
"learning_rate": 2.100435270227298e-05,
"loss": 0.01089079976081848,
"step": 7170
},
{
"epoch": 31.91111111111111,
"grad_norm": 0.1618206799030304,
"learning_rate": 2.0915595208001442e-05,
"loss": 0.009754135459661483,
"step": 7180
},
{
"epoch": 31.955555555555556,
"grad_norm": 0.18217962980270386,
"learning_rate": 2.0826925172992423e-05,
"loss": 0.010863299667835235,
"step": 7190
},
{
"epoch": 32.0,
"grad_norm": 0.17610441148281097,
"learning_rate": 2.073834345090842e-05,
"loss": 0.010512910783290863,
"step": 7200
},
{
"epoch": 32.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9882703674012789,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9882703674012789,
"eval_loss": 0.01614859327673912,
"eval_mean_accuracy": 0.9882703674012789,
"eval_mean_iou": 0.49413518370063947,
"eval_overall_accuracy": 0.9882703674012789,
"eval_runtime": 4.3816,
"eval_samples_per_second": 72.577,
"eval_steps_per_second": 9.129,
"step": 7200
},
{
"epoch": 32.044444444444444,
"grad_norm": 0.1752193421125412,
"learning_rate": 2.0649850894561745e-05,
"loss": 0.011098603904247283,
"step": 7210
},
{
"epoch": 32.08888888888889,
"grad_norm": 0.12485916167497635,
"learning_rate": 2.0561448355906257e-05,
"loss": 0.009263231605291366,
"step": 7220
},
{
"epoch": 32.13333333333333,
"grad_norm": 0.16271120309829712,
"learning_rate": 2.0473136686029166e-05,
"loss": 0.008045147359371185,
"step": 7230
},
{
"epoch": 32.17777777777778,
"grad_norm": 0.13527393341064453,
"learning_rate": 2.038491673514287e-05,
"loss": 0.011750352382659913,
"step": 7240
},
{
"epoch": 32.22222222222222,
"grad_norm": 0.11836022883653641,
"learning_rate": 2.0296789352576738e-05,
"loss": 0.010277514904737472,
"step": 7250
},
{
"epoch": 32.266666666666666,
"grad_norm": 0.10061638802289963,
"learning_rate": 2.0208755386768968e-05,
"loss": 0.012383222579956055,
"step": 7260
},
{
"epoch": 32.31111111111111,
"grad_norm": 0.5306994318962097,
"learning_rate": 2.0120815685258365e-05,
"loss": 0.012659221887588501,
"step": 7270
},
{
"epoch": 32.355555555555554,
"grad_norm": 0.18847441673278809,
"learning_rate": 2.003297109467623e-05,
"loss": 0.010454923659563065,
"step": 7280
},
{
"epoch": 32.4,
"grad_norm": 0.10300065577030182,
"learning_rate": 1.994522246073819e-05,
"loss": 0.009790068119764328,
"step": 7290
},
{
"epoch": 32.44444444444444,
"grad_norm": 0.12303325533866882,
"learning_rate": 1.985757062823609e-05,
"loss": 0.010908884555101394,
"step": 7300
},
{
"epoch": 32.48888888888889,
"grad_norm": 0.139863982796669,
"learning_rate": 1.9770016441029753e-05,
"loss": 0.009946569800376892,
"step": 7310
},
{
"epoch": 32.53333333333333,
"grad_norm": 0.2760835587978363,
"learning_rate": 1.9682560742038993e-05,
"loss": 0.010641241073608398,
"step": 7320
},
{
"epoch": 32.577777777777776,
"grad_norm": 0.164348766207695,
"learning_rate": 1.9595204373235442e-05,
"loss": 0.010138192772865295,
"step": 7330
},
{
"epoch": 32.62222222222222,
"grad_norm": 0.20397959649562836,
"learning_rate": 1.9507948175634384e-05,
"loss": 0.011526837944984436,
"step": 7340
},
{
"epoch": 32.666666666666664,
"grad_norm": 0.18409305810928345,
"learning_rate": 1.9420792989286764e-05,
"loss": 0.011180511116981507,
"step": 7350
},
{
"epoch": 32.71111111111111,
"grad_norm": 0.1896786391735077,
"learning_rate": 1.9333739653271044e-05,
"loss": 0.01116919219493866,
"step": 7360
},
{
"epoch": 32.75555555555555,
"grad_norm": 0.42628219723701477,
"learning_rate": 1.9246789005685126e-05,
"loss": 0.010931698232889175,
"step": 7370
},
{
"epoch": 32.8,
"grad_norm": 0.1807331144809723,
"learning_rate": 1.915994188363826e-05,
"loss": 0.010138377547264099,
"step": 7380
},
{
"epoch": 32.84444444444444,
"grad_norm": 0.47357308864593506,
"learning_rate": 1.9073199123243053e-05,
"loss": 0.009827225655317306,
"step": 7390
},
{
"epoch": 32.888888888888886,
"grad_norm": 0.7533900141716003,
"learning_rate": 1.8986561559607382e-05,
"loss": 0.012663301825523377,
"step": 7400
},
{
"epoch": 32.93333333333333,
"grad_norm": 0.13555842638015747,
"learning_rate": 1.8900030026826303e-05,
"loss": 0.010066298395395279,
"step": 7410
},
{
"epoch": 32.977777777777774,
"grad_norm": 0.2096281498670578,
"learning_rate": 1.881360535797412e-05,
"loss": 0.011264577507972717,
"step": 7420
},
{
"epoch": 33.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9859489886952417,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9859489886952417,
"eval_loss": 0.015504099428653717,
"eval_mean_accuracy": 0.9859489886952417,
"eval_mean_iou": 0.49297449434762086,
"eval_overall_accuracy": 0.9859489886952417,
"eval_runtime": 5.3018,
"eval_samples_per_second": 59.979,
"eval_steps_per_second": 7.545,
"step": 7425
},
{
"epoch": 33.022222222222226,
"grad_norm": 0.2538856863975525,
"learning_rate": 1.8727288385096306e-05,
"loss": 0.010771843791007995,
"step": 7430
},
{
"epoch": 33.06666666666667,
"grad_norm": 0.11803525686264038,
"learning_rate": 1.8641079939201485e-05,
"loss": 0.012811534106731415,
"step": 7440
},
{
"epoch": 33.111111111111114,
"grad_norm": 0.4706506133079529,
"learning_rate": 1.8554980850253448e-05,
"loss": 0.011524637043476105,
"step": 7450
},
{
"epoch": 33.15555555555556,
"grad_norm": 0.25968462228775024,
"learning_rate": 1.8468991947163166e-05,
"loss": 0.012441815435886383,
"step": 7460
},
{
"epoch": 33.2,
"grad_norm": 0.8820908665657043,
"learning_rate": 1.838311405778083e-05,
"loss": 0.013223965466022492,
"step": 7470
},
{
"epoch": 33.24444444444445,
"grad_norm": 0.36212411522865295,
"learning_rate": 1.829734800888781e-05,
"loss": 0.0092201828956604,
"step": 7480
},
{
"epoch": 33.28888888888889,
"grad_norm": 0.4232669472694397,
"learning_rate": 1.8211694626188785e-05,
"loss": 0.012005984038114547,
"step": 7490
},
{
"epoch": 33.333333333333336,
"grad_norm": 0.23899516463279724,
"learning_rate": 1.8126154734303725e-05,
"loss": 0.010467199236154556,
"step": 7500
},
{
"epoch": 33.37777777777778,
"grad_norm": 0.5283910036087036,
"learning_rate": 1.8040729156759992e-05,
"loss": 0.010115320980548858,
"step": 7510
},
{
"epoch": 33.422222222222224,
"grad_norm": 0.11861249059438705,
"learning_rate": 1.7955418715984384e-05,
"loss": 0.010419557243585587,
"step": 7520
},
{
"epoch": 33.46666666666667,
"grad_norm": 1.8094379901885986,
"learning_rate": 1.787022423329524e-05,
"loss": 0.012799093127250671,
"step": 7530
},
{
"epoch": 33.51111111111111,
"grad_norm": 0.09505440294742584,
"learning_rate": 1.7785146528894517e-05,
"loss": 0.011368632316589355,
"step": 7540
},
{
"epoch": 33.55555555555556,
"grad_norm": 0.12374678254127502,
"learning_rate": 1.7700186421859933e-05,
"loss": 0.016125121712684633,
"step": 7550
},
{
"epoch": 33.6,
"grad_norm": 0.17453926801681519,
"learning_rate": 1.7615344730136974e-05,
"loss": 0.008206681907176971,
"step": 7560
},
{
"epoch": 33.644444444444446,
"grad_norm": 0.16836631298065186,
"learning_rate": 1.7530622270531164e-05,
"loss": 0.011044959723949432,
"step": 7570
},
{
"epoch": 33.68888888888889,
"grad_norm": 0.12782208621501923,
"learning_rate": 1.744601985870011e-05,
"loss": 0.009859148412942886,
"step": 7580
},
{
"epoch": 33.733333333333334,
"grad_norm": 0.1061973124742508,
"learning_rate": 1.7361538309145654e-05,
"loss": 0.010578135401010514,
"step": 7590
},
{
"epoch": 33.77777777777778,
"grad_norm": 0.15195927023887634,
"learning_rate": 1.7277178435206065e-05,
"loss": 0.008789992332458496,
"step": 7600
},
{
"epoch": 33.82222222222222,
"grad_norm": 0.19253112375736237,
"learning_rate": 1.7192941049048186e-05,
"loss": 0.008525656908750534,
"step": 7610
},
{
"epoch": 33.86666666666667,
"grad_norm": 0.32572317123413086,
"learning_rate": 1.7108826961659628e-05,
"loss": 0.010634499043226242,
"step": 7620
},
{
"epoch": 33.91111111111111,
"grad_norm": 0.17816489934921265,
"learning_rate": 1.702483698284093e-05,
"loss": 0.009241054207086563,
"step": 7630
},
{
"epoch": 33.955555555555556,
"grad_norm": 0.15832415223121643,
"learning_rate": 1.694097192119781e-05,
"loss": 0.009616616368293762,
"step": 7640
},
{
"epoch": 34.0,
"grad_norm": 0.16053107380867004,
"learning_rate": 1.6857232584133354e-05,
"loss": 0.00886504426598549,
"step": 7650
},
{
"epoch": 34.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.987349635889356,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.987349635889356,
"eval_loss": 0.016093412414193153,
"eval_mean_accuracy": 0.987349635889356,
"eval_mean_iou": 0.493674817944678,
"eval_overall_accuracy": 0.987349635889356,
"eval_runtime": 4.9331,
"eval_samples_per_second": 64.463,
"eval_steps_per_second": 8.109,
"step": 7650
},
{
"epoch": 34.044444444444444,
"grad_norm": 0.10610102862119675,
"learning_rate": 1.677361977784025e-05,
"loss": 0.009546398371458053,
"step": 7660
},
{
"epoch": 34.08888888888889,
