diff --git "a/trainer_state.json" "b/trainer_state.json" new file mode 100644--- /dev/null +++ "b/trainer_state.json" @@ -0,0 +1,9465 @@ +{ + "best_metric": null, + "best_model_checkpoint": null, + "epoch": 588.2352941176471, + "eval_steps": 500, + "global_step": 10000, + "is_hyper_param_search": false, + "is_local_process_zero": true, + "is_world_process_zero": true, + "log_history": [ + { + "epoch": 1.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.9688021125337853, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.9688021125337853, + "eval_loss": 0.6674133539199829, + "eval_mean_accuracy": 0.9688021125337853, + "eval_mean_iou": 0.48440105626689267, + "eval_overall_accuracy": 0.9688021125337853, + "eval_runtime": 29.5881, + "eval_samples_per_second": 1.115, + "eval_steps_per_second": 0.169, + "step": 17 + }, + { + "epoch": 2.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.9585920904305997, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.9585920904305997, + "eval_loss": 0.5518247485160828, + "eval_mean_accuracy": 0.9585920904305997, + "eval_mean_iou": 0.47929604521529984, + "eval_overall_accuracy": 0.9585920904305997, + "eval_runtime": 30.8651, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 34 + }, + { + "epoch": 3.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.8931874610743654, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.8931874610743654, + "eval_loss": 0.4222068190574646, + "eval_mean_accuracy": 0.8931874610743654, + "eval_mean_iou": 0.4465937305371827, + "eval_overall_accuracy": 0.8931874610743654, + "eval_runtime": 30.5008, + "eval_samples_per_second": 1.082, + "eval_steps_per_second": 0.164, + "step": 51 + }, + { + "epoch": 4.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.8980958266938105, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.8980958266938105, + "eval_loss": 0.3176858127117157, + "eval_mean_accuracy": 0.8980958266938105, + "eval_mean_iou": 0.44904791334690525, + "eval_overall_accuracy": 0.8980958266938105, + "eval_runtime": 30.7813, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 68 + }, + { + "epoch": 5.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.711148779901761, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.711148779901761, + "eval_loss": 0.2737586498260498, + "eval_mean_accuracy": 0.711148779901761, + "eval_mean_iou": 0.3555743899508805, + "eval_overall_accuracy": 0.711148779901761, + "eval_runtime": 30.9333, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 85 + }, + { + "epoch": 5.88, + "learning_rate": 5.9401e-05, + "loss": 0.4889, + "step": 100 + }, + { + "epoch": 6.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5605135972247293, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5605135972247293, + "eval_loss": 0.2759423851966858, + "eval_mean_accuracy": 0.5605135972247293, + "eval_mean_iou": 0.28025679861236463, + "eval_overall_accuracy": 0.5605135972247293, + "eval_runtime": 30.5265, + "eval_samples_per_second": 1.081, + "eval_steps_per_second": 0.164, + "step": 102 + }, + { + "epoch": 7.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5952439299918353, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5952439299918353, + "eval_loss": 0.22492147982120514, + "eval_mean_accuracy": 0.5952439299918353, + "eval_mean_iou": 0.29762196499591764, + "eval_overall_accuracy": 0.5952439299918353, + "eval_runtime": 30.6622, + "eval_samples_per_second": 1.076, + "eval_steps_per_second": 0.163, + "step": 119 + }, + { + "epoch": 8.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.7330463545284036, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.7330463545284036, + "eval_loss": 0.21915771067142487, + "eval_mean_accuracy": 0.7330463545284036, + "eval_mean_iou": 0.3665231772642018, + "eval_overall_accuracy": 0.7330463545284036, + "eval_runtime": 30.641, + "eval_samples_per_second": 1.077, + "eval_steps_per_second": 0.163, + "step": 136 + }, + { + "epoch": 9.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6251244723746042, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6251244723746042, + "eval_loss": 0.216191828250885, + "eval_mean_accuracy": 0.6251244723746042, + "eval_mean_iou": 0.3125622361873021, + "eval_overall_accuracy": 0.6251244723746042, + "eval_runtime": 30.5778, + "eval_samples_per_second": 1.079, + "eval_steps_per_second": 0.164, + "step": 153 + }, + { + "epoch": 10.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4332726462019937, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4332726462019937, + "eval_loss": 0.2029843032360077, + "eval_mean_accuracy": 0.4332726462019937, + "eval_mean_iou": 0.21663632310099684, + "eval_overall_accuracy": 0.4332726462019937, + "eval_runtime": 30.8861, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 170 + }, + { + "epoch": 11.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3421499023945317, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3421499023945317, + "eval_loss": 0.18316958844661713, + "eval_mean_accuracy": 0.3421499023945317, + "eval_mean_iou": 0.17107495119726585, + "eval_overall_accuracy": 0.3421499023945317, + "eval_runtime": 31.1681, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 187 + }, + { + "epoch": 11.76, + "learning_rate": 5.8802000000000004e-05, + "loss": 0.2609, + "step": 200 + }, + { + "epoch": 12.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3978884225450103, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3978884225450103, + "eval_loss": 0.19860491156578064, + "eval_mean_accuracy": 0.3978884225450103, + "eval_mean_iou": 0.19894421127250514, + "eval_overall_accuracy": 0.3978884225450103, + "eval_runtime": 30.7121, + "eval_samples_per_second": 1.074, + "eval_steps_per_second": 0.163, + "step": 204 + }, + { + "epoch": 13.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4319325882722816, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4319325882722816, + "eval_loss": 0.18154706060886383, + "eval_mean_accuracy": 0.4319325882722816, + "eval_mean_iou": 0.2159662941361408, + "eval_overall_accuracy": 0.4319325882722816, + "eval_runtime": 31.2811, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 221 + }, + { + "epoch": 14.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5244922184593279, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5244922184593279, + "eval_loss": 0.17651483416557312, + "eval_mean_accuracy": 0.5244922184593279, + "eval_mean_iou": 0.26224610922966396, + "eval_overall_accuracy": 0.5244922184593279, + "eval_runtime": 31.1681, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 238 + }, + { + "epoch": 15.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6114250398371369, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6114250398371369, + "eval_loss": 0.15819315612316132, + "eval_mean_accuracy": 0.6114250398371369, + "eval_mean_iou": 0.30571251991856846, + "eval_overall_accuracy": 0.6114250398371369, + "eval_runtime": 31.0766, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 255 + }, + { + "epoch": 16.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.42891417054478553, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.42891417054478553, + "eval_loss": 0.15874888002872467, + "eval_mean_accuracy": 0.42891417054478553, + "eval_mean_iou": 0.21445708527239277, + "eval_overall_accuracy": 0.42891417054478553, + "eval_runtime": 30.9651, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.161, + "step": 272 + }, + { + "epoch": 17.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5211892924470223, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5211892924470223, + "eval_loss": 0.16126041114330292, + "eval_mean_accuracy": 0.5211892924470223, + "eval_mean_iou": 0.26059464622351114, + "eval_overall_accuracy": 0.5211892924470223, + "eval_runtime": 31.0888, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 289 + }, + { + "epoch": 17.65, + "learning_rate": 5.8203e-05, + "loss": 0.1999, + "step": 300 + }, + { + "epoch": 18.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4622984683173726, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4622984683173726, + "eval_loss": 0.16002093255519867, + "eval_mean_accuracy": 0.4622984683173726, + "eval_mean_iou": 0.2311492341586863, + "eval_overall_accuracy": 0.4622984683173726, + "eval_runtime": 31.0779, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 306 + }, + { + "epoch": 19.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6172873449997669, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6172873449997669, + "eval_loss": 0.1678558588027954, + "eval_mean_accuracy": 0.6172873449997669, + "eval_mean_iou": 0.30864367249988345, + "eval_overall_accuracy": 0.6172873449997669, + "eval_runtime": 31.1649, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 323 + }, + { + "epoch": 20.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6128535583259915, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6128535583259915, + "eval_loss": 0.1551916003227234, + "eval_mean_accuracy": 0.6128535583259915, + "eval_mean_iou": 0.30642677916299577, + "eval_overall_accuracy": 0.6128535583259915, + "eval_runtime": 31.1654, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 340 + }, + { + "epoch": 21.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4956289725066973, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4956289725066973, + "eval_loss": 0.1766071319580078, + "eval_mean_accuracy": 0.4956289725066973, + "eval_mean_iou": 0.24781448625334865, + "eval_overall_accuracy": 0.4956289725066973, + "eval_runtime": 30.9478, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 357 + }, + { + "epoch": 22.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5725860727217521, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5725860727217521, + "eval_loss": 0.14582698047161102, + "eval_mean_accuracy": 0.5725860727217521, + "eval_mean_iou": 0.28629303636087605, + "eval_overall_accuracy": 0.5725860727217521, + "eval_runtime": 31.3153, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 374 + }, + { + "epoch": 23.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5491798869378421, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5491798869378421, + "eval_loss": 0.16322289407253265, + "eval_mean_accuracy": 0.5491798869378421, + "eval_mean_iou": 0.27458994346892107, + "eval_overall_accuracy": 0.5491798869378421, + "eval_runtime": 31.2161, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 391 + }, + { + "epoch": 23.53, + "learning_rate": 5.7604e-05, + "loss": 0.1578, + "step": 400 + }, + { + "epoch": 24.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.45013394602232315, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.45013394602232315, + "eval_loss": 0.18786750733852386, + "eval_mean_accuracy": 0.45013394602232315, + "eval_mean_iou": 0.22506697301116158, + "eval_overall_accuracy": 0.45013394602232315, + "eval_runtime": 30.8681, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 408 + }, + { + "epoch": 25.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.28978005596923484, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.28978005596923484, + "eval_loss": 0.20656730234622955, + "eval_mean_accuracy": 0.28978005596923484, + "eval_mean_iou": 0.14489002798461742, + "eval_overall_accuracy": 0.28978005596923484, + "eval_runtime": 31.2615, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 425 + }, + { + "epoch": 26.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4481973770248801, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4481973770248801, + "eval_loss": 0.1912028044462204, + "eval_mean_accuracy": 0.4481973770248801, + "eval_mean_iou": 0.22409868851244005, + "eval_overall_accuracy": 0.4481973770248801, + "eval_runtime": 31.2807, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 442 + }, + { + "epoch": 27.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.45235741413049846, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.45235741413049846, + "eval_loss": 0.1981198787689209, + "eval_mean_accuracy": 0.45235741413049846, + "eval_mean_iou": 0.22617870706524923, + "eval_overall_accuracy": 0.45235741413049846, + "eval_runtime": 31.1537, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 459 + }, + { + "epoch": 28.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.643078379641639, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.643078379641639, + "eval_loss": 0.14588680863380432, + "eval_mean_accuracy": 0.643078379641639, + "eval_mean_iou": 0.3215391898208195, + "eval_overall_accuracy": 0.643078379641639, + "eval_runtime": 31.0892, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 476 + }, + { + "epoch": 29.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.472790607879445, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.472790607879445, + "eval_loss": 0.1667599380016327, + "eval_mean_accuracy": 0.472790607879445, + "eval_mean_iou": 0.2363953039397225, + "eval_overall_accuracy": 0.472790607879445, + "eval_runtime": 31.3736, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 493 + }, + { + "epoch": 29.41, + "learning_rate": 5.7005e-05, + "loss": 0.1261, + "step": 500 + }, + { + "epoch": 30.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5777072218483236, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5777072218483236, + "eval_loss": 0.1760079562664032, + "eval_mean_accuracy": 0.5777072218483236, + "eval_mean_iou": 0.2888536109241618, + "eval_overall_accuracy": 0.5777072218483236, + "eval_runtime": 31.2756, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 510 + }, + { + "epoch": 31.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5568640014536221, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5568640014536221, + "eval_loss": 0.17631566524505615, + "eval_mean_accuracy": 0.5568640014536221, + "eval_mean_iou": 0.27843200072681107, + "eval_overall_accuracy": 0.5568640014536221, + "eval_runtime": 31.2183, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 527 + }, + { + "epoch": 32.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5649294527040839, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5649294527040839, + "eval_loss": 0.17058426141738892, + "eval_mean_accuracy": 0.5649294527040839, + "eval_mean_iou": 0.28246472635204195, + "eval_overall_accuracy": 0.5649294527040839, + "eval_runtime": 31.1048, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 544 + }, + { + "epoch": 33.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.43110416709004207, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.43110416709004207, + "eval_loss": 0.20338425040245056, + "eval_mean_accuracy": 0.43110416709004207, + "eval_mean_iou": 0.21555208354502103, + "eval_overall_accuracy": 0.43110416709004207, + "eval_runtime": 31.1516, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.161, + "step": 561 + }, + { + "epoch": 34.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6370845790532569, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6370845790532569, + "eval_loss": 0.19355905055999756, + "eval_mean_accuracy": 0.6370845790532569, + "eval_mean_iou": 0.31854228952662844, + "eval_overall_accuracy": 0.6370845790532569, + "eval_runtime": 31.4335, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 578 + }, + { + "epoch": 35.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6596061592457423, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6596061592457423, + "eval_loss": 0.21227389574050903, + "eval_mean_accuracy": 0.6596061592457423, + "eval_mean_iou": 0.32980307962287114, + "eval_overall_accuracy": 0.6596061592457423, + "eval_runtime": 31.2397, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 595 + }, + { + "epoch": 35.29, + "learning_rate": 5.6406e-05, + "loss": 0.1059, + "step": 600 + }, + { + "epoch": 36.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6809299356509203, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6809299356509203, + "eval_loss": 0.14121943712234497, + "eval_mean_accuracy": 0.6809299356509203, + "eval_mean_iou": 0.34046496782546015, + "eval_overall_accuracy": 0.6809299356509203, + "eval_runtime": 30.8519, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 612 + }, + { + "epoch": 37.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3936733964431683, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3936733964431683, + "eval_loss": 0.2145100235939026, + "eval_mean_accuracy": 0.3936733964431683, + "eval_mean_iou": 0.19683669822158414, + "eval_overall_accuracy": 0.3936733964431683, + "eval_runtime": 31.5656, + "eval_samples_per_second": 1.045, + "eval_steps_per_second": 0.158, + "step": 629 + }, + { + "epoch": 38.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6005539543663057, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6005539543663057, + "eval_loss": 0.16420559585094452, + "eval_mean_accuracy": 0.6005539543663057, + "eval_mean_iou": 0.3002769771831528, + "eval_overall_accuracy": 0.6005539543663057, + "eval_runtime": 31.0701, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 646 + }, + { + "epoch": 39.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5887480559596715, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5887480559596715, + "eval_loss": 0.16240058839321136, + "eval_mean_accuracy": 0.5887480559596715, + "eval_mean_iou": 0.29437402797983575, + "eval_overall_accuracy": 0.5887480559596715, + "eval_runtime": 31.6464, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 663 + }, + { + "epoch": 40.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.7106945229764349, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.7106945229764349, + "eval_loss": 0.14065665006637573, + "eval_mean_accuracy": 0.7106945229764349, + "eval_mean_iou": 0.35534726148821744, + "eval_overall_accuracy": 0.7106945229764349, + "eval_runtime": 30.924, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 680 + }, + { + "epoch": 41.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6251926109134031, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6251926109134031, + "eval_loss": 0.18700560927391052, + "eval_mean_accuracy": 0.6251926109134031, + "eval_mean_iou": 0.31259630545670153, + "eval_overall_accuracy": 0.6251926109134031, + "eval_runtime": 31.4119, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 697 + }, + { + "epoch": 41.18, + "learning_rate": 5.5806999999999996e-05, + "loss": 0.0872, + "step": 700 + }, + { + "epoch": 42.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3673647479890165, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3673647479890165, + "eval_loss": 0.23465843498706818, + "eval_mean_accuracy": 0.3673647479890165, + "eval_mean_iou": 0.18368237399450826, + "eval_overall_accuracy": 0.3673647479890165, + "eval_runtime": 31.2872, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 714 + }, + { + "epoch": 43.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6324607217186213, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6324607217186213, + "eval_loss": 0.1562829464673996, + "eval_mean_accuracy": 0.6324607217186213, + "eval_mean_iou": 0.31623036085931067, + "eval_overall_accuracy": 0.6324607217186213, + "eval_runtime": 31.2404, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 731 + }, + { + "epoch": 44.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6808354980269709, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6808354980269709, + "eval_loss": 0.16433599591255188, + "eval_mean_accuracy": 0.6808354980269709, + "eval_mean_iou": 0.3404177490134854, + "eval_overall_accuracy": 0.6808354980269709, + "eval_runtime": 31.1141, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 748 + }, + { + "epoch": 45.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6929665487591016, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6929665487591016, + "eval_loss": 0.16485477983951569, + "eval_mean_accuracy": 0.6929665487591016, + "eval_mean_iou": 0.3464832743795508, + "eval_overall_accuracy": 0.6929665487591016, + "eval_runtime": 31.2617, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 765 + }, + { + "epoch": 46.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5363674508177222, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5363674508177222, + "eval_loss": 0.19186988472938538, + "eval_mean_accuracy": 0.5363674508177222, + "eval_mean_iou": 0.2681837254088611, + "eval_overall_accuracy": 0.5363674508177222, + "eval_runtime": 31.0932, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 782 + }, + { + "epoch": 47.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5720588956057815, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5720588956057815, + "eval_loss": 0.17416277527809143, + "eval_mean_accuracy": 0.5720588956057815, + "eval_mean_iou": 0.28602944780289075, + "eval_overall_accuracy": 0.5720588956057815, + "eval_runtime": 31.3767, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 799 + }, + { + "epoch": 47.06, + "learning_rate": 5.5208000000000004e-05, + "loss": 0.0752, + "step": 800 + }, + { + "epoch": 48.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5037506081663441, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5037506081663441, + "eval_loss": 0.2260669469833374, + "eval_mean_accuracy": 0.5037506081663441, + "eval_mean_iou": 0.25187530408317205, + "eval_overall_accuracy": 0.5037506081663441, + "eval_runtime": 30.9793, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 816 + }, + { + "epoch": 49.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.35248305203274, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.35248305203274, + "eval_loss": 0.25433942675590515, + "eval_mean_accuracy": 0.35248305203274, + "eval_mean_iou": 0.17624152601637, + "eval_overall_accuracy": 0.35248305203274, + "eval_runtime": 31.1138, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 833 + }, + { + "epoch": 50.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6467148258701709, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6467148258701709, + "eval_loss": 0.16576696932315826, + "eval_mean_accuracy": 0.6467148258701709, + "eval_mean_iou": 0.32335741293508546, + "eval_overall_accuracy": 0.6467148258701709, + "eval_runtime": 31.3702, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 850 + }, + { + "epoch": 51.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5202377437297602, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5202377437297602, + "eval_loss": 0.19781967997550964, + "eval_mean_accuracy": 0.5202377437297602, + "eval_mean_iou": 0.2601188718648801, + "eval_overall_accuracy": 0.5202377437297602, + "eval_runtime": 31.4178, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 867 + }, + { + "epoch": 52.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6078244559974466, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6078244559974466, + "eval_loss": 0.17149843275547028, + "eval_mean_accuracy": 0.6078244559974466, + "eval_mean_iou": 0.3039122279987233, + "eval_overall_accuracy": 0.6078244559974466, + "eval_runtime": 31.6923, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 884 + }, + { + "epoch": 52.94, + "learning_rate": 5.4609000000000005e-05, + "loss": 0.0689, + "step": 900 + }, + { + "epoch": 53.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6423993850795726, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6423993850795726, + "eval_loss": 0.19336603581905365, + "eval_mean_accuracy": 0.6423993850795726, + "eval_mean_iou": 0.3211996925397863, + "eval_overall_accuracy": 0.6423993850795726, + "eval_runtime": 31.1962, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 901 + }, + { + "epoch": 54.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5486706410162923, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5486706410162923, + "eval_loss": 0.19923710823059082, + "eval_mean_accuracy": 0.5486706410162923, + "eval_mean_iou": 0.27433532050814613, + "eval_overall_accuracy": 0.5486706410162923, + "eval_runtime": 31.2981, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 918 + }, + { + "epoch": 55.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4084056657792718, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4084056657792718, + "eval_loss": 0.25845086574554443, + "eval_mean_accuracy": 0.4084056657792718, + "eval_mean_iou": 0.2042028328896359, + "eval_overall_accuracy": 0.4084056657792718, + "eval_runtime": 31.2239, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 935 + }, + { + "epoch": 56.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.687251279390722, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.687251279390722, + "eval_loss": 0.20680752396583557, + "eval_mean_accuracy": 0.687251279390722, + "eval_mean_iou": 0.343625639695361, + "eval_overall_accuracy": 0.687251279390722, + "eval_runtime": 31.2173, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 952 + }, + { + "epoch": 57.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3625556016453664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3625556016453664, + "eval_loss": 0.2733968198299408, + "eval_mean_accuracy": 0.3625556016453664, + "eval_mean_iou": 0.1812778008226832, + "eval_overall_accuracy": 0.3625556016453664, + "eval_runtime": 31.4707, + "eval_samples_per_second": 1.049, + "eval_steps_per_second": 0.159, + "step": 969 + }, + { + "epoch": 58.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.536090115010681, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.536090115010681, + "eval_loss": 0.23635226488113403, + "eval_mean_accuracy": 0.536090115010681, + "eval_mean_iou": 0.2680450575053405, + "eval_overall_accuracy": 0.536090115010681, + "eval_runtime": 31.2424, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 986 + }, + { + "epoch": 58.82, + "learning_rate": 5.401e-05, + "loss": 0.0645, + "step": 1000 + }, + { + "epoch": 59.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6681677068751786, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6681677068751786, + "eval_loss": 0.16419149935245514, + "eval_mean_accuracy": 0.6681677068751786, + "eval_mean_iou": 0.3340838534375893, + "eval_overall_accuracy": 0.6681677068751786, + "eval_runtime": 31.4625, + "eval_samples_per_second": 1.049, + "eval_steps_per_second": 0.159, + "step": 1003 + }, + { + "epoch": 60.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5184051756599576, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5184051756599576, + "eval_loss": 0.24416089057922363, + "eval_mean_accuracy": 0.5184051756599576, + "eval_mean_iou": 0.2592025878299788, + "eval_overall_accuracy": 0.5184051756599576, + "eval_runtime": 31.0335, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1020 + }, + { + "epoch": 61.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4705551856416558, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4705551856416558, + "eval_loss": 0.24186621606349945, + "eval_mean_accuracy": 0.4705551856416558, + "eval_mean_iou": 0.2352775928208279, + "eval_overall_accuracy": 0.4705551856416558, + "eval_runtime": 31.0587, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1037 + }, + { + "epoch": 62.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5963939172606872, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5963939172606872, + "eval_loss": 0.16544130444526672, + "eval_mean_accuracy": 0.5963939172606872, + "eval_mean_iou": 0.2981969586303436, + "eval_overall_accuracy": 0.5963939172606872, + "eval_runtime": 31.2825, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1054 + }, + { + "epoch": 63.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4756309090756947, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4756309090756947, + "eval_loss": 0.23618999123573303, + "eval_mean_accuracy": 0.4756309090756947, + "eval_mean_iou": 0.23781545453784736, + "eval_overall_accuracy": 0.4756309090756947, + "eval_runtime": 31.0418, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1071 + }, + { + "epoch": 64.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4965422680091951, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4965422680091951, + "eval_loss": 0.22274671494960785, + "eval_mean_accuracy": 0.4965422680091951, + "eval_mean_iou": 0.24827113400459755, + "eval_overall_accuracy": 0.4965422680091951, + "eval_runtime": 31.2192, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 1088 + }, + { + "epoch": 64.71, + "learning_rate": 5.3411e-05, + "loss": 0.0561, + "step": 1100 + }, + { + "epoch": 65.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5270396434800384, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5270396434800384, + "eval_loss": 0.23797141015529633, + "eval_mean_accuracy": 0.5270396434800384, + "eval_mean_iou": 0.2635198217400192, + "eval_overall_accuracy": 0.5270396434800384, + "eval_runtime": 31.1896, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 1105 + }, + { + "epoch": 66.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3258277338197867, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3258277338197867, + "eval_loss": 0.2745443284511566, + "eval_mean_accuracy": 0.3258277338197867, + "eval_mean_iou": 0.16291386690989335, + "eval_overall_accuracy": 0.3258277338197867, + "eval_runtime": 31.4965, + "eval_samples_per_second": 1.048, + "eval_steps_per_second": 0.159, + "step": 1122 + }, + { + "epoch": 67.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6487482233174862, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6487482233174862, + "eval_loss": 0.19607806205749512, + "eval_mean_accuracy": 0.6487482233174862, + "eval_mean_iou": 0.3243741116587431, + "eval_overall_accuracy": 0.6487482233174862, + "eval_runtime": 31.3281, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 1139 + }, + { + "epoch": 68.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.654352319280457, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.654352319280457, + "eval_loss": 0.1576729267835617, + "eval_mean_accuracy": 0.654352319280457, + "eval_mean_iou": 0.3271761596402285, + "eval_overall_accuracy": 0.654352319280457, + "eval_runtime": 30.9354, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 1156 + }, + { + "epoch": 69.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.7560449044924814, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.7560449044924814, + "eval_loss": 0.14625024795532227, + "eval_mean_accuracy": 0.7560449044924814, + "eval_mean_iou": 0.3780224522462407, + "eval_overall_accuracy": 0.7560449044924814, + "eval_runtime": 31.2942, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1173 + }, + { + "epoch": 70.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5090666096056213, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5090666096056213, + "eval_loss": 0.2141181230545044, + "eval_mean_accuracy": 0.5090666096056213, + "eval_mean_iou": 0.25453330480281067, + "eval_overall_accuracy": 0.5090666096056213, + "eval_runtime": 31.0869, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 1190 + }, + { + "epoch": 70.59, + "learning_rate": 5.2812e-05, + "loss": 0.0549, + "step": 1200 + }, + { + "epoch": 71.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.46675496783741427, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.46675496783741427, + "eval_loss": 0.23937419056892395, + "eval_mean_accuracy": 0.46675496783741427, + "eval_mean_iou": 0.23337748391870713, + "eval_overall_accuracy": 0.46675496783741427, + "eval_runtime": 31.434, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 1207 + }, + { + "epoch": 72.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.59457449873346, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.59457449873346, + "eval_loss": 0.20849484205245972, + "eval_mean_accuracy": 0.59457449873346, + "eval_mean_iou": 0.29728724936673, + "eval_overall_accuracy": 0.59457449873346, + "eval_runtime": 31.1855, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 1224 + }, + { + "epoch": 73.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.40888263555086424, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.40888263555086424, + "eval_loss": 0.30423712730407715, + "eval_mean_accuracy": 0.40888263555086424, + "eval_mean_iou": 0.20444131777543212, + "eval_overall_accuracy": 0.40888263555086424, + "eval_runtime": 31.0348, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1241 + }, + { + "epoch": 74.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.45112255254138817, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.45112255254138817, + "eval_loss": 0.23558300733566284, + "eval_mean_accuracy": 0.45112255254138817, + "eval_mean_iou": 0.22556127627069408, + "eval_overall_accuracy": 0.45112255254138817, + "eval_runtime": 31.3966, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 1258 + }, + { + "epoch": 75.