From caa30af8f8191f48bae08f3f1074021cc8e4d81e Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Sat, 29 Aug 2026 17:41:38 -0500 Subject: exp: select clean CLLN exposure across sizes --- results/coupled_ladder/p0_clean_lr3e-2.json | 9601 +++++++++++++++++++++++++++ 1 file changed, 9601 insertions(+) create mode 100644 results/coupled_ladder/p0_clean_lr3e-2.json (limited to 'results/coupled_ladder/p0_clean_lr3e-2.json') diff --git a/results/coupled_ladder/p0_clean_lr3e-2.json b/results/coupled_ladder/p0_clean_lr3e-2.json new file mode 100644 index 0000000..eded558 --- /dev/null +++ b/results/coupled_ladder/p0_clean_lr3e-2.json @@ -0,0 +1,9601 @@ +{ + "analysis": "digital_coupled_learning_size_ladder", + "confirmatory": false, + "autodiff_used": false, + "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", + "protocol": { + "sizes": [ + 12, + 16, + 24, + 32 + ], + "rotations_per_input_diameter": 1, + "task_count": 5, + "device_seeds": [ + 20260829 + ], + "methods": [ + "clean" + ], + "epochs": 600, + "record_every": 10, + "learning_time_seconds_by_side": { + "12": 0.03, + "16": 0.03, + "24": 0.03, + "32": 0.03 + }, + "calibration_observations": 16, + "component_imperfection": { + "gain_standard_deviation": 0.01, + "twin_mismatch_standard_deviation_v": 0.001, + "multiplier_offset_standard_deviation_v_per_s": 2.3 + }, + "pairing": "task, initial gates, and component draw" + }, + "records": [ + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00018258563436518094, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0028248298118685733, + -0.005752799349882404, + -0.004217854735908161, + 0.0008808542926794782, + 0.00655657313752811, + 0.009484542675541968, + 0.00794959806156778, + 0.0028508890329801695 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 80, + "restricted_updates_to_zero_error": 640, + "classification_error_auc": 0.19375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4301, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003242426037774888, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031735973580785065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003108301441870538, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003039687909682905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002968015676263142, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028941205619718966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002810254916425724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027280170525057656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002761722830341495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002809494125168094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028118092253571754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002806132735855998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027986170399620905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027902931300685256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002778997512993314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002767249540673643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027544794491086093, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002740510425410046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002725333035669632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002709078706259075, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.000269186442803844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002673800383835379, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026549780804672324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.000263546668135038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026153131546163166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025945439116147853, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025731529837859097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002551121487021063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002528446632595209, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002505088105999179, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024809886331362413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002456072278847035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024356801371795838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024168531003222702, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023975173278751645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002377664546801856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002357277474982016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023363304513378068, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023147895935612305, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002292612481453395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022697473321003412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022461315871645336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022216897666418328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021963303451606395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.000216994125330326, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021452851926155657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021246084151229478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021068113537631449, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020885452840112016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002069780293475468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020505392677702255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020308062934620602, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020105588655874206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019897683665050166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019684001090893493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019464120523156165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019237571485894876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019003810787164143, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018762204143545834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018512014098953723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018258563436518094, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.570647768676281 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.0763057734508556e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.010901957995871348, + -0.022770456440900838, + -0.021217892679587624, + -0.007153737506860325, + 0.011183417720417366, + 0.023051916165446662, + 0.021499352404133643, + 0.0074351972314062875 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 70, + "restricted_updates_to_zero_error": 560, + "classification_error_auc": 0.03229166666666667, + "local_updates": 3838, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 115.1400000000036, + "clipped_updates": 3115, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.625, + "hinge_loss_v2": 