"grad_norm": 0.22379638254642487,
"learning_rate": 1.6690134307293e-05,
"loss": 0.0101467065513134,
"step": 7670
},
{
"epoch": 34.13333333333333,
"grad_norm": 0.343379944562912,
"learning_rate": 1.660677697624023e-05,
"loss": 0.008497150987386704,
"step": 7680
},
{
"epoch": 34.17777777777778,
"grad_norm": 0.22120223939418793,
"learning_rate": 1.652354858719689e-05,
"loss": 0.010910794883966447,
"step": 7690
},
{
"epoch": 34.22222222222222,
"grad_norm": 0.15080679953098297,
"learning_rate": 1.6440449941436545e-05,
"loss": 0.010526084899902343,
"step": 7700
},
{
"epoch": 34.266666666666666,
"grad_norm": 0.30526238679885864,
"learning_rate": 1.6357481838983673e-05,
"loss": 0.011884907633066178,
"step": 7710
},
{
"epoch": 34.31111111111111,
"grad_norm": 0.23559217154979706,
"learning_rate": 1.6274645078606004e-05,
"loss": 0.0159156933426857,
"step": 7720
},
{
"epoch": 34.355555555555554,
"grad_norm": 0.14082294702529907,
"learning_rate": 1.619194045780672e-05,
"loss": 0.009219977259635925,
"step": 7730
},
{
"epoch": 34.4,
"grad_norm": 0.2513488829135895,
"learning_rate": 1.6109368772816867e-05,
"loss": 0.009757281839847564,
"step": 7740
},
{
"epoch": 34.44444444444444,
"grad_norm": 0.09470014274120331,
"learning_rate": 1.6026930818587673e-05,
"loss": 0.009167073667049408,
"step": 7750
},
{
"epoch": 34.48888888888889,
"grad_norm": 0.13641005754470825,
"learning_rate": 1.594462738878288e-05,
"loss": 0.011327899992465973,
"step": 7760
},
{
"epoch": 34.53333333333333,
"grad_norm": 0.3275153338909149,
"learning_rate": 1.5862459275771085e-05,
"loss": 0.009165005385875702,
"step": 7770
},
{
"epoch": 34.577777777777776,
"grad_norm": 0.11175866425037384,
"learning_rate": 1.5780427270618186e-05,
"loss": 0.009274663031101226,
"step": 7780
},
{
"epoch": 34.62222222222222,
"grad_norm": 0.14954638481140137,
"learning_rate": 1.5698532163079673e-05,
"loss": 0.009301595389842987,
"step": 7790
},
{
"epoch": 34.666666666666664,
"grad_norm": 0.12754788994789124,
"learning_rate": 1.5616774741593088e-05,
"loss": 0.010568148642778396,
"step": 7800
},
{
"epoch": 34.71111111111111,
"grad_norm": 0.09315014630556107,
"learning_rate": 1.5535155793270387e-05,
"loss": 0.011067824810743332,
"step": 7810
},
{
"epoch": 34.75555555555555,
"grad_norm": 0.10851321369409561,
"learning_rate": 1.5453676103890412e-05,
"loss": 0.008293892443180084,
"step": 7820
},
{
"epoch": 34.8,
"grad_norm": 0.1154833436012268,
"learning_rate": 1.5372336457891304e-05,
"loss": 0.008684559166431427,
"step": 7830
},
{
"epoch": 34.84444444444444,
"grad_norm": 0.16019223630428314,
"learning_rate": 1.529113763836294e-05,
"loss": 0.01096649542450905,
"step": 7840
},
{
"epoch": 34.888888888888886,
"grad_norm": 0.1327367126941681,
"learning_rate": 1.52100804270394e-05,
"loss": 0.013495345413684846,
"step": 7850
},
{
"epoch": 34.93333333333333,
"grad_norm": 0.35757553577423096,
"learning_rate": 1.512916560429146e-05,
"loss": 0.010800091177225113,
"step": 7860
},
{
"epoch": 34.977777777777774,
"grad_norm": 0.3380919098854065,
"learning_rate": 1.5048393949119054e-05,
"loss": 0.011361131072044372,
"step": 7870
},
{
"epoch": 35.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9877207613484494,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9877207613484494,
"eval_loss": 0.015683069825172424,
"eval_mean_accuracy": 0.9877207613484494,
"eval_mean_iou": 0.4938603806742247,
"eval_overall_accuracy": 0.9877207613484494,
"eval_runtime": 4.1983,
"eval_samples_per_second": 75.744,
"eval_steps_per_second": 9.528,
"step": 7875
},
{
"epoch": 35.022222222222226,
"grad_norm": 0.1441982537508011,
"learning_rate": 1.4967766239143765e-05,
"loss": 0.009061855077743531,
"step": 7880
},
{
"epoch": 35.06666666666667,
"grad_norm": 0.19607199728488922,
"learning_rate": 1.4887283250601386e-05,
"loss": 0.009152691811323166,
"step": 7890
},
{
"epoch": 35.111111111111114,
"grad_norm": 0.15149147808551788,
"learning_rate": 1.4806945758334407e-05,
"loss": 0.008919592201709747,
"step": 7900
},
{
"epoch": 35.15555555555556,
"grad_norm": 0.11700580269098282,
"learning_rate": 1.472675453578456e-05,
"loss": 0.00888640359044075,
"step": 7910
},
{
"epoch": 35.2,
"grad_norm": 0.24411945044994354,
"learning_rate": 1.4646710354985393e-05,
"loss": 0.011847062408924103,
"step": 7920
},
{
"epoch": 35.24444444444445,
"grad_norm": 0.6391777992248535,
"learning_rate": 1.4566813986554805e-05,
"loss": 0.010287994146347046,
"step": 7930
},
{
"epoch": 35.28888888888889,
"grad_norm": 0.2236059457063675,
"learning_rate": 1.4487066199687673e-05,
"loss": 0.011360323429107666,
"step": 7940
},
{
"epoch": 35.333333333333336,
"grad_norm": 0.13868439197540283,
"learning_rate": 1.4407467762148374e-05,
"loss": 0.011205317825078965,
"step": 7950
},
{
"epoch": 35.37777777777778,
"grad_norm": 0.20370614528656006,
"learning_rate": 1.432801944026348e-05,
"loss": 0.008879441767930984,
"step": 7960
},
{
"epoch": 35.422222222222224,
"grad_norm": 1.2366740703582764,
"learning_rate": 1.4248721998914309e-05,
"loss": 0.012083116173744201,
"step": 7970
},
{
"epoch": 35.46666666666667,
"grad_norm": 0.13267114758491516,
"learning_rate": 1.4169576201529635e-05,
"loss": 0.008464067429304122,
"step": 7980
},
{
"epoch": 35.51111111111111,
"grad_norm": 0.15909196436405182,
"learning_rate": 1.4090582810078239e-05,
"loss": 0.010950255393981933,
"step": 7990
},
{
"epoch": 35.55555555555556,
"grad_norm": 0.09778666496276855,
"learning_rate": 1.4011742585061657e-05,
"loss": 0.009682464599609374,
"step": 8000
},
{
"epoch": 35.6,
"grad_norm": 0.13918869197368622,
"learning_rate": 1.393305628550684e-05,
"loss": 0.008658059686422349,
"step": 8010
},
{
"epoch": 35.644444444444446,
"grad_norm": 0.15457627177238464,
"learning_rate": 1.3854524668958783e-05,
"loss": 0.009674222767353058,
"step": 8020
},
{
"epoch": 35.68888888888889,
"grad_norm": 0.10907674580812454,
"learning_rate": 1.3776148491473363e-05,
"loss": 0.011147359758615494,
"step": 8030
},
{
"epoch": 35.733333333333334,
"grad_norm": 0.32708513736724854,
"learning_rate": 1.3697928507609923e-05,
"loss": 0.01181158870458603,
"step": 8040
},
{
"epoch": 35.77777777777778,
"grad_norm": 0.075588159263134,
"learning_rate": 1.3619865470424104e-05,
"loss": 0.008575809746980667,
"step": 8050
},
{
"epoch": 35.82222222222222,
"grad_norm": 0.36726707220077515,
"learning_rate": 1.3541960131460512e-05,
"loss": 0.00925149917602539,
"step": 8060
},
{
"epoch": 35.86666666666667,
"grad_norm": 0.2146628499031067,
"learning_rate": 1.3464213240745564e-05,
"loss": 0.011378446221351623,
"step": 8070
},
{
"epoch": 35.91111111111111,
"grad_norm": 0.18562643229961395,
"learning_rate": 1.3386625546780227e-05,
"loss": 0.00802200585603714,
"step": 8080
},
{
"epoch": 35.955555555555556,
"grad_norm": 0.2347923368215561,
"learning_rate": 1.3309197796532805e-05,
"loss": 0.009500047564506531,
"step": 8090
},
{
"epoch": 36.0,
"grad_norm": 0.22689056396484375,
"learning_rate": 1.323193073543177e-05,
"loss": 0.009397213906049728,
"step": 8100
},
{
"epoch": 36.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9886972343855736,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9886972343855736,
"eval_loss": 0.016109108924865723,
"eval_mean_accuracy": 0.9886972343855736,
"eval_mean_iou": 0.4943486171927868,
"eval_overall_accuracy": 0.9886972343855736,
"eval_runtime": 5.0256,
"eval_samples_per_second": 63.276,
"eval_steps_per_second": 7.959,
"step": 8100
},
{
"epoch": 36.044444444444444,
"grad_norm": 0.17394810914993286,
"learning_rate": 1.3154825107358568e-05,
"loss": 0.00973832756280899,
"step": 8110
},
{
"epoch": 36.08888888888889,
"grad_norm": 0.20927636325359344,
"learning_rate": 1.307788165464047e-05,
"loss": 0.010629218816757203,
"step": 8120
},
{
"epoch": 36.13333333333333,
"grad_norm": 0.15015459060668945,
"learning_rate": 1.3001101118043395e-05,
"loss": 0.008879870921373368,
"step": 8130
},
{
"epoch": 36.17777777777778,
"grad_norm": 0.1626884788274765,
"learning_rate": 1.2924484236764836e-05,
"loss": 0.010640408098697662,
"step": 8140
},
{
"epoch": 36.22222222222222,
"grad_norm": 0.21271207928657532,
"learning_rate": 1.2848031748426689e-05,
"loss": 0.008810238540172577,
"step": 8150
},
{
"epoch": 36.266666666666666,
"grad_norm": 0.2290344387292862,
"learning_rate": 1.2771744389068174e-05,
"loss": 0.00866846665740013,
"step": 8160
},
{
"epoch": 36.31111111111111,
"grad_norm": 0.452323317527771,
"learning_rate": 1.2695622893138756e-05,
"loss": 0.010568013787269593,
"step": 8170
},
{
"epoch": 36.355555555555554,
"grad_norm": 0.18893477320671082,
"learning_rate": 1.2619667993491061e-05,
"loss": 0.017853713035583495,
"step": 8180
},
{
"epoch": 36.4,
"grad_norm": 0.1229911521077156,
"learning_rate": 1.2543880421373826e-05,