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.3912060640908705, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.3912060640908705, + "eval_loss": 0.3331053853034973, + "eval_mean_accuracy": 0.3912060640908705, + "eval_mean_iou": 0.19560303204543525, + "eval_overall_accuracy": 0.3912060640908705, + "eval_runtime": 31.2501, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 1275 + }, + { + "epoch": 76.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5765369125591281, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5765369125591281, + "eval_loss": 0.20382718741893768, + "eval_mean_accuracy": 0.5765369125591281, + "eval_mean_iou": 0.28826845627956404, + "eval_overall_accuracy": 0.5765369125591281, + "eval_runtime": 31.5599, + "eval_samples_per_second": 1.046, + "eval_steps_per_second": 0.158, + "step": 1292 + }, + { + "epoch": 76.47, + "learning_rate": 5.2213e-05, + "loss": 0.052, + "step": 1300 + }, + { + "epoch": 77.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5458171902774673, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5458171902774673, + "eval_loss": 0.25622981786727905, + "eval_mean_accuracy": 0.5458171902774673, + "eval_mean_iou": 0.27290859513873367, + "eval_overall_accuracy": 0.5458171902774673, + "eval_runtime": 31.3882, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 1309 + }, + { + "epoch": 78.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.514449554170736, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.514449554170736, + "eval_loss": 0.26355689764022827, + "eval_mean_accuracy": 0.514449554170736, + "eval_mean_iou": 0.257224777085368, + "eval_overall_accuracy": 0.514449554170736, + "eval_runtime": 31.0922, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 1326 + }, + { + "epoch": 79.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5854905556398986, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5854905556398986, + "eval_loss": 0.21730917692184448, + "eval_mean_accuracy": 0.5854905556398986, + "eval_mean_iou": 0.2927452778199493, + "eval_overall_accuracy": 0.5854905556398986, + "eval_runtime": 31.4877, + "eval_samples_per_second": 1.048, + "eval_steps_per_second": 0.159, + "step": 1343 + }, + { + "epoch": 80.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5391730850380918, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5391730850380918, + "eval_loss": 0.25010037422180176, + "eval_mean_accuracy": 0.5391730850380918, + "eval_mean_iou": 0.2695865425190459, + "eval_overall_accuracy": 0.5391730850380918, + "eval_runtime": 31.2411, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 1360 + }, + { + "epoch": 81.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.593129244463146, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.593129244463146, + "eval_loss": 0.21612830460071564, + "eval_mean_accuracy": 0.593129244463146, + "eval_mean_iou": 0.296564622231573, + "eval_overall_accuracy": 0.593129244463146, + "eval_runtime": 31.2935, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1377 + }, + { + "epoch": 82.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6482915755662373, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6482915755662373, + "eval_loss": 0.1908770501613617, + "eval_mean_accuracy": 0.6482915755662373, + "eval_mean_iou": 0.32414578778311864, + "eval_overall_accuracy": 0.6482915755662373, + "eval_runtime": 31.0933, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 1394 + }, + { + "epoch": 82.35, + "learning_rate": 5.1614000000000004e-05, + "loss": 0.0443, + "step": 1400 + }, + { + "epoch": 83.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.657501037020744, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.657501037020744, + "eval_loss": 0.20503699779510498, + "eval_mean_accuracy": 0.657501037020744, + "eval_mean_iou": 0.328750518510372, + "eval_overall_accuracy": 0.657501037020744, + "eval_runtime": 31.4199, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 1411 + }, + { + "epoch": 84.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.54570721228502, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.54570721228502, + "eval_loss": 0.22347263991832733, + "eval_mean_accuracy": 0.54570721228502, + "eval_mean_iou": 0.27285360614251, + "eval_overall_accuracy": 0.54570721228502, + "eval_runtime": 31.0612, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 1428 + }, + { + "epoch": 85.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.7276932952873235, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.7276932952873235, + "eval_loss": 0.16751982271671295, + "eval_mean_accuracy": 0.7276932952873235, + "eval_mean_iou": 0.36384664764366176, + "eval_overall_accuracy": 0.7276932952873235, + "eval_runtime": 31.0244, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 1445 + }, + { + "epoch": 86.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.47362381071353005, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.47362381071353005, + "eval_loss": 0.2688193917274475, + "eval_mean_accuracy": 0.47362381071353005, + "eval_mean_iou": 0.23681190535676502, + "eval_overall_accuracy": 0.47362381071353005, + "eval_runtime": 31.1475, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.161, + "step": 1462 + }, + { + "epoch": 87.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6567299956606509, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6567299956606509, + "eval_loss": 0.2156824767589569, + "eval_mean_accuracy": 0.6567299956606509, + "eval_mean_iou": 0.32836499783032547, + "eval_overall_accuracy": 0.6567299956606509, + "eval_runtime": 30.8948, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 1479 + }, + { + "epoch": 88.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6304775316156843, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6304775316156843, + "eval_loss": 0.19391083717346191, + "eval_mean_accuracy": 0.6304775316156843, + "eval_mean_iou": 0.31523876580784216, + "eval_overall_accuracy": 0.6304775316156843, + "eval_runtime": 31.2912, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1496 + }, + { + "epoch": 88.24, + "learning_rate": 5.1015e-05, + "loss": 0.0415, + "step": 1500 + }, + { + "epoch": 89.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5442810846220881, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5442810846220881, + "eval_loss": 0.24140317738056183, + "eval_mean_accuracy": 0.5442810846220881, + "eval_mean_iou": 0.27214054231104406, + "eval_overall_accuracy": 0.5442810846220881, + "eval_runtime": 31.3447, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 1513 + }, + { + "epoch": 90.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5574270409584343, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5574270409584343, + "eval_loss": 0.2420411854982376, + "eval_mean_accuracy": 0.5574270409584343, + "eval_mean_iou": 0.27871352047921716, + "eval_overall_accuracy": 0.5574270409584343, + "eval_runtime": 30.9586, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 1530 + }, + { + "epoch": 91.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5790568430817268, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5790568430817268, + "eval_loss": 0.23662731051445007, + "eval_mean_accuracy": 0.5790568430817268, + "eval_mean_iou": 0.2895284215408634, + "eval_overall_accuracy": 0.5790568430817268, + "eval_runtime": 31.1969, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 1547 + }, + { + "epoch": 92.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6129312601684815, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6129312601684815, + "eval_loss": 0.2166067361831665, + "eval_mean_accuracy": 0.6129312601684815, + "eval_mean_iou": 0.30646563008424077, + "eval_overall_accuracy": 0.6129312601684815, + "eval_runtime": 31.0365, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1564 + }, + { + "epoch": 93.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5053835422715954, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5053835422715954, + "eval_loss": 0.2433827668428421, + "eval_mean_accuracy": 0.5053835422715954, + "eval_mean_iou": 0.2526917711357977, + "eval_overall_accuracy": 0.5053835422715954, + "eval_runtime": 31.5218, + "eval_samples_per_second": 1.047, + "eval_steps_per_second": 0.159, + "step": 1581 + }, + { + "epoch": 94.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5160466258871459, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5160466258871459, + "eval_loss": 0.25630173087120056, + "eval_mean_accuracy": 0.5160466258871459, + "eval_mean_iou": 0.25802331294357295, + "eval_overall_accuracy": 0.5160466258871459, + "eval_runtime": 31.3899, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 1598 + }, + { + "epoch": 94.12, + "learning_rate": 5.0416e-05, + "loss": 0.0388, + "step": 1600 + }, + { + "epoch": 95.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6509525648182793, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6509525648182793, + "eval_loss": 0.22483178973197937, + "eval_mean_accuracy": 0.6509525648182793, + "eval_mean_iou": 0.32547628240913967, + "eval_overall_accuracy": 0.6509525648182793, + "eval_runtime": 31.0515, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1615 + }, + { + "epoch": 96.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6168235247707496, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6168235247707496, + "eval_loss": 0.2400561273097992, + "eval_mean_accuracy": 0.6168235247707496, + "eval_mean_iou": 0.3084117623853748, + "eval_overall_accuracy": 0.6168235247707496, + "eval_runtime": 31.2677, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1632 + }, + { + "epoch": 97.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5686388191232602, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5686388191232602, + "eval_loss": 0.2427770495414734, + "eval_mean_accuracy": 0.5686388191232602, + "eval_mean_iou": 0.2843194095616301, + "eval_overall_accuracy": 0.5686388191232602, + "eval_runtime": 31.5467, + "eval_samples_per_second": 1.046, + "eval_steps_per_second": 0.158, + "step": 1649 + }, + { + "epoch": 98.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6200559214183335, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6200559214183335, + "eval_loss": 0.2311684489250183, + "eval_mean_accuracy": 0.6200559214183335, + "eval_mean_iou": 0.31002796070916677, + "eval_overall_accuracy": 0.6200559214183335, + "eval_runtime": 31.6245, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 1666 + }, + { + "epoch": 99.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.639320001291046, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.639320001291046, + "eval_loss": 0.19526705145835876, + "eval_mean_accuracy": 0.639320001291046, + "eval_mean_iou": 0.319660000645523, + "eval_overall_accuracy": 0.639320001291046, + "eval_runtime": 31.2809, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 1683 + }, + { + "epoch": 100.0, + "learning_rate": 4.9817e-05, + "loss": 0.0373, + "step": 1700 + }, + { + "epoch": 100.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6010823268952376, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6010823268952376, + "eval_loss": 0.23059362173080444, + "eval_mean_accuracy": 0.6010823268952376, + "eval_mean_iou": 0.3005411634476188, + "eval_overall_accuracy": 0.6010823268952376, + "eval_runtime": 31.456, + "eval_samples_per_second": 1.049, + "eval_steps_per_second": 0.159, + "step": 1700 + }, + { + "epoch": 101.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6378388846318905, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6378388846318905, + "eval_loss": 0.21065311133861542, + "eval_mean_accuracy": 0.6378388846318905, + "eval_mean_iou": 0.31891944231594527, + "eval_overall_accuracy": 0.6378388846318905, + "eval_runtime": 31.0416, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1717 + }, + { + "epoch": 102.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.46902744787700634, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.46902744787700634, + "eval_loss": 0.2802426218986511, + "eval_mean_accuracy": 0.46902744787700634, + "eval_mean_iou": 0.23451372393850317, + "eval_overall_accuracy": 0.46902744787700634, + "eval_runtime": 31.1169, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 1734 + }, + { + "epoch": 103.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.536229978327163, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.536229978327163, + "eval_loss": 0.26483798027038574, + "eval_mean_accuracy": 0.536229978327163, + "eval_mean_iou": 0.2681149891635815, + "eval_overall_accuracy": 0.536229978327163, + "eval_runtime": 30.9611, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.161, + "step": 1751 + }, + { + "epoch": 104.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5917234388205578, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5917234388205578, + "eval_loss": 0.2315419316291809, + "eval_mean_accuracy": 0.5917234388205578, + "eval_mean_iou": 0.2958617194102789, + "eval_overall_accuracy": 0.5917234388205578, + "eval_runtime": 31.1731, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 1768 + }, + { + "epoch": 105.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6827218596800357, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6827218596800357, + "eval_loss": 0.1872982531785965, + "eval_mean_accuracy": 0.6827218596800357, + "eval_mean_iou": 0.34136092984001787, + "eval_overall_accuracy": 0.6827218596800357, + "eval_runtime": 31.3527, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.159, + "step": 1785 + }, + { + "epoch": 105.88, + "learning_rate": 4.9218e-05, + "loss": 0.0342, + "step": 1800 + }, + { + "epoch": 106.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.582010708509308, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.582010708509308, + "eval_loss": 0.2400379478931427, + "eval_mean_accuracy": 0.582010708509308, + "eval_mean_iou": 0.291005354254654, + "eval_overall_accuracy": 0.582010708509308, + "eval_runtime": 30.9034, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 1802 + }, + { + "epoch": 107.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5488105043327742, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5488105043327742, + "eval_loss": 0.25191450119018555, + "eval_mean_accuracy": 0.5488105043327742, + "eval_mean_iou": 0.2744052521663871, + "eval_overall_accuracy": 0.5488105043327742, + "eval_runtime": 31.2457, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 1819 + }, + { + "epoch": 108.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6038915473544914, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6038915473544914, + "eval_loss": 0.24800372123718262, + "eval_mean_accuracy": 0.6038915473544914, + "eval_mean_iou": 0.3019457736772457, + "eval_overall_accuracy": 0.6038915473544914, + "eval_runtime": 30.8691, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 1836 + }, + { + "epoch": 109.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6361139037286125, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6361139037286125, + "eval_loss": 0.19507752358913422, + "eval_mean_accuracy": 0.6361139037286125, + "eval_mean_iou": 0.31805695186430627, + "eval_overall_accuracy": 0.6361139037286125, + "eval_runtime": 30.8973, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 1853 + }, + { + "epoch": 110.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5699824632918565, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5699824632918565, + "eval_loss": 0.2523801326751709, + "eval_mean_accuracy": 0.5699824632918565, + "eval_mean_iou": 0.28499123164592827, + "eval_overall_accuracy": 0.5699824632918565, + "eval_runtime": 30.8703, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 1870 + }, + { + "epoch": 111.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5810484010753935, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5810484010753935, + "eval_loss": 0.25085386633872986, + "eval_mean_accuracy": 0.5810484010753935, + "eval_mean_iou": 0.29052420053769673, + "eval_overall_accuracy": 0.5810484010753935, + "eval_runtime": 30.9826, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 1887 + }, + { + "epoch": 111.76, + "learning_rate": 4.8619e-05, + "loss": 0.035, + "step": 1900 + }, + { + "epoch": 112.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5625816616479246, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5625816616479246, + "eval_loss": 0.26745566725730896, + "eval_mean_accuracy": 0.5625816616479246, + "eval_mean_iou": 0.2812908308239623, + "eval_overall_accuracy": 0.5625816616479246, + "eval_runtime": 30.8775, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 1904 + }, + { + "epoch": 113.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5028588300971513, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5028588300971513, + "eval_loss": 0.2674926221370697, + "eval_mean_accuracy": 0.5028588300971513, + "eval_mean_iou": 0.25142941504857563, + "eval_overall_accuracy": 0.5028588300971513, + "eval_runtime": 31.0586, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1921 + }, + { + "epoch": 114.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5925291471565309, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5925291471565309, + "eval_loss": 0.21678723394870758, + "eval_mean_accuracy": 0.5925291471565309, + "eval_mean_iou": 0.29626457357826547, + "eval_overall_accuracy": 0.5925291471565309, + "eval_runtime": 31.0395, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 1938 + }, + { + "epoch": 115.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4841840888144014, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4841840888144014, + "eval_loss": 0.2993423044681549, + "eval_mean_accuracy": 0.4841840888144014, + "eval_mean_iou": 0.2420920444072007, + "eval_overall_accuracy": 0.4841840888144014, + "eval_runtime": 30.8441, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 1955 + }, + { + "epoch": 116.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5667476758183498, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5667476758183498, + "eval_loss": 0.24441002309322357, + "eval_mean_accuracy": 0.5667476758183498, + "eval_mean_iou": 0.2833738379091749, + "eval_overall_accuracy": 0.5667476758183498, + "eval_runtime": 30.9714, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 1972 + }, + { + "epoch": 117.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6058591970889303, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6058591970889303, + "eval_loss": 0.2413497120141983, + "eval_mean_accuracy": 0.6058591970889303, + "eval_mean_iou": 0.30292959854446516, + "eval_overall_accuracy": 0.6058591970889303, + "eval_runtime": 31.1941, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 1989 + }, + { + "epoch": 117.65, + "learning_rate": 4.8020000000000004e-05, + "loss": 0.0309, + "step": 2000 + }, + { + "epoch": 118.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5268340324506803, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5268340324506803, + "eval_loss": 0.25785237550735474, + "eval_mean_accuracy": 0.5268340324506803, + "eval_mean_iou": 0.26341701622534014, + "eval_overall_accuracy": 0.5268340324506803, + "eval_runtime": 30.7218, + "eval_samples_per_second": 1.074, + "eval_steps_per_second": 0.163, + "step": 2006 + }, + { + "epoch": 119.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.42099216884969, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.42099216884969, + "eval_loss": 0.2969587743282318, + "eval_mean_accuracy": 0.42099216884969, + "eval_mean_iou": 0.210496084424845, + "eval_overall_accuracy": 0.42099216884969, + "eval_runtime": 31.2198, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 2023 + }, + { + "epoch": 120.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6188126919384936, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6188126919384936, + "eval_loss": 0.23934796452522278, + "eval_mean_accuracy": 0.6188126919384936, + "eval_mean_iou": 0.3094063459692468, + "eval_overall_accuracy": 0.6188126919384936, + "eval_runtime": 31.0574, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 2040 + }, + { + "epoch": 121.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6103539498237364, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6103539498237364, + "eval_loss": 0.2451283186674118, + "eval_mean_accuracy": 0.6103539498237364, + "eval_mean_iou": 0.3051769749118682, + "eval_overall_accuracy": 0.6103539498237364, + "eval_runtime": 30.9373, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 2057 + }, + { + "epoch": 122.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6328432538662644, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6328432538662644, + "eval_loss": 0.2216884344816208, + "eval_mean_accuracy": 0.6328432538662644, + "eval_mean_iou": 0.3164216269331322, + "eval_overall_accuracy": 0.6328432538662644, + "eval_runtime": 30.7857, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 2074 + }, + { + "epoch": 123.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4425430737175311, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4425430737175311, + "eval_loss": 0.32594773173332214, + "eval_mean_accuracy": 0.4425430737175311, + "eval_mean_iou": 0.22127153685876555, + "eval_overall_accuracy": 0.4425430737175311, + "eval_runtime": 30.6003, + "eval_samples_per_second": 1.078, + "eval_steps_per_second": 0.163, + "step": 2091 + }, + { + "epoch": 123.53, + "learning_rate": 4.7421000000000006e-05, + "loss": 0.0309, + "step": 2100 + }, + { + "epoch": 124.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6270980991738501, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6270980991738501, + "eval_loss": 0.20789068937301636, + "eval_mean_accuracy": 0.6270980991738501, + "eval_mean_iou": 0.31354904958692503, + "eval_overall_accuracy": 0.6270980991738501, + "eval_runtime": 31.0514, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 2108 + }, + { + "epoch": 125.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5501194815254904, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5501194815254904, + "eval_loss": 0.24013589322566986, + "eval_mean_accuracy": 0.5501194815254904, + "eval_mean_iou": 0.2750597407627452, + "eval_overall_accuracy": 0.5501194815254904, + "eval_runtime": 30.9211, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 2125 + }, + { + "epoch": 126.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5923175590623659, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5923175590623659, + "eval_loss": 0.25442561507225037, + "eval_mean_accuracy": 0.5923175590623659, + "eval_mean_iou": 0.29615877953118297, + "eval_overall_accuracy": 0.5923175590623659, + "eval_runtime": 31.3267, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2142 + }, + { + "epoch": 127.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6585135517990367, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6585135517990367, + "eval_loss": 0.20994584262371063, + "eval_mean_accuracy": 0.6585135517990367, + "eval_mean_iou": 0.32925677589951835, + "eval_overall_accuracy": 0.6585135517990367, + "eval_runtime": 31.3392, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2159 + }, + { + "epoch": 128.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5868019236585374, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5868019236585374, + "eval_loss": 0.24126406013965607, + "eval_mean_accuracy": 0.5868019236585374, + "eval_mean_iou": 0.2934009618292687, + "eval_overall_accuracy": 0.5868019236585374, + "eval_runtime": 30.9896, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 2176 + }, + { + "epoch": 129.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5717026625432889, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5717026625432889, + "eval_loss": 0.2365407943725586, + "eval_mean_accuracy": 0.5717026625432889, + "eval_mean_iou": 0.28585133127164447, + "eval_overall_accuracy": 0.5717026625432889, + "eval_runtime": 31.0736, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2193 + }, + { + "epoch": 129.41, + "learning_rate": 4.6822e-05, + "loss": 0.0292, + "step": 2200 + }, + { + "epoch": 130.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5054170138345142, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5054170138345142, + "eval_loss": 0.2952726185321808, + "eval_mean_accuracy": 0.5054170138345142, + "eval_mean_iou": 0.2527085069172571, + "eval_overall_accuracy": 0.5054170138345142, + "eval_runtime": 30.7717, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 2210 + }, + { + "epoch": 131.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6922050707026997, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6922050707026997, + "eval_loss": 0.21295036375522614, + "eval_mean_accuracy": 0.6922050707026997, + "eval_mean_iou": 0.3461025353513498, + "eval_overall_accuracy": 0.6922050707026997, + "eval_runtime": 31.5162, + "eval_samples_per_second": 1.047, + "eval_steps_per_second": 0.159, + "step": 2227 + }, + { + "epoch": 132.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5561873977174785, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5561873977174785, + "eval_loss": 0.26227760314941406, + "eval_mean_accuracy": 0.5561873977174785, + "eval_mean_iou": 0.27809369885873925, + "eval_overall_accuracy": 0.5561873977174785, + "eval_runtime": 31.3926, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 2244 + }, + { + "epoch": 133.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5366149013007289, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5366149013007289, + "eval_loss": 0.2711186110973358, + "eval_mean_accuracy": 0.5366149013007289, + "eval_mean_iou": 0.26830745065036443, + "eval_overall_accuracy": 0.5366149013007289, + "eval_runtime": 31.1955, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 2261 + }, + { + "epoch": 134.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.46933108276919805, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.46933108276919805, + "eval_loss": 0.3353389501571655, + "eval_mean_accuracy": 0.46933108276919805, + "eval_mean_iou": 0.23466554138459902, + "eval_overall_accuracy": 0.46933108276919805, + "eval_runtime": 31.2811, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2278 + }, + { + "epoch": 135.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5601669274659278, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5601669274659278, + "eval_loss": 0.2564655542373657, + "eval_mean_accuracy": 0.5601669274659278, + "eval_mean_iou": 0.2800834637329639, + "eval_overall_accuracy": 0.5601669274659278, + "eval_runtime": 31.0348, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 2295 + }, + { + "epoch": 135.29, + "learning_rate": 4.6223e-05, + "loss": 0.027, + "step": 2300 + }, + { + "epoch": 136.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5307765043973266, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5307765043973266, + "eval_loss": 0.28623151779174805, + "eval_mean_accuracy": 0.5307765043973266, + "eval_mean_iou": 0.2653882521986633, + "eval_overall_accuracy": 0.5307765043973266, + "eval_runtime": 31.5562, + "eval_samples_per_second": 1.046, + "eval_steps_per_second": 0.158, + "step": 2312 + }, + { + "epoch": 137.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5690882943967408, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5690882943967408, + "eval_loss": 0.2559235990047455, + "eval_mean_accuracy": 0.5690882943967408, + "eval_mean_iou": 0.2845441471983704, + "eval_overall_accuracy": 0.5690882943967408, + "eval_runtime": 31.253, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 2329 + }, + { + "epoch": 138.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4612345507817403, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4612345507817403, + "eval_loss": 0.3036276698112488, + "eval_mean_accuracy": 0.4612345507817403, + "eval_mean_iou": 0.23061727539087015, + "eval_overall_accuracy": 0.4612345507817403, + "eval_runtime": 31.2309, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 2346 + }, + { + "epoch": 139.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5759332290136289, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5759332290136289, + "eval_loss": 0.24881163239479065, + "eval_mean_accuracy": 0.5759332290136289, + "eval_mean_iou": 0.28796661450681443, + "eval_overall_accuracy": 0.5759332290136289, + "eval_runtime": 31.3237, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 2363 + }, + { + "epoch": 140.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4998738839325739, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4998738839325739, + "eval_loss": 0.31989341974258423, + "eval_mean_accuracy": 0.4998738839325739, + "eval_mean_iou": 0.24993694196628696, + "eval_overall_accuracy": 0.4998738839325739, + "eval_runtime": 31.1972, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 2380 + }, + { + "epoch": 141.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5256541598577936, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5256541598577936, + "eval_loss": 0.2885800898075104, + "eval_mean_accuracy": 0.5256541598577936, + "eval_mean_iou": 0.2628270799288968, + "eval_overall_accuracy": 0.5256541598577936, + "eval_runtime": 31.2727, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2397 + }, + { + "epoch": 141.18, + "learning_rate": 4.5624e-05, + "loss": 0.0252, + "step": 2400 + }, + { + "epoch": 142.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4885867947511808, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4885867947511808, + "eval_loss": 0.3268108665943146, + "eval_mean_accuracy": 0.4885867947511808, + "eval_mean_iou": 0.2442933973755904, + "eval_overall_accuracy": 0.4885867947511808, + "eval_runtime": 30.9735, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 2414 + }, + { + "epoch": 143.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5789349109596655, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5789349109596655, + "eval_loss": 0.28225111961364746, + "eval_mean_accuracy": 0.5789349109596655, + "eval_mean_iou": 0.28946745547983277, + "eval_overall_accuracy": 0.5789349109596655, + "eval_runtime": 31.6584, + "eval_samples_per_second": 1.042, + "eval_steps_per_second": 0.158, + "step": 2431 + }, + { + "epoch": 144.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6150232328509045, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6150232328509045, + "eval_loss": 0.237732395529747, + "eval_mean_accuracy": 0.6150232328509045, + "eval_mean_iou": 0.30751161642545227, + "eval_overall_accuracy": 0.6150232328509045, + "eval_runtime": 31.3303, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2448 + }, + { + "epoch": 145.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5873864805966545, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5873864805966545, + "eval_loss": 0.2820056974887848, + "eval_mean_accuracy": 0.5873864805966545, + "eval_mean_iou": 0.2936932402983273, + "eval_overall_accuracy": 0.5873864805966545, + "eval_runtime": 31.3326, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2465 + }, + { + "epoch": 146.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5859304676096881, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5859304676096881, + "eval_loss": 0.2880212366580963, + "eval_mean_accuracy": 0.5859304676096881, + "eval_mean_iou": 0.29296523380484407, + "eval_overall_accuracy": 0.5859304676096881, + "eval_runtime": 31.2614, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 2482 + }, + { + "epoch": 147.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5304860190477101, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5304860190477101, + "eval_loss": 0.29446205496788025, + "eval_mean_accuracy": 0.5304860190477101, + "eval_mean_iou": 0.26524300952385504, + "eval_overall_accuracy": 0.5304860190477101, + "eval_runtime": 31.0861, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2499 + }, + { + "epoch": 147.06, + "learning_rate": 4.5025000000000003e-05, + "loss": 0.0259, + "step": 2500 + }, + { + "epoch": 148.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6071060128076544, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6071060128076544, + "eval_loss": 0.2535295784473419, + "eval_mean_accuracy": 0.6071060128076544, + "eval_mean_iou": 0.3035530064038272, + "eval_overall_accuracy": 0.6071060128076544, + "eval_runtime": 31.2412, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 2516 + }, + { + "epoch": 149.