0.0003245448686543701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002973977141374866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002729003594239391, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002487071894151109, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002244744831948265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019994164769064908, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001765973555824165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.000161499128862659, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015188319696092062, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014460501204281316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001378160340249735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013137827084642266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012527459916189992, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001195247454505579, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011416869145060724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010799441421426449, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010169286094148178, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.56511331316157e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 9.121100309102118e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.750656345937617e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.387268643768566e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 8.030491748267186e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.68047030966332e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.374998869621725e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.135578538434789e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 6.977604772298078e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 6.827980117125678e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.686444075580444e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.552758744077057e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.426681043579388e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.307959725417794e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 6.19595259559022e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 320, + "local_updates": 2558, + "classification_error": 0.0, + "hinge_loss_v2": 6.089974720754215e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 330, + "local_updates": 2624, + "classification_error": 0.0, + "hinge_loss_v2": 5.988878136394183e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 340, + "local_updates": 2684, + "classification_error": 0.0, + "hinge_loss_v2": 5.890244303434676e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 350, + "local_updates": 2744, + "classification_error": 0.0, + "hinge_loss_v2": 5.7934022436790976e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 360, + "local_updates": 2804, + "classification_error": 0.0, + "hinge_loss_v2": 5.698437174747241e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 370, + "local_updates": 2864, + "classification_error": 0.0, + "hinge_loss_v2": 5.60536081447066e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 380, + "local_updates": 2924, + "classification_error": 0.0, + "hinge_loss_v2": 5.514172696082454e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 2983, + "classification_error": 0.0, + "hinge_loss_v2": 5.4246893166791085e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 400, + "local_updates": 3033, + "classification_error": 0.0, + "hinge_loss_v2": 5.3443440125468375e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 410, + "local_updates": 3078, + "classification_error": 0.0, + "hinge_loss_v2": 5.28477694001037e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 3118, + "classification_error": 0.0, + "hinge_loss_v2": 5.224290446164183e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 3158, + "classification_error": 0.0, + "hinge_loss_v2": 5.162849410296593e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 3198, + "classification_error": 0.0, + "hinge_loss_v2": 5.1005192491379394e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 3238, + "classification_error": 0.0, + "hinge_loss_v2": 5.037326521451078e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 3278, + "classification_error": 0.0, + "hinge_loss_v2": 4.973258834114562e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 3318, + "classification_error": 0.0, + "hinge_loss_v2": 4.9082817413353654e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3358, + "classification_error": 0.0, + "hinge_loss_v2": 4.842346690182156e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3398, + "classification_error": 0.0, + "hinge_loss_v2": 4.775392815274786e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3438, + "classification_error": 0.0, + "hinge_loss_v2": 4.7073510193783666e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3478, + "classification_error": 0.0, + "hinge_loss_v2": 4.638141825573791e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3518, + "classification_error": 0.0, + "hinge_loss_v2": 4.568408742589728e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3558, + "classification_error": 0.0, + "hinge_loss_v2": 4.510169980407455e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3598, + "classification_error": 0.0, + "hinge_loss_v2": 4.450970940765053e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3638, + "classification_error": 0.0, + "hinge_loss_v2": 4.390895353072334e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3678, + "classification_error": 0.0, + "hinge_loss_v2": 4.329946754067647e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3718, + "classification_error": 0.0, + "hinge_loss_v2": 4.268085470126494e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3758, + "classification_error": 0.0, + "hinge_loss_v2": 4.2052475647294395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3798, + "classification_error": 0.0, + "hinge_loss_v2": 4.1413525790071006e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3838, + "classification_error": 0.0, + "hinge_loss_v2": 4.0763057734508556e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 8.628774646669626 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 7.431947430802555e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.015220051054501943, + -0.03481918667150907, + -0.03396029947831106, + -0.013146513944134575, + 0.015429736649424514, + 0.03502887226643159, + 0.03416998507323357, + 0.013356199539057145 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 320, + "classification_error_auc": 0.015625, + "local_updates": 2871, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 86.1300000000025, + "clipped_updates": 2334, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032483963415872786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002671956350247817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022077589296499328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018007598944122592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014453509440156794, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011427417164683685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 9.201946808206681e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 7.966023013392841e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 7.071740828684663e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 