"loss": 0.009917914867401123,
"step": 8190
},
{
"epoch": 36.44444444444444,
"grad_norm": 0.36613601446151733,
"learning_rate": 1.246826090642484e-05,
"loss": 0.010736520588397979,
"step": 8200
},
{
"epoch": 36.48888888888889,
"grad_norm": 1.054783582687378,
"learning_rate": 1.2392810176663964e-05,
"loss": 0.010082517564296723,
"step": 8210
},
{
"epoch": 36.53333333333333,
"grad_norm": 0.0944657102227211,
"learning_rate": 1.2317528958486071e-05,
"loss": 0.008532854914665221,
"step": 8220
},
{
"epoch": 36.577777777777776,
"grad_norm": 0.20097963511943817,
"learning_rate": 1.2242417976654123e-05,
"loss": 0.010825511068105698,
"step": 8230
},
{
"epoch": 36.62222222222222,
"grad_norm": 0.16960740089416504,
"learning_rate": 1.216747795429208e-05,
"loss": 0.009948232769966125,
"step": 8240
},
{
"epoch": 36.666666666666664,
"grad_norm": 0.6997804641723633,
"learning_rate": 1.209270961287805e-05,
"loss": 0.01187824159860611,
"step": 8250
},
{
"epoch": 36.71111111111111,
"grad_norm": 0.2355063408613205,
"learning_rate": 1.2018113672237302e-05,
"loss": 0.010560347139835358,
"step": 8260
},
{
"epoch": 36.75555555555555,
"grad_norm": 0.14960607886314392,
"learning_rate": 1.1943690850535296e-05,
"loss": 0.009540726989507675,
"step": 8270
},
{
"epoch": 36.8,
"grad_norm": 0.14744175970554352,
"learning_rate": 1.1869441864270824e-05,
"loss": 0.010541623830795288,
"step": 8280
},
{
"epoch": 36.84444444444444,
"grad_norm": 0.14729435741901398,
"learning_rate": 1.179536742826913e-05,
"loss": 0.008599544316530228,
"step": 8290
},
{
"epoch": 36.888888888888886,
"grad_norm": 0.30318766832351685,
"learning_rate": 1.1721468255674949e-05,
"loss": 0.011206484586000442,
"step": 8300
},
{
"epoch": 36.93333333333333,
"grad_norm": 0.1659647673368454,
"learning_rate": 1.164774505794568e-05,
"loss": 0.009773840755224228,
"step": 8310
},
{
"epoch": 36.977777777777774,
"grad_norm": 0.12480331212282181,
"learning_rate": 1.1574198544844563e-05,
"loss": 0.008205689489841461,
"step": 8320
},
{
"epoch": 37.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9871156830531491,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9871156830531491,
"eval_loss": 0.016175413504242897,
"eval_mean_accuracy": 0.9871156830531491,
"eval_mean_iou": 0.49355784152657456,
"eval_overall_accuracy": 0.9871156830531491,
"eval_runtime": 4.3564,
"eval_samples_per_second": 72.996,
"eval_steps_per_second": 9.182,
"step": 8325
},
{
"epoch": 37.022222222222226,
"grad_norm": 0.19714780151844025,
"learning_rate": 1.1500829424433825e-05,
"loss": 0.008260628581047058,
"step": 8330
},
{
"epoch": 37.06666666666667,
"grad_norm": 0.34514838457107544,
"learning_rate": 1.1427638403067817e-05,
"loss": 0.010611176490783691,
"step": 8340
},
{
"epoch": 37.111111111111114,
"grad_norm": 0.16801612079143524,
"learning_rate": 1.135462618538633e-05,
"loss": 0.0086660698056221,
"step": 8350
},
{
"epoch": 37.15555555555556,
"grad_norm": 0.18599268794059753,
"learning_rate": 1.1281793474307686e-05,
"loss": 0.010147134959697723,
"step": 8360
},
{
"epoch": 37.2,
"grad_norm": 0.09529401361942291,
"learning_rate": 1.120914097102205e-05,
"loss": 0.010002662241458894,
"step": 8370
},
{
"epoch": 37.24444444444445,
"grad_norm": 0.08701646327972412,
"learning_rate": 1.1136669374984623e-05,
"loss": 0.008551066368818283,
"step": 8380
},
{
"epoch": 37.28888888888889,
"grad_norm": 0.1116730123758316,
"learning_rate": 1.1064379383908969e-05,
"loss": 0.012113143503665925,
"step": 8390
},
{
"epoch": 37.333333333333336,
"grad_norm": 0.36920425295829773,
"learning_rate": 1.0992271693760256e-05,
"loss": 0.009505388885736465,
"step": 8400
},
{
"epoch": 37.37777777777778,
"grad_norm": 0.30732259154319763,
"learning_rate": 1.0920346998748564e-05,
"loss": 0.00952598825097084,
"step": 8410
},
{
"epoch": 37.422222222222224,
"grad_norm": 0.11631600558757782,
"learning_rate": 1.084860599132221e-05,
"loss": 0.008099675923585892,
"step": 8420
},
{
"epoch": 37.46666666666667,
"grad_norm": 0.19066797196865082,
"learning_rate": 1.077704936216107e-05,
"loss": 0.008108977973461152,
"step": 8430
},
{
"epoch": 37.51111111111111,
"grad_norm": 0.19728882610797882,
"learning_rate": 1.0705677800169954e-05,
"loss": 0.00889047235250473,
"step": 8440
},
{
"epoch": 37.55555555555556,
"grad_norm": 0.11411871016025543,
"learning_rate": 1.0634491992471911e-05,
"loss": 0.010507308691740037,
"step": 8450
},
{
"epoch": 37.6,
"grad_norm": 0.18581266701221466,
"learning_rate": 1.05634926244017e-05,
"loss": 0.008106718957424163,
"step": 8460
},
{
"epoch": 37.644444444444446,
"grad_norm": 0.06667740643024445,
"learning_rate": 1.0492680379499128e-05,
"loss": 0.008549075573682785,
"step": 8470
},
{
"epoch": 37.68888888888889,
"grad_norm": 0.14750997722148895,
"learning_rate": 1.0422055939502528e-05,
"loss": 0.01161084696650505,
"step": 8480
},
{
"epoch": 37.733333333333334,
"grad_norm": 0.3073539137840271,
"learning_rate": 1.0351619984342099e-05,
"loss": 0.008877433836460114,
"step": 8490
},
{
"epoch": 37.77777777777778,
"grad_norm": 0.14369788765907288,
"learning_rate": 1.028137319213346e-05,
"loss": 0.012289269268512726,
"step": 8500
},
{
"epoch": 37.82222222222222,
"grad_norm": 0.1440463364124298,
"learning_rate": 1.0211316239171081e-05,
"loss": 0.008424662053585052,
"step": 8510
},
{
"epoch": 37.86666666666667,
"grad_norm": 0.17496487498283386,
"learning_rate": 1.0141449799921745e-05,
"loss": 0.011977940052747726,
"step": 8520
},
{
"epoch": 37.91111111111111,
"grad_norm": 0.15452471375465393,
"learning_rate": 1.0071774547018097e-05,
"loss": 0.010050833225250244,
"step": 8530
},
{
"epoch": 37.955555555555556,
"grad_norm": 0.2379625290632248,
"learning_rate": 1.0002291151252183e-05,
"loss": 0.009011054039001464,
"step": 8540
},
{
"epoch": 38.0,
"grad_norm": 0.3319093883037567,
"learning_rate": 9.933000281568927e-06,
"loss": 0.008132915943861008,
"step": 8550
},
{
"epoch": 38.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9853259761700941,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9853259761700941,
"eval_loss": 0.016127141192555428,
"eval_mean_accuracy": 0.9853259761700941,
"eval_mean_iou": 0.49266298808504705,
"eval_overall_accuracy": 0.9853259761700941,
"eval_runtime": 4.9914,
"eval_samples_per_second": 63.709,
"eval_steps_per_second": 8.014,
"step": 8550
},
{
"epoch": 38.044444444444444,
"grad_norm": 0.08342853933572769,
"learning_rate": 9.863902605059723e-06,
"loss": 0.009858573228120804,
"step": 8560
},
{
"epoch": 38.08888888888889,
"grad_norm": 0.13003942370414734,
"learning_rate": 9.794998786956029e-06,
"loss": 0.008732558786869049,
"step": 8570
},
{
"epoch": 38.13333333333333,
"grad_norm": 0.16534218192100525,
"learning_rate": 9.726289490622964e-06,
"loss": 0.008687300235033035,
"step": 8580
},
{
"epoch": 38.17777777777778,
"grad_norm": 0.33109521865844727,
"learning_rate": 9.657775377552857e-06,
"loss": 0.0142244353890419,
"step": 8590
},
{
"epoch": 38.22222222222222,
"grad_norm": 0.14419220387935638,
"learning_rate": 9.589457107358991e-06,
"loss": 0.008839359134435653,
"step": 8600
},
{
"epoch": 38.266666666666666,
"grad_norm": 0.1888597309589386,
"learning_rate": 9.521335337769154e-06,
"loss": 0.014219576120376587,
"step": 8610
},
{
"epoch": 38.31111111111111,
"grad_norm": 0.32233986258506775,
"learning_rate": 9.453410724619353e-06,
"loss": 0.010401470214128494,
"step": 8620
},
{
"epoch": 38.355555555555554,
"grad_norm": 0.17485755681991577,
"learning_rate": 9.38568392184747e-06,
"loss": 0.008073202520608901,
"step": 8630
},
{
"epoch": 38.4,
"grad_norm": 0.19004598259925842,
"learning_rate": 9.318155581487014e-06,
"loss": 0.009592197090387344,
"step": 8640
},
{
"epoch": 38.44444444444444,
"grad_norm": 0.4857015907764435,
"learning_rate": 9.2508263536608e-06,
"loss": 0.009050561487674713,
"step": 8650
},
{
"epoch": 38.48888888888889,
"grad_norm": 0.16593524813652039,
"learning_rate": 9.183696886574706e-06,
"loss": 0.010384495556354522,
"step": 8660
},
{
"epoch": 38.53333333333333,
"grad_norm": 0.08969233930110931,
"learning_rate": 9.116767826511442e-06,
"loss": 0.01090916246175766,
"step": 8670
},
{
"epoch": 38.577777777777776,
"grad_norm": 0.17988525331020355,
"learning_rate": 9.050039817824303e-06,
"loss": 0.009622099995613097,
"step": 8680
},
{
"epoch": 38.62222222222222,
"grad_norm": 0.12048563361167908,
"learning_rate": 8.983513502931007e-06,
"loss": 0.008557760715484619,
"step": 8690
},
{
"epoch": 38.666666666666664,
"grad_norm": 0.38834285736083984,
"learning_rate": 8.917189522307442e-06,
"loss": 0.010668180137872695,
"step": 8700
},
{
"epoch": 38.71111111111111,
"grad_norm": 0.1947161853313446,
"learning_rate": 8.851068514481573e-06,
"loss": 0.0088848777115345,
"step": 8710
},
{
"epoch": 38.75555555555555,
"grad_norm": 0.16620716452598572,