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6174893697902409, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6174893697902409, + "eval_loss": 0.23998969793319702, + "eval_mean_accuracy": 0.6174893697902409, + "eval_mean_iou": 0.30874468489512047, + "eval_overall_accuracy": 0.6174893697902409, + "eval_runtime": 31.2795, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2533 + }, + { + "epoch": 150.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5934854775256386, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5934854775256386, + "eval_loss": 0.27268925309181213, + "eval_mean_accuracy": 0.5934854775256386, + "eval_mean_iou": 0.2967427387628193, + "eval_overall_accuracy": 0.5934854775256386, + "eval_runtime": 30.9738, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 2550 + }, + { + "epoch": 151.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5958727172095236, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5958727172095236, + "eval_loss": 0.2656627893447876, + "eval_mean_accuracy": 0.5958727172095236, + "eval_mean_iou": 0.2979363586047618, + "eval_overall_accuracy": 0.5958727172095236, + "eval_runtime": 31.0704, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2567 + }, + { + "epoch": 152.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5535371671820889, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5535371671820889, + "eval_loss": 0.28406456112861633, + "eval_mean_accuracy": 0.5535371671820889, + "eval_mean_iou": 0.27676858359104445, + "eval_overall_accuracy": 0.5535371671820889, + "eval_runtime": 31.3777, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 2584 + }, + { + "epoch": 152.94, + "learning_rate": 4.4426000000000005e-05, + "loss": 0.0254, + "step": 2600 + }, + { + "epoch": 153.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5595345540093553, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5595345540093553, + "eval_loss": 0.27906736731529236, + "eval_mean_accuracy": 0.5595345540093553, + "eval_mean_iou": 0.27976727700467763, + "eval_overall_accuracy": 0.5595345540093553, + "eval_runtime": 31.0464, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 2601 + }, + { + "epoch": 154.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6252990026669664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6252990026669664, + "eval_loss": 0.2478855550289154, + "eval_mean_accuracy": 0.6252990026669664, + "eval_mean_iou": 0.3126495013334832, + "eval_overall_accuracy": 0.6252990026669664, + "eval_runtime": 31.31, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 2618 + }, + { + "epoch": 155.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5923151682364431, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5923151682364431, + "eval_loss": 0.267624169588089, + "eval_mean_accuracy": 0.5923151682364431, + "eval_mean_iou": 0.2961575841182216, + "eval_overall_accuracy": 0.5923151682364431, + "eval_runtime": 31.063, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2635 + }, + { + "epoch": 156.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.577413150259823, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.577413150259823, + "eval_loss": 0.27388453483581543, + "eval_mean_accuracy": 0.577413150259823, + "eval_mean_iou": 0.2887065751299115, + "eval_overall_accuracy": 0.577413150259823, + "eval_runtime": 31.3168, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 2652 + }, + { + "epoch": 157.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5480310950819516, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5480310950819516, + "eval_loss": 0.2819267809391022, + "eval_mean_accuracy": 0.5480310950819516, + "eval_mean_iou": 0.2740155475409758, + "eval_overall_accuracy": 0.5480310950819516, + "eval_runtime": 31.1021, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 2669 + }, + { + "epoch": 158.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5211749474914856, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5211749474914856, + "eval_loss": 0.30698150396347046, + "eval_mean_accuracy": 0.5211749474914856, + "eval_mean_iou": 0.2605874737457428, + "eval_overall_accuracy": 0.5211749474914856, + "eval_runtime": 31.3108, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 2686 + }, + { + "epoch": 158.82, + "learning_rate": 4.3827e-05, + "loss": 0.0227, + "step": 2700 + }, + { + "epoch": 159.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4859401504546753, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4859401504546753, + "eval_loss": 0.3423554003238678, + "eval_mean_accuracy": 0.4859401504546753, + "eval_mean_iou": 0.24297007522733766, + "eval_overall_accuracy": 0.4859401504546753, + "eval_runtime": 31.5918, + "eval_samples_per_second": 1.045, + "eval_steps_per_second": 0.158, + "step": 2703 + }, + { + "epoch": 160.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6277352542822681, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6277352542822681, + "eval_loss": 0.24299679696559906, + "eval_mean_accuracy": 0.6277352542822681, + "eval_mean_iou": 0.31386762714113403, + "eval_overall_accuracy": 0.6277352542822681, + "eval_runtime": 31.1188, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 2720 + }, + { + "epoch": 161.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6293717746264036, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6293717746264036, + "eval_loss": 0.2543140649795532, + "eval_mean_accuracy": 0.6293717746264036, + "eval_mean_iou": 0.3146858873132018, + "eval_overall_accuracy": 0.6293717746264036, + "eval_runtime": 31.5794, + "eval_samples_per_second": 1.045, + "eval_steps_per_second": 0.158, + "step": 2737 + }, + { + "epoch": 162.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5325767963171717, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5325767963171717, + "eval_loss": 0.2940317392349243, + "eval_mean_accuracy": 0.5325767963171717, + "eval_mean_iou": 0.26628839815858585, + "eval_overall_accuracy": 0.5325767963171717, + "eval_runtime": 31.0672, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2754 + }, + { + "epoch": 163.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5720062974354806, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5720062974354806, + "eval_loss": 0.274043470621109, + "eval_mean_accuracy": 0.5720062974354806, + "eval_mean_iou": 0.2860031487177403, + "eval_overall_accuracy": 0.5720062974354806, + "eval_runtime": 31.3371, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2771 + }, + { + "epoch": 164.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.607685788093926, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.607685788093926, + "eval_loss": 0.262675940990448, + "eval_mean_accuracy": 0.607685788093926, + "eval_mean_iou": 0.303842894046963, + "eval_overall_accuracy": 0.607685788093926, + "eval_runtime": 31.2679, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2788 + }, + { + "epoch": 164.71, + "learning_rate": 4.3228e-05, + "loss": 0.0252, + "step": 2800 + }, + { + "epoch": 165.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5560319940324985, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5560319940324985, + "eval_loss": 0.2962038218975067, + "eval_mean_accuracy": 0.5560319940324985, + "eval_mean_iou": 0.27801599701624924, + "eval_overall_accuracy": 0.5560319940324985, + "eval_runtime": 31.1183, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 2805 + }, + { + "epoch": 166.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6438171448517748, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6438171448517748, + "eval_loss": 0.23778356611728668, + "eval_mean_accuracy": 0.6438171448517748, + "eval_mean_iou": 0.3219085724258874, + "eval_overall_accuracy": 0.6438171448517748, + "eval_runtime": 31.082, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 2822 + }, + { + "epoch": 167.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5968505650119362, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5968505650119362, + "eval_loss": 0.2763636112213135, + "eval_mean_accuracy": 0.5968505650119362, + "eval_mean_iou": 0.2984252825059681, + "eval_overall_accuracy": 0.5968505650119362, + "eval_runtime": 30.9253, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 2839 + }, + { + "epoch": 168.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5275225903164378, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5275225903164378, + "eval_loss": 0.29670995473861694, + "eval_mean_accuracy": 0.5275225903164378, + "eval_mean_iou": 0.2637612951582189, + "eval_overall_accuracy": 0.5275225903164378, + "eval_runtime": 31.2588, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 2856 + }, + { + "epoch": 169.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5311566457190469, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5311566457190469, + "eval_loss": 0.30786195397377014, + "eval_mean_accuracy": 0.5311566457190469, + "eval_mean_iou": 0.26557832285952343, + "eval_overall_accuracy": 0.5311566457190469, + "eval_runtime": 30.9201, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 2873 + }, + { + "epoch": 170.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5644465058676845, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5644465058676845, + "eval_loss": 0.27564382553100586, + "eval_mean_accuracy": 0.5644465058676845, + "eval_mean_iou": 0.28222325293384226, + "eval_overall_accuracy": 0.5644465058676845, + "eval_runtime": 31.0129, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 2890 + }, + { + "epoch": 170.59, + "learning_rate": 4.2629e-05, + "loss": 0.0209, + "step": 2900 + }, + { + "epoch": 171.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5836986316107831, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5836986316107831, + "eval_loss": 0.2950557768344879, + "eval_mean_accuracy": 0.5836986316107831, + "eval_mean_iou": 0.29184931580539153, + "eval_overall_accuracy": 0.5836986316107831, + "eval_runtime": 31.2257, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 2907 + }, + { + "epoch": 172.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5323353228989721, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5323353228989721, + "eval_loss": 0.3032892942428589, + "eval_mean_accuracy": 0.5323353228989721, + "eval_mean_iou": 0.26616766144948606, + "eval_overall_accuracy": 0.5323353228989721, + "eval_runtime": 31.2681, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2924 + }, + { + "epoch": 173.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5574437767398936, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5574437767398936, + "eval_loss": 0.3063373863697052, + "eval_mean_accuracy": 0.5574437767398936, + "eval_mean_iou": 0.2787218883699468, + "eval_overall_accuracy": 0.5574437767398936, + "eval_runtime": 31.2722, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 2941 + }, + { + "epoch": 174.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5446695938345381, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5446695938345381, + "eval_loss": 0.34655603766441345, + "eval_mean_accuracy": 0.5446695938345381, + "eval_mean_iou": 0.27233479691726903, + "eval_overall_accuracy": 0.5446695938345381, + "eval_runtime": 31.0222, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 2958 + }, + { + "epoch": 175.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6615092566802665, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6615092566802665, + "eval_loss": 0.25814929604530334, + "eval_mean_accuracy": 0.6615092566802665, + "eval_mean_iou": 0.33075462834013325, + "eval_overall_accuracy": 0.6615092566802665, + "eval_runtime": 31.3376, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 2975 + }, + { + "epoch": 176.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5983508082784739, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5983508082784739, + "eval_loss": 0.2856757342815399, + "eval_mean_accuracy": 0.5983508082784739, + "eval_mean_iou": 0.29917540413923693, + "eval_overall_accuracy": 0.5983508082784739, + "eval_runtime": 31.2412, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 2992 + }, + { + "epoch": 176.47, + "learning_rate": 4.203e-05, + "loss": 0.023, + "step": 3000 + }, + { + "epoch": 177.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5666556290203232, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5666556290203232, + "eval_loss": 0.31208691000938416, + "eval_mean_accuracy": 0.5666556290203232, + "eval_mean_iou": 0.2833278145101616, + "eval_overall_accuracy": 0.5666556290203232, + "eval_runtime": 30.946, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 3009 + }, + { + "epoch": 178.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5847828711667589, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5847828711667589, + "eval_loss": 0.29460614919662476, + "eval_mean_accuracy": 0.5847828711667589, + "eval_mean_iou": 0.29239143558337943, + "eval_overall_accuracy": 0.5847828711667589, + "eval_runtime": 31.1791, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3026 + }, + { + "epoch": 179.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5322217586676405, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5322217586676405, + "eval_loss": 0.32175639271736145, + "eval_mean_accuracy": 0.5322217586676405, + "eval_mean_iou": 0.26611087933382027, + "eval_overall_accuracy": 0.5322217586676405, + "eval_runtime": 30.8208, + "eval_samples_per_second": 1.071, + "eval_steps_per_second": 0.162, + "step": 3043 + }, + { + "epoch": 180.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5923486397993619, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5923486397993619, + "eval_loss": 0.2708419859409332, + "eval_mean_accuracy": 0.5923486397993619, + "eval_mean_iou": 0.29617431989968096, + "eval_overall_accuracy": 0.5923486397993619, + "eval_runtime": 30.6922, + "eval_samples_per_second": 1.075, + "eval_steps_per_second": 0.163, + "step": 3060 + }, + { + "epoch": 181.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.633519857602408, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.633519857602408, + "eval_loss": 0.25829482078552246, + "eval_mean_accuracy": 0.633519857602408, + "eval_mean_iou": 0.316759928801204, + "eval_overall_accuracy": 0.633519857602408, + "eval_runtime": 31.1506, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.161, + "step": 3077 + }, + { + "epoch": 182.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.575327154642207, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.575327154642207, + "eval_loss": 0.29729995131492615, + "eval_mean_accuracy": 0.575327154642207, + "eval_mean_iou": 0.2876635773211035, + "eval_overall_accuracy": 0.575327154642207, + "eval_runtime": 31.0802, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 3094 + }, + { + "epoch": 182.35, + "learning_rate": 4.1431e-05, + "loss": 0.0219, + "step": 3100 + }, + { + "epoch": 183.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6374503754194405, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6374503754194405, + "eval_loss": 0.24748550355434418, + "eval_mean_accuracy": 0.6374503754194405, + "eval_mean_iou": 0.31872518770972025, + "eval_overall_accuracy": 0.6374503754194405, + "eval_runtime": 31.3264, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 3111 + }, + { + "epoch": 184.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5206322300070171, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5206322300070171, + "eval_loss": 0.31985118985176086, + "eval_mean_accuracy": 0.5206322300070171, + "eval_mean_iou": 0.26031611500350854, + "eval_overall_accuracy": 0.5206322300070171, + "eval_runtime": 30.9823, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3128 + }, + { + "epoch": 185.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5420755477083335, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5420755477083335, + "eval_loss": 0.32160690426826477, + "eval_mean_accuracy": 0.5420755477083335, + "eval_mean_iou": 0.2710377738541668, + "eval_overall_accuracy": 0.5420755477083335, + "eval_runtime": 31.1877, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3145 + }, + { + "epoch": 186.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6370367625348015, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6370367625348015, + "eval_loss": 0.2588116228580475, + "eval_mean_accuracy": 0.6370367625348015, + "eval_mean_iou": 0.31851838126740073, + "eval_overall_accuracy": 0.6370367625348015, + "eval_runtime": 31.3102, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 3162 + }, + { + "epoch": 187.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5503549778788831, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5503549778788831, + "eval_loss": 0.3004407584667206, + "eval_mean_accuracy": 0.5503549778788831, + "eval_mean_iou": 0.27517748893944155, + "eval_overall_accuracy": 0.5503549778788831, + "eval_runtime": 31.2353, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 3179 + }, + { + "epoch": 188.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5715233505990812, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5715233505990812, + "eval_loss": 0.32774391770362854, + "eval_mean_accuracy": 0.5715233505990812, + "eval_mean_iou": 0.2857616752995406, + "eval_overall_accuracy": 0.5715233505990812, + "eval_runtime": 30.8205, + "eval_samples_per_second": 1.071, + "eval_steps_per_second": 0.162, + "step": 3196 + }, + { + "epoch": 188.24, + "learning_rate": 4.0832e-05, + "loss": 0.0202, + "step": 3200 + }, + { + "epoch": 189.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5177465031182347, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5177465031182347, + "eval_loss": 0.3170570731163025, + "eval_mean_accuracy": 0.5177465031182347, + "eval_mean_iou": 0.25887325155911733, + "eval_overall_accuracy": 0.5177465031182347, + "eval_runtime": 31.2239, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 3213 + }, + { + "epoch": 190.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6239780713446363, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6239780713446363, + "eval_loss": 0.31487199664115906, + "eval_mean_accuracy": 0.6239780713446363, + "eval_mean_iou": 0.31198903567231817, + "eval_overall_accuracy": 0.6239780713446363, + "eval_runtime": 31.308, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 3230 + }, + { + "epoch": 191.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5612667073904015, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5612667073904015, + "eval_loss": 0.30822354555130005, + "eval_mean_accuracy": 0.5612667073904015, + "eval_mean_iou": 0.28063335369520076, + "eval_overall_accuracy": 0.5612667073904015, + "eval_runtime": 30.6177, + "eval_samples_per_second": 1.078, + "eval_steps_per_second": 0.163, + "step": 3247 + }, + { + "epoch": 192.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6138421648450566, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6138421648450566, + "eval_loss": 0.2719595730304718, + "eval_mean_accuracy": 0.6138421648450566, + "eval_mean_iou": 0.3069210824225283, + "eval_overall_accuracy": 0.6138421648450566, + "eval_runtime": 31.1771, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3264 + }, + { + "epoch": 193.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5510208228983744, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5510208228983744, + "eval_loss": 0.31995075941085815, + "eval_mean_accuracy": 0.5510208228983744, + "eval_mean_iou": 0.2755104114491872, + "eval_overall_accuracy": 0.5510208228983744, + "eval_runtime": 30.9833, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3281 + }, + { + "epoch": 194.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5226859494746757, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5226859494746757, + "eval_loss": 0.34334978461265564, + "eval_mean_accuracy": 0.5226859494746757, + "eval_mean_iou": 0.26134297473733786, + "eval_overall_accuracy": 0.5226859494746757, + "eval_runtime": 31.2634, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 3298 + }, + { + "epoch": 194.12, + "learning_rate": 4.0233e-05, + "loss": 0.0237, + "step": 3300 + }, + { + "epoch": 195.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5456821086128308, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5456821086128308, + "eval_loss": 0.3029778003692627, + "eval_mean_accuracy": 0.5456821086128308, + "eval_mean_iou": 0.2728410543064154, + "eval_overall_accuracy": 0.5456821086128308, + "eval_runtime": 31.2406, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 3315 + }, + { + "epoch": 196.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6340051952647302, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6340051952647302, + "eval_loss": 0.2818675935268402, + "eval_mean_accuracy": 0.6340051952647302, + "eval_mean_iou": 0.3170025976323651, + "eval_overall_accuracy": 0.6340051952647302, + "eval_runtime": 30.6269, + "eval_samples_per_second": 1.077, + "eval_steps_per_second": 0.163, + "step": 3332 + }, + { + "epoch": 197.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5669174244588664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5669174244588664, + "eval_loss": 0.31826555728912354, + "eval_mean_accuracy": 0.5669174244588664, + "eval_mean_iou": 0.2834587122294332, + "eval_overall_accuracy": 0.5669174244588664, + "eval_runtime": 31.2899, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 3349 + }, + { + "epoch": 198.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5866058759328704, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5866058759328704, + "eval_loss": 0.3096961975097656, + "eval_mean_accuracy": 0.5866058759328704, + "eval_mean_iou": 0.2933029379664352, + "eval_overall_accuracy": 0.5866058759328704, + "eval_runtime": 30.7091, + "eval_samples_per_second": 1.075, + "eval_steps_per_second": 0.163, + "step": 3366 + }, + { + "epoch": 199.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5875442751075572, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5875442751075572, + "eval_loss": 0.30355748534202576, + "eval_mean_accuracy": 0.5875442751075572, + "eval_mean_iou": 0.2937721375537786, + "eval_overall_accuracy": 0.5875442751075572, + "eval_runtime": 31.118, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 3383 + }, + { + "epoch": 200.0, + "learning_rate": 3.9634e-05, + "loss": 0.0205, + "step": 3400 + }, + { + "epoch": 200.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6472455892250257, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6472455892250257, + "eval_loss": 0.2573639750480652, + "eval_mean_accuracy": 0.6472455892250257, + "eval_mean_iou": 0.32362279461251287, + "eval_overall_accuracy": 0.6472455892250257, + "eval_runtime": 31.2266, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 3400 + }, + { + "epoch": 201.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.521399685128226, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.521399685128226, + "eval_loss": 0.359860360622406, + "eval_mean_accuracy": 0.521399685128226, + "eval_mean_iou": 0.260699842564113, + "eval_overall_accuracy": 0.521399685128226, + "eval_runtime": 30.9825, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3417 + }, + { + "epoch": 202.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5949450767514892, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5949450767514892, + "eval_loss": 0.29619407653808594, + "eval_mean_accuracy": 0.5949450767514892, + "eval_mean_iou": 0.2974725383757446, + "eval_overall_accuracy": 0.5949450767514892, + "eval_runtime": 30.9586, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 3434 + }, + { + "epoch": 203.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5568974730165409, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5568974730165409, + "eval_loss": 0.35007721185684204, + "eval_mean_accuracy": 0.5568974730165409, + "eval_mean_iou": 0.27844873650827046, + "eval_overall_accuracy": 0.5568974730165409, + "eval_runtime": 30.7632, + "eval_samples_per_second": 1.073, + "eval_steps_per_second": 0.163, + "step": 3451 + }, + { + "epoch": 204.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5010394115699239, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5010394115699239, + "eval_loss": 0.34538161754608154, + "eval_mean_accuracy": 0.5010394115699239, + "eval_mean_iou": 0.25051970578496197, + "eval_overall_accuracy": 0.5010394115699239, + "eval_runtime": 30.5994, + "eval_samples_per_second": 1.078, + "eval_steps_per_second": 0.163, + "step": 3468 + }, + { + "epoch": 205.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6231341097938988, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6231341097938988, + "eval_loss": 0.2726764380931854, + "eval_mean_accuracy": 0.6231341097938988, + "eval_mean_iou": 0.3115670548969494, + "eval_overall_accuracy": 0.6231341097938988, + "eval_runtime": 31.0311, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 3485 + }, + { + "epoch": 205.88, + "learning_rate": 3.9035e-05, + "loss": 0.0193, + "step": 3500 + }, + { + "epoch": 206.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6158098145794956, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6158098145794956, + "eval_loss": 0.28190580010414124, + "eval_mean_accuracy": 0.6158098145794956, + "eval_mean_iou": 0.3079049072897478, + "eval_overall_accuracy": 0.6158098145794956, + "eval_runtime": 31.0297, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 3502 + }, + { + "epoch": 207.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5007800069573034, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5007800069573034, + "eval_loss": 0.3561561703681946, + "eval_mean_accuracy": 0.5007800069573034, + "eval_mean_iou": 0.2503900034786517, + "eval_overall_accuracy": 0.5007800069573034, + "eval_runtime": 30.6307, + "eval_samples_per_second": 1.077, + "eval_steps_per_second": 0.163, + "step": 3519 + }, + { + "epoch": 208.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5695162522369165, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5695162522369165, + "eval_loss": 0.3217906951904297, + "eval_mean_accuracy": 0.5695162522369165, + "eval_mean_iou": 0.28475812611845824, + "eval_overall_accuracy": 0.5695162522369165, + "eval_runtime": 30.9439, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 3536 + }, + { + "epoch": 209.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5836532059182505, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5836532059182505, + "eval_loss": 0.31685516238212585, + "eval_mean_accuracy": 0.5836532059182505, + "eval_mean_iou": 0.29182660295912527, + "eval_overall_accuracy": 0.5836532059182505, + "eval_runtime": 30.8563, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 3553 + }, + { + "epoch": 210.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5103982996446037, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5103982996446037, + "eval_loss": 0.34605303406715393, + "eval_mean_accuracy": 0.5103982996446037, + "eval_mean_iou": 0.25519914982230185, + "eval_overall_accuracy": 0.5103982996446037, + "eval_runtime": 31.2644, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 3570 + }, + { + "epoch": 211.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6028371931225501, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6028371931225501, + "eval_loss": 0.2889687120914459, + "eval_mean_accuracy": 0.6028371931225501, + "eval_mean_iou": 0.30141859656127507, + "eval_overall_accuracy": 0.6028371931225501, + "eval_runtime": 30.8749, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 3587 + }, + { + "epoch": 211.76, + "learning_rate": 3.8436e-05, + "loss": 0.0189, + "step": 3600 + }, + { + "epoch": 212.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5443826947238058, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5443826947238058, + "eval_loss": 0.33515000343322754, + "eval_mean_accuracy": 0.5443826947238058, + "eval_mean_iou": 0.2721913473619029, + "eval_overall_accuracy": 0.5443826947238058, + "eval_runtime": 31.4332, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 3604 + }, + { + "epoch": 213.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5971948439448149, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5971948439448149, + "eval_loss": 0.3062840402126312, + "eval_mean_accuracy": 0.5971948439448149, + "eval_mean_iou": 0.29859742197240746, + "eval_overall_accuracy": 0.5971948439448149, + "eval_runtime": 31.3107, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 3621 + }, + { + "epoch": 214.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6548053807928218, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6548053807928218, + "eval_loss": 0.2890566289424896, + "eval_mean_accuracy": 0.6548053807928218, + "eval_mean_iou": 0.3274026903964109, + "eval_overall_accuracy": 0.6548053807928218, + "eval_runtime": 31.1915, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3638 + }, + { + "epoch": 215.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.587251398932018, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.587251398932018, + "eval_loss": 0.3135603070259094, + "eval_mean_accuracy": 0.587251398932018, + "eval_mean_iou": 0.293625699466009, + "eval_overall_accuracy": 0.587251398932018, + "eval_runtime": 31.2172, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 3655 + }, + { + "epoch": 216.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.604608795131322, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.604608795131322, + "eval_loss": 0.29651588201522827, + "eval_mean_accuracy": 0.604608795131322, + "eval_mean_iou": 0.302304397565661, + "eval_overall_accuracy": 0.604608795131322, + "eval_runtime": 31.1779, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3672 + }, + { + "epoch": 217.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5974506623185513, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5974506623185513, + "eval_loss": 0.29803580045700073, + "eval_mean_accuracy": 0.5974506623185513, + "eval_mean_iou": 0.29872533115927563, + "eval_overall_accuracy": 0.5974506623185513, + "eval_runtime": 31.1604, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 3689 + }, + { + "epoch": 217.65, + "learning_rate": 3.7837000000000004e-05, + "loss": 0.0172, + "step": 3700 + }, + { + "epoch": 218.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.49439411091758706, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.49439411091758706, + "eval_loss": 0.380802184343338, + "eval_mean_accuracy": 0.49439411091758706, + "eval_mean_iou": 0.24719705545879353, + "eval_overall_accuracy": 0.49439411091758706, + "eval_runtime": 31.0669, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 3706 + }, + { + "epoch": 219.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6492216068501945, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6492216068501945, + "eval_loss": 0.28649741411209106, + "eval_mean_accuracy": 0.6492216068501945, + "eval_mean_iou": 0.32461080342509724, + "eval_overall_accuracy": 0.6492216068501945, + "eval_runtime": 30.7661, + "eval_samples_per_second": 1.073, + "eval_steps_per_second": 0.163, + "step": 3723 + }, + { + "epoch": 220.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.591363619519181, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.591363619519181, + "eval_loss": 0.3162532448768616, + "eval_mean_accuracy": 0.591363619519181, + "eval_mean_iou": 0.2956818097595905, + "eval_overall_accuracy": 0.591363619519181, + "eval_runtime": 31.2954, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 3740 + }, + { + "epoch": 221.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6070761274836198, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6070761274836198, + "eval_loss": 0.29877474904060364, + "eval_mean_accuracy": 0.6070761274836198, + "eval_mean_iou": 0.3035380637418099, + "eval_overall_accuracy": 0.6070761274836198, + "eval_runtime": 30.9903, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3757 + }, + { + "epoch": 222.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5206274483551715, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5206274483551715, + "eval_loss": 0.35833948850631714, + "eval_mean_accuracy": 0.5206274483551715, + "eval_mean_iou": 0.26031372417758575, + "eval_overall_accuracy": 0.5206274483551715, + "eval_runtime": 31.1222, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 3774 + }, + { + "epoch": 223.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6027331921949097, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6027331921949097, + "eval_loss": 0.3013722598552704, + "eval_mean_accuracy": 0.6027331921949097, + "eval_mean_iou": 0.30136659609745486, + "eval_overall_accuracy": 0.6027331921949097, + "eval_runtime": 31.1763, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3791 + }, + { + "epoch": 223.53, + "learning_rate": 3.7238000000000005e-05, + "loss": 0.0177, + "step": 3800 + }, + { + "epoch": 224.