6.509397294102371e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 6.106472113813378e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 879, + "classification_error": 0.0, + "hinge_loss_v2": 5.787924344965927e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 120, + "local_updates": 944, + "classification_error": 0.0, + "hinge_loss_v2": 5.5231627540437285e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 130, + "local_updates": 991, + "classification_error": 0.0, + "hinge_loss_v2": 5.282573992992758e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 140, + "local_updates": 1031, + "classification_error": 0.0, + "hinge_loss_v2": 5.052802987491237e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 1071, + "classification_error": 0.0, + "hinge_loss_v2": 4.827015104771848e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 1111, + "classification_error": 0.0, + "hinge_loss_v2": 4.5980790234830945e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1151, + "classification_error": 0.0, + "hinge_loss_v2": 4.364577531240109e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1191, + "classification_error": 0.0, + "hinge_loss_v2": 4.124959836172212e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1231, + "classification_error": 0.0, + "hinge_loss_v2": 3.8774873589206086e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1271, + "classification_error": 0.0, + "hinge_loss_v2": 3.687056849794829e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1311, + "classification_error": 0.0, + "hinge_loss_v2": 3.5445047236554895e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1351, + "classification_error": 0.0, + "hinge_loss_v2": 3.401068527105577e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1391, + "classification_error": 0.0, + "hinge_loss_v2": 3.2548093187921336e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1431, + "classification_error": 0.0, + "hinge_loss_v2": 3.104228556999584e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1471, + "classification_error": 0.0, + "hinge_loss_v2": 2.9740094799315943e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1511, + "classification_error": 0.0, + "hinge_loss_v2": 2.8893365168923704e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1551, + "classification_error": 0.0, + "hinge_loss_v2": 2.8051537132898672e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1591, + "classification_error": 0.0, + "hinge_loss_v2": 2.7214496897354806e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1631, + "classification_error": 0.0, + "hinge_loss_v2": 2.6381946943449113e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1671, + "classification_error": 0.0, + "hinge_loss_v2": 2.555344029394255e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1711, + "classification_error": 0.0, + "hinge_loss_v2": 2.472843289820774e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1751, + "classification_error": 0.0, + "hinge_loss_v2": 2.3906319723823227e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1791, + "classification_error": 0.0, + "hinge_loss_v2": 2.3086453436701173e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1831, + "classification_error": 0.0, + "hinge_loss_v2": 2.226815038576049e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1871, + "classification_error": 0.0, + "hinge_loss_v2": 2.1450688095728392e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1911, + "classification_error": 0.0, + "hinge_loss_v2": 2.0633297022069196e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1951, + "classification_error": 0.0, + "hinge_loss_v2": 1.9815148141660417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1991, + "classification_error": 0.0, + "hinge_loss_v2": 1.899533716766568e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2031, + "classification_error": 0.0, + "hinge_loss_v2": 1.817286569607612e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2071, + "classification_error": 0.0, + "hinge_loss_v2": 1.7447311089748055e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2111, + "classification_error": 0.0, + "hinge_loss_v2": 1.6874805930906377e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2151, + "classification_error": 0.0, + "hinge_loss_v2": 1.630826799635858e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2191, + "classification_error": 0.0, + "hinge_loss_v2": 1.5748008084814782e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2231, + "classification_error": 0.0, + "hinge_loss_v2": 1.5194185532965397e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2271, + "classification_error": 0.0, + "hinge_loss_v2": 1.4646871987100278e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2311, + "classification_error": 0.0, + "hinge_loss_v2": 1.410608807357525e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2351, + "classification_error": 0.0, + "hinge_loss_v2": 1.3571827226495287e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2391, + "classification_error": 0.0, + "hinge_loss_v2": 1.3044071362133487e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2431, + "classification_error": 0.0, + "hinge_loss_v2": 1.252279825670509e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2471, + "classification_error": 0.0, + "hinge_loss_v2": 1.2007982356940148e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2511, + "classification_error": 0.0, + "hinge_loss_v2": 1.1503413106989765e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2551, + "classification_error": 0.0, + "hinge_loss_v2": 1.101479138238573e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2591, + "classification_error": 0.0, + "hinge_loss_v2": 1.0530061129387486e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2631, + "classification_error": 0.0, + "hinge_loss_v2": 1.0049648095929147e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2671, + "classification_error": 0.0, + "hinge_loss_v2": 9.573888868516832e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2711, + "classification_error": 0.0, + "hinge_loss_v2": 9.103028323537095e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2751, + "classification_error": 0.0, + "hinge_loss_v2": 8.637257252870985e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2791, + "classification_error": 0.0, + "hinge_loss_v2": 8.181325745466264e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2831, + "classification_error": 0.0, + "hinge_loss_v2": 7.803454791308066e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2871, + "classification_error": 0.0, + "hinge_loss_v2": 7.431947430802555e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.545525908470154 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 6.559694137624818e-07, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017145401163750684, + -0.040864116745921025, + -0.040617496662934266, + -0.016550007614650253, + 0.01723994172671217, + 0.040958657308882596, + 0.040712037225895725, + 0.01664454817761174 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 30, + "restricted_updates_to_zero_error": 240, + "classification_error_auc": 0.011458333333333333, + "local_updates": 2637, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 79.11000000000223, + "clipped_updates": 