"learning_rate": 8.785151116027257e-06,
"loss": 0.009028815478086472,
"step": 8720
},
{
"epoch": 38.8,
"grad_norm": 0.14173457026481628,
"learning_rate": 8.719437961558115e-06,
"loss": 0.009423910081386567,
"step": 8730
},
{
"epoch": 38.84444444444444,
"grad_norm": 0.2560481131076813,
"learning_rate": 8.65392968372144e-06,
"loss": 0.009656582772731782,
"step": 8740
},
{
"epoch": 38.888888888888886,
"grad_norm": 0.2174036055803299,
"learning_rate": 8.588626913192082e-06,
"loss": 0.009034762531518937,
"step": 8750
},
{
"epoch": 38.93333333333333,
"grad_norm": 0.09497933089733124,
"learning_rate": 8.523530278666399e-06,
"loss": 0.007124392688274384,
"step": 8760
},
{
"epoch": 38.977777777777774,
"grad_norm": 0.31073257327079773,
"learning_rate": 8.458640406856172e-06,
"loss": 0.008978623151779174,
"step": 8770
},
{
"epoch": 39.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9862346438156933,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9862346438156933,
"eval_loss": 0.016855206340551376,
"eval_mean_accuracy": 0.9862346438156933,
"eval_mean_iou": 0.49311732190784663,
"eval_overall_accuracy": 0.9862346438156933,
"eval_runtime": 4.9795,
"eval_samples_per_second": 63.862,
"eval_steps_per_second": 8.033,
"step": 8775
},
{
"epoch": 39.022222222222226,
"grad_norm": 0.27861523628234863,
"learning_rate": 8.39395792248261e-06,
"loss": 0.009674544632434844,
"step": 8780
},
{
"epoch": 39.06666666666667,
"grad_norm": 0.2110968381166458,
"learning_rate": 8.329483448270335e-06,
"loss": 0.010200072079896927,
"step": 8790
},
{
"epoch": 39.111111111111114,
"grad_norm": 0.11281915009021759,
"learning_rate": 8.265217604941353e-06,
"loss": 0.007965505868196488,
"step": 8800
},
{
"epoch": 39.15555555555556,
"grad_norm": 0.34016016125679016,
"learning_rate": 8.201161011209072e-06,
"loss": 0.010503782331943512,
"step": 8810
},
{
"epoch": 39.2,
"grad_norm": 0.09845948219299316,
"learning_rate": 8.13731428377241e-06,
"loss": 0.011164815723896026,
"step": 8820
},
{
"epoch": 39.24444444444445,
"grad_norm": 0.1427334100008011,
"learning_rate": 8.073678037309802e-06,
"loss": 0.008042615652084351,
"step": 8830
},
{
"epoch": 39.28888888888889,
"grad_norm": 0.711721658706665,
"learning_rate": 8.010252884473273e-06,
"loss": 0.01185576617717743,
"step": 8840
},
{
"epoch": 39.333333333333336,
"grad_norm": 3.748128652572632,
"learning_rate": 7.947039435882604e-06,
"loss": 0.010901518166065216,
"step": 8850
},
{
"epoch": 39.37777777777778,
"grad_norm": 0.44545602798461914,
"learning_rate": 7.884038300119394e-06,
"loss": 0.009559103101491929,
"step": 8860
},
{
"epoch": 39.422222222222224,
"grad_norm": 0.08467259258031845,
"learning_rate": 7.82125008372122e-06,
"loss": 0.0094651959836483,
"step": 8870
},
{
"epoch": 39.46666666666667,
"grad_norm": 0.42417973279953003,
"learning_rate": 7.758675391175787e-06,
"loss": 0.010829713940620423,
"step": 8880
},
{
"epoch": 39.51111111111111,
"grad_norm": 0.16081629693508148,
"learning_rate": 7.696314824915136e-06,
"loss": 0.010946983098983764,
"step": 8890
},
{
"epoch": 39.55555555555556,
"grad_norm": 0.14074282348155975,
"learning_rate": 7.63416898530982e-06,
"loss": 0.009233842045068741,
"step": 8900
},
{
"epoch": 39.6,
"grad_norm": 0.15290798246860504,
"learning_rate": 7.5722384706631354e-06,
"loss": 0.008949696272611617,
"step": 8910
},
{
"epoch": 39.644444444444446,
"grad_norm": 0.12808571755886078,
"learning_rate": 7.510523877205348e-06,
"loss": 0.009515069425106049,
"step": 8920
},
{
"epoch": 39.68888888888889,
"grad_norm": 0.09376636892557144,
"learning_rate": 7.449025799087971e-06,
"loss": 0.009142509847879409,
"step": 8930
},
{
"epoch": 39.733333333333334,
"grad_norm": 0.08920039981603622,
"learning_rate": 7.3877448283780435e-06,
"loss": 0.009481516480445863,
"step": 8940
},
{
"epoch": 39.77777777777778,
"grad_norm": 0.18315701186656952,
"learning_rate": 7.326681555052395e-06,
"loss": 0.009099499881267547,
"step": 8950
},
{
"epoch": 39.82222222222222,
"grad_norm": 0.20228026807308197,
"learning_rate": 7.265836566992019e-06,
"loss": 0.008513420820236206,
"step": 8960
},
{
"epoch": 39.86666666666667,
"grad_norm": 0.1185707300901413,
"learning_rate": 7.205210449976385e-06,
"loss": 0.009149493277072906,
"step": 8970
},
{
"epoch": 39.91111111111111,
"grad_norm": 0.1808559149503708,
"learning_rate": 7.144803787677796e-06,
"loss": 0.01176646426320076,
"step": 8980
},
{
"epoch": 39.955555555555556,
"grad_norm": 0.13035795092582703,
"learning_rate": 7.084617161655776e-06,
"loss": 0.008845588564872742,
"step": 8990
},
{
"epoch": 40.0,
"grad_norm": 0.14816752076148987,
"learning_rate": 7.024651151351474e-06,
"loss": 0.008386646956205368,
"step": 9000
},
{
"epoch": 40.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9867986834228744,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9867986834228744,
"eval_loss": 0.016107862815260887,
"eval_mean_accuracy": 0.9867986834228744,
"eval_mean_iou": 0.4933993417114372,
"eval_overall_accuracy": 0.9867986834228744,
"eval_runtime": 4.2491,
"eval_samples_per_second": 74.839,
"eval_steps_per_second": 9.414,
"step": 9000
},
{
"epoch": 40.044444444444444,
"grad_norm": 0.11442097276449203,
"learning_rate": 6.964906334082084e-06,
"loss": 0.010162974148988724,
"step": 9010
},
{
"epoch": 40.08888888888889,
"grad_norm": 0.12665948271751404,
"learning_rate": 6.905383285035263e-06,
"loss": 0.011018770933151244,
"step": 9020
},
{
"epoch": 40.13333333333333,
"grad_norm": 0.30260199308395386,
"learning_rate": 6.846082577263643e-06,
"loss": 0.00993640273809433,
"step": 9030
},
{
"epoch": 40.17777777777778,
"grad_norm": 0.23481261730194092,
"learning_rate": 6.787004781679261e-06,
"loss": 0.011438509821891785,
"step": 9040
},
{
"epoch": 40.22222222222222,
"grad_norm": 0.6293283700942993,
"learning_rate": 6.7281504670481295e-06,
"loss": 0.009909652173519135,
"step": 9050
},
{
"epoch": 40.266666666666666,
"grad_norm": 0.1908373236656189,
"learning_rate": 6.669520199984667e-06,
"loss": 0.008559158444404602,
"step": 9060
},
{
"epoch": 40.31111111111111,
"grad_norm": 0.2800517976284027,
"learning_rate": 6.611114544946326e-06,
"loss": 0.010904067754745483,
"step": 9070
},
{
"epoch": 40.355555555555554,
"grad_norm": 0.1679239124059677,
"learning_rate": 6.552934064228126e-06,
"loss": 0.008476626873016358,
"step": 9080
},
{
"epoch": 40.4,
"grad_norm": 0.3395392894744873,
"learning_rate": 6.4949793179572225e-06,
"loss": 0.00960720032453537,
"step": 9090
},
{
"epoch": 40.44444444444444,
"grad_norm": 0.15560856461524963,
"learning_rate": 6.437250864087544e-06,
"loss": 0.010442525893449784,
"step": 9100
},
{
"epoch": 40.48888888888889,
"grad_norm": 0.19684119522571564,
"learning_rate": 6.379749258394428e-06,
"loss": 0.009402762353420257,
"step": 9110
},
{
"epoch": 40.53333333333333,
"grad_norm": 0.10310734808444977,
"learning_rate": 6.322475054469242e-06,
"loss": 0.00812251791357994,
"step": 9120
},
{
"epoch": 40.577777777777776,
"grad_norm": 0.3024386465549469,
"learning_rate": 6.265428803714043e-06,
"loss": 0.009917283803224564,
"step": 9130
},
{
"epoch": 40.62222222222222,
"grad_norm": 0.1136888936161995,
"learning_rate": 6.2086110553363095e-06,
"loss": 0.009009785205125808,
"step": 9140
},
{
"epoch": 40.666666666666664,
"grad_norm": 0.10895899683237076,
"learning_rate": 6.152022356343635e-06,
"loss": 0.009647868573665619,
"step": 9150
},
{
"epoch": 40.71111111111111,
"grad_norm": 0.19797876477241516,
"learning_rate": 6.095663251538453e-06,
"loss": 0.011397708952426911,
"step": 9160
},
{
"epoch": 40.75555555555555,
"grad_norm": 0.09987834841012955,
"learning_rate": 6.039534283512813e-06,
"loss": 0.00788293182849884,
"step": 9170
},
{
"epoch": 40.8,
"grad_norm": 0.0898575559258461,
"learning_rate": 5.9836359926431274e-06,
"loss": 0.008983664959669114,
"step": 9180
},
{
"epoch": 40.84444444444444,
"grad_norm": 0.17771229147911072,
"learning_rate": 5.927968917085008e-06,
"loss": 0.009258570522069931,
"step": 9190
},
{
"epoch": 40.888888888888886,
"grad_norm": 0.1653849333524704,
"learning_rate": 5.8725335927680336e-06,
"loss": 0.011366803944110871,
"step": 9200
},
{
"epoch": 40.93333333333333,
"grad_norm": 0.1255594789981842,
"learning_rate": 5.817330553390638e-06,
"loss": 0.010289539396762849,
"step": 9210
},
{
"epoch": 40.977777777777774,
"grad_norm": 0.1295168399810791,
"learning_rate": 5.762360330414957e-06,
"loss": 0.011482463777065277,
"step": 9220
},
{
"epoch": 41.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9870389374749735,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9870389374749735,
"eval_loss": 0.01579268090426922,
"eval_mean_accuracy": 0.9870389374749735,
"eval_mean_iou": 0.49351946873748676,
"eval_overall_accuracy": 0.9870389374749735,