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5577952281505407, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5577952281505407, + "eval_loss": 0.33255407214164734, + "eval_mean_accuracy": 0.5577952281505407, + "eval_mean_iou": 0.27889761407527036, + "eval_overall_accuracy": 0.5577952281505407, + "eval_runtime": 30.8856, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 3808 + }, + { + "epoch": 225.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5784938035769147, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5784938035769147, + "eval_loss": 0.33197835087776184, + "eval_mean_accuracy": 0.5784938035769147, + "eval_mean_iou": 0.28924690178845736, + "eval_overall_accuracy": 0.5784938035769147, + "eval_runtime": 31.2356, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 3825 + }, + { + "epoch": 226.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6324906070426559, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6324906070426559, + "eval_loss": 0.30260515213012695, + "eval_mean_accuracy": 0.6324906070426559, + "eval_mean_iou": 0.31624530352132796, + "eval_overall_accuracy": 0.6324906070426559, + "eval_runtime": 31.2771, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 3842 + }, + { + "epoch": 227.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5866704282327851, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5866704282327851, + "eval_loss": 0.3152354061603546, + "eval_mean_accuracy": 0.5866704282327851, + "eval_mean_iou": 0.2933352141163926, + "eval_overall_accuracy": 0.5866704282327851, + "eval_runtime": 31.3381, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 3859 + }, + { + "epoch": 228.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5399345630944938, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5399345630944938, + "eval_loss": 0.34049633145332336, + "eval_mean_accuracy": 0.5399345630944938, + "eval_mean_iou": 0.2699672815472469, + "eval_overall_accuracy": 0.5399345630944938, + "eval_runtime": 31.2758, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 3876 + }, + { + "epoch": 229.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.592389283840049, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.592389283840049, + "eval_loss": 0.3266795873641968, + "eval_mean_accuracy": 0.592389283840049, + "eval_mean_iou": 0.2961946419200245, + "eval_overall_accuracy": 0.592389283840049, + "eval_runtime": 31.1639, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 3893 + }, + { + "epoch": 229.41, + "learning_rate": 3.6639e-05, + "loss": 0.0176, + "step": 3900 + }, + { + "epoch": 230.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6674612178150002, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6674612178150002, + "eval_loss": 0.2928180694580078, + "eval_mean_accuracy": 0.6674612178150002, + "eval_mean_iou": 0.3337306089075001, + "eval_overall_accuracy": 0.6674612178150002, + "eval_runtime": 31.3108, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 3910 + }, + { + "epoch": 231.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6318462794564697, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6318462794564697, + "eval_loss": 0.29530566930770874, + "eval_mean_accuracy": 0.6318462794564697, + "eval_mean_iou": 0.3159231397282348, + "eval_overall_accuracy": 0.6318462794564697, + "eval_runtime": 31.1209, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 3927 + }, + { + "epoch": 232.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5785201026620651, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5785201026620651, + "eval_loss": 0.31595999002456665, + "eval_mean_accuracy": 0.5785201026620651, + "eval_mean_iou": 0.28926005133103255, + "eval_overall_accuracy": 0.5785201026620651, + "eval_runtime": 30.9891, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3944 + }, + { + "epoch": 233.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5174416728130816, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5174416728130816, + "eval_loss": 0.38321244716644287, + "eval_mean_accuracy": 0.5174416728130816, + "eval_mean_iou": 0.2587208364065408, + "eval_overall_accuracy": 0.5174416728130816, + "eval_runtime": 31.185, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 3961 + }, + { + "epoch": 234.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6078208697585624, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6078208697585624, + "eval_loss": 0.3067885637283325, + "eval_mean_accuracy": 0.6078208697585624, + "eval_mean_iou": 0.3039104348792812, + "eval_overall_accuracy": 0.6078208697585624, + "eval_runtime": 30.9751, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 3978 + }, + { + "epoch": 235.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6574556113282114, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6574556113282114, + "eval_loss": 0.287465363740921, + "eval_mean_accuracy": 0.6574556113282114, + "eval_mean_iou": 0.3287278056641057, + "eval_overall_accuracy": 0.6574556113282114, + "eval_runtime": 31.1593, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 3995 + }, + { + "epoch": 235.29, + "learning_rate": 3.604e-05, + "loss": 0.0183, + "step": 4000 + }, + { + "epoch": 236.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5487292162514001, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5487292162514001, + "eval_loss": 0.34003856778144836, + "eval_mean_accuracy": 0.5487292162514001, + "eval_mean_iou": 0.27436460812570007, + "eval_overall_accuracy": 0.5487292162514001, + "eval_runtime": 31.0447, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 4012 + }, + { + "epoch": 237.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5095615105716346, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5095615105716346, + "eval_loss": 0.3610236346721649, + "eval_mean_accuracy": 0.5095615105716346, + "eval_mean_iou": 0.2547807552858173, + "eval_overall_accuracy": 0.5095615105716346, + "eval_runtime": 30.8811, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 4029 + }, + { + "epoch": 238.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5590013998285778, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5590013998285778, + "eval_loss": 0.31426918506622314, + "eval_mean_accuracy": 0.5590013998285778, + "eval_mean_iou": 0.2795006999142889, + "eval_overall_accuracy": 0.5590013998285778, + "eval_runtime": 30.8546, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 4046 + }, + { + "epoch": 239.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5578418492560347, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5578418492560347, + "eval_loss": 0.3445177674293518, + "eval_mean_accuracy": 0.5578418492560347, + "eval_mean_iou": 0.2789209246280174, + "eval_overall_accuracy": 0.5578418492560347, + "eval_runtime": 30.9876, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 4063 + }, + { + "epoch": 240.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5772959997896073, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5772959997896073, + "eval_loss": 0.32044872641563416, + "eval_mean_accuracy": 0.5772959997896073, + "eval_mean_iou": 0.28864799989480366, + "eval_overall_accuracy": 0.5772959997896073, + "eval_runtime": 31.123, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4080 + }, + { + "epoch": 241.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5448046754991746, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5448046754991746, + "eval_loss": 0.3390870690345764, + "eval_mean_accuracy": 0.5448046754991746, + "eval_mean_iou": 0.2724023377495873, + "eval_overall_accuracy": 0.5448046754991746, + "eval_runtime": 30.6826, + "eval_samples_per_second": 1.076, + "eval_steps_per_second": 0.163, + "step": 4097 + }, + { + "epoch": 241.18, + "learning_rate": 3.544100000000001e-05, + "loss": 0.0176, + "step": 4100 + }, + { + "epoch": 242.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6498145316790411, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6498145316790411, + "eval_loss": 0.26728999614715576, + "eval_mean_accuracy": 0.6498145316790411, + "eval_mean_iou": 0.32490726583952056, + "eval_overall_accuracy": 0.6498145316790411, + "eval_runtime": 31.0855, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4114 + }, + { + "epoch": 243.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5381342711746486, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5381342711746486, + "eval_loss": 0.35810187458992004, + "eval_mean_accuracy": 0.5381342711746486, + "eval_mean_iou": 0.2690671355873243, + "eval_overall_accuracy": 0.5381342711746486, + "eval_runtime": 31.4851, + "eval_samples_per_second": 1.048, + "eval_steps_per_second": 0.159, + "step": 4131 + }, + { + "epoch": 244.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6487039930379149, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6487039930379149, + "eval_loss": 0.28962525725364685, + "eval_mean_accuracy": 0.6487039930379149, + "eval_mean_iou": 0.32435199651895746, + "eval_overall_accuracy": 0.6487039930379149, + "eval_runtime": 31.0364, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 4148 + }, + { + "epoch": 245.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6227527730592172, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6227527730592172, + "eval_loss": 0.31033340096473694, + "eval_mean_accuracy": 0.6227527730592172, + "eval_mean_iou": 0.3113763865296086, + "eval_overall_accuracy": 0.6227527730592172, + "eval_runtime": 31.3281, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 4165 + }, + { + "epoch": 246.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.570142648628682, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.570142648628682, + "eval_loss": 0.32137537002563477, + "eval_mean_accuracy": 0.570142648628682, + "eval_mean_iou": 0.285071324314341, + "eval_overall_accuracy": 0.570142648628682, + "eval_runtime": 31.081, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4182 + }, + { + "epoch": 247.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5425537128928875, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5425537128928875, + "eval_loss": 0.33943161368370056, + "eval_mean_accuracy": 0.5425537128928875, + "eval_mean_iou": 0.2712768564464437, + "eval_overall_accuracy": 0.5425537128928875, + "eval_runtime": 31.0157, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 4199 + }, + { + "epoch": 247.06, + "learning_rate": 3.4842e-05, + "loss": 0.0176, + "step": 4200 + }, + { + "epoch": 248.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6208771701228047, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6208771701228047, + "eval_loss": 0.29368117451667786, + "eval_mean_accuracy": 0.6208771701228047, + "eval_mean_iou": 0.3104385850614024, + "eval_overall_accuracy": 0.6208771701228047, + "eval_runtime": 31.1945, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 4216 + }, + { + "epoch": 249.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5811476203511884, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5811476203511884, + "eval_loss": 0.3031076490879059, + "eval_mean_accuracy": 0.5811476203511884, + "eval_mean_iou": 0.2905738101755942, + "eval_overall_accuracy": 0.5811476203511884, + "eval_runtime": 30.9962, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 4233 + }, + { + "epoch": 250.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5465021619043406, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5465021619043406, + "eval_loss": 0.33934468030929565, + "eval_mean_accuracy": 0.5465021619043406, + "eval_mean_iou": 0.2732510809521703, + "eval_overall_accuracy": 0.5465021619043406, + "eval_runtime": 30.964, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.161, + "step": 4250 + }, + { + "epoch": 251.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5339479349838798, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5339479349838798, + "eval_loss": 0.3366967439651489, + "eval_mean_accuracy": 0.5339479349838798, + "eval_mean_iou": 0.2669739674919399, + "eval_overall_accuracy": 0.5339479349838798, + "eval_runtime": 31.0298, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 4267 + }, + { + "epoch": 252.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5919421993924912, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5919421993924912, + "eval_loss": 0.3200964033603668, + "eval_mean_accuracy": 0.5919421993924912, + "eval_mean_iou": 0.2959710996962456, + "eval_overall_accuracy": 0.5919421993924912, + "eval_runtime": 31.1454, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4284 + }, + { + "epoch": 252.94, + "learning_rate": 3.4243000000000004e-05, + "loss": 0.0165, + "step": 4300 + }, + { + "epoch": 253.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6086612450704157, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6086612450704157, + "eval_loss": 0.30955836176872253, + "eval_mean_accuracy": 0.6086612450704157, + "eval_mean_iou": 0.3043306225352079, + "eval_overall_accuracy": 0.6086612450704157, + "eval_runtime": 31.1041, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 4301 + }, + { + "epoch": 254.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5374755986329257, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5374755986329257, + "eval_loss": 0.37159425020217896, + "eval_mean_accuracy": 0.5374755986329257, + "eval_mean_iou": 0.26873779931646286, + "eval_overall_accuracy": 0.5374755986329257, + "eval_runtime": 30.7954, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 4318 + }, + { + "epoch": 255.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5910085818696498, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5910085818696498, + "eval_loss": 0.340009868144989, + "eval_mean_accuracy": 0.5910085818696498, + "eval_mean_iou": 0.2955042909348249, + "eval_overall_accuracy": 0.5910085818696498, + "eval_runtime": 31.0665, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4335 + }, + { + "epoch": 256.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5870947998340766, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5870947998340766, + "eval_loss": 0.3462321162223816, + "eval_mean_accuracy": 0.5870947998340766, + "eval_mean_iou": 0.2935473999170383, + "eval_overall_accuracy": 0.5870947998340766, + "eval_runtime": 30.8235, + "eval_samples_per_second": 1.071, + "eval_steps_per_second": 0.162, + "step": 4352 + }, + { + "epoch": 257.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6104758819457976, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6104758819457976, + "eval_loss": 0.3155646324157715, + "eval_mean_accuracy": 0.6104758819457976, + "eval_mean_iou": 0.3052379409728988, + "eval_overall_accuracy": 0.6104758819457976, + "eval_runtime": 30.935, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 4369 + }, + { + "epoch": 258.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5817740167429539, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5817740167429539, + "eval_loss": 0.3513323962688446, + "eval_mean_accuracy": 0.5817740167429539, + "eval_mean_iou": 0.29088700837147696, + "eval_overall_accuracy": 0.5817740167429539, + "eval_runtime": 31.5104, + "eval_samples_per_second": 1.047, + "eval_steps_per_second": 0.159, + "step": 4386 + }, + { + "epoch": 258.82, + "learning_rate": 3.3644000000000005e-05, + "loss": 0.0176, + "step": 4400 + }, + { + "epoch": 259.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5479342666320793, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5479342666320793, + "eval_loss": 0.3405350148677826, + "eval_mean_accuracy": 0.5479342666320793, + "eval_mean_iou": 0.27396713331603967, + "eval_overall_accuracy": 0.5479342666320793, + "eval_runtime": 31.001, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 4403 + }, + { + "epoch": 260.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.49569591563253484, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.49569591563253484, + "eval_loss": 0.3940199315547943, + "eval_mean_accuracy": 0.49569591563253484, + "eval_mean_iou": 0.24784795781626742, + "eval_overall_accuracy": 0.49569591563253484, + "eval_runtime": 31.2554, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 4420 + }, + { + "epoch": 261.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6102714663294008, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6102714663294008, + "eval_loss": 0.3228306770324707, + "eval_mean_accuracy": 0.6102714663294008, + "eval_mean_iou": 0.3051357331647004, + "eval_overall_accuracy": 0.6102714663294008, + "eval_runtime": 31.1619, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 4437 + }, + { + "epoch": 262.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5907252689978016, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5907252689978016, + "eval_loss": 0.33126458525657654, + "eval_mean_accuracy": 0.5907252689978016, + "eval_mean_iou": 0.2953626344989008, + "eval_overall_accuracy": 0.5907252689978016, + "eval_runtime": 31.0768, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4454 + }, + { + "epoch": 263.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.602476178408212, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.602476178408212, + "eval_loss": 0.3176884651184082, + "eval_mean_accuracy": 0.602476178408212, + "eval_mean_iou": 0.301238089204106, + "eval_overall_accuracy": 0.602476178408212, + "eval_runtime": 31.0341, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 4471 + }, + { + "epoch": 264.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5470831326035736, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5470831326035736, + "eval_loss": 0.38243910670280457, + "eval_mean_accuracy": 0.5470831326035736, + "eval_mean_iou": 0.2735415663017868, + "eval_overall_accuracy": 0.5470831326035736, + "eval_runtime": 30.9045, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 4488 + }, + { + "epoch": 264.71, + "learning_rate": 3.3045000000000006e-05, + "loss": 0.0159, + "step": 4500 + }, + { + "epoch": 265.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5897581799120415, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5897581799120415, + "eval_loss": 0.3359663486480713, + "eval_mean_accuracy": 0.5897581799120415, + "eval_mean_iou": 0.29487908995602075, + "eval_overall_accuracy": 0.5897581799120415, + "eval_runtime": 31.1627, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 4505 + }, + { + "epoch": 266.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5846238812428948, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5846238812428948, + "eval_loss": 0.3451694846153259, + "eval_mean_accuracy": 0.5846238812428948, + "eval_mean_iou": 0.2923119406214474, + "eval_overall_accuracy": 0.5846238812428948, + "eval_runtime": 31.4211, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 4522 + }, + { + "epoch": 267.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.601876081101597, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.601876081101597, + "eval_loss": 0.3171978294849396, + "eval_mean_accuracy": 0.601876081101597, + "eval_mean_iou": 0.3009380405507985, + "eval_overall_accuracy": 0.601876081101597, + "eval_runtime": 30.9482, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 4539 + }, + { + "epoch": 268.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5427987725499712, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5427987725499712, + "eval_loss": 0.3600172698497772, + "eval_mean_accuracy": 0.5427987725499712, + "eval_mean_iou": 0.2713993862749856, + "eval_overall_accuracy": 0.5427987725499712, + "eval_runtime": 31.1007, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 4556 + }, + { + "epoch": 269.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5928375637005682, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5928375637005682, + "eval_loss": 0.33502134680747986, + "eval_mean_accuracy": 0.5928375637005682, + "eval_mean_iou": 0.2964187818502841, + "eval_overall_accuracy": 0.5928375637005682, + "eval_runtime": 31.0714, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4573 + }, + { + "epoch": 270.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6109851278673474, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6109851278673474, + "eval_loss": 0.3302614390850067, + "eval_mean_accuracy": 0.6109851278673474, + "eval_mean_iou": 0.3054925639336737, + "eval_overall_accuracy": 0.6109851278673474, + "eval_runtime": 31.0743, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4590 + }, + { + "epoch": 270.59, + "learning_rate": 3.2446e-05, + "loss": 0.015, + "step": 4600 + }, + { + "epoch": 271.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6075267981700618, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6075267981700618, + "eval_loss": 0.3158571720123291, + "eval_mean_accuracy": 0.6075267981700618, + "eval_mean_iou": 0.3037633990850309, + "eval_overall_accuracy": 0.6075267981700618, + "eval_runtime": 31.2826, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 4607 + }, + { + "epoch": 272.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5904407607129921, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5904407607129921, + "eval_loss": 0.3425901532173157, + "eval_mean_accuracy": 0.5904407607129921, + "eval_mean_iou": 0.29522038035649606, + "eval_overall_accuracy": 0.5904407607129921, + "eval_runtime": 31.1445, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4624 + }, + { + "epoch": 273.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5823095617496542, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5823095617496542, + "eval_loss": 0.3597612679004669, + "eval_mean_accuracy": 0.5823095617496542, + "eval_mean_iou": 0.2911547808748271, + "eval_overall_accuracy": 0.5823095617496542, + "eval_runtime": 31.1465, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4641 + }, + { + "epoch": 274.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.561168683527568, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.561168683527568, + "eval_loss": 0.368741899728775, + "eval_mean_accuracy": 0.561168683527568, + "eval_mean_iou": 0.280584341763784, + "eval_overall_accuracy": 0.561168683527568, + "eval_runtime": 31.1178, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4658 + }, + { + "epoch": 275.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5549118920876811, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5549118920876811, + "eval_loss": 0.3577313721179962, + "eval_mean_accuracy": 0.5549118920876811, + "eval_mean_iou": 0.27745594604384055, + "eval_overall_accuracy": 0.5549118920876811, + "eval_runtime": 31.0714, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4675 + }, + { + "epoch": 276.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6020267031347314, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6020267031347314, + "eval_loss": 0.3414589762687683, + "eval_mean_accuracy": 0.6020267031347314, + "eval_mean_iou": 0.3010133515673657, + "eval_overall_accuracy": 0.6020267031347314, + "eval_runtime": 31.0592, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4692 + }, + { + "epoch": 276.47, + "learning_rate": 3.1847e-05, + "loss": 0.015, + "step": 4700 + }, + { + "epoch": 277.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.581519393782179, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.581519393782179, + "eval_loss": 0.33991390466690063, + "eval_mean_accuracy": 0.581519393782179, + "eval_mean_iou": 0.2907596968910895, + "eval_overall_accuracy": 0.581519393782179, + "eval_runtime": 30.9679, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.161, + "step": 4709 + }, + { + "epoch": 278.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5500118943589658, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5500118943589658, + "eval_loss": 0.3701153099536896, + "eval_mean_accuracy": 0.5500118943589658, + "eval_mean_iou": 0.2750059471794829, + "eval_overall_accuracy": 0.5500118943589658, + "eval_runtime": 30.8537, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 4726 + }, + { + "epoch": 279.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5835300783832279, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5835300783832279, + "eval_loss": 0.34497544169425964, + "eval_mean_accuracy": 0.5835300783832279, + "eval_mean_iou": 0.29176503919161395, + "eval_overall_accuracy": 0.5835300783832279, + "eval_runtime": 31.3593, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 4743 + }, + { + "epoch": 280.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5976084568294541, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5976084568294541, + "eval_loss": 0.34580546617507935, + "eval_mean_accuracy": 0.5976084568294541, + "eval_mean_iou": 0.29880422841472704, + "eval_overall_accuracy": 0.5976084568294541, + "eval_runtime": 30.9028, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 4760 + }, + { + "epoch": 281.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6718220842981312, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6718220842981312, + "eval_loss": 0.29498469829559326, + "eval_mean_accuracy": 0.6718220842981312, + "eval_mean_iou": 0.3359110421490656, + "eval_overall_accuracy": 0.6718220842981312, + "eval_runtime": 30.945, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 4777 + }, + { + "epoch": 282.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5817034873782323, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5817034873782323, + "eval_loss": 0.34173592925071716, + "eval_mean_accuracy": 0.5817034873782323, + "eval_mean_iou": 0.29085174368911615, + "eval_overall_accuracy": 0.5817034873782323, + "eval_runtime": 31.0664, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4794 + }, + { + "epoch": 282.35, + "learning_rate": 3.1248e-05, + "loss": 0.0177, + "step": 4800 + }, + { + "epoch": 283.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.552971736851354, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.552971736851354, + "eval_loss": 0.3767485022544861, + "eval_mean_accuracy": 0.552971736851354, + "eval_mean_iou": 0.276485868425677, + "eval_overall_accuracy": 0.552971736851354, + "eval_runtime": 30.9369, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 4811 + }, + { + "epoch": 284.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6152814420505636, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6152814420505636, + "eval_loss": 0.33116230368614197, + "eval_mean_accuracy": 0.6152814420505636, + "eval_mean_iou": 0.3076407210252818, + "eval_overall_accuracy": 0.6152814420505636, + "eval_runtime": 30.9877, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 4828 + }, + { + "epoch": 285.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5479844739764576, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5479844739764576, + "eval_loss": 0.37047648429870605, + "eval_mean_accuracy": 0.5479844739764576, + "eval_mean_iou": 0.2739922369882288, + "eval_overall_accuracy": 0.5479844739764576, + "eval_runtime": 30.9085, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 4845 + }, + { + "epoch": 286.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5853447152586096, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5853447152586096, + "eval_loss": 0.35548681020736694, + "eval_mean_accuracy": 0.5853447152586096, + "eval_mean_iou": 0.2926723576293048, + "eval_overall_accuracy": 0.5853447152586096, + "eval_runtime": 31.3188, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 4862 + }, + { + "epoch": 287.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6351252972095476, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6351252972095476, + "eval_loss": 0.2889989912509918, + "eval_mean_accuracy": 0.6351252972095476, + "eval_mean_iou": 0.3175626486047738, + "eval_overall_accuracy": 0.6351252972095476, + "eval_runtime": 31.181, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 4879 + }, + { + "epoch": 288.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.617116400946289, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.617116400946289, + "eval_loss": 0.3108346462249756, + "eval_mean_accuracy": 0.617116400946289, + "eval_mean_iou": 0.3085582004731445, + "eval_overall_accuracy": 0.617116400946289, + "eval_runtime": 31.0611, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 4896 + }, + { + "epoch": 288.24, + "learning_rate": 3.0649000000000004e-05, + "loss": 0.0141, + "step": 4900 + }, + { + "epoch": 289.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6048586364402515, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6048586364402515, + "eval_loss": 0.3177978992462158, + "eval_mean_accuracy": 0.6048586364402515, + "eval_mean_iou": 0.30242931822012575, + "eval_overall_accuracy": 0.6048586364402515, + "eval_runtime": 31.214, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 4913 + }, + { + "epoch": 290.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.551283813749879, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.551283813749879, + "eval_loss": 0.34957656264305115, + "eval_mean_accuracy": 0.551283813749879, + "eval_mean_iou": 0.2756419068749395, + "eval_overall_accuracy": 0.551283813749879, + "eval_runtime": 31.1441, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 4930 + }, + { + "epoch": 291.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6319203950600755, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6319203950600755, + "eval_loss": 0.305020272731781, + "eval_mean_accuracy": 0.6319203950600755, + "eval_mean_iou": 0.31596019753003773, + "eval_overall_accuracy": 0.6319203950600755, + "eval_runtime": 30.9411, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 4947 + }, + { + "epoch": 292.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5533961084526455, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5533961084526455, + "eval_loss": 0.36783549189567566, + "eval_mean_accuracy": 0.5533961084526455, + "eval_mean_iou": 0.27669805422632276, + "eval_overall_accuracy": 0.5533961084526455, + "eval_runtime": 31.3553, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 4964 + }, + { + "epoch": 293.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6191151314177239, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6191151314177239, + "eval_loss": 0.34029877185821533, + "eval_mean_accuracy": 0.6191151314177239, + "eval_mean_iou": 0.30955756570886195, + "eval_overall_accuracy": 0.6191151314177239, + "eval_runtime": 30.9235, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 4981 + }, + { + "epoch": 294.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5904395653000307, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5904395653000307, + "eval_loss": 0.3361540138721466, + "eval_mean_accuracy": 0.5904395653000307, + "eval_mean_iou": 0.29521978265001536, + "eval_overall_accuracy": 0.5904395653000307, + "eval_runtime": 31.2519, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 4998 + }, + { + "epoch": 294.12, + "learning_rate": 3.0050000000000002e-05, + "loss": 0.0137, + "step": 5000 + }, + { + "epoch": 295.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5664237189058146, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5664237189058146, + "eval_loss": 0.3654564917087555, + "eval_mean_accuracy": 0.5664237189058146, + "eval_mean_iou": 0.2832118594529073, + "eval_overall_accuracy": 0.5664237189058146, + "eval_runtime": 30.7808, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 5015 + }, + { + "epoch": 296.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.593455592201604, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.593455592201604, + "eval_loss": 0.3422982692718506, + "eval_mean_accuracy": 0.593455592201604, + "eval_mean_iou": 0.296727796100802, + "eval_overall_accuracy": 0.593455592201604, + "eval_runtime": 30.8619, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 5032 + }, + { + "epoch": 297.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.552250902835639, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.552250902835639, + "eval_loss": 0.35754987597465515, + "eval_mean_accuracy": 0.552250902835639, + "eval_mean_iou": 0.2761254514178195, + "eval_overall_accuracy": 0.552250902835639, + "eval_runtime": 30.7858, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 5049 + }, + { + "epoch": 298.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5982109449619919, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5982109449619919, + "eval_loss": 0.35425275564193726, + "eval_mean_accuracy": 0.5982109449619919, + "eval_mean_iou": 0.29910547248099595, + "eval_overall_accuracy": 0.5982109449619919, + "eval_runtime": 30.8421, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 5066 + }, + { + "epoch": 299.