2139, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003250873759753253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023097902766005418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001672667226829477, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012113730814877869, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 8.923868748781581e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 399, + "classification_error": 0.0, + "hinge_loss_v2": 6.883814617952245e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 60, + "local_updates": 461, + "classification_error": 0.0, + "hinge_loss_v2": 5.599146250509975e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 70, + "local_updates": 517, + "classification_error": 0.0, + "hinge_loss_v2": 4.9285752595850873e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 557, + "classification_error": 0.0, + "hinge_loss_v2": 4.5587816481813965e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 597, + "classification_error": 0.0, + "hinge_loss_v2": 4.2083870326895856e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 637, + "classification_error": 0.0, + "hinge_loss_v2": 3.8720798055385694e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 677, + "classification_error": 0.0, + "hinge_loss_v2": 3.5480472418090276e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 717, + "classification_error": 0.0, + "hinge_loss_v2": 3.241991788508286e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 757, + "classification_error": 0.0, + "hinge_loss_v2": 2.972717028055712e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 797, + "classification_error": 0.0, + "hinge_loss_v2": 2.721135251095542e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 837, + "classification_error": 0.0, + "hinge_loss_v2": 2.4796058349643637e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 877, + "classification_error": 0.0, + "hinge_loss_v2": 2.245785670967969e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 917, + "classification_error": 0.0, + "hinge_loss_v2": 2.019109155059421e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 957, + "classification_error": 0.0, + "hinge_loss_v2": 1.8134359758469034e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 997, + "classification_error": 0.0, + "hinge_loss_v2": 1.6432147250487487e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1037, + "classification_error": 0.0, + "hinge_loss_v2": 1.478167942097719e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1077, + "classification_error": 0.0, + "hinge_loss_v2": 1.3186141649229066e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1117, + "classification_error": 0.0, + "hinge_loss_v2": 1.1669351366449258e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1157, + "classification_error": 0.0, + "hinge_loss_v2": 1.063930764429569e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1197, + "classification_error": 0.0, + "hinge_loss_v2": 9.680897513420455e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1237, + "classification_error": 0.0, + "hinge_loss_v2": 8.774904111819171e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1277, + "classification_error": 0.0, + "hinge_loss_v2": 7.917257888496384e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1317, + "classification_error": 0.0, + "hinge_loss_v2": 7.317464258286851e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1357, + "classification_error": 0.0, + "hinge_loss_v2": 6.842626576737572e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1397, + "classification_error": 0.0, + "hinge_loss_v2": 6.398612005103167e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1437, + "classification_error": 0.0, + "hinge_loss_v2": 5.982261576495765e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1477, + "classification_error": 0.0, + "hinge_loss_v2": 5.590950695385097e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1517, + "classification_error": 0.0, + "hinge_loss_v2": 5.222489738396192e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1557, + "classification_error": 0.0, + "hinge_loss_v2": 4.875051465037572e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1597, + "classification_error": 0.0, + "hinge_loss_v2": 4.547106733326439e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1637, + "classification_error": 0.0, + "hinge_loss_v2": 4.240424228806526e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1677, + "classification_error": 0.0, + "hinge_loss_v2": 3.954787675655622e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1717, + "classification_error": 0.0, + "hinge_loss_v2": 3.683509439212348e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1757, + "classification_error": 0.0, + "hinge_loss_v2": 3.4261341922833745e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1797, + "classification_error": 0.0, + "hinge_loss_v2": 3.1822210274199593e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1837, + "classification_error": 0.0, + "hinge_loss_v2": 2.9513408488146407e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1877, + "classification_error": 0.0, + "hinge_loss_v2": 2.7330740498303586e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1917, + "classification_error": 0.0, + "hinge_loss_v2": 2.5270085182440305e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1957, + "classification_error": 0.0, + "hinge_loss_v2": 2.332737961338595e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1997, + "classification_error": 0.0, + "hinge_loss_v2": 2.149860524054798e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2037, + "classification_error": 0.0, + "hinge_loss_v2": 1.977977669447211e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2077, + "classification_error": 0.0, + "hinge_loss_v2": 1.8166932933480186e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2117, + "classification_error": 0.0, + "hinge_loss_v2": 1.665613050244173e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2157, + "classification_error": 0.0, + "hinge_loss_v2": 1.52434387281162e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2197, + "classification_error": 0.0, + "hinge_loss_v2": 1.3924936723431546e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2237, + "classification_error": 0.0, + "hinge_loss_v2": 1.2984203747469028e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2277, + "classification_error": 0.0, + "hinge_loss_v2": 1.2155142049622933e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2317, + "classification_error": 0.0, + "hinge_loss_v2": 1.1372759183655784e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2357, + "classification_error": 0.0, + "hinge_loss_v2": 1.0635153409378787e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2397, + "classification_error": 0.0, + "hinge_loss_v2": 9.94032697536683e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2437, + "classification_error": 0.0, + "hinge_loss_v2": 9.286262619389734e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2477, + "classification_error": 0.0, + "hinge_loss_v2": 8.670969796432125e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2517, + "classification_error": 0.0, + "hinge_loss_v2": 8.092509050015411e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2557, + "classification_error": 0.0, + "hinge_loss_v2": 