"eval_runtime": 4.9573,
"eval_samples_per_second": 64.148,
"eval_steps_per_second": 8.069,
"step": 9225
},
{
"epoch": 41.022222222222226,
"grad_norm": 0.5648945569992065,
"learning_rate": 5.707623453061694e-06,
"loss": 0.010472696274518967,
"step": 9230
},
{
"epoch": 41.06666666666667,
"grad_norm": 0.24583551287651062,
"learning_rate": 5.653120448305054e-06,
"loss": 0.008899197727441788,
"step": 9240
},
{
"epoch": 41.111111111111114,
"grad_norm": 0.17115260660648346,
"learning_rate": 5.59885184086764e-06,
"loss": 0.008308984339237213,
"step": 9250
},
{
"epoch": 41.15555555555556,
"grad_norm": 0.13256648182868958,
"learning_rate": 5.5448181532154385e-06,
"loss": 0.008741877973079681,
"step": 9260
},
{
"epoch": 41.2,
"grad_norm": 0.22882330417633057,
"learning_rate": 5.491019905552737e-06,
"loss": 0.010008525103330612,
"step": 9270
},
{
"epoch": 41.24444444444445,
"grad_norm": 0.14104101061820984,
"learning_rate": 5.4374576158171675e-06,
"loss": 0.010174065083265304,
"step": 9280
},
{
"epoch": 41.28888888888889,
"grad_norm": 0.13034752011299133,
"learning_rate": 5.384131799674691e-06,
"loss": 0.009599237143993378,
"step": 9290
},
{
"epoch": 41.333333333333336,
"grad_norm": 0.21091969311237335,
"learning_rate": 5.331042970514666e-06,
"loss": 0.010817769169807433,
"step": 9300
},
{
"epoch": 41.37777777777778,
"grad_norm": 0.3192712366580963,
"learning_rate": 5.278191639444832e-06,
"loss": 0.011463935673236846,
"step": 9310
},
{
"epoch": 41.422222222222224,
"grad_norm": 0.13509511947631836,
"learning_rate": 5.22557831528648e-06,
"loss": 0.008219669759273528,
"step": 9320
},
{
"epoch": 41.46666666666667,
"grad_norm": 0.30441412329673767,
"learning_rate": 5.173203504569499e-06,
"loss": 0.009334265440702438,
"step": 9330
},
{
"epoch": 41.51111111111111,
"grad_norm": 0.15208688378334045,
"learning_rate": 5.121067711527498e-06,
"loss": 0.008971913158893586,
"step": 9340
},
{
"epoch": 41.55555555555556,
"grad_norm": 0.1834406554698944,
"learning_rate": 5.069171438092973e-06,
"loss": 0.009166532754898071,
"step": 9350
},
{
"epoch": 41.6,
"grad_norm": 0.09260621666908264,
"learning_rate": 5.017515183892487e-06,
"loss": 0.009075510501861572,
"step": 9360
},
{
"epoch": 41.644444444444446,
"grad_norm": 0.12908564507961273,
"learning_rate": 4.966099446241831e-06,
"loss": 0.00834164097905159,
"step": 9370
},
{
"epoch": 41.68888888888889,
"grad_norm": 0.3206913471221924,
"learning_rate": 4.914924720141215e-06,
"loss": 0.010787234455347062,
"step": 9380
},
{
"epoch": 41.733333333333334,
"grad_norm": 0.20668160915374756,
"learning_rate": 4.86399149827057e-06,
"loss": 0.008846065402030945,
"step": 9390
},
{
"epoch": 41.77777777777778,
"grad_norm": 0.44397252798080444,
"learning_rate": 4.8133002709847525e-06,
"loss": 0.01097593829035759,
"step": 9400
},
{
"epoch": 41.82222222222222,
"grad_norm": 0.20189468562602997,
"learning_rate": 4.76285152630884e-06,
"loss": 0.00869334414601326,
"step": 9410
},
{
"epoch": 41.86666666666667,
"grad_norm": 0.3745025396347046,
"learning_rate": 4.712645749933433e-06,
"loss": 0.00862944796681404,
"step": 9420
},
{
"epoch": 41.91111111111111,
"grad_norm": 0.12419744580984116,
"learning_rate": 4.662683425209971e-06,
"loss": 0.010759425908327102,
"step": 9430
},
{
"epoch": 41.955555555555556,
"grad_norm": 1.051476001739502,
"learning_rate": 4.612965033146102e-06,
"loss": 0.009813901036977768,
"step": 9440
},
{
"epoch": 42.0,
"grad_norm": 0.2857818901538849,
"learning_rate": 4.5634910524010055e-06,
"loss": 0.00800687149167061,
"step": 9450
},
{
"epoch": 42.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9870036075807397,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9870036075807397,
"eval_loss": 0.016197478398680687,
"eval_mean_accuracy": 0.9870036075807397,
"eval_mean_iou": 0.49350180379036984,
"eval_overall_accuracy": 0.9870036075807397,
"eval_runtime": 5.2,
"eval_samples_per_second": 61.153,
"eval_steps_per_second": 7.692,
"step": 9450
},
{
"epoch": 42.044444444444444,
"grad_norm": 0.0808783769607544,
"learning_rate": 4.514261959280843e-06,
"loss": 0.00937308594584465,
"step": 9460
},
{
"epoch": 42.08888888888889,
"grad_norm": 0.2844408452510834,
"learning_rate": 4.465278227734123e-06,
"loss": 0.010046932101249694,
"step": 9470
},
{
"epoch": 42.13333333333333,
"grad_norm": 0.4044899642467499,
"learning_rate": 4.416540329347175e-06,
"loss": 0.009509791433811188,
"step": 9480
},
{
"epoch": 42.17777777777778,
"grad_norm": 0.16986887156963348,
"learning_rate": 4.368048733339582e-06,
"loss": 0.009389126300811767,
"step": 9490
},
{
"epoch": 42.22222222222222,
"grad_norm": 0.12908174097537994,
"learning_rate": 4.3198039065596754e-06,
"loss": 0.009671323001384735,
"step": 9500
},
{
"epoch": 42.266666666666666,
"grad_norm": 0.19733834266662598,
"learning_rate": 4.271806313480043e-06,
"loss": 0.009784835577011108,
"step": 9510
},
{
"epoch": 42.31111111111111,
"grad_norm": 0.06883057951927185,
"learning_rate": 4.2240564161930416e-06,
"loss": 0.008562954515218735,
"step": 9520
},
{
"epoch": 42.355555555555554,
"grad_norm": 0.15110228955745697,
"learning_rate": 4.176554674406372e-06,
"loss": 0.009358204901218414,
"step": 9530
},
{
"epoch": 42.4,
"grad_norm": 0.12839378416538239,
"learning_rate": 4.129301545438637e-06,
"loss": 0.010094927251338958,
"step": 9540
},
{
"epoch": 42.44444444444444,
"grad_norm": 0.08893191069364548,
"learning_rate": 4.082297484214942e-06,
"loss": 0.009588159620761871,
"step": 9550
},
{
"epoch": 42.48888888888889,
"grad_norm": 0.3865722119808197,
"learning_rate": 4.035542943262518e-06,
"loss": 0.00966174602508545,
"step": 9560
},
{
"epoch": 42.53333333333333,
"grad_norm": 0.15124055743217468,
"learning_rate": 3.989038372706356e-06,
"loss": 0.009892082214355469,
"step": 9570
},
{
"epoch": 42.577777777777776,
"grad_norm": 0.2203996628522873,
"learning_rate": 3.942784220264892e-06,
"loss": 0.00922955572605133,
"step": 9580
},
{
"epoch": 42.62222222222222,
"grad_norm": 0.1409890204668045,
"learning_rate": 3.89678093124568e-06,
"loss": 0.008969445526599885,
"step": 9590
},
{
"epoch": 42.666666666666664,
"grad_norm": 0.10689610242843628,
"learning_rate": 3.85102894854109e-06,
"loss": 0.008726874738931656,
"step": 9600
},
{
"epoch": 42.71111111111111,
"grad_norm": 0.610434889793396,
"learning_rate": 3.805528712624102e-06,
"loss": 0.01204061508178711,
"step": 9610
},
{
"epoch": 42.75555555555555,
"grad_norm": 0.25447696447372437,
"learning_rate": 3.7602806615440042e-06,
"loss": 0.00919174700975418,
"step": 9620
},
{
"epoch": 42.8,
"grad_norm": 0.14492172002792358,
"learning_rate": 3.7152852309221917e-06,
"loss": 0.008265383541584015,
"step": 9630
},
{
"epoch": 42.84444444444444,
"grad_norm": 0.14401572942733765,
"learning_rate": 3.6705428539479923e-06,
"loss": 0.009117917716503143,
"step": 9640
},
{
"epoch": 42.888888888888886,
"grad_norm": 0.08602733910083771,
"learning_rate": 3.6260539613744827e-06,
"loss": 0.011313943564891816,
"step": 9650
},
{
"epoch": 42.93333333333333,
"grad_norm": 0.12237777560949326,
"learning_rate": 3.581818981514341e-06,
"loss": 0.007242021709680557,
"step": 9660
},
{
"epoch": 42.977777777777774,
"grad_norm": 0.07774618268013,
"learning_rate": 3.5378383402357216e-06,
"loss": 0.009667984396219253,
"step": 9670
},
{
"epoch": 43.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9873696705245009,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9873696705245009,
"eval_loss": 0.016740724444389343,
"eval_mean_accuracy": 0.9873696705245009,
"eval_mean_iou": 0.49368483526225043,
"eval_overall_accuracy": 0.9873696705245009,
"eval_runtime": 5.002,
"eval_samples_per_second": 63.574,
"eval_steps_per_second": 7.997,
"step": 9675
},
{
"epoch": 43.022222222222226,
"grad_norm": 0.2042597085237503,
"learning_rate": 3.4941124609581578e-06,
"loss": 0.014802937209606171,
"step": 9680
},
{
"epoch": 43.06666666666667,
"grad_norm": 0.15077997744083405,
"learning_rate": 3.4506417646484934e-06,
"loss": 0.008730484545230866,
"step": 9690
},
{
"epoch": 43.111111111111114,
"grad_norm": 0.0969257801771164,
"learning_rate": 3.4074266698168056e-06,
"loss": 0.008107737451791764,
"step": 9700
},
{
"epoch": 43.15555555555556,
"grad_norm": 0.12220139801502228,
"learning_rate": 3.364467592512409e-06,
"loss": 0.010306209325790405,
"step": 9710
},
{
"epoch": 43.2,
"grad_norm": 0.1910788118839264,
"learning_rate": 3.321764946319821e-06,
"loss": 0.010331282764673233,
"step": 9720
},
{
"epoch": 43.24444444444445,
"grad_norm": 0.21679209172725677,
"learning_rate": 3.279319142354802e-06,
"loss": 0.009432458877563476,
"step": 9730
},
{
"epoch": 43.28888888888889,
"grad_norm": 0.24441024661064148,
"learning_rate": 3.237130589260382e-06,
"loss": 0.010894263535737992,
"step": 9740
},
{