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5114395043339697, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5114395043339697, + "eval_loss": 0.3958984911441803, + "eval_mean_accuracy": 0.5114395043339697, + "eval_mean_iou": 0.25571975216698484, + "eval_overall_accuracy": 0.5114395043339697, + "eval_runtime": 31.257, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 5083 + }, + { + "epoch": 300.0, + "learning_rate": 2.9451e-05, + "loss": 0.0134, + "step": 5100 + }, + { + "epoch": 300.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5542603920237266, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5542603920237266, + "eval_loss": 0.3686144948005676, + "eval_mean_accuracy": 0.5542603920237266, + "eval_mean_iou": 0.2771301960118633, + "eval_overall_accuracy": 0.5542603920237266, + "eval_runtime": 31.0731, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 5100 + }, + { + "epoch": 301.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5739859012995334, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5739859012995334, + "eval_loss": 0.36159607768058777, + "eval_mean_accuracy": 0.5739859012995334, + "eval_mean_iou": 0.2869929506497667, + "eval_overall_accuracy": 0.5739859012995334, + "eval_runtime": 30.9152, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 5117 + }, + { + "epoch": 302.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6089577074848391, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6089577074848391, + "eval_loss": 0.3575223386287689, + "eval_mean_accuracy": 0.6089577074848391, + "eval_mean_iou": 0.30447885374241956, + "eval_overall_accuracy": 0.6089577074848391, + "eval_runtime": 30.9721, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5134 + }, + { + "epoch": 303.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5308374704583572, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5308374704583572, + "eval_loss": 0.4048366844654083, + "eval_mean_accuracy": 0.5308374704583572, + "eval_mean_iou": 0.2654187352291786, + "eval_overall_accuracy": 0.5308374704583572, + "eval_runtime": 31.08, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 5151 + }, + { + "epoch": 304.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6110544618191077, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6110544618191077, + "eval_loss": 0.32032567262649536, + "eval_mean_accuracy": 0.6110544618191077, + "eval_mean_iou": 0.30552723090955386, + "eval_overall_accuracy": 0.6110544618191077, + "eval_runtime": 31.2478, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 5168 + }, + { + "epoch": 305.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5915608626578095, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5915608626578095, + "eval_loss": 0.38395482301712036, + "eval_mean_accuracy": 0.5915608626578095, + "eval_mean_iou": 0.29578043132890475, + "eval_overall_accuracy": 0.5915608626578095, + "eval_runtime": 30.9944, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5185 + }, + { + "epoch": 305.88, + "learning_rate": 2.8851999999999998e-05, + "loss": 0.0149, + "step": 5200 + }, + { + "epoch": 306.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6198216204779022, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6198216204779022, + "eval_loss": 0.3473408818244934, + "eval_mean_accuracy": 0.6198216204779022, + "eval_mean_iou": 0.3099108102389511, + "eval_overall_accuracy": 0.6198216204779022, + "eval_runtime": 31.0052, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 5202 + }, + { + "epoch": 307.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5796497679105735, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5796497679105735, + "eval_loss": 0.3685975968837738, + "eval_mean_accuracy": 0.5796497679105735, + "eval_mean_iou": 0.28982488395528677, + "eval_overall_accuracy": 0.5796497679105735, + "eval_runtime": 31.3023, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 5219 + }, + { + "epoch": 308.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6003304121425267, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6003304121425267, + "eval_loss": 0.35591593384742737, + "eval_mean_accuracy": 0.6003304121425267, + "eval_mean_iou": 0.30016520607126335, + "eval_overall_accuracy": 0.6003304121425267, + "eval_runtime": 30.9834, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5236 + }, + { + "epoch": 309.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5996394634508464, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5996394634508464, + "eval_loss": 0.3550601601600647, + "eval_mean_accuracy": 0.5996394634508464, + "eval_mean_iou": 0.2998197317254232, + "eval_overall_accuracy": 0.5996394634508464, + "eval_runtime": 30.9228, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 5253 + }, + { + "epoch": 310.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6061174062885895, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6061174062885895, + "eval_loss": 0.3639279007911682, + "eval_mean_accuracy": 0.6061174062885895, + "eval_mean_iou": 0.3030587031442947, + "eval_overall_accuracy": 0.6061174062885895, + "eval_runtime": 31.4136, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 5270 + }, + { + "epoch": 311.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6031826674683903, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6031826674683903, + "eval_loss": 0.34990549087524414, + "eval_mean_accuracy": 0.6031826674683903, + "eval_mean_iou": 0.30159133373419517, + "eval_overall_accuracy": 0.6031826674683903, + "eval_runtime": 30.7873, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 5287 + }, + { + "epoch": 311.76, + "learning_rate": 2.8253e-05, + "loss": 0.013, + "step": 5300 + }, + { + "epoch": 312.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6046984511034259, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6046984511034259, + "eval_loss": 0.3515521287918091, + "eval_mean_accuracy": 0.6046984511034259, + "eval_mean_iou": 0.30234922555171295, + "eval_overall_accuracy": 0.6046984511034259, + "eval_runtime": 31.3127, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 5304 + }, + { + "epoch": 313.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6137106694193043, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6137106694193043, + "eval_loss": 0.35780656337738037, + "eval_mean_accuracy": 0.6137106694193043, + "eval_mean_iou": 0.30685533470965215, + "eval_overall_accuracy": 0.6137106694193043, + "eval_runtime": 30.9266, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 5321 + }, + { + "epoch": 314.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5792636495240463, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5792636495240463, + "eval_loss": 0.360464870929718, + "eval_mean_accuracy": 0.5792636495240463, + "eval_mean_iou": 0.28963182476202315, + "eval_overall_accuracy": 0.5792636495240463, + "eval_runtime": 31.157, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 5338 + }, + { + "epoch": 315.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6163262329788137, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6163262329788137, + "eval_loss": 0.343459814786911, + "eval_mean_accuracy": 0.6163262329788137, + "eval_mean_iou": 0.30816311648940686, + "eval_overall_accuracy": 0.6163262329788137, + "eval_runtime": 31.2688, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 5355 + }, + { + "epoch": 316.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5726900736493925, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5726900736493925, + "eval_loss": 0.3668595552444458, + "eval_mean_accuracy": 0.5726900736493925, + "eval_mean_iou": 0.28634503682469625, + "eval_overall_accuracy": 0.5726900736493925, + "eval_runtime": 30.8797, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 5372 + }, + { + "epoch": 317.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5788751403115964, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5788751403115964, + "eval_loss": 0.38488471508026123, + "eval_mean_accuracy": 0.5788751403115964, + "eval_mean_iou": 0.2894375701557982, + "eval_overall_accuracy": 0.5788751403115964, + "eval_runtime": 30.8759, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 5389 + }, + { + "epoch": 317.65, + "learning_rate": 2.7653999999999996e-05, + "loss": 0.0127, + "step": 5400 + }, + { + "epoch": 318.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.564793175626486, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.564793175626486, + "eval_loss": 0.3881448209285736, + "eval_mean_accuracy": 0.564793175626486, + "eval_mean_iou": 0.282396587813243, + "eval_overall_accuracy": 0.564793175626486, + "eval_runtime": 31.2361, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 5406 + }, + { + "epoch": 319.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5396321236152635, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5396321236152635, + "eval_loss": 0.40918296575546265, + "eval_mean_accuracy": 0.5396321236152635, + "eval_mean_iou": 0.26981606180763174, + "eval_overall_accuracy": 0.5396321236152635, + "eval_runtime": 31.393, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 5423 + }, + { + "epoch": 320.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5731156406636455, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5731156406636455, + "eval_loss": 0.36836951971054077, + "eval_mean_accuracy": 0.5731156406636455, + "eval_mean_iou": 0.28655782033182275, + "eval_overall_accuracy": 0.5731156406636455, + "eval_runtime": 30.8889, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 5440 + }, + { + "epoch": 321.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5390941877826404, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5390941877826404, + "eval_loss": 0.4033972918987274, + "eval_mean_accuracy": 0.5390941877826404, + "eval_mean_iou": 0.2695470938913202, + "eval_overall_accuracy": 0.5390941877826404, + "eval_runtime": 31.1046, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 5457 + }, + { + "epoch": 322.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5919732801294871, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5919732801294871, + "eval_loss": 0.3403072953224182, + "eval_mean_accuracy": 0.5919732801294871, + "eval_mean_iou": 0.29598664006474357, + "eval_overall_accuracy": 0.5919732801294871, + "eval_runtime": 31.0428, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 5474 + }, + { + "epoch": 323.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6054300438357932, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6054300438357932, + "eval_loss": 0.35842183232307434, + "eval_mean_accuracy": 0.6054300438357932, + "eval_mean_iou": 0.3027150219178966, + "eval_overall_accuracy": 0.6054300438357932, + "eval_runtime": 31.4171, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 5491 + }, + { + "epoch": 323.53, + "learning_rate": 2.7054999999999998e-05, + "loss": 0.013, + "step": 5500 + }, + { + "epoch": 324.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.592140637944081, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.592140637944081, + "eval_loss": 0.34374189376831055, + "eval_mean_accuracy": 0.592140637944081, + "eval_mean_iou": 0.2960703189720405, + "eval_overall_accuracy": 0.592140637944081, + "eval_runtime": 30.8065, + "eval_samples_per_second": 1.071, + "eval_steps_per_second": 0.162, + "step": 5508 + }, + { + "epoch": 325.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5552932288223629, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5552932288223629, + "eval_loss": 0.38275519013404846, + "eval_mean_accuracy": 0.5552932288223629, + "eval_mean_iou": 0.27764661441118144, + "eval_overall_accuracy": 0.5552932288223629, + "eval_runtime": 30.863, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 5525 + }, + { + "epoch": 326.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.609622357091369, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.609622357091369, + "eval_loss": 0.339141845703125, + "eval_mean_accuracy": 0.609622357091369, + "eval_mean_iou": 0.3048111785456845, + "eval_overall_accuracy": 0.609622357091369, + "eval_runtime": 31.2986, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 5542 + }, + { + "epoch": 327.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6180548001209758, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6180548001209758, + "eval_loss": 0.34705182909965515, + "eval_mean_accuracy": 0.6180548001209758, + "eval_mean_iou": 0.3090274000604879, + "eval_overall_accuracy": 0.6180548001209758, + "eval_runtime": 31.3258, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 5559 + }, + { + "epoch": 328.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6086134285519604, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6086134285519604, + "eval_loss": 0.35415324568748474, + "eval_mean_accuracy": 0.6086134285519604, + "eval_mean_iou": 0.3043067142759802, + "eval_overall_accuracy": 0.6086134285519604, + "eval_runtime": 30.9896, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5576 + }, + { + "epoch": 329.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6270694092627769, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6270694092627769, + "eval_loss": 0.3436940908432007, + "eval_mean_accuracy": 0.6270694092627769, + "eval_mean_iou": 0.31353470463138844, + "eval_overall_accuracy": 0.6270694092627769, + "eval_runtime": 31.233, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 5593 + }, + { + "epoch": 329.41, + "learning_rate": 2.6455999999999995e-05, + "loss": 0.0132, + "step": 5600 + }, + { + "epoch": 330.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5763396694204996, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5763396694204996, + "eval_loss": 0.3818897306919098, + "eval_mean_accuracy": 0.5763396694204996, + "eval_mean_iou": 0.2881698347102498, + "eval_overall_accuracy": 0.5763396694204996, + "eval_runtime": 31.029, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 5610 + }, + { + "epoch": 331.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5817501084837262, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5817501084837262, + "eval_loss": 0.36176955699920654, + "eval_mean_accuracy": 0.5817501084837262, + "eval_mean_iou": 0.2908750542418631, + "eval_overall_accuracy": 0.5817501084837262, + "eval_runtime": 31.0109, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 5627 + }, + { + "epoch": 332.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.601067981939701, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.601067981939701, + "eval_loss": 0.35273975133895874, + "eval_mean_accuracy": 0.601067981939701, + "eval_mean_iou": 0.3005339909698505, + "eval_overall_accuracy": 0.601067981939701, + "eval_runtime": 31.0652, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 5644 + }, + { + "epoch": 333.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6023040389417726, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6023040389417726, + "eval_loss": 0.369855135679245, + "eval_mean_accuracy": 0.6023040389417726, + "eval_mean_iou": 0.3011520194708863, + "eval_overall_accuracy": 0.6023040389417726, + "eval_runtime": 30.9832, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5661 + }, + { + "epoch": 334.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5727606030141142, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5727606030141142, + "eval_loss": 0.38096049427986145, + "eval_mean_accuracy": 0.5727606030141142, + "eval_mean_iou": 0.2863803015070571, + "eval_overall_accuracy": 0.5727606030141142, + "eval_runtime": 31.3959, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 5678 + }, + { + "epoch": 335.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5934221206386853, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5934221206386853, + "eval_loss": 0.3724293112754822, + "eval_mean_accuracy": 0.5934221206386853, + "eval_mean_iou": 0.29671106031934263, + "eval_overall_accuracy": 0.5934221206386853, + "eval_runtime": 31.1122, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 5695 + }, + { + "epoch": 335.29, + "learning_rate": 2.5857e-05, + "loss": 0.0119, + "step": 5700 + }, + { + "epoch": 336.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5527756891256869, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5527756891256869, + "eval_loss": 0.3927466571331024, + "eval_mean_accuracy": 0.5527756891256869, + "eval_mean_iou": 0.27638784456284343, + "eval_overall_accuracy": 0.5527756891256869, + "eval_runtime": 30.9877, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 5712 + }, + { + "epoch": 337.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5743253985805666, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5743253985805666, + "eval_loss": 0.39609354734420776, + "eval_mean_accuracy": 0.5743253985805666, + "eval_mean_iou": 0.2871626992902833, + "eval_overall_accuracy": 0.5743253985805666, + "eval_runtime": 31.4056, + "eval_samples_per_second": 1.051, + "eval_steps_per_second": 0.159, + "step": 5729 + }, + { + "epoch": 338.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5244360340501428, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5244360340501428, + "eval_loss": 0.41176825761795044, + "eval_mean_accuracy": 0.5244360340501428, + "eval_mean_iou": 0.2622180170250714, + "eval_overall_accuracy": 0.5244360340501428, + "eval_runtime": 31.357, + "eval_samples_per_second": 1.052, + "eval_steps_per_second": 0.159, + "step": 5746 + }, + { + "epoch": 339.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6053798364914151, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6053798364914151, + "eval_loss": 0.3707374036312103, + "eval_mean_accuracy": 0.6053798364914151, + "eval_mean_iou": 0.30268991824570757, + "eval_overall_accuracy": 0.6053798364914151, + "eval_runtime": 31.1985, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 5763 + }, + { + "epoch": 340.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5272643811167786, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5272643811167786, + "eval_loss": 0.44009944796562195, + "eval_mean_accuracy": 0.5272643811167786, + "eval_mean_iou": 0.2636321905583893, + "eval_overall_accuracy": 0.5272643811167786, + "eval_runtime": 30.9039, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 5780 + }, + { + "epoch": 341.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5572991317715661, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5572991317715661, + "eval_loss": 0.4053712785243988, + "eval_mean_accuracy": 0.5572991317715661, + "eval_mean_iou": 0.27864956588578305, + "eval_overall_accuracy": 0.5572991317715661, + "eval_runtime": 31.7184, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 5797 + }, + { + "epoch": 341.18, + "learning_rate": 2.5258e-05, + "loss": 0.0121, + "step": 5800 + }, + { + "epoch": 342.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5932081417185974, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5932081417185974, + "eval_loss": 0.37075909972190857, + "eval_mean_accuracy": 0.5932081417185974, + "eval_mean_iou": 0.2966040708592987, + "eval_overall_accuracy": 0.5932081417185974, + "eval_runtime": 31.1985, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 5814 + }, + { + "epoch": 343.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.627243939555139, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.627243939555139, + "eval_loss": 0.3483857214450836, + "eval_mean_accuracy": 0.627243939555139, + "eval_mean_iou": 0.3136219697775695, + "eval_overall_accuracy": 0.627243939555139, + "eval_runtime": 31.0089, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 5831 + }, + { + "epoch": 344.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.4849886017374132, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.4849886017374132, + "eval_loss": 0.46170467138290405, + "eval_mean_accuracy": 0.4849886017374132, + "eval_mean_iou": 0.2424943008687066, + "eval_overall_accuracy": 0.4849886017374132, + "eval_runtime": 31.2009, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 5848 + }, + { + "epoch": 345.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6234114456009401, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6234114456009401, + "eval_loss": 0.3461642563343048, + "eval_mean_accuracy": 0.6234114456009401, + "eval_mean_iou": 0.31170572280047004, + "eval_overall_accuracy": 0.6234114456009401, + "eval_runtime": 31.2402, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 5865 + }, + { + "epoch": 346.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5451752535172038, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5451752535172038, + "eval_loss": 0.4021657109260559, + "eval_mean_accuracy": 0.5451752535172038, + "eval_mean_iou": 0.2725876267586019, + "eval_overall_accuracy": 0.5451752535172038, + "eval_runtime": 31.2188, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 5882 + }, + { + "epoch": 347.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5731766067246761, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5731766067246761, + "eval_loss": 0.3907310366630554, + "eval_mean_accuracy": 0.5731766067246761, + "eval_mean_iou": 0.28658830336233804, + "eval_overall_accuracy": 0.5731766067246761, + "eval_runtime": 31.2508, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 5899 + }, + { + "epoch": 347.06, + "learning_rate": 2.4659e-05, + "loss": 0.0126, + "step": 5900 + }, + { + "epoch": 348.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6029196766168857, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6029196766168857, + "eval_loss": 0.3737556040287018, + "eval_mean_accuracy": 0.6029196766168857, + "eval_mean_iou": 0.30145983830844286, + "eval_overall_accuracy": 0.6029196766168857, + "eval_runtime": 31.0426, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 5916 + }, + { + "epoch": 349.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5829766021821068, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5829766021821068, + "eval_loss": 0.38149455189704895, + "eval_mean_accuracy": 0.5829766021821068, + "eval_mean_iou": 0.2914883010910534, + "eval_overall_accuracy": 0.5829766021821068, + "eval_runtime": 30.7751, + "eval_samples_per_second": 1.072, + "eval_steps_per_second": 0.162, + "step": 5933 + }, + { + "epoch": 350.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5944477849595532, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5944477849595532, + "eval_loss": 0.36978253722190857, + "eval_mean_accuracy": 0.5944477849595532, + "eval_mean_iou": 0.2972238924797766, + "eval_overall_accuracy": 0.5944477849595532, + "eval_runtime": 30.8819, + "eval_samples_per_second": 1.069, + "eval_steps_per_second": 0.162, + "step": 5950 + }, + { + "epoch": 351.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5739859012995334, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5739859012995334, + "eval_loss": 0.39665746688842773, + "eval_mean_accuracy": 0.5739859012995334, + "eval_mean_iou": 0.2869929506497667, + "eval_overall_accuracy": 0.5739859012995334, + "eval_runtime": 30.9013, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 5967 + }, + { + "epoch": 352.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6306030499766296, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6306030499766296, + "eval_loss": 0.3529277443885803, + "eval_mean_accuracy": 0.6306030499766296, + "eval_mean_iou": 0.3153015249883148, + "eval_overall_accuracy": 0.6306030499766296, + "eval_runtime": 31.1129, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 5984 + }, + { + "epoch": 352.94, + "learning_rate": 2.406e-05, + "loss": 0.0126, + "step": 6000 + }, + { + "epoch": 353.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5809946074921312, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5809946074921312, + "eval_loss": 0.3956611156463623, + "eval_mean_accuracy": 0.5809946074921312, + "eval_mean_iou": 0.2904973037460656, + "eval_overall_accuracy": 0.5809946074921312, + "eval_runtime": 30.9034, + "eval_samples_per_second": 1.068, + "eval_steps_per_second": 0.162, + "step": 6001 + }, + { + "epoch": 354.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6341175640831004, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6341175640831004, + "eval_loss": 0.33600568771362305, + "eval_mean_accuracy": 0.6341175640831004, + "eval_mean_iou": 0.3170587820415502, + "eval_overall_accuracy": 0.6341175640831004, + "eval_runtime": 30.9525, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.162, + "step": 6018 + }, + { + "epoch": 355.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5593397016966496, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5593397016966496, + "eval_loss": 0.4099104404449463, + "eval_mean_accuracy": 0.5593397016966496, + "eval_mean_iou": 0.2796698508483248, + "eval_overall_accuracy": 0.5593397016966496, + "eval_runtime": 31.0207, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 6035 + }, + { + "epoch": 356.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5421401000082483, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5421401000082483, + "eval_loss": 0.41507989168167114, + "eval_mean_accuracy": 0.5421401000082483, + "eval_mean_iou": 0.27107005000412415, + "eval_overall_accuracy": 0.5421401000082483, + "eval_runtime": 31.0584, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 6052 + }, + { + "epoch": 357.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.631729128986254, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.631729128986254, + "eval_loss": 0.3505952060222626, + "eval_mean_accuracy": 0.631729128986254, + "eval_mean_iou": 0.315864564493127, + "eval_overall_accuracy": 0.631729128986254, + "eval_runtime": 30.6432, + "eval_samples_per_second": 1.077, + "eval_steps_per_second": 0.163, + "step": 6069 + }, + { + "epoch": 358.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5969402209840401, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5969402209840401, + "eval_loss": 0.37418320775032043, + "eval_mean_accuracy": 0.5969402209840401, + "eval_mean_iou": 0.29847011049202005, + "eval_overall_accuracy": 0.5969402209840401, + "eval_runtime": 31.174, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 6086 + }, + { + "epoch": 358.82, + "learning_rate": 2.3460999999999998e-05, + "loss": 0.0134, + "step": 6100 + }, + { + "epoch": 359.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5825522305808153, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5825522305808153, + "eval_loss": 0.39002716541290283, + "eval_mean_accuracy": 0.5825522305808153, + "eval_mean_iou": 0.29127611529040764, + "eval_overall_accuracy": 0.5825522305808153, + "eval_runtime": 31.0075, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 6103 + }, + { + "epoch": 360.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6065931806472205, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6065931806472205, + "eval_loss": 0.37364140152931213, + "eval_mean_accuracy": 0.6065931806472205, + "eval_mean_iou": 0.3032965903236102, + "eval_overall_accuracy": 0.6065931806472205, + "eval_runtime": 31.037, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 6120 + }, + { + "epoch": 361.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6314697243736335, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6314697243736335, + "eval_loss": 0.36954987049102783, + "eval_mean_accuracy": 0.6314697243736335, + "eval_mean_iou": 0.31573486218681673, + "eval_overall_accuracy": 0.6314697243736335, + "eval_runtime": 31.0958, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 6137 + }, + { + "epoch": 362.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5886297100764945, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5886297100764945, + "eval_loss": 0.377340704202652, + "eval_mean_accuracy": 0.5886297100764945, + "eval_mean_iou": 0.2943148550382472, + "eval_overall_accuracy": 0.5886297100764945, + "eval_runtime": 30.8437, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 6154 + }, + { + "epoch": 363.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6207241572637475, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6207241572637475, + "eval_loss": 0.36921390891075134, + "eval_mean_accuracy": 0.6207241572637475, + "eval_mean_iou": 0.31036207863187376, + "eval_overall_accuracy": 0.6207241572637475, + "eval_runtime": 31.066, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 6171 + }, + { + "epoch": 364.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6252643356910862, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6252643356910862, + "eval_loss": 0.3699812889099121, + "eval_mean_accuracy": 0.6252643356910862, + "eval_mean_iou": 0.3126321678455431, + "eval_overall_accuracy": 0.6252643356910862, + "eval_runtime": 30.9614, + "eval_samples_per_second": 1.066, + "eval_steps_per_second": 0.161, + "step": 6188 + }, + { + "epoch": 364.71, + "learning_rate": 2.2862e-05, + "loss": 0.0117, + "step": 6200 + }, + { + "epoch": 365.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6243044190830943, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6243044190830943, + "eval_loss": 0.3608800768852234, + "eval_mean_accuracy": 0.6243044190830943, + "eval_mean_iou": 0.31215220954154715, + "eval_overall_accuracy": 0.6243044190830943, + "eval_runtime": 31.0724, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 6205 + }, + { + "epoch": 366.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6371682579605538, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6371682579605538, + "eval_loss": 0.3589789569377899, + "eval_mean_accuracy": 0.6371682579605538, + "eval_mean_iou": 0.3185841289802769, + "eval_overall_accuracy": 0.6371682579605538, + "eval_runtime": 31.2938, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 6222 + }, + { + "epoch": 367.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6442199990197613, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6442199990197613, + "eval_loss": 0.3464008867740631, + "eval_mean_accuracy": 0.6442199990197613, + "eval_mean_iou": 0.3221099995098807, + "eval_overall_accuracy": 0.6442199990197613, + "eval_runtime": 30.8166, + "eval_samples_per_second": 1.071, + "eval_steps_per_second": 0.162, + "step": 6239 + }, + { + "epoch": 368.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5835743086627991, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5835743086627991, + "eval_loss": 0.3958134353160858, + "eval_mean_accuracy": 0.5835743086627991, + "eval_mean_iou": 0.29178715433139957, + "eval_overall_accuracy": 0.5835743086627991, + "eval_runtime": 31.0135, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 6256 + }, + { + "epoch": 369.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.603293840873799, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.603293840873799, + "eval_loss": 0.38079139590263367, + "eval_mean_accuracy": 0.603293840873799, + "eval_mean_iou": 0.3016469204368995, + "eval_overall_accuracy": 0.603293840873799, + "eval_runtime": 31.0164, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 6273 + }, + { + "epoch": 370.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5914030681469067, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5914030681469067, + "eval_loss": 0.3834333121776581, + "eval_mean_accuracy": 0.5914030681469067, + "eval_mean_iou": 0.29570153407345334, + "eval_overall_accuracy": 0.5914030681469067, + "eval_runtime": 30.8315, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 6290 + }, + { + "epoch": 370.59, + "learning_rate": 2.2263e-05, + "loss": 0.0114, + "step": 6300 + }, + { + "epoch": 371.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.609162123101236, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.609162123101236, + "eval_loss": 0.37209179997444153, + "eval_mean_accuracy": 0.609162123101236, + "eval_mean_iou": 0.304581061550618, + "eval_overall_accuracy": 0.609162123101236, + "eval_runtime": 31.1941, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 6307 + }, + { + "epoch": 372.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6349555485690309, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6349555485690309, + "eval_loss": 0.37861621379852295, + "eval_mean_accuracy": 0.6349555485690309, + "eval_mean_iou": 0.31747777428451546, + "eval_overall_accuracy": 0.6349555485690309, + "eval_runtime": 31.347, + "eval_samples_per_second": 1.053, + "eval_steps_per_second": 0.16, + "step": 6324 + }, + { + "epoch": 373.