7.549003761613219e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2597, + "classification_error": 0.0, + "hinge_loss_v2": 7.038645197401449e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2637, + "classification_error": 0.0, + "hinge_loss_v2": 6.559694137624818e-07, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.275109734386206 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.187811882758426e-08, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01786372068908848, + -0.04309039301958545, + -0.04307014977978674, + -0.017814849185020104, + 0.017881296198109492, + 0.04310796852860663, + 0.04308772528880794, + 0.017832424694041227 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 160, + "classification_error_auc": 0.009375, + "local_updates": 2573, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 77.19000000000216, + "clipped_updates": 2126, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032519745370874315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019318741898276124, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001225223827510784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 8.295546604272963e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 312, + "classification_error": 0.0, + "hinge_loss_v2": 6.223539113310797e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 50, + "local_updates": 371, + "classification_error": 0.0, + "hinge_loss_v2": 5.033074585093855e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 60, + "local_updates": 413, + "classification_error": 0.0, + "hinge_loss_v2": 4.16730088152367e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 453, + "classification_error": 0.0, + "hinge_loss_v2": 3.38928346962493e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 493, + "classification_error": 0.0, + "hinge_loss_v2": 2.8993099488177203e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 533, + "classification_error": 0.0, + "hinge_loss_v2": 2.54633337141121e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 573, + "classification_error": 0.0, + "hinge_loss_v2": 2.238319455000773e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 613, + "classification_error": 0.0, + "hinge_loss_v2": 1.961352175035432e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 653, + "classification_error": 0.0, + "hinge_loss_v2": 1.710081365856092e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 693, + "classification_error": 0.0, + "hinge_loss_v2": 1.4818584392306708e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 733, + "classification_error": 0.0, + "hinge_loss_v2": 1.2750876046817579e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 773, + "classification_error": 0.0, + "hinge_loss_v2": 1.0886523071516108e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 813, + "classification_error": 0.0, + "hinge_loss_v2": 9.216481130351191e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 853, + "classification_error": 0.0, + "hinge_loss_v2": 7.732316312441155e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 893, + "classification_error": 0.0, + "hinge_loss_v2": 6.425293712651599e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 933, + "classification_error": 0.0, + "hinge_loss_v2": 5.506244644749377e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 973, + "classification_error": 0.0, + "hinge_loss_v2": 4.742324019494352e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1013, + "classification_error": 0.0, + "hinge_loss_v2": 4.071159422486712e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1053, + "classification_error": 0.0, + "hinge_loss_v2": 3.476833153602597e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1093, + "classification_error": 0.0, + "hinge_loss_v2": 2.951460555593272e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1133, + "classification_error": 0.0, + "hinge_loss_v2": 2.489463350089618e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1173, + "classification_error": 0.0, + "hinge_loss_v2": 2.0859099417837598e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1213, + "classification_error": 0.0, + "hinge_loss_v2": 1.7360240885133082e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1253, + "classification_error": 0.0, + "hinge_loss_v2": 1.4350541855669934e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1293, + "classification_error": 0.0, + "hinge_loss_v2": 1.1782672677599192e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1333, + "classification_error": 0.0, + "hinge_loss_v2": 9.609915387422285e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1373, + "classification_error": 0.0, + "hinge_loss_v2": 7.786779418454177e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1413, + "classification_error": 0.0, + "hinge_loss_v2": 6.269661853699077e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1453, + "classification_error": 0.0, + "hinge_loss_v2": 5.017463269701082e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1493, + "classification_error": 0.0, + "hinge_loss_v2": 3.992100534906544e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1533, + "classification_error": 0.0, + "hinge_loss_v2": 3.320117988460797e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1573, + "classification_error": 0.0, + "hinge_loss_v2": 2.809260324597074e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1613, + "classification_error": 0.0, + "hinge_loss_v2": 2.379385362172165e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1653, + "classification_error": 0.0, + "hinge_loss_v2": 2.0141204146397346e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1693, + "classification_error": 0.0, + "hinge_loss_v2": 1.7029434270420016e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1733, + "classification_error": 0.0, + "hinge_loss_v2": 1.4378645489940237e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1773, + "classification_error": 0.0, + "hinge_loss_v2": 1.212312012427966e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1813, + "classification_error": 0.0, + "hinge_loss_v2": 1.0206936671635534e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1853, + "classification_error": 0.0, + "hinge_loss_v2": 8.758371124458244e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1893, + "classification_error": 0.0, + "hinge_loss_v2": 7.837415121698584e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1933, + "classification_error": 0.0, + "hinge_loss_v2": 7.01833965412813e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 1973, + "classification_error": 0.0, + "hinge_loss_v2": 6.286583720354558e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2013, + "classification_error": 0.0, + "hinge_loss_v2": 5.631374479298373e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2053, + "classification_error": 0.0, + "hinge_loss_v2": 5.0440743017097223e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2093, + "classification_error": 0.0, + "hinge_loss_v2": 4.517408299933002e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2133, + "classification_error": 0.0, + "hinge_loss_v2": 4.045065317279311e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2173, + "classification_error": 0.0, + "hinge_loss_v2": 3.621474178098015e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2213, + "classification_error": 