"epoch": 43.333333333333336,
"grad_norm": 0.09884672611951828,
"learning_rate": 3.1951996932029313e-06,
"loss": 0.007973553240299225,
"step": 9750
},
{
"epoch": 43.37777777777778,
"grad_norm": 1.3102566003799438,
"learning_rate": 3.153526857868262e-06,
"loss": 0.010812371224164962,
"step": 9760
},
{
"epoch": 43.422222222222224,
"grad_norm": 0.44917213916778564,
"learning_rate": 3.112112484457709e-06,
"loss": 0.00949961319565773,
"step": 9770
},
{
"epoch": 43.46666666666667,
"grad_norm": 0.15101133286952972,
"learning_rate": 3.070956971684308e-06,
"loss": 0.010940992087125779,
"step": 9780
},
{
"epoch": 43.51111111111111,
"grad_norm": 0.2391185164451599,
"learning_rate": 3.0300607157689318e-06,
"loss": 0.00914691761136055,
"step": 9790
},
{
"epoch": 43.55555555555556,
"grad_norm": 0.1306968331336975,
"learning_rate": 2.9894241104364804e-06,
"loss": 0.008083894848823547,
"step": 9800
},
{
"epoch": 43.6,
"grad_norm": 0.18575072288513184,
"learning_rate": 2.9490475469120926e-06,
"loss": 0.009058014303445817,
"step": 9810
},
{
"epoch": 43.644444444444446,
"grad_norm": 0.23239481449127197,
"learning_rate": 2.908931413917386e-06,
"loss": 0.0093460813164711,
"step": 9820
},
{
"epoch": 43.68888888888889,
"grad_norm": 0.7371838092803955,
"learning_rate": 2.8690760976666918e-06,
"loss": 0.011135801672935486,
"step": 9830
},
{
"epoch": 43.733333333333334,
"grad_norm": 0.15142948925495148,
"learning_rate": 2.8294819818633755e-06,
"loss": 0.010835631936788558,
"step": 9840
},
{
"epoch": 43.77777777777778,
"grad_norm": 0.3591817319393158,
"learning_rate": 2.790149447696091e-06,
"loss": 0.008295612037181854,
"step": 9850
},
{
"epoch": 43.82222222222222,
"grad_norm": 0.14152100682258606,
"learning_rate": 2.751078873835157e-06,
"loss": 0.009266762435436249,
"step": 9860
},
{
"epoch": 43.86666666666667,
"grad_norm": 0.6529484987258911,
"learning_rate": 2.712270636428902e-06,
"loss": 0.011058161407709122,
"step": 9870
},
{
"epoch": 43.91111111111111,
"grad_norm": 0.09463955461978912,
"learning_rate": 2.673725109100009e-06,
"loss": 0.007944537699222565,
"step": 9880
},
{
"epoch": 43.955555555555556,
"grad_norm": 0.5518578886985779,
"learning_rate": 2.6354426629419648e-06,
"loss": 0.008981087803840637,
"step": 9890
},
{
"epoch": 44.0,
"grad_norm": 0.2325361669063568,
"learning_rate": 2.5974236665154606e-06,
"loss": 0.008235058933496475,
"step": 9900
},
{
"epoch": 44.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9867232842583509,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9867232842583509,
"eval_loss": 0.016649842262268066,
"eval_mean_accuracy": 0.9867232842583509,
"eval_mean_iou": 0.49336164212917544,
"eval_overall_accuracy": 0.9867232842583509,
"eval_runtime": 5.033,
"eval_samples_per_second": 63.183,
"eval_steps_per_second": 7.948,
"step": 9900
},
{
"epoch": 44.044444444444444,
"grad_norm": 0.1768428534269333,
"learning_rate": 2.5596684858448503e-06,
"loss": 0.009393288940191268,
"step": 9910
},
{
"epoch": 44.08888888888889,
"grad_norm": 0.0958385318517685,
"learning_rate": 2.5221774844146237e-06,
"loss": 0.009489041566848756,
"step": 9920
},
{
"epoch": 44.13333333333333,
"grad_norm": 0.1517782062292099,
"learning_rate": 2.4849510231659145e-06,
"loss": 0.008564892411231994,
"step": 9930
},
{
"epoch": 44.17777777777778,
"grad_norm": 0.22501669824123383,
"learning_rate": 2.4479894604930198e-06,
"loss": 0.009396791458129883,
"step": 9940
},
{
"epoch": 44.22222222222222,
"grad_norm": 0.16278569400310516,
"learning_rate": 2.411293152239937e-06,
"loss": 0.008301478624343873,
"step": 9950
},
{
"epoch": 44.266666666666666,
"grad_norm": 0.30498072504997253,
"learning_rate": 2.3748624516969673e-06,
"loss": 0.009221111238002778,
"step": 9960
},
{
"epoch": 44.31111111111111,
"grad_norm": 0.21526700258255005,
"learning_rate": 2.338697709597296e-06,
"loss": 0.009778054803609848,
"step": 9970
},
{
"epoch": 44.355555555555554,
"grad_norm": 0.7358174324035645,
"learning_rate": 2.3027992741136107e-06,
"loss": 0.008685538172721862,
"step": 9980
},
{
"epoch": 44.4,
"grad_norm": 0.10848166793584824,
"learning_rate": 2.2671674908547622e-06,
"loss": 0.008999171108007431,
"step": 9990
},
{
"epoch": 44.44444444444444,
"grad_norm": 0.18759377300739288,
"learning_rate": 2.2318027028624365e-06,
"loss": 0.008966409415006638,
"step": 10000
},
{
"epoch": 44.48888888888889,
"grad_norm": 0.2606959640979767,
"learning_rate": 2.1967052506078413e-06,
"loss": 0.01044531911611557,
"step": 10010
},
{
"epoch": 44.53333333333333,
"grad_norm": 0.4822573959827423,
"learning_rate": 2.161875471988426e-06,
"loss": 0.008816277980804444,
"step": 10020
},
{
"epoch": 44.577777777777776,
"grad_norm": 0.1541290283203125,
"learning_rate": 2.127313702324649e-06,
"loss": 0.009886687248945236,
"step": 10030
},
{
"epoch": 44.62222222222222,
"grad_norm": 0.09918457269668579,
"learning_rate": 2.0930202743567395e-06,
"loss": 0.008372654020786286,
"step": 10040
},
{
"epoch": 44.666666666666664,
"grad_norm": 0.23362848162651062,
"learning_rate": 2.0589955182414854e-06,
"loss": 0.00953168272972107,
"step": 10050
},
{
"epoch": 44.71111111111111,
"grad_norm": 0.18845488131046295,
"learning_rate": 2.025239761549058e-06,
"loss": 0.00930858999490738,
"step": 10060
},
{
"epoch": 44.75555555555555,
"grad_norm": 0.13237494230270386,
"learning_rate": 1.9917533292598732e-06,
"loss": 0.009608256071805954,
"step": 10070
},
{
"epoch": 44.8,
"grad_norm": 0.14511226117610931,
"learning_rate": 1.958536543761441e-06,
"loss": 0.008183569461107255,
"step": 10080
},
{
"epoch": 44.84444444444444,
"grad_norm": 0.23729798197746277,
"learning_rate": 1.925589724845278e-06,
"loss": 0.009363599121570587,
"step": 10090
},
{
"epoch": 44.888888888888886,
"grad_norm": 0.15703774988651276,
"learning_rate": 1.8929131897038132e-06,
"loss": 0.012626522779464721,
"step": 10100
},
{
"epoch": 44.93333333333333,
"grad_norm": 0.12241744995117188,
"learning_rate": 1.8605072529273538e-06,
"loss": 0.007926612347364425,
"step": 10110
},
{
"epoch": 44.977777777777774,
"grad_norm": 0.15030965209007263,
"learning_rate": 1.8283722265010505e-06,
"loss": 0.00966208428144455,
"step": 10120
},
{
"epoch": 45.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9872344367372735,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9872344367372735,
"eval_loss": 0.01683403179049492,
"eval_mean_accuracy": 0.9872344367372735,
"eval_mean_iou": 0.49361721836863676,
"eval_overall_accuracy": 0.9872344367372735,
"eval_runtime": 4.3468,
"eval_samples_per_second": 73.157,
"eval_steps_per_second": 9.202,
"step": 10125
},
{
"epoch": 45.022222222222226,
"grad_norm": 0.14358478784561157,
"learning_rate": 1.796508419801871e-06,
"loss": 0.00744950920343399,
"step": 10130
},
{
"epoch": 45.06666666666667,
"grad_norm": 0.09707742184400558,
"learning_rate": 1.7649161395956615e-06,
"loss": 0.008669641613960267,
"step": 10140
},
{
"epoch": 45.111111111111114,
"grad_norm": 0.13448195159435272,
"learning_rate": 1.733595690034152e-06,
"loss": 0.008796460181474685,
"step": 10150
},
{
"epoch": 45.15555555555556,
"grad_norm": 0.1172659695148468,
"learning_rate": 1.7025473726520736e-06,
"loss": 0.00899576097726822,
"step": 10160
},
{
"epoch": 45.2,
"grad_norm": 0.07522806525230408,
"learning_rate": 1.6717714863641953e-06,
"loss": 0.0095244862139225,
"step": 10170
},
{
"epoch": 45.24444444444445,
"grad_norm": 0.324351966381073,
"learning_rate": 1.6412683274625184e-06,
"loss": 0.008086130768060685,
"step": 10180
},
{
"epoch": 45.28888888888889,
"grad_norm": 0.11212663352489471,
"learning_rate": 1.6110381896133641e-06,
"loss": 0.008968541026115417,
"step": 10190
},
{
"epoch": 45.333333333333336,
"grad_norm": 0.14548514783382416,
"learning_rate": 1.5810813638545729e-06,
"loss": 0.00902319848537445,
"step": 10200
},
{
"epoch": 45.37777777777778,
"grad_norm": 0.1800372451543808,
"learning_rate": 1.5513981385926934e-06,
"loss": 0.00901309996843338,
"step": 10210
},
{
"epoch": 45.422222222222224,
"grad_norm": 0.15941272675991058,
"learning_rate": 1.521988799600228e-06,
"loss": 0.00824701264500618,
"step": 10220
},
{
"epoch": 45.46666666666667,
"grad_norm": 0.21419650316238403,
"learning_rate": 1.492853630012845e-06,
"loss": 0.009132985025644302,
"step": 10230
},
{
"epoch": 45.51111111111111,
"grad_norm": 0.5608541965484619,
"learning_rate": 1.4639929103266837e-06,
"loss": 0.010330894589424133,
"step": 10240
},
{
"epoch": 45.55555555555556,
"grad_norm": 0.10819529742002487,
"learning_rate": 1.4354069183956408e-06,
"loss": 0.009353923052549363,
"step": 10250
},
{
"epoch": 45.6,
"grad_norm": 0.12354094535112381,
"learning_rate": 1.4070959294286988e-06,
"loss": 0.009289486706256867,
"step": 10260
},
{
"epoch": 45.644444444444446,
"grad_norm": 0.2384805828332901,