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5881957751715119, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5881957751715119, + "eval_loss": 0.3806520998477936, + "eval_mean_accuracy": 0.5881957751715119, + "eval_mean_iou": 0.29409788758575595, + "eval_overall_accuracy": 0.5881957751715119, + "eval_runtime": 30.8523, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 6341 + }, + { + "epoch": 374.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.612267805974913, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.612267805974913, + "eval_loss": 0.39354220032691956, + "eval_mean_accuracy": 0.612267805974913, + "eval_mean_iou": 0.3061339029874565, + "eval_overall_accuracy": 0.612267805974913, + "eval_runtime": 31.2888, + "eval_samples_per_second": 1.055, + "eval_steps_per_second": 0.16, + "step": 6358 + }, + { + "epoch": 375.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6049148208494366, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6049148208494366, + "eval_loss": 0.37024134397506714, + "eval_mean_accuracy": 0.6049148208494366, + "eval_mean_iou": 0.3024574104247183, + "eval_overall_accuracy": 0.6049148208494366, + "eval_runtime": 30.8533, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 6375 + }, + { + "epoch": 376.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6379787479483725, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6379787479483725, + "eval_loss": 0.3514483571052551, + "eval_mean_accuracy": 0.6379787479483725, + "eval_mean_iou": 0.31898937397418625, + "eval_overall_accuracy": 0.6379787479483725, + "eval_runtime": 31.0577, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 6392 + }, + { + "epoch": 376.47, + "learning_rate": 2.1663999999999998e-05, + "loss": 0.012, + "step": 6400 + }, + { + "epoch": 377.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6055890337596574, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6055890337596574, + "eval_loss": 0.3828376531600952, + "eval_mean_accuracy": 0.6055890337596574, + "eval_mean_iou": 0.3027945168798287, + "eval_overall_accuracy": 0.6055890337596574, + "eval_runtime": 31.2223, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 6409 + }, + { + "epoch": 378.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.591493919531972, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.591493919531972, + "eval_loss": 0.38516122102737427, + "eval_mean_accuracy": 0.591493919531972, + "eval_mean_iou": 0.295746959765986, + "eval_overall_accuracy": 0.591493919531972, + "eval_runtime": 31.0581, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 6426 + }, + { + "epoch": 379.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6261537229343563, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6261537229343563, + "eval_loss": 0.3942387104034424, + "eval_mean_accuracy": 0.6261537229343563, + "eval_mean_iou": 0.31307686146717817, + "eval_overall_accuracy": 0.6261537229343563, + "eval_runtime": 31.1374, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 6443 + }, + { + "epoch": 380.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5942887950356891, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5942887950356891, + "eval_loss": 0.38383132219314575, + "eval_mean_accuracy": 0.5942887950356891, + "eval_mean_iou": 0.29714439751784455, + "eval_overall_accuracy": 0.5942887950356891, + "eval_runtime": 31.2161, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 6460 + }, + { + "epoch": 381.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5942852087968049, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5942852087968049, + "eval_loss": 0.3798975348472595, + "eval_mean_accuracy": 0.5942852087968049, + "eval_mean_iou": 0.29714260439840245, + "eval_overall_accuracy": 0.5942852087968049, + "eval_runtime": 30.987, + "eval_samples_per_second": 1.065, + "eval_steps_per_second": 0.161, + "step": 6477 + }, + { + "epoch": 382.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6516172144248091, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6516172144248091, + "eval_loss": 0.3492351472377777, + "eval_mean_accuracy": 0.6516172144248091, + "eval_mean_iou": 0.32580860721240457, + "eval_overall_accuracy": 0.6516172144248091, + "eval_runtime": 31.2278, + "eval_samples_per_second": 1.057, + "eval_steps_per_second": 0.16, + "step": 6494 + }, + { + "epoch": 382.35, + "learning_rate": 2.1065e-05, + "loss": 0.0137, + "step": 6500 + }, + { + "epoch": 383.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5715245460120426, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5715245460120426, + "eval_loss": 0.41085219383239746, + "eval_mean_accuracy": 0.5715245460120426, + "eval_mean_iou": 0.2857622730060213, + "eval_overall_accuracy": 0.5715245460120426, + "eval_runtime": 31.2639, + "eval_samples_per_second": 1.056, + "eval_steps_per_second": 0.16, + "step": 6511 + }, + { + "epoch": 384.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6261441596306652, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6261441596306652, + "eval_loss": 0.37012797594070435, + "eval_mean_accuracy": 0.6261441596306652, + "eval_mean_iou": 0.3130720798153326, + "eval_overall_accuracy": 0.6261441596306652, + "eval_runtime": 31.0464, + "eval_samples_per_second": 1.063, + "eval_steps_per_second": 0.161, + "step": 6528 + }, + { + "epoch": 385.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6111943251355897, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6111943251355897, + "eval_loss": 0.3941725194454193, + "eval_mean_accuracy": 0.6111943251355897, + "eval_mean_iou": 0.30559716256779484, + "eval_overall_accuracy": 0.6111943251355897, + "eval_runtime": 31.2036, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 6545 + }, + { + "epoch": 386.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6226822436944954, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6226822436944954, + "eval_loss": 0.37482452392578125, + "eval_mean_accuracy": 0.6226822436944954, + "eval_mean_iou": 0.3113411218472477, + "eval_overall_accuracy": 0.6226822436944954, + "eval_runtime": 31.105, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 6562 + }, + { + "epoch": 387.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5713225212215686, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5713225212215686, + "eval_loss": 0.39605939388275146, + "eval_mean_accuracy": 0.5713225212215686, + "eval_mean_iou": 0.2856612606107843, + "eval_overall_accuracy": 0.5713225212215686, + "eval_runtime": 31.1047, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 6579 + }, + { + "epoch": 388.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6119976426456402, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6119976426456402, + "eval_loss": 0.3774513900279999, + "eval_mean_accuracy": 0.6119976426456402, + "eval_mean_iou": 0.3059988213228201, + "eval_overall_accuracy": 0.6119976426456402, + "eval_runtime": 31.1624, + "eval_samples_per_second": 1.059, + "eval_steps_per_second": 0.16, + "step": 6596 + }, + { + "epoch": 388.24, + "learning_rate": 2.0465999999999997e-05, + "loss": 0.013, + "step": 6600 + }, + { + "epoch": 389.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6392399086226332, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6392399086226332, + "eval_loss": 0.3553081452846527, + "eval_mean_accuracy": 0.6392399086226332, + "eval_mean_iou": 0.3196199543113166, + "eval_overall_accuracy": 0.6392399086226332, + "eval_runtime": 31.1452, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 6613 + }, + { + "epoch": 390.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5492683474969846, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5492683474969846, + "eval_loss": 0.41825181245803833, + "eval_mean_accuracy": 0.5492683474969846, + "eval_mean_iou": 0.2746341737484923, + "eval_overall_accuracy": 0.5492683474969846, + "eval_runtime": 31.3111, + "eval_samples_per_second": 1.054, + "eval_steps_per_second": 0.16, + "step": 6630 + }, + { + "epoch": 391.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5923462489734391, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5923462489734391, + "eval_loss": 0.4013318121433258, + "eval_mean_accuracy": 0.5923462489734391, + "eval_mean_iou": 0.29617312448671956, + "eval_overall_accuracy": 0.5923462489734391, + "eval_runtime": 30.8382, + "eval_samples_per_second": 1.07, + "eval_steps_per_second": 0.162, + "step": 6647 + }, + { + "epoch": 392.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5728777534843299, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5728777534843299, + "eval_loss": 0.4183262586593628, + "eval_mean_accuracy": 0.5728777534843299, + "eval_mean_iou": 0.28643887674216495, + "eval_overall_accuracy": 0.5728777534843299, + "eval_runtime": 31.0232, + "eval_samples_per_second": 1.064, + "eval_steps_per_second": 0.161, + "step": 6664 + }, + { + "epoch": 393.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5777454750630879, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5777454750630879, + "eval_loss": 0.40343648195266724, + "eval_mean_accuracy": 0.5777454750630879, + "eval_mean_iou": 0.28887273753154397, + "eval_overall_accuracy": 0.5777454750630879, + "eval_runtime": 31.1461, + "eval_samples_per_second": 1.06, + "eval_steps_per_second": 0.161, + "step": 6681 + }, + { + "epoch": 394.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5531068185159904, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5531068185159904, + "eval_loss": 0.4179597496986389, + "eval_mean_accuracy": 0.5531068185159904, + "eval_mean_iou": 0.2765534092579952, + "eval_overall_accuracy": 0.5531068185159904, + "eval_runtime": 30.934, + "eval_samples_per_second": 1.067, + "eval_steps_per_second": 0.162, + "step": 6698 + }, + { + "epoch": 394.12, + "learning_rate": 1.9866999999999998e-05, + "loss": 0.0114, + "step": 6700 + }, + { + "epoch": 395.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5892883826182174, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5892883826182174, + "eval_loss": 0.4006004333496094, + "eval_mean_accuracy": 0.5892883826182174, + "eval_mean_iou": 0.2946441913091087, + "eval_overall_accuracy": 0.5892883826182174, + "eval_runtime": 31.1804, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 6715 + }, + { + "epoch": 396.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6184086423575457, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6184086423575457, + "eval_loss": 0.3759230375289917, + "eval_mean_accuracy": 0.6184086423575457, + "eval_mean_iou": 0.30920432117877283, + "eval_overall_accuracy": 0.6184086423575457, + "eval_runtime": 31.0768, + "eval_samples_per_second": 1.062, + "eval_steps_per_second": 0.161, + "step": 6732 + }, + { + "epoch": 397.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5508140164560549, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5508140164560549, + "eval_loss": 0.4370197057723999, + "eval_mean_accuracy": 0.5508140164560549, + "eval_mean_iou": 0.27540700822802744, + "eval_overall_accuracy": 0.5508140164560549, + "eval_runtime": 31.1974, + "eval_samples_per_second": 1.058, + "eval_steps_per_second": 0.16, + "step": 6749 + }, + { + "epoch": 398.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6175694624586536, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6175694624586536, + "eval_loss": 0.3669317960739136, + "eval_mean_accuracy": 0.6175694624586536, + "eval_mean_iou": 0.3087847312293268, + "eval_overall_accuracy": 0.6175694624586536, + "eval_runtime": 31.4143, + "eval_samples_per_second": 1.05, + "eval_steps_per_second": 0.159, + "step": 6766 + }, + { + "epoch": 399.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5755112482382602, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5755112482382602, + "eval_loss": 0.4104899764060974, + "eval_mean_accuracy": 0.5755112482382602, + "eval_mean_iou": 0.2877556241191301, + "eval_overall_accuracy": 0.5755112482382602, + "eval_runtime": 31.1152, + "eval_samples_per_second": 1.061, + "eval_steps_per_second": 0.161, + "step": 6783 + }, + { + "epoch": 400.0, + "learning_rate": 1.9267999999999996e-05, + "loss": 0.0125, + "step": 6800 + }, + { + "epoch": 400.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6121040343992034, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6121040343992034, + "eval_loss": 0.38079556822776794, + "eval_mean_accuracy": 0.6121040343992034, + "eval_mean_iou": 0.3060520171996017, + "eval_overall_accuracy": 0.6121040343992034, + "eval_runtime": 31.5958, + "eval_samples_per_second": 1.044, + "eval_steps_per_second": 0.158, + "step": 6800 + }, + { + "epoch": 401.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6159544595478231, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6159544595478231, + "eval_loss": 0.36795881390571594, + "eval_mean_accuracy": 0.6159544595478231, + "eval_mean_iou": 0.30797722977391156, + "eval_overall_accuracy": 0.6159544595478231, + "eval_runtime": 32.3911, + "eval_samples_per_second": 1.019, + "eval_steps_per_second": 0.154, + "step": 6817 + }, + { + "epoch": 402.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5896075578789071, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5896075578789071, + "eval_loss": 0.4110065698623657, + "eval_mean_accuracy": 0.5896075578789071, + "eval_mean_iou": 0.29480377893945353, + "eval_overall_accuracy": 0.5896075578789071, + "eval_runtime": 32.7799, + "eval_samples_per_second": 1.007, + "eval_steps_per_second": 0.153, + "step": 6834 + }, + { + "epoch": 403.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6153304539819804, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6153304539819804, + "eval_loss": 0.38652166724205017, + "eval_mean_accuracy": 0.6153304539819804, + "eval_mean_iou": 0.3076652269909902, + "eval_overall_accuracy": 0.6153304539819804, + "eval_runtime": 33.0751, + "eval_samples_per_second": 0.998, + "eval_steps_per_second": 0.151, + "step": 6851 + }, + { + "epoch": 404.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.61297309962213, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.61297309962213, + "eval_loss": 0.3828389048576355, + "eval_mean_accuracy": 0.61297309962213, + "eval_mean_iou": 0.306486549811065, + "eval_overall_accuracy": 0.61297309962213, + "eval_runtime": 32.7618, + "eval_samples_per_second": 1.007, + "eval_steps_per_second": 0.153, + "step": 6868 + }, + { + "epoch": 405.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6105201122253688, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6105201122253688, + "eval_loss": 0.38689860701560974, + "eval_mean_accuracy": 0.6105201122253688, + "eval_mean_iou": 0.3052600561126844, + "eval_overall_accuracy": 0.6105201122253688, + "eval_runtime": 32.9107, + "eval_samples_per_second": 1.003, + "eval_steps_per_second": 0.152, + "step": 6885 + }, + { + "epoch": 405.88, + "learning_rate": 1.8669e-05, + "loss": 0.0117, + "step": 6900 + }, + { + "epoch": 406.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.556518527107782, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.556518527107782, + "eval_loss": 0.4106873571872711, + "eval_mean_accuracy": 0.556518527107782, + "eval_mean_iou": 0.278259263553891, + "eval_overall_accuracy": 0.556518527107782, + "eval_runtime": 33.167, + "eval_samples_per_second": 0.995, + "eval_steps_per_second": 0.151, + "step": 6902 + }, + { + "epoch": 407.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5799593798675722, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5799593798675722, + "eval_loss": 0.40521007776260376, + "eval_mean_accuracy": 0.5799593798675722, + "eval_mean_iou": 0.2899796899337861, + "eval_overall_accuracy": 0.5799593798675722, + "eval_runtime": 33.0406, + "eval_samples_per_second": 0.999, + "eval_steps_per_second": 0.151, + "step": 6919 + }, + { + "epoch": 408.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5783802393455831, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5783802393455831, + "eval_loss": 0.404189795255661, + "eval_mean_accuracy": 0.5783802393455831, + "eval_mean_iou": 0.28919011967279157, + "eval_overall_accuracy": 0.5783802393455831, + "eval_runtime": 33.0282, + "eval_samples_per_second": 0.999, + "eval_steps_per_second": 0.151, + "step": 6936 + }, + { + "epoch": 409.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5871246851581113, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5871246851581113, + "eval_loss": 0.40054404735565186, + "eval_mean_accuracy": 0.5871246851581113, + "eval_mean_iou": 0.29356234257905567, + "eval_overall_accuracy": 0.5871246851581113, + "eval_runtime": 32.8206, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 6953 + }, + { + "epoch": 410.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5949307317959526, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5949307317959526, + "eval_loss": 0.3994419574737549, + "eval_mean_accuracy": 0.5949307317959526, + "eval_mean_iou": 0.2974653658979763, + "eval_overall_accuracy": 0.5949307317959526, + "eval_runtime": 32.7525, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 6970 + }, + { + "epoch": 411.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.605733678727985, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.605733678727985, + "eval_loss": 0.38605573773384094, + "eval_mean_accuracy": 0.605733678727985, + "eval_mean_iou": 0.3028668393639925, + "eval_overall_accuracy": 0.605733678727985, + "eval_runtime": 33.0479, + "eval_samples_per_second": 0.999, + "eval_steps_per_second": 0.151, + "step": 6987 + }, + { + "epoch": 411.76, + "learning_rate": 1.807e-05, + "loss": 0.011, + "step": 7000 + }, + { + "epoch": 412.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5619217936932402, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5619217936932402, + "eval_loss": 0.4276859164237976, + "eval_mean_accuracy": 0.5619217936932402, + "eval_mean_iou": 0.2809608968466201, + "eval_overall_accuracy": 0.5619217936932402, + "eval_runtime": 33.4167, + "eval_samples_per_second": 0.988, + "eval_steps_per_second": 0.15, + "step": 7004 + }, + { + "epoch": 413.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6491690086798935, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6491690086798935, + "eval_loss": 0.3775516450405121, + "eval_mean_accuracy": 0.6491690086798935, + "eval_mean_iou": 0.32458450433994673, + "eval_overall_accuracy": 0.6491690086798935, + "eval_runtime": 32.6465, + "eval_samples_per_second": 1.011, + "eval_steps_per_second": 0.153, + "step": 7021 + }, + { + "epoch": 414.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5814213699193455, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5814213699193455, + "eval_loss": 0.4269830882549286, + "eval_mean_accuracy": 0.5814213699193455, + "eval_mean_iou": 0.2907106849596727, + "eval_overall_accuracy": 0.5814213699193455, + "eval_runtime": 32.756, + "eval_samples_per_second": 1.007, + "eval_steps_per_second": 0.153, + "step": 7038 + }, + { + "epoch": 415.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6172012752665472, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6172012752665472, + "eval_loss": 0.3845267593860626, + "eval_mean_accuracy": 0.6172012752665472, + "eval_mean_iou": 0.3086006376332736, + "eval_overall_accuracy": 0.6172012752665472, + "eval_runtime": 32.8004, + "eval_samples_per_second": 1.006, + "eval_steps_per_second": 0.152, + "step": 7055 + }, + { + "epoch": 416.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5959599823557047, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5959599823557047, + "eval_loss": 0.40294280648231506, + "eval_mean_accuracy": 0.5959599823557047, + "eval_mean_iou": 0.29797999117785234, + "eval_overall_accuracy": 0.5959599823557047, + "eval_runtime": 33.4255, + "eval_samples_per_second": 0.987, + "eval_steps_per_second": 0.15, + "step": 7072 + }, + { + "epoch": 417.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5957866474763039, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5957866474763039, + "eval_loss": 0.40407487750053406, + "eval_mean_accuracy": 0.5957866474763039, + "eval_mean_iou": 0.29789332373815197, + "eval_overall_accuracy": 0.5957866474763039, + "eval_runtime": 32.9561, + "eval_samples_per_second": 1.001, + "eval_steps_per_second": 0.152, + "step": 7089 + }, + { + "epoch": 417.65, + "learning_rate": 1.7471e-05, + "loss": 0.0111, + "step": 7100 + }, + { + "epoch": 418.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6350380320633664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6350380320633664, + "eval_loss": 0.36866044998168945, + "eval_mean_accuracy": 0.6350380320633664, + "eval_mean_iou": 0.3175190160316832, + "eval_overall_accuracy": 0.6350380320633664, + "eval_runtime": 31.8967, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 7106 + }, + { + "epoch": 419.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5680303539259155, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5680303539259155, + "eval_loss": 0.4328904151916504, + "eval_mean_accuracy": 0.5680303539259155, + "eval_mean_iou": 0.28401517696295775, + "eval_overall_accuracy": 0.5680303539259155, + "eval_runtime": 31.8349, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 7123 + }, + { + "epoch": 420.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6502843289728654, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6502843289728654, + "eval_loss": 0.3607938885688782, + "eval_mean_accuracy": 0.6502843289728654, + "eval_mean_iou": 0.3251421644864327, + "eval_overall_accuracy": 0.6502843289728654, + "eval_runtime": 31.8577, + "eval_samples_per_second": 1.036, + "eval_steps_per_second": 0.157, + "step": 7140 + }, + { + "epoch": 421.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6342574273995824, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6342574273995824, + "eval_loss": 0.3662145435810089, + "eval_mean_accuracy": 0.6342574273995824, + "eval_mean_iou": 0.3171287136997912, + "eval_overall_accuracy": 0.6342574273995824, + "eval_runtime": 31.6422, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 7157 + }, + { + "epoch": 422.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6225555299205887, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6225555299205887, + "eval_loss": 0.3926548659801483, + "eval_mean_accuracy": 0.6225555299205887, + "eval_mean_iou": 0.31127776496029436, + "eval_overall_accuracy": 0.6225555299205887, + "eval_runtime": 31.9189, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 7174 + }, + { + "epoch": 423.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6321690409560434, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6321690409560434, + "eval_loss": 0.38585391640663147, + "eval_mean_accuracy": 0.6321690409560434, + "eval_mean_iou": 0.3160845204780217, + "eval_overall_accuracy": 0.6321690409560434, + "eval_runtime": 31.8267, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 7191 + }, + { + "epoch": 423.53, + "learning_rate": 1.6872e-05, + "loss": 0.0114, + "step": 7200 + }, + { + "epoch": 424.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5898275138638018, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5898275138638018, + "eval_loss": 0.4033131003379822, + "eval_mean_accuracy": 0.5898275138638018, + "eval_mean_iou": 0.2949137569319009, + "eval_overall_accuracy": 0.5898275138638018, + "eval_runtime": 32.0641, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 7208 + }, + { + "epoch": 425.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6131679519348356, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6131679519348356, + "eval_loss": 0.39050212502479553, + "eval_mean_accuracy": 0.6131679519348356, + "eval_mean_iou": 0.3065839759674178, + "eval_overall_accuracy": 0.6131679519348356, + "eval_runtime": 32.1213, + "eval_samples_per_second": 1.027, + "eval_steps_per_second": 0.156, + "step": 7225 + }, + { + "epoch": 426.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6026423408098445, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6026423408098445, + "eval_loss": 0.4053933322429657, + "eval_mean_accuracy": 0.6026423408098445, + "eval_mean_iou": 0.30132117040492223, + "eval_overall_accuracy": 0.6026423408098445, + "eval_runtime": 31.6896, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 7242 + }, + { + "epoch": 427.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5995306808713604, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5995306808713604, + "eval_loss": 0.39762845635414124, + "eval_mean_accuracy": 0.5995306808713604, + "eval_mean_iou": 0.2997653404356802, + "eval_overall_accuracy": 0.5995306808713604, + "eval_runtime": 32.0431, + "eval_samples_per_second": 1.03, + "eval_steps_per_second": 0.156, + "step": 7259 + }, + { + "epoch": 428.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5937795491141392, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5937795491141392, + "eval_loss": 0.40319693088531494, + "eval_mean_accuracy": 0.5937795491141392, + "eval_mean_iou": 0.2968897745570696, + "eval_overall_accuracy": 0.5937795491141392, + "eval_runtime": 31.8945, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 7276 + }, + { + "epoch": 429.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6317267381603312, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6317267381603312, + "eval_loss": 0.385562539100647, + "eval_mean_accuracy": 0.6317267381603312, + "eval_mean_iou": 0.3158633690801656, + "eval_overall_accuracy": 0.6317267381603312, + "eval_runtime": 32.0943, + "eval_samples_per_second": 1.028, + "eval_steps_per_second": 0.156, + "step": 7293 + }, + { + "epoch": 429.41, + "learning_rate": 1.6272999999999998e-05, + "loss": 0.0107, + "step": 7300 + }, + { + "epoch": 430.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.57124601479204, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.57124601479204, + "eval_loss": 0.4234483540058136, + "eval_mean_accuracy": 0.57124601479204, + "eval_mean_iou": 0.28562300739602, + "eval_overall_accuracy": 0.57124601479204, + "eval_runtime": 31.8307, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 7310 + }, + { + "epoch": 431.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6365143670706764, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6365143670706764, + "eval_loss": 0.3784349262714386, + "eval_mean_accuracy": 0.6365143670706764, + "eval_mean_iou": 0.3182571835353382, + "eval_overall_accuracy": 0.6365143670706764, + "eval_runtime": 32.1206, + "eval_samples_per_second": 1.027, + "eval_steps_per_second": 0.156, + "step": 7327 + }, + { + "epoch": 432.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5811727240233775, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5811727240233775, + "eval_loss": 0.41849029064178467, + "eval_mean_accuracy": 0.5811727240233775, + "eval_mean_iou": 0.29058636201168875, + "eval_overall_accuracy": 0.5811727240233775, + "eval_runtime": 32.8807, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 7344 + }, + { + "epoch": 433.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5773438163080628, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5773438163080628, + "eval_loss": 0.4294983148574829, + "eval_mean_accuracy": 0.5773438163080628, + "eval_mean_iou": 0.2886719081540314, + "eval_overall_accuracy": 0.5773438163080628, + "eval_runtime": 33.1819, + "eval_samples_per_second": 0.995, + "eval_steps_per_second": 0.151, + "step": 7361 + }, + { + "epoch": 434.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6068047687413856, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6068047687413856, + "eval_loss": 0.3990551233291626, + "eval_mean_accuracy": 0.6068047687413856, + "eval_mean_iou": 0.3034023843706928, + "eval_overall_accuracy": 0.6068047687413856, + "eval_runtime": 32.715, + "eval_samples_per_second": 1.009, + "eval_steps_per_second": 0.153, + "step": 7378 + }, + { + "epoch": 435.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6285194451849364, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6285194451849364, + "eval_loss": 0.3923760950565338, + "eval_mean_accuracy": 0.6285194451849364, + "eval_mean_iou": 0.3142597225924682, + "eval_overall_accuracy": 0.6285194451849364, + "eval_runtime": 32.8916, + "eval_samples_per_second": 1.003, + "eval_steps_per_second": 0.152, + "step": 7395 + }, + { + "epoch": 435.29, + "learning_rate": 1.5674e-05, + "loss": 0.0104, + "step": 7400 + }, + { + "epoch": 436.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6137620721766438, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6137620721766438, + "eval_loss": 0.4116782248020172, + "eval_mean_accuracy": 0.6137620721766438, + "eval_mean_iou": 0.3068810360883219, + "eval_overall_accuracy": 0.6137620721766438, + "eval_runtime": 32.8794, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 7412 + }, + { + "epoch": 437.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6203129352050313, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6203129352050313, + "eval_loss": 0.39649391174316406, + "eval_mean_accuracy": 0.6203129352050313, + "eval_mean_iou": 0.31015646760251564, + "eval_overall_accuracy": 0.6203129352050313, + "eval_runtime": 33.8103, + "eval_samples_per_second": 0.976, + "eval_steps_per_second": 0.148, + "step": 7429 + }, + { + "epoch": 438.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6152635108561428, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6152635108561428, + "eval_loss": 0.40585729479789734, + "eval_mean_accuracy": 0.6152635108561428, + "eval_mean_iou": 0.3076317554280714, + "eval_overall_accuracy": 0.6152635108561428, + "eval_runtime": 32.9405, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 7446 + }, + { + "epoch": 439.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6143693419610271, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6143693419610271, + "eval_loss": 0.4026026427745819, + "eval_mean_accuracy": 0.6143693419610271, + "eval_mean_iou": 0.30718467098051355, + "eval_overall_accuracy": 0.6143693419610271, + "eval_runtime": 32.8534, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 7463 + }, + { + "epoch": 440.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6229237171126951, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6229237171126951, + "eval_loss": 0.39620378613471985, + "eval_mean_accuracy": 0.6229237171126951, + "eval_mean_iou": 0.31146185855634756, + "eval_overall_accuracy": 0.6229237171126951, + "eval_runtime": 33.1465, + "eval_samples_per_second": 0.996, + "eval_steps_per_second": 0.151, + "step": 7480 + }, + { + "epoch": 441.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6077037192883468, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6077037192883468, + "eval_loss": 0.39847102761268616, + "eval_mean_accuracy": 0.6077037192883468, + "eval_mean_iou": 0.3038518596441734, + "eval_overall_accuracy": 0.6077037192883468, + "eval_runtime": 32.8309, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 7497 + }, + { + "epoch": 441.18, + "learning_rate": 1.5075000000000002e-05, + "loss": 0.0108, + "step": 7500 + }, + { + "epoch": 442.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6331648199528768, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6331648199528768, + "eval_loss": 0.3925873935222626, + "eval_mean_accuracy": 0.6331648199528768, + "eval_mean_iou": 0.3165824099764384, + "eval_overall_accuracy": 0.6331648199528768, + "eval_runtime": 32.7258, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 7514 + }, + { + "epoch": 443.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.632298145555873, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.632298145555873, + "eval_loss": 0.38936084508895874, + "eval_mean_accuracy": 0.632298145555873, + "eval_mean_iou": 0.3161490727779365, + "eval_overall_accuracy": 0.632298145555873, + "eval_runtime": 31.7213, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 7531 + }, + { + "epoch": 444.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.616628672458044, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.616628672458044, + "eval_loss": 0.41211506724357605, + "eval_mean_accuracy": 0.616628672458044, + "eval_mean_iou": 0.308314336229022, + "eval_overall_accuracy": 0.616628672458044, + "eval_runtime": 32.0304, + "eval_samples_per_second": 1.03, + "eval_steps_per_second": 0.156, + "step": 7548 + }, + { + "epoch": 445.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6149790025713333, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6149790025713333, + "eval_loss": 0.40968596935272217, + "eval_mean_accuracy": 0.6149790025713333, + "eval_mean_iou": 0.30748950128566666, + "eval_overall_accuracy": 0.6149790025713333, + "eval_runtime": 31.7436, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 7565 + }, + { + "epoch": 446.