0.0, + "hinge_loss_v2": 3.24166792467774e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2253, + "classification_error": 0.0, + "hinge_loss_v2": 2.9011942491091766e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2293, + "classification_error": 0.0, + "hinge_loss_v2": 2.5960511108026032e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2333, + "classification_error": 0.0, + "hinge_loss_v2": 2.3226367132420903e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2373, + "classification_error": 0.0, + "hinge_loss_v2": 2.0777081887734456e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2413, + "classification_error": 0.0, + "hinge_loss_v2": 1.8583460100337762e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2453, + "classification_error": 0.0, + "hinge_loss_v2": 1.6619225277524635e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2493, + "classification_error": 0.0, + "hinge_loss_v2": 1.486073746310052e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2533, + "classification_error": 0.0, + "hinge_loss_v2": 1.3286738130130731e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2573, + "classification_error": 0.0, + "hinge_loss_v2": 1.187811882758426e-08, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.174084506928921 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.0002568382604155378, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0006823599332010932, + -0.0019756164605153337, + -0.0014014757192348792, + 0.0007037384311092132, + 0.003106820092944995, + 0.00440007662025918, + 0.0038259358789787534, + 0.0017207217286347165 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.215625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4230, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032402910447986517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032050085029904665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031721278221347475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031388947812859897, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031043305225406223, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003068025599195245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003030514410118336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002994529579993731, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002947225773709588, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003025698825641042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003037625796337218, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030258211325823745, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003015615553020629, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030064481638542614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029979306058029135, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029897959079996906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002981862407466159, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029740078006203696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.000296614899857491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002958234098030253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002950231975139026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002942125135145701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002933905026434858, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029255687946049957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029171170524891824, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002908552364546264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028998782312668553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000289109842142592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028822165411052206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028732360417544375, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002864159849158204, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002854989749737695, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002845726860744301, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002836371622206166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028269238039102263, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002817382519284207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002807746240576169, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027980128114804906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027881794545274647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027782427713013576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027681987339889285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027580426669682916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027477692171720854, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002737372311834939, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027268451019721074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002716179889536586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002705368035320866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026943998132580903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026832643077520185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026719492550164505, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026604408112403035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002649943776179833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026412910323604324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002632541177193397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026236929647802207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026147447836910934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002605694674136884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025965403448368176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025872709591733776, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002577883408152757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002568382604155378, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.999200839549303 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00010231633873812265, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005816674080144413, + -0.012022543782773398, + -0.01062587446020799, + -0.002444816059456456, + 0.007728278362887253, + 0.013934148065516405, + 0.012537478742950914, + 0.004356420342199352 