"learning_rate": 1.3790602159872646e-06,
"loss": 0.01224862113595009,
"step": 10270
},
{
"epoch": 45.68888888888889,
"grad_norm": 0.12412340193986893,
"learning_rate": 1.3513000479825643e-06,
"loss": 0.009660492837429046,
"step": 10280
},
{
"epoch": 45.733333333333334,
"grad_norm": 0.1056385263800621,
"learning_rate": 1.3238156926730372e-06,
"loss": 0.01012292355298996,
"step": 10290
},
{
"epoch": 45.77777777777778,
"grad_norm": 0.36509162187576294,
"learning_rate": 1.296607414661759e-06,
"loss": 0.00964486375451088,
"step": 10300
},
{
"epoch": 45.82222222222222,
"grad_norm": 0.46307435631752014,
"learning_rate": 1.2696754758938923e-06,
"loss": 0.009910552948713302,
"step": 10310
},
{
"epoch": 45.86666666666667,
"grad_norm": 0.2353232055902481,
"learning_rate": 1.243020135654177e-06,
"loss": 0.009340450167655945,
"step": 10320
},
{
"epoch": 45.91111111111111,
"grad_norm": 0.2194313257932663,
"learning_rate": 1.216641650564424e-06,
"loss": 0.011595599353313446,
"step": 10330
},
{
"epoch": 45.955555555555556,
"grad_norm": 0.15788255631923676,
"learning_rate": 1.1905402745810456e-06,
"loss": 0.0078891322016716,
"step": 10340
},
{
"epoch": 46.0,
"grad_norm": 0.31992077827453613,
"learning_rate": 1.1647162589926086e-06,
"loss": 0.0076288096606731415,
"step": 10350
},
{
"epoch": 46.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9866115857817641,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9866115857817641,
"eval_loss": 0.016716444864869118,
"eval_mean_accuracy": 0.9866115857817641,
"eval_mean_iou": 0.49330579289088206,
"eval_overall_accuracy": 0.9866115857817641,
"eval_runtime": 4.8983,
"eval_samples_per_second": 64.921,
"eval_steps_per_second": 8.166,
"step": 10350
},
{
"epoch": 46.044444444444444,
"grad_norm": 0.09923288971185684,
"learning_rate": 1.139169852417422e-06,
"loss": 0.010118656605482102,
"step": 10360
},
{
"epoch": 46.08888888888889,
"grad_norm": 0.06966205686330795,
"learning_rate": 1.1139013008011467e-06,
"loss": 0.009804841876029969,
"step": 10370
},
{
"epoch": 46.13333333333333,
"grad_norm": 0.1781655251979828,
"learning_rate": 1.0889108474144093e-06,
"loss": 0.008346140384674072,
"step": 10380
},
{
"epoch": 46.17777777777778,
"grad_norm": 0.08700993657112122,
"learning_rate": 1.0641987328504755e-06,
"loss": 0.009656400978565216,
"step": 10390
},
{
"epoch": 46.22222222222222,
"grad_norm": 0.8780359029769897,
"learning_rate": 1.0397651950229303e-06,
"loss": 0.009275934845209121,
"step": 10400
},
{
"epoch": 46.266666666666666,
"grad_norm": 0.1944754421710968,
"learning_rate": 1.015610469163395e-06,
"loss": 0.01210482120513916,
"step": 10410
},
{
"epoch": 46.31111111111111,
"grad_norm": 0.14198417961597443,
"learning_rate": 9.91734787819234e-07,
"loss": 0.01035802736878395,
"step": 10420
},
{
"epoch": 46.355555555555554,
"grad_norm": 0.32631927728652954,
"learning_rate": 9.681383808513577e-07,
"loss": 0.009440983831882476,
"step": 10430
},
{
"epoch": 46.4,
"grad_norm": 0.12522903084754944,
"learning_rate": 9.448214754319872e-07,
"loss": 0.010252082347869873,
"step": 10440
},
{
"epoch": 46.44444444444444,
"grad_norm": 0.13451677560806274,
"learning_rate": 9.217842960424461e-07,
"loss": 0.008742202818393708,
"step": 10450
},
{
"epoch": 46.48888888888889,
"grad_norm": 0.15418018400669098,
"learning_rate": 8.990270644710452e-07,
"loss": 0.01160300001502037,
"step": 10460
},
{
"epoch": 46.53333333333333,
"grad_norm": 0.12472720444202423,
"learning_rate": 8.76549999810915e-07,
"loss": 0.008368405699729919,
"step": 10470
},
{
"epoch": 46.577777777777776,
"grad_norm": 0.8126120567321777,
"learning_rate": 8.543533184579066e-07,
"loss": 0.008904006332159042,
"step": 10480
},
{
"epoch": 46.62222222222222,
"grad_norm": 0.11290091276168823,
"learning_rate": 8.32437234108504e-07,
"loss": 0.008595921099185944,
"step": 10490
},
{
"epoch": 46.666666666666664,
"grad_norm": 0.1591264307498932,
"learning_rate": 8.108019577577752e-07,
"loss": 0.008525626361370086,
"step": 10500
},
{
"epoch": 46.71111111111111,
"grad_norm": 0.2693161964416504,
"learning_rate": 7.894476976973275e-07,
"loss": 0.009313904494047166,
"step": 10510
},
{
"epoch": 46.75555555555555,
"grad_norm": 0.13790342211723328,
"learning_rate": 7.68374659513319e-07,
"loss": 0.010252352058887481,
"step": 10520
},
{
"epoch": 46.8,
"grad_norm": 0.09542079269886017,
"learning_rate": 7.475830460844569e-07,
"loss": 0.00888388156890869,
"step": 10530
},
{
"epoch": 46.84444444444444,
"grad_norm": 0.22087839245796204,
"learning_rate": 7.270730575800755e-07,
"loss": 0.010214171558618545,
"step": 10540
},
{
"epoch": 46.888888888888886,
"grad_norm": 0.3877478241920471,
"learning_rate": 7.068448914581782e-07,
"loss": 0.013484404981136322,
"step": 10550
},
{
"epoch": 46.93333333333333,
"grad_norm": 0.3369724452495575,
"learning_rate": 6.86898742463552e-07,
"loss": 0.009100593626499176,
"step": 10560
},
{
"epoch": 46.977777777777774,
"grad_norm": 0.13118089735507965,
"learning_rate": 6.672348026258956e-07,
"loss": 0.008454833179712296,
"step": 10570
},
{
"epoch": 47.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9872791376705267,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9872791376705267,
"eval_loss": 0.016381528228521347,
"eval_mean_accuracy": 0.9872791376705267,
"eval_mean_iou": 0.49363956883526333,
"eval_overall_accuracy": 0.9872791376705267,
"eval_runtime": 4.9764,
"eval_samples_per_second": 63.902,
"eval_steps_per_second": 8.038,
"step": 10575
},
{
"epoch": 47.022222222222226,
"grad_norm": 0.19740988314151764,
"learning_rate": 6.47853261257958e-07,
"loss": 0.00867820680141449,
"step": 10580
},
{
"epoch": 47.06666666666667,
"grad_norm": 0.22520901262760162,
"learning_rate": 6.287543049537359e-07,
"loss": 0.01020711213350296,
"step": 10590
},
{
"epoch": 47.111111111111114,
"grad_norm": 0.13782790303230286,
"learning_rate": 6.099381175866392e-07,
"loss": 0.00893133580684662,
"step": 10600
},
{
"epoch": 47.15555555555556,
"grad_norm": 0.2860639989376068,
"learning_rate": 5.914048803077754e-07,
"loss": 0.008915774524211884,
"step": 10610
},
{
"epoch": 47.2,
"grad_norm": 0.12642888724803925,
"learning_rate": 5.731547715441576e-07,
"loss": 0.009402428567409516,
"step": 10620
},
{
"epoch": 47.24444444444445,
"grad_norm": 0.21845339238643646,
"learning_rate": 5.551879669970128e-07,
"loss": 0.009370029717683793,
"step": 10630
},
{
"epoch": 47.28888888888889,
"grad_norm": 0.14646980166435242,
"learning_rate": 5.375046396400829e-07,
"loss": 0.009276290982961654,
"step": 10640
},
{
"epoch": 47.333333333333336,
"grad_norm": 0.182325541973114,
"learning_rate": 5.201049597179531e-07,
"loss": 0.008968330919742584,
"step": 10650
},
{
"epoch": 47.37777777777778,
"grad_norm": 0.6320025324821472,
"learning_rate": 5.029890947444326e-07,
"loss": 0.008211261034011841,
"step": 10660
},
{
"epoch": 47.422222222222224,
"grad_norm": 0.44681885838508606,
"learning_rate": 4.861572095009104e-07,
"loss": 0.008349771052598954,
"step": 10670
},
{
"epoch": 47.46666666666667,
"grad_norm": 0.12262383103370667,
"learning_rate": 4.696094660347983e-07,
"loss": 0.00871931090950966,
"step": 10680
},
{
"epoch": 47.51111111111111,
"grad_norm": 0.16453778743743896,
"learning_rate": 4.533460236579667e-07,
"loss": 0.010838456451892853,
"step": 10690
},
{
"epoch": 47.55555555555556,
"grad_norm": 0.213692769408226,
"learning_rate": 4.373670389451856e-07,
"loss": 0.009841958433389664,
"step": 10700
},
{
"epoch": 47.6,
"grad_norm": 0.16784067451953888,
"learning_rate": 4.2167266573264863e-07,
"loss": 0.010410427302122115,
"step": 10710
},
{
"epoch": 47.644444444444446,
"grad_norm": 0.23046283423900604,
"learning_rate": 4.0626305511647476e-07,
"loss": 0.009905047714710236,
"step": 10720
},
{
"epoch": 47.68888888888889,
"grad_norm": 0.19466808438301086,
"learning_rate": 3.9113835545125596e-07,
"loss": 0.010098429769277573,
"step": 10730
},
{
"epoch": 47.733333333333334,
"grad_norm": 0.10770225524902344,
"learning_rate": 3.7629871234863165e-07,
"loss": 0.008399660140275956,
"step": 10740
},
{
"epoch": 47.77777777777778,
"grad_norm": 0.11249899119138718,
"learning_rate": 3.617442686758898e-07,
"loss": 0.008788956701755524,
"step": 10750
},
{
"epoch": 47.82222222222222,
"grad_norm": 0.17780113220214844,
"learning_rate": 3.4747516455457817e-07,
"loss": 0.008843215554952622,
"step": 10760
},
{
"epoch": 47.86666666666667,
"grad_norm": 0.20773084461688995,
"learning_rate": 3.3349153735917847e-07,
"loss": 0.008698216080665589,
"step": 10770
},
{
"epoch": 47.91111111111111,
"grad_norm": 0.1742016077041626,
"learning_rate": 3.1979352171575104e-07,
"loss": 0.0082418791949749,
"step": 10780
},
{
"epoch": 47.955555555555556,
"grad_norm": 0.34049326181411743,
"learning_rate": 3.063812495006757e-07,
"loss": 0.009095329046249389,