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6150196466120204, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6150196466120204, + "eval_loss": 0.41624802350997925, + "eval_mean_accuracy": 0.6150196466120204, + "eval_mean_iou": 0.3075098233060102, + "eval_overall_accuracy": 0.6150196466120204, + "eval_runtime": 31.8254, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 7582 + }, + { + "epoch": 447.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6096785415005541, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6096785415005541, + "eval_loss": 0.41189754009246826, + "eval_mean_accuracy": 0.6096785415005541, + "eval_mean_iou": 0.30483927075027706, + "eval_overall_accuracy": 0.6096785415005541, + "eval_runtime": 31.882, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 7599 + }, + { + "epoch": 447.06, + "learning_rate": 1.4476e-05, + "loss": 0.0108, + "step": 7600 + }, + { + "epoch": 448.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6143753190258341, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6143753190258341, + "eval_loss": 0.40815916657447815, + "eval_mean_accuracy": 0.6143753190258341, + "eval_mean_iou": 0.30718765951291704, + "eval_overall_accuracy": 0.6143753190258341, + "eval_runtime": 31.8773, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 7616 + }, + { + "epoch": 449.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6306783609931969, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6306783609931969, + "eval_loss": 0.3887885510921478, + "eval_mean_accuracy": 0.6306783609931969, + "eval_mean_iou": 0.3153391804965984, + "eval_overall_accuracy": 0.6306783609931969, + "eval_runtime": 31.6089, + "eval_samples_per_second": 1.044, + "eval_steps_per_second": 0.158, + "step": 7633 + }, + { + "epoch": 450.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6317721638528638, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6317721638528638, + "eval_loss": 0.3877292573451996, + "eval_mean_accuracy": 0.6317721638528638, + "eval_mean_iou": 0.3158860819264319, + "eval_overall_accuracy": 0.6317721638528638, + "eval_runtime": 31.9827, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 7650 + }, + { + "epoch": 451.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6370403487736856, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6370403487736856, + "eval_loss": 0.37926504015922546, + "eval_mean_accuracy": 0.6370403487736856, + "eval_mean_iou": 0.3185201743868428, + "eval_overall_accuracy": 0.6370403487736856, + "eval_runtime": 31.8485, + "eval_samples_per_second": 1.036, + "eval_steps_per_second": 0.157, + "step": 7667 + }, + { + "epoch": 452.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.614583320881115, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.614583320881115, + "eval_loss": 0.40077218413352966, + "eval_mean_accuracy": 0.614583320881115, + "eval_mean_iou": 0.3072916604405575, + "eval_overall_accuracy": 0.614583320881115, + "eval_runtime": 31.7793, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 7684 + }, + { + "epoch": 452.94, + "learning_rate": 1.3877e-05, + "loss": 0.0107, + "step": 7700 + }, + { + "epoch": 453.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6163071063714315, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6163071063714315, + "eval_loss": 0.40865716338157654, + "eval_mean_accuracy": 0.6163071063714315, + "eval_mean_iou": 0.30815355318571575, + "eval_overall_accuracy": 0.6163071063714315, + "eval_runtime": 32.1218, + "eval_samples_per_second": 1.027, + "eval_steps_per_second": 0.156, + "step": 7701 + }, + { + "epoch": 454.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.633395534654424, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.633395534654424, + "eval_loss": 0.3860156834125519, + "eval_mean_accuracy": 0.633395534654424, + "eval_mean_iou": 0.316697767327212, + "eval_overall_accuracy": 0.633395534654424, + "eval_runtime": 32.0647, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 7718 + }, + { + "epoch": 455.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6421842107465234, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6421842107465234, + "eval_loss": 0.36814311146736145, + "eval_mean_accuracy": 0.6421842107465234, + "eval_mean_iou": 0.3210921053732617, + "eval_overall_accuracy": 0.6421842107465234, + "eval_runtime": 31.9183, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 7735 + }, + { + "epoch": 456.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5701103724787246, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5701103724787246, + "eval_loss": 0.4281948208808899, + "eval_mean_accuracy": 0.5701103724787246, + "eval_mean_iou": 0.2850551862393623, + "eval_overall_accuracy": 0.5701103724787246, + "eval_runtime": 32.0702, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 7752 + }, + { + "epoch": 457.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6063469255771753, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6063469255771753, + "eval_loss": 0.4037468731403351, + "eval_mean_accuracy": 0.6063469255771753, + "eval_mean_iou": 0.30317346278858764, + "eval_overall_accuracy": 0.6063469255771753, + "eval_runtime": 31.8995, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 7769 + }, + { + "epoch": 458.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6265517954504973, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6265517954504973, + "eval_loss": 0.40163469314575195, + "eval_mean_accuracy": 0.6265517954504973, + "eval_mean_iou": 0.31327589772524866, + "eval_overall_accuracy": 0.6265517954504973, + "eval_runtime": 31.628, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 7786 + }, + { + "epoch": 458.82, + "learning_rate": 1.3277999999999999e-05, + "loss": 0.0101, + "step": 7800 + }, + { + "epoch": 459.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6164015439953809, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6164015439953809, + "eval_loss": 0.40824252367019653, + "eval_mean_accuracy": 0.6164015439953809, + "eval_mean_iou": 0.30820077199769047, + "eval_overall_accuracy": 0.6164015439953809, + "eval_runtime": 33.0029, + "eval_samples_per_second": 1.0, + "eval_steps_per_second": 0.152, + "step": 7803 + }, + { + "epoch": 460.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6199411617740407, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6199411617740407, + "eval_loss": 0.39022019505500793, + "eval_mean_accuracy": 0.6199411617740407, + "eval_mean_iou": 0.30997058088702034, + "eval_overall_accuracy": 0.6199411617740407, + "eval_runtime": 32.7762, + "eval_samples_per_second": 1.007, + "eval_steps_per_second": 0.153, + "step": 7820 + }, + { + "epoch": 461.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6014050883948114, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6014050883948114, + "eval_loss": 0.4145384132862091, + "eval_mean_accuracy": 0.6014050883948114, + "eval_mean_iou": 0.3007025441974057, + "eval_overall_accuracy": 0.6014050883948114, + "eval_runtime": 32.9662, + "eval_samples_per_second": 1.001, + "eval_steps_per_second": 0.152, + "step": 7837 + }, + { + "epoch": 462.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.592995358211471, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.592995358211471, + "eval_loss": 0.43401050567626953, + "eval_mean_accuracy": 0.592995358211471, + "eval_mean_iou": 0.2964976791057355, + "eval_overall_accuracy": 0.592995358211471, + "eval_runtime": 33.2639, + "eval_samples_per_second": 0.992, + "eval_steps_per_second": 0.15, + "step": 7854 + }, + { + "epoch": 463.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6274112973697329, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6274112973697329, + "eval_loss": 0.40071043372154236, + "eval_mean_accuracy": 0.6274112973697329, + "eval_mean_iou": 0.31370564868486644, + "eval_overall_accuracy": 0.6274112973697329, + "eval_runtime": 32.8833, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 7871 + }, + { + "epoch": 464.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6064174549418969, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6064174549418969, + "eval_loss": 0.42436879873275757, + "eval_mean_accuracy": 0.6064174549418969, + "eval_mean_iou": 0.30320872747094846, + "eval_overall_accuracy": 0.6064174549418969, + "eval_runtime": 32.8184, + "eval_samples_per_second": 1.006, + "eval_steps_per_second": 0.152, + "step": 7888 + }, + { + "epoch": 464.71, + "learning_rate": 1.2678999999999998e-05, + "loss": 0.0097, + "step": 7900 + }, + { + "epoch": 465.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6219554326139737, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6219554326139737, + "eval_loss": 0.41093000769615173, + "eval_mean_accuracy": 0.6219554326139737, + "eval_mean_iou": 0.31097771630698684, + "eval_overall_accuracy": 0.6219554326139737, + "eval_runtime": 32.958, + "eval_samples_per_second": 1.001, + "eval_steps_per_second": 0.152, + "step": 7905 + }, + { + "epoch": 466.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5907766717551411, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5907766717551411, + "eval_loss": 0.42927086353302, + "eval_mean_accuracy": 0.5907766717551411, + "eval_mean_iou": 0.2953883358775706, + "eval_overall_accuracy": 0.5907766717551411, + "eval_runtime": 32.7484, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 7922 + }, + { + "epoch": 467.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6244622135939971, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6244622135939971, + "eval_loss": 0.3987123370170593, + "eval_mean_accuracy": 0.6244622135939971, + "eval_mean_iou": 0.31223110679699856, + "eval_overall_accuracy": 0.6244622135939971, + "eval_runtime": 32.7415, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 7939 + }, + { + "epoch": 468.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6103539498237364, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6103539498237364, + "eval_loss": 0.4165705740451813, + "eval_mean_accuracy": 0.6103539498237364, + "eval_mean_iou": 0.3051769749118682, + "eval_overall_accuracy": 0.6103539498237364, + "eval_runtime": 32.7585, + "eval_samples_per_second": 1.007, + "eval_steps_per_second": 0.153, + "step": 7956 + }, + { + "epoch": 469.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6252153237596694, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6252153237596694, + "eval_loss": 0.39695268869400024, + "eval_mean_accuracy": 0.6252153237596694, + "eval_mean_iou": 0.3126076618798347, + "eval_overall_accuracy": 0.6252153237596694, + "eval_runtime": 32.7252, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 7973 + }, + { + "epoch": 470.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6106826883881171, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6106826883881171, + "eval_loss": 0.4261007010936737, + "eval_mean_accuracy": 0.6106826883881171, + "eval_mean_iou": 0.30534134419405856, + "eval_overall_accuracy": 0.6106826883881171, + "eval_runtime": 32.5286, + "eval_samples_per_second": 1.014, + "eval_steps_per_second": 0.154, + "step": 7990 + }, + { + "epoch": 470.59, + "learning_rate": 1.2079999999999998e-05, + "loss": 0.0097, + "step": 8000 + }, + { + "epoch": 471.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6192059828027892, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6192059828027892, + "eval_loss": 0.4088486135005951, + "eval_mean_accuracy": 0.6192059828027892, + "eval_mean_iou": 0.3096029914013946, + "eval_overall_accuracy": 0.6192059828027892, + "eval_runtime": 32.1172, + "eval_samples_per_second": 1.027, + "eval_steps_per_second": 0.156, + "step": 8007 + }, + { + "epoch": 472.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5946868675518301, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5946868675518301, + "eval_loss": 0.4415733814239502, + "eval_mean_accuracy": 0.5946868675518301, + "eval_mean_iou": 0.29734343377591504, + "eval_overall_accuracy": 0.5946868675518301, + "eval_runtime": 31.9864, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 8024 + }, + { + "epoch": 473.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6087162340666394, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6087162340666394, + "eval_loss": 0.42421042919158936, + "eval_mean_accuracy": 0.6087162340666394, + "eval_mean_iou": 0.3043581170333197, + "eval_overall_accuracy": 0.6087162340666394, + "eval_runtime": 31.6939, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 8041 + }, + { + "epoch": 474.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6104675140550679, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6104675140550679, + "eval_loss": 0.4208141267299652, + "eval_mean_accuracy": 0.6104675140550679, + "eval_mean_iou": 0.30523375702753397, + "eval_overall_accuracy": 0.6104675140550679, + "eval_runtime": 32.0118, + "eval_samples_per_second": 1.031, + "eval_steps_per_second": 0.156, + "step": 8058 + }, + { + "epoch": 475.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5818086837188341, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5818086837188341, + "eval_loss": 0.44470909237861633, + "eval_mean_accuracy": 0.5818086837188341, + "eval_mean_iou": 0.29090434185941705, + "eval_overall_accuracy": 0.5818086837188341, + "eval_runtime": 31.8432, + "eval_samples_per_second": 1.036, + "eval_steps_per_second": 0.157, + "step": 8075 + }, + { + "epoch": 476.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6095745405729136, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6095745405729136, + "eval_loss": 0.4183235764503479, + "eval_mean_accuracy": 0.6095745405729136, + "eval_mean_iou": 0.3047872702864568, + "eval_overall_accuracy": 0.6095745405729136, + "eval_runtime": 31.9262, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 8092 + }, + { + "epoch": 476.47, + "learning_rate": 1.1480999999999997e-05, + "loss": 0.0111, + "step": 8100 + }, + { + "epoch": 477.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6082583909024292, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6082583909024292, + "eval_loss": 0.42120423913002014, + "eval_mean_accuracy": 0.6082583909024292, + "eval_mean_iou": 0.3041291954512146, + "eval_overall_accuracy": 0.6082583909024292, + "eval_runtime": 31.9781, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 8109 + }, + { + "epoch": 478.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6145881025329605, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6145881025329605, + "eval_loss": 0.4192184507846832, + "eval_mean_accuracy": 0.6145881025329605, + "eval_mean_iou": 0.30729405126648024, + "eval_overall_accuracy": 0.6145881025329605, + "eval_runtime": 31.6598, + "eval_samples_per_second": 1.042, + "eval_steps_per_second": 0.158, + "step": 8126 + }, + { + "epoch": 479.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6150507273490163, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6150507273490163, + "eval_loss": 0.41706961393356323, + "eval_mean_accuracy": 0.6150507273490163, + "eval_mean_iou": 0.30752536367450817, + "eval_overall_accuracy": 0.6150507273490163, + "eval_runtime": 31.8122, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 8143 + }, + { + "epoch": 480.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5783969751270425, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5783969751270425, + "eval_loss": 0.45999377965927124, + "eval_mean_accuracy": 0.5783969751270425, + "eval_mean_iou": 0.28919848756352123, + "eval_overall_accuracy": 0.5783969751270425, + "eval_runtime": 31.9321, + "eval_samples_per_second": 1.033, + "eval_steps_per_second": 0.157, + "step": 8160 + }, + { + "epoch": 481.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6348706742487726, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6348706742487726, + "eval_loss": 0.4066386818885803, + "eval_mean_accuracy": 0.6348706742487726, + "eval_mean_iou": 0.3174353371243863, + "eval_overall_accuracy": 0.6348706742487726, + "eval_runtime": 31.7478, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 8177 + }, + { + "epoch": 482.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5927634480969624, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5927634480969624, + "eval_loss": 0.43149203062057495, + "eval_mean_accuracy": 0.5927634480969624, + "eval_mean_iou": 0.2963817240484812, + "eval_overall_accuracy": 0.5927634480969624, + "eval_runtime": 32.0797, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 8194 + }, + { + "epoch": 482.35, + "learning_rate": 1.0882000000000004e-05, + "loss": 0.0099, + "step": 8200 + }, + { + "epoch": 483.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6190792690288823, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6190792690288823, + "eval_loss": 0.42494192719459534, + "eval_mean_accuracy": 0.6190792690288823, + "eval_mean_iou": 0.30953963451444116, + "eval_overall_accuracy": 0.6190792690288823, + "eval_runtime": 32.1615, + "eval_samples_per_second": 1.026, + "eval_steps_per_second": 0.155, + "step": 8211 + }, + { + "epoch": 484.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6164971770322917, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6164971770322917, + "eval_loss": 0.4291350841522217, + "eval_mean_accuracy": 0.6164971770322917, + "eval_mean_iou": 0.30824858851614584, + "eval_overall_accuracy": 0.6164971770322917, + "eval_runtime": 31.7739, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 8228 + }, + { + "epoch": 485.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5951518831938087, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5951518831938087, + "eval_loss": 0.43923649191856384, + "eval_mean_accuracy": 0.5951518831938087, + "eval_mean_iou": 0.29757594159690437, + "eval_overall_accuracy": 0.5951518831938087, + "eval_runtime": 33.1045, + "eval_samples_per_second": 0.997, + "eval_steps_per_second": 0.151, + "step": 8245 + }, + { + "epoch": 486.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5671600932900275, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5671600932900275, + "eval_loss": 0.44128158688545227, + "eval_mean_accuracy": 0.5671600932900275, + "eval_mean_iou": 0.28358004664501374, + "eval_overall_accuracy": 0.5671600932900275, + "eval_runtime": 32.9236, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 8262 + }, + { + "epoch": 487.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5990262166016561, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5990262166016561, + "eval_loss": 0.43168890476226807, + "eval_mean_accuracy": 0.5990262166016561, + "eval_mean_iou": 0.29951310830082806, + "eval_overall_accuracy": 0.5990262166016561, + "eval_runtime": 32.6633, + "eval_samples_per_second": 1.01, + "eval_steps_per_second": 0.153, + "step": 8279 + }, + { + "epoch": 488.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5972187522040426, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5972187522040426, + "eval_loss": 0.4281805753707886, + "eval_mean_accuracy": 0.5972187522040426, + "eval_mean_iou": 0.2986093761020213, + "eval_overall_accuracy": 0.5972187522040426, + "eval_runtime": 32.8424, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 8296 + }, + { + "epoch": 488.24, + "learning_rate": 1.0283000000000003e-05, + "loss": 0.0099, + "step": 8300 + }, + { + "epoch": 489.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6082440459468926, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6082440459468926, + "eval_loss": 0.424834281206131, + "eval_mean_accuracy": 0.6082440459468926, + "eval_mean_iou": 0.3041220229734463, + "eval_overall_accuracy": 0.6082440459468926, + "eval_runtime": 32.9393, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 8313 + }, + { + "epoch": 490.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.600390182790596, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.600390182790596, + "eval_loss": 0.42622560262680054, + "eval_mean_accuracy": 0.600390182790596, + "eval_mean_iou": 0.300195091395298, + "eval_overall_accuracy": 0.600390182790596, + "eval_runtime": 32.8206, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 8330 + }, + { + "epoch": 491.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5894461771291202, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5894461771291202, + "eval_loss": 0.43971922993659973, + "eval_mean_accuracy": 0.5894461771291202, + "eval_mean_iou": 0.2947230885645601, + "eval_overall_accuracy": 0.5894461771291202, + "eval_runtime": 33.0874, + "eval_samples_per_second": 0.997, + "eval_steps_per_second": 0.151, + "step": 8347 + }, + { + "epoch": 492.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6191581662843337, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6191581662843337, + "eval_loss": 0.4129183888435364, + "eval_mean_accuracy": 0.6191581662843337, + "eval_mean_iou": 0.30957908314216687, + "eval_overall_accuracy": 0.6191581662843337, + "eval_runtime": 32.9447, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 8364 + }, + { + "epoch": 493.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5896183165955595, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5896183165955595, + "eval_loss": 0.44452741742134094, + "eval_mean_accuracy": 0.5896183165955595, + "eval_mean_iou": 0.29480915829777976, + "eval_overall_accuracy": 0.5896183165955595, + "eval_runtime": 33.1372, + "eval_samples_per_second": 0.996, + "eval_steps_per_second": 0.151, + "step": 8381 + }, + { + "epoch": 494.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6134405060900313, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6134405060900313, + "eval_loss": 0.4180106818675995, + "eval_mean_accuracy": 0.6134405060900313, + "eval_mean_iou": 0.30672025304501566, + "eval_overall_accuracy": 0.6134405060900313, + "eval_runtime": 32.938, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 8398 + }, + { + "epoch": 494.12, + "learning_rate": 9.684000000000002e-06, + "loss": 0.0103, + "step": 8400 + }, + { + "epoch": 495.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6335090988857556, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6335090988857556, + "eval_loss": 0.40369465947151184, + "eval_mean_accuracy": 0.6335090988857556, + "eval_mean_iou": 0.3167545494428778, + "eval_overall_accuracy": 0.6335090988857556, + "eval_runtime": 32.7293, + "eval_samples_per_second": 1.008, + "eval_steps_per_second": 0.153, + "step": 8415 + }, + { + "epoch": 496.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6021211407586808, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6021211407586808, + "eval_loss": 0.43595442175865173, + "eval_mean_accuracy": 0.6021211407586808, + "eval_mean_iou": 0.3010605703793404, + "eval_overall_accuracy": 0.6021211407586808, + "eval_runtime": 32.8704, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 8432 + }, + { + "epoch": 497.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6250981732894537, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6250981732894537, + "eval_loss": 0.40891507267951965, + "eval_mean_accuracy": 0.6250981732894537, + "eval_mean_iou": 0.31254908664472686, + "eval_overall_accuracy": 0.6250981732894537, + "eval_runtime": 32.0324, + "eval_samples_per_second": 1.03, + "eval_steps_per_second": 0.156, + "step": 8449 + }, + { + "epoch": 498.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6082583909024292, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6082583909024292, + "eval_loss": 0.42184409499168396, + "eval_mean_accuracy": 0.6082583909024292, + "eval_mean_iou": 0.3041291954512146, + "eval_overall_accuracy": 0.6082583909024292, + "eval_runtime": 32.0699, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 8466 + }, + { + "epoch": 499.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6382094626499197, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6382094626499197, + "eval_loss": 0.3990192115306854, + "eval_mean_accuracy": 0.6382094626499197, + "eval_mean_iou": 0.31910473132495987, + "eval_overall_accuracy": 0.6382094626499197, + "eval_runtime": 31.5347, + "eval_samples_per_second": 1.046, + "eval_steps_per_second": 0.159, + "step": 8483 + }, + { + "epoch": 500.0, + "learning_rate": 9.085000000000002e-06, + "loss": 0.0101, + "step": 8500 + }, + { + "epoch": 500.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6249523329081648, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6249523329081648, + "eval_loss": 0.41844651103019714, + "eval_mean_accuracy": 0.6249523329081648, + "eval_mean_iou": 0.3124761664540824, + "eval_overall_accuracy": 0.6249523329081648, + "eval_runtime": 32.0221, + "eval_samples_per_second": 1.031, + "eval_steps_per_second": 0.156, + "step": 8500 + }, + { + "epoch": 501.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.603486302360582, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.603486302360582, + "eval_loss": 0.44056236743927, + "eval_mean_accuracy": 0.603486302360582, + "eval_mean_iou": 0.301743151180291, + "eval_overall_accuracy": 0.603486302360582, + "eval_runtime": 31.7116, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 8517 + }, + { + "epoch": 502.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.614769805303091, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.614769805303091, + "eval_loss": 0.43137219548225403, + "eval_mean_accuracy": 0.614769805303091, + "eval_mean_iou": 0.3073849026515455, + "eval_overall_accuracy": 0.614769805303091, + "eval_runtime": 32.0124, + "eval_samples_per_second": 1.031, + "eval_steps_per_second": 0.156, + "step": 8534 + }, + { + "epoch": 503.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6255847063647372, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6255847063647372, + "eval_loss": 0.41357722878456116, + "eval_mean_accuracy": 0.6255847063647372, + "eval_mean_iou": 0.3127923531823686, + "eval_overall_accuracy": 0.6255847063647372, + "eval_runtime": 31.7673, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 8551 + }, + { + "epoch": 504.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6213840252184318, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6213840252184318, + "eval_loss": 0.42139217257499695, + "eval_mean_accuracy": 0.6213840252184318, + "eval_mean_iou": 0.3106920126092159, + "eval_overall_accuracy": 0.6213840252184318, + "eval_runtime": 31.688, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 8568 + }, + { + "epoch": 505.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5990321936664631, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5990321936664631, + "eval_loss": 0.4371134340763092, + "eval_mean_accuracy": 0.5990321936664631, + "eval_mean_iou": 0.29951609683323155, + "eval_overall_accuracy": 0.5990321936664631, + "eval_runtime": 32.0024, + "eval_samples_per_second": 1.031, + "eval_steps_per_second": 0.156, + "step": 8585 + }, + { + "epoch": 505.88, + "learning_rate": 8.486000000000001e-06, + "loss": 0.0099, + "step": 8600 + }, + { + "epoch": 506.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6293036360876046, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6293036360876046, + "eval_loss": 0.4209721088409424, + "eval_mean_accuracy": 0.6293036360876046, + "eval_mean_iou": 0.3146518180438023, + "eval_overall_accuracy": 0.6293036360876046, + "eval_runtime": 32.0356, + "eval_samples_per_second": 1.03, + "eval_steps_per_second": 0.156, + "step": 8602 + }, + { + "epoch": 507.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6206285242268368, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6206285242268368, + "eval_loss": 0.41724154353141785, + "eval_mean_accuracy": 0.6206285242268368, + "eval_mean_iou": 0.3103142621134184, + "eval_overall_accuracy": 0.6206285242268368, + "eval_runtime": 31.7229, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 8619 + }, + { + "epoch": 508.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6301009765328481, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6301009765328481, + "eval_loss": 0.4155144691467285, + "eval_mean_accuracy": 0.6301009765328481, + "eval_mean_iou": 0.31505048826642407, + "eval_overall_accuracy": 0.6301009765328481, + "eval_runtime": 31.9639, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 8636 + }, + { + "epoch": 509.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6134500693937224, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6134500693937224, + "eval_loss": 0.42132171988487244, + "eval_mean_accuracy": 0.6134500693937224, + "eval_mean_iou": 0.3067250346968612, + "eval_overall_accuracy": 0.6134500693937224, + "eval_runtime": 31.8043, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 8653 + }, + { + "epoch": 510.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6059368989314203, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6059368989314203, + "eval_loss": 0.44013071060180664, + "eval_mean_accuracy": 0.6059368989314203, + "eval_mean_iou": 0.30296844946571017, + "eval_overall_accuracy": 0.6059368989314203, + "eval_runtime": 31.5916, + "eval_samples_per_second": 1.045, + "eval_steps_per_second": 0.158, + "step": 8670 + }, + { + "epoch": 511.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6176495551270664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6176495551270664, + "eval_loss": 0.42331352829933167, + "eval_mean_accuracy": 0.6176495551270664, + "eval_mean_iou": 0.3088247775635332, + "eval_overall_accuracy": 0.6176495551270664, + "eval_runtime": 31.6252, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 8687 + }, + { + "epoch": 511.76, + "learning_rate": 7.887000000000001e-06, + "loss": 0.0105, + "step": 8700 + }, + { + "epoch": 512.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6355687954182212, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6355687954182212, + "eval_loss": 0.40151214599609375, + "eval_mean_accuracy": 0.6355687954182212, + "eval_mean_iou": 0.3177843977091106, + "eval_overall_accuracy": 0.6355687954182212, + "eval_runtime": 33.1753, + "eval_samples_per_second": 0.995, + "eval_steps_per_second": 0.151, + "step": 8704 + }, + { + "epoch": 513.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6201300370219394, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6201300370219394, + "eval_loss": 0.4134722352027893, + "eval_mean_accuracy": 0.6201300370219394, + "eval_mean_iou": 0.3100650185109697, + "eval_overall_accuracy": 0.6201300370219394, + "eval_runtime": 32.7973, + "eval_samples_per_second": 1.006, + "eval_steps_per_second": 0.152, + "step": 8721 + }, + { + "epoch": 514.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6249571145600104, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6249571145600104, + "eval_loss": 0.4161529839038849, + "eval_mean_accuracy": 0.6249571145600104, + "eval_mean_iou": 0.3124785572800052, + "eval_overall_accuracy": 0.6249571145600104, + "eval_runtime": 32.5906, + "eval_samples_per_second": 1.013, + "eval_steps_per_second": 0.153, + "step": 8738 + }, + { + "epoch": 515.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6079428018806237, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6079428018806237, + "eval_loss": 0.4336094856262207, + "eval_mean_accuracy": 0.6079428018806237, + "eval_mean_iou": 0.30397140094031183, + "eval_overall_accuracy": 0.6079428018806237, + "eval_runtime": 32.9913, + "eval_samples_per_second": 1.0, + "eval_steps_per_second": 0.152, + "step": 8755 + }, + { + "epoch": 516.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6101770287054514, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6101770287054514, + "eval_loss": 0.4239645302295685, + "eval_mean_accuracy": 0.6101770287054514, + "eval_mean_iou": 0.3050885143527257, + "eval_overall_accuracy": 0.6101770287054514, + "eval_runtime": 32.8567, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 8772 + }, + { + "epoch": 517.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6278416460358313, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6278416460358313, + "eval_loss": 0.40763235092163086, + "eval_mean_accuracy": 0.6278416460358313, + "eval_mean_iou": 0.31392082301791563, + "eval_overall_accuracy": 0.6278416460358313, + "eval_runtime": 33.0698, + "eval_samples_per_second": 0.998, + "eval_steps_per_second": 0.151, + "step": 8789 + }, + { + "epoch": 517.65, + "learning_rate": 7.2879999999999995e-06, + "loss": 0.0098, + "step": 8800 + }, + { + "epoch": 518.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6187768295496521, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6187768295496521, + "eval_loss": 0.4193919003009796, + "eval_mean_accuracy": 0.6187768295496521, + "eval_mean_iou": 0.30938841477482604, + "eval_overall_accuracy": 0.6187768295496521, + "eval_runtime": 32.9936, + "eval_samples_per_second": 1.0, + "eval_steps_per_second": 0.152, + "step": 8806 + }, + { + "epoch": 519.