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.04583333333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4212, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240476056485139, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031030635913986487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029769628910996553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002852979410401425, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027273523650226696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002597914646525886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024632821940520107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023279368138208866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022308577625518625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021971288571497543, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002187104719568241, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021913680088239215, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022058620356801134, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022119621057480838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022174326968473973, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002225931736510042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022022458900184465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021774807721727167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002152178958856493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021264242477399379, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020954539124029, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002066141878575549, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020375415823488516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020090471179144164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019804143983919394, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001951445923203612, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019220039595021783, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018929465403880207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.000186941922744327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018456538075437527, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018216018073098845, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017972312245006532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017735555744992056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017515956889017426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017292487897149704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017064838620200966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001683263128106818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016587361415414077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016323313373610668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016042293872181465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015745577537041114, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001543408880510986, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015101383329489167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014781537903736633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014499299832436175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014212136929215406, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013920038389580243, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013623032882316218, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013321167195556085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001302989043252927, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012755895868164465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012485690915097465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001221889194822372, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001195520595532121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011694406053790274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001143631143464528, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011180773462227581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010927665017357782, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010676871870297949, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010451307675771605, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010231633873812265, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 16.047144696116447 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.103553080867084e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01064110190765205, + -0.022559578982949968, + -0.021259566819195136, + -0.007502594910665211, + 0.010652689175808722, + 0.022571166251106667, + 0.021271154087351918, + 0.007514182178821993 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 70, + "restricted_updates_to_zero_error": 560, + "classification_error_auc": 0.029166666666666667, + "local_updates": 3801, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 114.03000000000355, + "clipped_updates": 3007, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240635554968687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029414072677525594, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002681288574875964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024391389099531465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022073651488105012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001982872090038186, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017641657332834323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015840034953564763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014541904449646173, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013568441644718797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012862617219499184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012231068897347743, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001164464250940768, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011093767934737998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010575073040287252, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010087147096004164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 9.629152320253249e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.209800871916147e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 8.833841590316345e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.479711400050167e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.146432533742318e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 7.83642035890129e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.537196568829901e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.255387452789996e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.041383766344297e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 6.835353860728985e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 6.636027932865666e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.443450415359231e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.318142213082494e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.206071949097758e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.101238662837389e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2475, + "classification_error": 0.0, + "hinge_loss_v2": 6.003357706427741e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 320, + "local_updates": 2542, + "classification_error": 0.0, + "hinge_loss_v2": 5.9104878394652203e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 330, + "local_updates": 2602, + "classification_error": 0.0, + "hinge_loss_v2": 5.820184864822655e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 340, + "local_updates": 2662, + "classification_error": 0.0, + "hinge_loss_v2": 5.732168124235731e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 350, + "local_updates": 