"step": 10790
},
{
"epoch": 48.0,
"grad_norm": 0.1760391891002655,
"learning_rate": 2.932548498393528e-07,
"loss": 0.009018873423337936,
"step": 10800
},
{
"epoch": 48.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9870146481726878,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9870146481726878,
"eval_loss": 0.016443083062767982,
"eval_mean_accuracy": 0.9870146481726878,
"eval_mean_iou": 0.4935073240863439,
"eval_overall_accuracy": 0.9870146481726878,
"eval_runtime": 4.896,
"eval_samples_per_second": 64.951,
"eval_steps_per_second": 8.17,
"step": 10800
},
{
"epoch": 48.044444444444444,
"grad_norm": 0.1465587615966797,
"learning_rate": 2.804144491049743e-07,
"loss": 0.00973241925239563,
"step": 10810
},
{
"epoch": 48.08888888888889,
"grad_norm": 0.9095686078071594,
"learning_rate": 2.6786017091730455e-07,
"loss": 0.009360039234161377,
"step": 10820
},
{
"epoch": 48.13333333333333,
"grad_norm": 0.13800445199012756,
"learning_rate": 2.5559213614149145e-07,
"loss": 0.007514572888612747,
"step": 10830
},
{
"epoch": 48.17777777777778,
"grad_norm": 0.14943262934684753,
"learning_rate": 2.4361046288689737e-07,
"loss": 0.00918971598148346,
"step": 10840
},
{
"epoch": 48.22222222222222,
"grad_norm": 0.08516086637973785,
"learning_rate": 2.3191526650596984e-07,
"loss": 0.008401509374380112,
"step": 10850
},
{
"epoch": 48.266666666666666,
"grad_norm": 0.1355172097682953,
"learning_rate": 2.2050665959312266e-07,
"loss": 0.00966365858912468,
"step": 10860
},
{
"epoch": 48.31111111111111,
"grad_norm": 0.08837186545133591,
"learning_rate": 2.093847519836567e-07,
"loss": 0.009702187776565552,
"step": 10870
},
{
"epoch": 48.355555555555554,
"grad_norm": 0.3552602231502533,
"learning_rate": 1.9854965075270737e-07,
"loss": 0.009125810861587525,
"step": 10880
},
{
"epoch": 48.4,
"grad_norm": 0.1358860582113266,
"learning_rate": 1.8800146021420218e-07,
"loss": 0.008950908482074738,
"step": 10890
},
{
"epoch": 48.44444444444444,
"grad_norm": 0.11094136536121368,
"learning_rate": 1.7774028191986146e-07,
"loss": 0.008135451376438141,
"step": 10900
},
{
"epoch": 48.48888888888889,
"grad_norm": 0.140141561627388,
"learning_rate": 1.6776621465823262e-07,
"loss": 0.010136932134628296,
"step": 10910
},
{
"epoch": 48.53333333333333,
"grad_norm": 0.1148114949464798,
"learning_rate": 1.5807935445371736e-07,
"loss": 0.009019139409065246,
"step": 10920
},
{
"epoch": 48.577777777777776,
"grad_norm": 0.30004918575286865,
"learning_rate": 1.4867979456565927e-07,
"loss": 0.01003163531422615,
"step": 10930
},
{
"epoch": 48.62222222222222,
"grad_norm": 0.13797500729560852,
"learning_rate": 1.3956762548745117e-07,
"loss": 0.009001925587654114,
"step": 10940
},
{
"epoch": 48.666666666666664,
"grad_norm": 0.2995701730251312,
"learning_rate": 1.3074293494564904e-07,
"loss": 0.01100575104355812,
"step": 10950
},
{
"epoch": 48.71111111111111,
"grad_norm": 0.09669066220521927,
"learning_rate": 1.2220580789914614e-07,
"loss": 0.010369318723678588,
"step": 10960
},
{
"epoch": 48.75555555555555,
"grad_norm": 0.1455744057893753,
"learning_rate": 1.1395632653833365e-07,
"loss": 0.010063523054122924,
"step": 10970
},
{
"epoch": 48.8,
"grad_norm": 0.10979176312685013,
"learning_rate": 1.0599457028433124e-07,
"loss": 0.009410152584314347,
"step": 10980
},
{
"epoch": 48.84444444444444,
"grad_norm": 0.16523246467113495,
"learning_rate": 9.83206157882044e-08,
"loss": 0.008906940370798111,
"step": 10990
},
{
"epoch": 48.888888888888886,
"grad_norm": 0.32376399636268616,
"learning_rate": 9.0934536930235e-08,
"loss": 0.010732753574848175,
"step": 11000
},
{
"epoch": 48.93333333333333,
"grad_norm": 0.13908307254314423,
"learning_rate": 8.383640481921528e-08,
"loss": 0.007664051651954651,
"step": 11010
},
{
"epoch": 48.977777777777774,
"grad_norm": 0.11137203872203827,
"learning_rate": 7.702628779175158e-08,
"loss": 0.008112792670726777,
"step": 11020
},
{
"epoch": 49.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9869244384579902,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9869244384579902,
"eval_loss": 0.016392750665545464,
"eval_mean_accuracy": 0.9869244384579902,
"eval_mean_iou": 0.4934622192289951,
"eval_overall_accuracy": 0.9869244384579902,
"eval_runtime": 4.8664,
"eval_samples_per_second": 65.346,
"eval_steps_per_second": 8.22,
"step": 11025
},
{
"epoch": 49.022222222222226,
"grad_norm": 0.09480363875627518,
"learning_rate": 7.0504251411605e-08,
"loss": 0.008777632564306258,
"step": 11030
},
{
"epoch": 49.06666666666667,
"grad_norm": 0.47448936104774475,
"learning_rate": 6.427035846908513e-08,
"loss": 0.009276943653821946,
"step": 11040
},
{
"epoch": 49.111111111111114,
"grad_norm": 0.22424659132957458,
"learning_rate": 5.832466898040734e-08,
"loss": 0.009609420597553254,
"step": 11050
},
{
"epoch": 49.15555555555556,
"grad_norm": 0.3686755299568176,
"learning_rate": 5.266724018714975e-08,
"loss": 0.01045949086546898,
"step": 11060
},
{
"epoch": 49.2,
"grad_norm": 0.16207093000411987,
"learning_rate": 4.7298126555680445e-08,
"loss": 0.009542020410299301,
"step": 11070
},
{
"epoch": 49.24444444444445,
"grad_norm": 0.5662288069725037,
"learning_rate": 4.221737977664453e-08,
"loss": 0.00915139690041542,
"step": 11080
},
{
"epoch": 49.28888888888889,
"grad_norm": 0.08856440335512161,
"learning_rate": 3.7425048764454515e-08,
"loss": 0.009465672820806504,
"step": 11090
},
{
"epoch": 49.333333333333336,
"grad_norm": 0.1319837123155594,
"learning_rate": 3.2921179656834056e-08,
"loss": 0.008519663661718368,
"step": 11100
},
{
"epoch": 49.37777777777778,
"grad_norm": 0.14947937428951263,
"learning_rate": 2.8705815814364934e-08,
"loss": 0.008964132517576218,
"step": 11110
},
{
"epoch": 49.422222222222224,
"grad_norm": 0.22050626575946808,
"learning_rate": 2.4778997820067427e-08,
"loss": 0.008268860727548599,
"step": 11120
},
{
"epoch": 49.46666666666667,
"grad_norm": 1.0557682514190674,
"learning_rate": 2.1140763479020608e-08,
"loss": 0.01003037840127945,
"step": 11130
},
{
"epoch": 49.51111111111111,
"grad_norm": 0.10059035569429398,
"learning_rate": 1.7791147817985965e-08,
"loss": 0.008557784557342529,
"step": 11140
},
{
"epoch": 49.55555555555556,
"grad_norm": 0.09918154776096344,
"learning_rate": 1.4730183085074345e-08,
"loss": 0.009109391272068024,
"step": 11150
},
{
"epoch": 49.6,
"grad_norm": 0.13343732059001923,
"learning_rate": 1.1957898749442864e-08,
"loss": 0.008451895415782928,
"step": 11160
},
{
"epoch": 49.644444444444446,
"grad_norm": 0.10850129276514053,
"learning_rate": 9.474321501001804e-09,
"loss": 0.008390432596206665,
"step": 11170
},
{
"epoch": 49.68888888888889,
"grad_norm": 0.1959400326013565,
"learning_rate": 7.279475250154821e-09,
"loss": 0.009005936235189438,
"step": 11180
},
{
"epoch": 49.733333333333334,
"grad_norm": 0.13622809946537018,
"learning_rate": 5.3733811275857855e-09,
"loss": 0.008410344272851944,
"step": 11190
},
{
"epoch": 49.77777777777778,
"grad_norm": 0.16483131051063538,
"learning_rate": 3.756057484035624e-09,
"loss": 0.009318667650222778,
"step": 11200
},
{
"epoch": 49.82222222222222,
"grad_norm": 0.2793676555156708,
"learning_rate": 2.4275198901357875e-09,
"loss": 0.007837989926338195,
"step": 11210
},
{
"epoch": 49.86666666666667,
"grad_norm": 0.13267335295677185,
"learning_rate": 1.387781136261701e-09,
"loss": 0.008356810361146928,
"step": 11220
},
{
"epoch": 49.91111111111111,
"grad_norm": 0.18488381803035736,
"learning_rate": 6.368512324028686e-10,
"loss": 0.01021805927157402,
"step": 11230
},
{
"epoch": 49.955555555555556,
"grad_norm": 0.39978551864624023,
"learning_rate": 1.747374080629527e-10,
"loss": 0.008328566700220108,
"step": 11240
},
{
"epoch": 50.0,
"grad_norm": 0.5280951857566833,
"learning_rate": 1.4441121998221007e-12,
"loss": 0.009911158680915832,
"step": 11250
},
{
"epoch": 50.0,
"eval_accuracy_background": NaN,
"eval_accuracy_crop": 0.9869486200471838,
"eval_iou_background": 0.0,
"eval_iou_crop": 0.9869486200471838,
"eval_loss": 0.016488609835505486,
"eval_mean_accuracy": 0.9869486200471838,
"eval_mean_iou": 0.4934743100235919,
"eval_overall_accuracy": 0.9869486200471838,
"eval_runtime": 4.3646,
"eval_samples_per_second": 72.858,
"eval_steps_per_second": 9.165,
"step": 11250
},
{
"epoch": 50.0,
"step": 11250,
"total_flos": 1.5748868036100096e+18,
"train_loss": 0.026947463490565617,
"train_runtime": 1401.3412,
"train_samples_per_second": 64.117,
"train_steps_per_second": 8.028
}
],
"logging_steps": 10,
"max_steps": 11250,
"num_input_tokens_seen": 0,
"num_train_epochs": 50,
"save_steps": 500,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": true
},
"attributes": {}
}
},
"total_flos": 1.5748868036100096e+18,
"train_batch_size": 8,
"trial_name": null,
"trial_params": null
}