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6213696802628952, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6213696802628952, + "eval_loss": 0.4238679111003876, + "eval_mean_accuracy": 0.6213696802628952, + "eval_mean_iou": 0.3106848401314476, + "eval_overall_accuracy": 0.6213696802628952, + "eval_runtime": 32.7059, + "eval_samples_per_second": 1.009, + "eval_steps_per_second": 0.153, + "step": 8823 + }, + { + "epoch": 520.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6076750293772736, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6076750293772736, + "eval_loss": 0.4382891058921814, + "eval_mean_accuracy": 0.6076750293772736, + "eval_mean_iou": 0.3038375146886368, + "eval_overall_accuracy": 0.6076750293772736, + "eval_runtime": 32.8968, + "eval_samples_per_second": 1.003, + "eval_steps_per_second": 0.152, + "step": 8840 + }, + { + "epoch": 521.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5973980641482504, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5973980641482504, + "eval_loss": 0.4425117075443268, + "eval_mean_accuracy": 0.5973980641482504, + "eval_mean_iou": 0.2986990320741252, + "eval_overall_accuracy": 0.5973980641482504, + "eval_runtime": 33.0929, + "eval_samples_per_second": 0.997, + "eval_steps_per_second": 0.151, + "step": 8857 + }, + { + "epoch": 522.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6107759305991051, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6107759305991051, + "eval_loss": 0.44071707129478455, + "eval_mean_accuracy": 0.6107759305991051, + "eval_mean_iou": 0.30538796529955253, + "eval_overall_accuracy": 0.6107759305991051, + "eval_runtime": 32.6631, + "eval_samples_per_second": 1.01, + "eval_steps_per_second": 0.153, + "step": 8874 + }, + { + "epoch": 523.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6116449958220317, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6116449958220317, + "eval_loss": 0.435483455657959, + "eval_mean_accuracy": 0.6116449958220317, + "eval_mean_iou": 0.30582249791101584, + "eval_overall_accuracy": 0.6116449958220317, + "eval_runtime": 31.6899, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 8891 + }, + { + "epoch": 523.53, + "learning_rate": 6.688999999999999e-06, + "loss": 0.0111, + "step": 8900 + }, + { + "epoch": 524.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6261692633028543, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6261692633028543, + "eval_loss": 0.4115915596485138, + "eval_mean_accuracy": 0.6261692633028543, + "eval_mean_iou": 0.31308463165142714, + "eval_overall_accuracy": 0.6261692633028543, + "eval_runtime": 31.9008, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 8908 + }, + { + "epoch": 525.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6386780645307825, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6386780645307825, + "eval_loss": 0.39915454387664795, + "eval_mean_accuracy": 0.6386780645307825, + "eval_mean_iou": 0.31933903226539123, + "eval_overall_accuracy": 0.6386780645307825, + "eval_runtime": 31.6098, + "eval_samples_per_second": 1.044, + "eval_steps_per_second": 0.158, + "step": 8925 + }, + { + "epoch": 526.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6180978349875856, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6180978349875856, + "eval_loss": 0.4193849563598633, + "eval_mean_accuracy": 0.6180978349875856, + "eval_mean_iou": 0.3090489174937928, + "eval_overall_accuracy": 0.6180978349875856, + "eval_runtime": 31.8034, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 8942 + }, + { + "epoch": 527.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6188114965255322, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6188114965255322, + "eval_loss": 0.41500553488731384, + "eval_mean_accuracy": 0.6188114965255322, + "eval_mean_iou": 0.3094057482627661, + "eval_overall_accuracy": 0.6188114965255322, + "eval_runtime": 31.9265, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 8959 + }, + { + "epoch": 528.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6238202768337336, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6238202768337336, + "eval_loss": 0.41729846596717834, + "eval_mean_accuracy": 0.6238202768337336, + "eval_mean_iou": 0.3119101384168668, + "eval_overall_accuracy": 0.6238202768337336, + "eval_runtime": 31.9075, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 8976 + }, + { + "epoch": 529.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6284297892128325, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6284297892128325, + "eval_loss": 0.4068284034729004, + "eval_mean_accuracy": 0.6284297892128325, + "eval_mean_iou": 0.3142148946064163, + "eval_overall_accuracy": 0.6284297892128325, + "eval_runtime": 31.8744, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 8993 + }, + { + "epoch": 529.41, + "learning_rate": 6.0899999999999984e-06, + "loss": 0.0094, + "step": 9000 + }, + { + "epoch": 530.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6211808050149965, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6211808050149965, + "eval_loss": 0.4141978323459625, + "eval_mean_accuracy": 0.6211808050149965, + "eval_mean_iou": 0.31059040250749825, + "eval_overall_accuracy": 0.6211808050149965, + "eval_runtime": 31.8104, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 9010 + }, + { + "epoch": 531.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6334529144765705, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6334529144765705, + "eval_loss": 0.40237119793891907, + "eval_mean_accuracy": 0.6334529144765705, + "eval_mean_iou": 0.31672645723828524, + "eval_overall_accuracy": 0.6334529144765705, + "eval_runtime": 31.9024, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 9027 + }, + { + "epoch": 532.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6322168574744989, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6322168574744989, + "eval_loss": 0.4090452790260315, + "eval_mean_accuracy": 0.6322168574744989, + "eval_mean_iou": 0.3161084287372494, + "eval_overall_accuracy": 0.6322168574744989, + "eval_runtime": 31.7821, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 9044 + }, + { + "epoch": 533.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6275344249047554, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6275344249047554, + "eval_loss": 0.4151843190193176, + "eval_mean_accuracy": 0.6275344249047554, + "eval_mean_iou": 0.3137672124523777, + "eval_overall_accuracy": 0.6275344249047554, + "eval_runtime": 31.9642, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 9061 + }, + { + "epoch": 534.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6324977795204242, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6324977795204242, + "eval_loss": 0.40899935364723206, + "eval_mean_accuracy": 0.6324977795204242, + "eval_mean_iou": 0.3162488897602121, + "eval_overall_accuracy": 0.6324977795204242, + "eval_runtime": 31.8585, + "eval_samples_per_second": 1.036, + "eval_steps_per_second": 0.157, + "step": 9078 + }, + { + "epoch": 535.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6015855957519805, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6015855957519805, + "eval_loss": 0.4307294487953186, + "eval_mean_accuracy": 0.6015855957519805, + "eval_mean_iou": 0.3007927978759902, + "eval_overall_accuracy": 0.6015855957519805, + "eval_runtime": 31.8983, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 9095 + }, + { + "epoch": 535.29, + "learning_rate": 5.490999999999998e-06, + "loss": 0.0096, + "step": 9100 + }, + { + "epoch": 536.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6193362828155801, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6193362828155801, + "eval_loss": 0.41596874594688416, + "eval_mean_accuracy": 0.6193362828155801, + "eval_mean_iou": 0.30966814140779003, + "eval_overall_accuracy": 0.6193362828155801, + "eval_runtime": 31.9645, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 9112 + }, + { + "epoch": 537.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6235548951563062, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6235548951563062, + "eval_loss": 0.4250648617744446, + "eval_mean_accuracy": 0.6235548951563062, + "eval_mean_iou": 0.3117774475781531, + "eval_overall_accuracy": 0.6235548951563062, + "eval_runtime": 31.7939, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 9129 + }, + { + "epoch": 538.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6163668770195008, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6163668770195008, + "eval_loss": 0.42895299196243286, + "eval_mean_accuracy": 0.6163668770195008, + "eval_mean_iou": 0.3081834385097504, + "eval_overall_accuracy": 0.6163668770195008, + "eval_runtime": 31.8824, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 9146 + }, + { + "epoch": 539.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.633401511719231, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.633401511719231, + "eval_loss": 0.41457226872444153, + "eval_mean_accuracy": 0.633401511719231, + "eval_mean_iou": 0.3167007558596155, + "eval_overall_accuracy": 0.633401511719231, + "eval_runtime": 31.9768, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 9163 + }, + { + "epoch": 540.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.634302853092115, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.634302853092115, + "eval_loss": 0.41289234161376953, + "eval_mean_accuracy": 0.634302853092115, + "eval_mean_iou": 0.3171514265460575, + "eval_overall_accuracy": 0.634302853092115, + "eval_runtime": 32.9708, + "eval_samples_per_second": 1.001, + "eval_steps_per_second": 0.152, + "step": 9180 + }, + { + "epoch": 541.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6234724116619706, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6234724116619706, + "eval_loss": 0.4263343811035156, + "eval_mean_accuracy": 0.6234724116619706, + "eval_mean_iou": 0.3117362058309853, + "eval_overall_accuracy": 0.6234724116619706, + "eval_runtime": 32.9479, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 9197 + }, + { + "epoch": 541.18, + "learning_rate": 4.891999999999997e-06, + "loss": 0.0094, + "step": 9200 + }, + { + "epoch": 542.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6057826906594017, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6057826906594017, + "eval_loss": 0.4300277829170227, + "eval_mean_accuracy": 0.6057826906594017, + "eval_mean_iou": 0.30289134532970086, + "eval_overall_accuracy": 0.6057826906594017, + "eval_runtime": 32.8499, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 9214 + }, + { + "epoch": 543.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6145845162940764, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6145845162940764, + "eval_loss": 0.42685961723327637, + "eval_mean_accuracy": 0.6145845162940764, + "eval_mean_iou": 0.3072922581470382, + "eval_overall_accuracy": 0.6145845162940764, + "eval_runtime": 32.904, + "eval_samples_per_second": 1.003, + "eval_steps_per_second": 0.152, + "step": 9231 + }, + { + "epoch": 544.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.618705104771969, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.618705104771969, + "eval_loss": 0.4188864231109619, + "eval_mean_accuracy": 0.618705104771969, + "eval_mean_iou": 0.3093525523859845, + "eval_overall_accuracy": 0.618705104771969, + "eval_runtime": 33.1307, + "eval_samples_per_second": 0.996, + "eval_steps_per_second": 0.151, + "step": 9248 + }, + { + "epoch": 545.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6051084777491809, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6051084777491809, + "eval_loss": 0.43324631452560425, + "eval_mean_accuracy": 0.6051084777491809, + "eval_mean_iou": 0.30255423887459043, + "eval_overall_accuracy": 0.6051084777491809, + "eval_runtime": 33.0675, + "eval_samples_per_second": 0.998, + "eval_steps_per_second": 0.151, + "step": 9265 + }, + { + "epoch": 546.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.5958021878448019, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.5958021878448019, + "eval_loss": 0.4467170536518097, + "eval_mean_accuracy": 0.5958021878448019, + "eval_mean_iou": 0.29790109392240094, + "eval_overall_accuracy": 0.5958021878448019, + "eval_runtime": 32.8377, + "eval_samples_per_second": 1.005, + "eval_steps_per_second": 0.152, + "step": 9282 + }, + { + "epoch": 547.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6122797601045269, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6122797601045269, + "eval_loss": 0.4374261200428009, + "eval_mean_accuracy": 0.6122797601045269, + "eval_mean_iou": 0.30613988005226345, + "eval_overall_accuracy": 0.6122797601045269, + "eval_runtime": 32.941, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 9299 + }, + { + "epoch": 547.06, + "learning_rate": 4.292999999999997e-06, + "loss": 0.0091, + "step": 9300 + }, + { + "epoch": 548.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6022335095770509, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6022335095770509, + "eval_loss": 0.45441165566444397, + "eval_mean_accuracy": 0.6022335095770509, + "eval_mean_iou": 0.30111675478852545, + "eval_overall_accuracy": 0.6022335095770509, + "eval_runtime": 32.981, + "eval_samples_per_second": 1.001, + "eval_steps_per_second": 0.152, + "step": 9316 + }, + { + "epoch": 549.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6181504331578865, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6181504331578865, + "eval_loss": 0.4333619177341461, + "eval_mean_accuracy": 0.6181504331578865, + "eval_mean_iou": 0.30907521657894327, + "eval_overall_accuracy": 0.6181504331578865, + "eval_runtime": 31.6401, + "eval_samples_per_second": 1.043, + "eval_steps_per_second": 0.158, + "step": 9333 + }, + { + "epoch": 550.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6180069836025204, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6180069836025204, + "eval_loss": 0.43875056505203247, + "eval_mean_accuracy": 0.6180069836025204, + "eval_mean_iou": 0.3090034918012602, + "eval_overall_accuracy": 0.6180069836025204, + "eval_runtime": 31.8701, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 9350 + }, + { + "epoch": 551.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6202758774032283, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6202758774032283, + "eval_loss": 0.4288010597229004, + "eval_mean_accuracy": 0.6202758774032283, + "eval_mean_iou": 0.31013793870161416, + "eval_overall_accuracy": 0.6202758774032283, + "eval_runtime": 31.7674, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 9367 + }, + { + "epoch": 552.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6174128633607123, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6174128633607123, + "eval_loss": 0.4325440526008606, + "eval_mean_accuracy": 0.6174128633607123, + "eval_mean_iou": 0.30870643168035616, + "eval_overall_accuracy": 0.6174128633607123, + "eval_runtime": 32.0992, + "eval_samples_per_second": 1.028, + "eval_steps_per_second": 0.156, + "step": 9384 + }, + { + "epoch": 552.94, + "learning_rate": 3.694000000000003e-06, + "loss": 0.0097, + "step": 9400 + }, + { + "epoch": 553.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6137943483266012, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6137943483266012, + "eval_loss": 0.4341939091682434, + "eval_mean_accuracy": 0.6137943483266012, + "eval_mean_iou": 0.3068971741633006, + "eval_overall_accuracy": 0.6137943483266012, + "eval_runtime": 31.8208, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 9401 + }, + { + "epoch": 554.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6133293326846225, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6133293326846225, + "eval_loss": 0.42785269021987915, + "eval_mean_accuracy": 0.6133293326846225, + "eval_mean_iou": 0.30666466634231127, + "eval_overall_accuracy": 0.6133293326846225, + "eval_runtime": 32.1469, + "eval_samples_per_second": 1.027, + "eval_steps_per_second": 0.156, + "step": 9418 + }, + { + "epoch": 555.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6229679473922664, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6229679473922664, + "eval_loss": 0.4191734790802002, + "eval_mean_accuracy": 0.6229679473922664, + "eval_mean_iou": 0.3114839736961332, + "eval_overall_accuracy": 0.6229679473922664, + "eval_runtime": 31.748, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 9435 + }, + { + "epoch": 556.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.625928985297616, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.625928985297616, + "eval_loss": 0.4239823818206787, + "eval_mean_accuracy": 0.625928985297616, + "eval_mean_iou": 0.312964492648808, + "eval_overall_accuracy": 0.625928985297616, + "eval_runtime": 31.6819, + "eval_samples_per_second": 1.042, + "eval_steps_per_second": 0.158, + "step": 9452 + }, + { + "epoch": 557.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6303041967362836, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6303041967362836, + "eval_loss": 0.4238009452819824, + "eval_mean_accuracy": 0.6303041967362836, + "eval_mean_iou": 0.3151520983681418, + "eval_overall_accuracy": 0.6303041967362836, + "eval_runtime": 31.7141, + "eval_samples_per_second": 1.041, + "eval_steps_per_second": 0.158, + "step": 9469 + }, + { + "epoch": 558.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6289964149565288, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6289964149565288, + "eval_loss": 0.4146493077278137, + "eval_mean_accuracy": 0.6289964149565288, + "eval_mean_iou": 0.3144982074782644, + "eval_overall_accuracy": 0.6289964149565288, + "eval_runtime": 31.7443, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 9486 + }, + { + "epoch": 558.82, + "learning_rate": 3.0950000000000026e-06, + "loss": 0.0097, + "step": 9500 + }, + { + "epoch": 559.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6320483042469436, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6320483042469436, + "eval_loss": 0.4233624041080475, + "eval_mean_accuracy": 0.6320483042469436, + "eval_mean_iou": 0.3160241521234718, + "eval_overall_accuracy": 0.6320483042469436, + "eval_runtime": 31.9121, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 9503 + }, + { + "epoch": 560.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.61650434951006, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.61650434951006, + "eval_loss": 0.4238017797470093, + "eval_mean_accuracy": 0.61650434951006, + "eval_mean_iou": 0.30825217475503, + "eval_overall_accuracy": 0.61650434951006, + "eval_runtime": 31.7654, + "eval_samples_per_second": 1.039, + "eval_steps_per_second": 0.157, + "step": 9520 + }, + { + "epoch": 561.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6110951058597948, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6110951058597948, + "eval_loss": 0.42509880661964417, + "eval_mean_accuracy": 0.6110951058597948, + "eval_mean_iou": 0.3055475529298974, + "eval_overall_accuracy": 0.6110951058597948, + "eval_runtime": 31.7317, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 9537 + }, + { + "epoch": 562.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6175252321790824, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6175252321790824, + "eval_loss": 0.4216906726360321, + "eval_mean_accuracy": 0.6175252321790824, + "eval_mean_iou": 0.3087626160895412, + "eval_overall_accuracy": 0.6175252321790824, + "eval_runtime": 31.987, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 9554 + }, + { + "epoch": 563.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.613884004298705, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.613884004298705, + "eval_loss": 0.4217751920223236, + "eval_mean_accuracy": 0.613884004298705, + "eval_mean_iou": 0.3069420021493525, + "eval_overall_accuracy": 0.613884004298705, + "eval_runtime": 31.8932, + "eval_samples_per_second": 1.035, + "eval_steps_per_second": 0.157, + "step": 9571 + }, + { + "epoch": 564.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6161827834234476, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6161827834234476, + "eval_loss": 0.423443078994751, + "eval_mean_accuracy": 0.6161827834234476, + "eval_mean_iou": 0.3080913917117238, + "eval_overall_accuracy": 0.6161827834234476, + "eval_runtime": 31.8208, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 9588 + }, + { + "epoch": 564.71, + "learning_rate": 2.496000000000002e-06, + "loss": 0.0089, + "step": 9600 + }, + { + "epoch": 565.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6086469001148792, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6086469001148792, + "eval_loss": 0.4242061376571655, + "eval_mean_accuracy": 0.6086469001148792, + "eval_mean_iou": 0.3043234500574396, + "eval_overall_accuracy": 0.6086469001148792, + "eval_runtime": 31.7797, + "eval_samples_per_second": 1.038, + "eval_steps_per_second": 0.157, + "step": 9605 + }, + { + "epoch": 566.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6085871294668099, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6085871294668099, + "eval_loss": 0.439187616109848, + "eval_mean_accuracy": 0.6085871294668099, + "eval_mean_iou": 0.30429356473340496, + "eval_overall_accuracy": 0.6085871294668099, + "eval_runtime": 32.1869, + "eval_samples_per_second": 1.025, + "eval_steps_per_second": 0.155, + "step": 9622 + }, + { + "epoch": 567.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6132970565346652, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6132970565346652, + "eval_loss": 0.4301214814186096, + "eval_mean_accuracy": 0.6132970565346652, + "eval_mean_iou": 0.3066485282673326, + "eval_overall_accuracy": 0.6132970565346652, + "eval_runtime": 32.1045, + "eval_samples_per_second": 1.028, + "eval_steps_per_second": 0.156, + "step": 9639 + }, + { + "epoch": 568.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6149718300935649, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6149718300935649, + "eval_loss": 0.43000173568725586, + "eval_mean_accuracy": 0.6149718300935649, + "eval_mean_iou": 0.30748591504678247, + "eval_overall_accuracy": 0.6149718300935649, + "eval_runtime": 32.0559, + "eval_samples_per_second": 1.029, + "eval_steps_per_second": 0.156, + "step": 9656 + }, + { + "epoch": 569.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6162054962697139, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6162054962697139, + "eval_loss": 0.4262509047985077, + "eval_mean_accuracy": 0.6162054962697139, + "eval_mean_iou": 0.30810274813485694, + "eval_overall_accuracy": 0.6162054962697139, + "eval_runtime": 32.9202, + "eval_samples_per_second": 1.002, + "eval_steps_per_second": 0.152, + "step": 9673 + }, + { + "epoch": 570.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6158803439442172, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6158803439442172, + "eval_loss": 0.43024173378944397, + "eval_mean_accuracy": 0.6158803439442172, + "eval_mean_iou": 0.3079401719721086, + "eval_overall_accuracy": 0.6158803439442172, + "eval_runtime": 32.6599, + "eval_samples_per_second": 1.01, + "eval_steps_per_second": 0.153, + "step": 9690 + }, + { + "epoch": 570.59, + "learning_rate": 1.8970000000000013e-06, + "loss": 0.0089, + "step": 9700 + }, + { + "epoch": 571.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6122068399138825, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6122068399138825, + "eval_loss": 0.4338301420211792, + "eval_mean_accuracy": 0.6122068399138825, + "eval_mean_iou": 0.30610341995694124, + "eval_overall_accuracy": 0.6122068399138825, + "eval_runtime": 33.0787, + "eval_samples_per_second": 0.998, + "eval_steps_per_second": 0.151, + "step": 9707 + }, + { + "epoch": 572.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.610539238832751, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.610539238832751, + "eval_loss": 0.43088966608047485, + "eval_mean_accuracy": 0.610539238832751, + "eval_mean_iou": 0.3052696194163755, + "eval_overall_accuracy": 0.610539238832751, + "eval_runtime": 33.08, + "eval_samples_per_second": 0.998, + "eval_steps_per_second": 0.151, + "step": 9724 + }, + { + "epoch": 573.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6171606312258602, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6171606312258602, + "eval_loss": 0.42820772528648376, + "eval_mean_accuracy": 0.6171606312258602, + "eval_mean_iou": 0.3085803156129301, + "eval_overall_accuracy": 0.6171606312258602, + "eval_runtime": 32.6588, + "eval_samples_per_second": 1.01, + "eval_steps_per_second": 0.153, + "step": 9741 + }, + { + "epoch": 574.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6013345590300897, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6013345590300897, + "eval_loss": 0.4398893117904663, + "eval_mean_accuracy": 0.6013345590300897, + "eval_mean_iou": 0.30066727951504485, + "eval_overall_accuracy": 0.6013345590300897, + "eval_runtime": 32.8013, + "eval_samples_per_second": 1.006, + "eval_steps_per_second": 0.152, + "step": 9758 + }, + { + "epoch": 575.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6100311883241625, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6100311883241625, + "eval_loss": 0.4371429681777954, + "eval_mean_accuracy": 0.6100311883241625, + "eval_mean_iou": 0.30501559416208124, + "eval_overall_accuracy": 0.6100311883241625, + "eval_runtime": 32.8723, + "eval_samples_per_second": 1.004, + "eval_steps_per_second": 0.152, + "step": 9775 + }, + { + "epoch": 576.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6106456305863142, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6106456305863142, + "eval_loss": 0.4344470202922821, + "eval_mean_accuracy": 0.6106456305863142, + "eval_mean_iou": 0.3053228152931571, + "eval_overall_accuracy": 0.6106456305863142, + "eval_runtime": 33.1068, + "eval_samples_per_second": 0.997, + "eval_steps_per_second": 0.151, + "step": 9792 + }, + { + "epoch": 576.47, + "learning_rate": 1.298000000000001e-06, + "loss": 0.0089, + "step": 9800 + }, + { + "epoch": 577.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6137405547433389, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6137405547433389, + "eval_loss": 0.4336320161819458, + "eval_mean_accuracy": 0.6137405547433389, + "eval_mean_iou": 0.30687027737166944, + "eval_overall_accuracy": 0.6137405547433389, + "eval_runtime": 32.5064, + "eval_samples_per_second": 1.015, + "eval_steps_per_second": 0.154, + "step": 9809 + }, + { + "epoch": 578.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6029603206575728, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6029603206575728, + "eval_loss": 0.4436990022659302, + "eval_mean_accuracy": 0.6029603206575728, + "eval_mean_iou": 0.3014801603287864, + "eval_overall_accuracy": 0.6029603206575728, + "eval_runtime": 32.007, + "eval_samples_per_second": 1.031, + "eval_steps_per_second": 0.156, + "step": 9826 + }, + { + "epoch": 579.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6014469278484599, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6014469278484599, + "eval_loss": 0.4390232563018799, + "eval_mean_accuracy": 0.6014469278484599, + "eval_mean_iou": 0.30072346392422994, + "eval_overall_accuracy": 0.6014469278484599, + "eval_runtime": 32.0376, + "eval_samples_per_second": 1.03, + "eval_steps_per_second": 0.156, + "step": 9843 + }, + { + "epoch": 580.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6013297773782442, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6013297773782442, + "eval_loss": 0.43767568469047546, + "eval_mean_accuracy": 0.6013297773782442, + "eval_mean_iou": 0.3006648886891221, + "eval_overall_accuracy": 0.6013297773782442, + "eval_runtime": 31.6143, + "eval_samples_per_second": 1.044, + "eval_steps_per_second": 0.158, + "step": 9860 + }, + { + "epoch": 581.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6008253131085399, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6008253131085399, + "eval_loss": 0.4508202075958252, + "eval_mean_accuracy": 0.6008253131085399, + "eval_mean_iou": 0.30041265655426996, + "eval_overall_accuracy": 0.6008253131085399, + "eval_runtime": 31.8307, + "eval_samples_per_second": 1.037, + "eval_steps_per_second": 0.157, + "step": 9877 + }, + { + "epoch": 582.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6035042335550027, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6035042335550027, + "eval_loss": 0.444031298160553, + "eval_mean_accuracy": 0.6035042335550027, + "eval_mean_iou": 0.30175211677750136, + "eval_overall_accuracy": 0.6035042335550027, + "eval_runtime": 31.739, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 9894 + }, + { + "epoch": 582.35, + "learning_rate": 6.990000000000005e-07, + "loss": 0.0087, + "step": 9900 + }, + { + "epoch": 583.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6029483665279589, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6029483665279589, + "eval_loss": 0.44059982895851135, + "eval_mean_accuracy": 0.6029483665279589, + "eval_mean_iou": 0.30147418326397946, + "eval_overall_accuracy": 0.6029483665279589, + "eval_runtime": 31.9576, + "eval_samples_per_second": 1.033, + "eval_steps_per_second": 0.156, + "step": 9911 + }, + { + "epoch": 584.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6080252853749593, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6080252853749593, + "eval_loss": 0.43551105260849, + "eval_mean_accuracy": 0.6080252853749593, + "eval_mean_iou": 0.30401264268747963, + "eval_overall_accuracy": 0.6080252853749593, + "eval_runtime": 31.919, + "eval_samples_per_second": 1.034, + "eval_steps_per_second": 0.157, + "step": 9928 + }, + { + "epoch": 585.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6083289202671509, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6083289202671509, + "eval_loss": 0.43426215648651123, + "eval_mean_accuracy": 0.6083289202671509, + "eval_mean_iou": 0.30416446013357545, + "eval_overall_accuracy": 0.6083289202671509, + "eval_runtime": 31.9393, + "eval_samples_per_second": 1.033, + "eval_steps_per_second": 0.157, + "step": 9945 + }, + { + "epoch": 586.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6099845672186686, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6099845672186686, + "eval_loss": 0.43173709511756897, + "eval_mean_accuracy": 0.6099845672186686, + "eval_mean_iou": 0.3049922836093343, + "eval_overall_accuracy": 0.6099845672186686, + "eval_runtime": 31.7257, + "eval_samples_per_second": 1.04, + "eval_steps_per_second": 0.158, + "step": 9962 + }, + { + "epoch": 587.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6096570240672492, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6096570240672492, + "eval_loss": 0.4369341731071472, + "eval_mean_accuracy": 0.6096570240672492, + "eval_mean_iou": 0.3048285120336246, + "eval_overall_accuracy": 0.6096570240672492, + "eval_runtime": 31.9851, + "eval_samples_per_second": 1.032, + "eval_steps_per_second": 0.156, + "step": 9979 + }, + { + "epoch": 588.0, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6113377746909558, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6113377746909558, + "eval_loss": 0.43151599168777466, + "eval_mean_accuracy": 0.6113377746909558, + "eval_mean_iou": 0.3056688873454779, + "eval_overall_accuracy": 0.6113377746909558, + "eval_runtime": 31.8584, + "eval_samples_per_second": 1.036, + "eval_steps_per_second": 0.157, + "step": 9996 + }, + { + "epoch": 588.24, + "learning_rate": 1e-07, + "loss": 0.0083, + "step": 10000 + }, + { + "epoch": 588.24, + "eval_accuracy_background": NaN, + "eval_accuracy_biofilm": 0.6114226490112141, + "eval_iou_background": 0.0, + "eval_iou_biofilm": 0.6114226490112141, + "eval_loss": 0.4306454658508301, + "eval_mean_accuracy": 0.6114226490112141, + "eval_mean_iou": 0.30571132450560706, + "eval_overall_accuracy": 0.6114226490112141, + "eval_runtime": 31.6155, + "eval_samples_per_second": 1.044, + "eval_steps_per_second": 0.158, + "step": 10000 + }, + { + "epoch": 588.24, + "step": 10000, + "total_flos": 1.3300913767962378e+18, + "train_loss": 0.03221149683594704, + "train_runtime": 26753.4257, + "train_samples_per_second": 2.99, + "train_steps_per_second": 0.374 + } + ], + "logging_steps": 100, + "max_steps": 10000, + "num_input_tokens_seen": 0, + "num_train_epochs": 589, + "save_steps": 500, + "total_flos": 1.3300913767962378e+18, + "train_batch_size": 8, + "trial_name": null, + "trial_params": null +}