2722, + "classification_error": 0.0, + "hinge_loss_v2": 5.648346409586983e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 360, + "local_updates": 2782, + "classification_error": 0.0, + "hinge_loss_v2": 5.5675979346084993e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 370, + "local_updates": 2842, + "classification_error": 0.0, + "hinge_loss_v2": 5.503768613486093e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 380, + "local_updates": 2899, + "classification_error": 0.0, + "hinge_loss_v2": 5.444940891468072e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 2949, + "classification_error": 0.0, + "hinge_loss_v2": 5.387992864246092e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 400, + "local_updates": 2999, + "classification_error": 0.0, + "hinge_loss_v2": 5.3321935189709553e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 3041, + "classification_error": 0.0, + "hinge_loss_v2": 5.2765632022635305e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 3081, + "classification_error": 0.0, + "hinge_loss_v2": 5.220022592834417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 3121, + "classification_error": 0.0, + "hinge_loss_v2": 5.162652640921591e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 3161, + "classification_error": 0.0, + "hinge_loss_v2": 5.104553066043118e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 3201, + "classification_error": 0.0, + "hinge_loss_v2": 5.045803557727395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 3241, + "classification_error": 0.0, + "hinge_loss_v2": 4.986465603851787e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 3281, + "classification_error": 0.0, + "hinge_loss_v2": 4.9265848625043416e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3321, + "classification_error": 0.0, + "hinge_loss_v2": 4.866193589925141e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3361, + "classification_error": 0.0, + "hinge_loss_v2": 4.8053128674228664e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3401, + "classification_error": 0.0, + "hinge_loss_v2": 4.743954512404442e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3441, + "classification_error": 0.0, + "hinge_loss_v2": 4.682111527820944e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3481, + "classification_error": 0.0, + "hinge_loss_v2": 4.619775823088088e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3521, + "classification_error": 0.0, + "hinge_loss_v2": 4.556961924260963e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3561, + "classification_error": 0.0, + "hinge_loss_v2": 4.4937037175451364e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3601, + "classification_error": 0.0, + "hinge_loss_v2": 4.4299909464622824e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3641, + "classification_error": 0.0, + "hinge_loss_v2": 4.365797670633669e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3681, + "classification_error": 0.0, + "hinge_loss_v2": 4.3010937987070824e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3721, + "classification_error": 0.0, + "hinge_loss_v2": 4.2358450183273394e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3761, + "classification_error": 0.0, + "hinge_loss_v2": 4.170012599730556e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3801, + "classification_error": 0.0, + "hinge_loss_v2": 4.103553080867084e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 14.126748714596033 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.5060872133284416e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.013686178781082192, + -0.030855066025738398, + -0.029801402362545526, + -0.011142409675222203, + 0.014191727180217883, + 0.031360614424874145, + 0.03030695076168133, + 0.011647958074358089 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 50, + "restricted_updates_to_zero_error": 400, + "classification_error_auc": 0.014583333333333334, + "local_updates": 3048, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 91.4400000000027, + "clipped_updates": 2438, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401941327637253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002732268860922171, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023259582448677512, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019780549511054518, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016737954695325005, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014074527302371985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011767576616189119, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010093101260345052, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 8.977497232631865e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 8.08961463119406e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 7.434185886239704e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 6.967729448378368e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 6.581198973435893e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 6.265166201858708e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 6.0090128689049884e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1198, + "classification_error": 0.0, + "hinge_loss_v2": 5.792771574152817e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 160, + "local_updates": 1260, + "classification_error": 0.0, + "hinge_loss_v2": 5.6036606231765244e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 170, + "local_updates": 1319, + "classification_error": 0.0, + "hinge_loss_v2": 5.431672543447179e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 180, + "local_updates": 1368, + "classification_error": 0.0, + "hinge_loss_v2": 5.2694080354425696e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 190, + "local_updates": 1408, + "classification_error": 0.0, + "hinge_loss_v2": 5.1095823137614735e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1448, + "classification_error": 0.0, + "hinge_loss_v2": 4.9492547527511116e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1488, + "classification_error": 0.0, + "hinge_loss_v2": 4.787737849818417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1528, + "classification_error": 0.0, + "hinge_loss_v2": 4.624357112621882e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1568, + "classification_error": 0.0, + "hinge_loss_v2": 4.4584137048740566e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1608, + "classification_error": 0.0, + "hinge_loss_v2": 4.289157907588909e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1648, + "classification_error": 0.0, + "hinge_loss_v2": 4.1157655602607575e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1688, + "classification_error": 0.0, + "hinge_loss_v2": 3.9373152207598526e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1728, + "classification_error": 0.0, + "hinge_loss_v2": 3.7863010679396e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1768, + "classification_error": 0.0, + "hinge_loss_v2": 3.648144862207029e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1808, + "classification_error": 0.0, + "hinge_loss_v2": 3.510360584701723e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1848, + "classification_error": 0.0, + "hinge_loss_v2": 3.372149681769409e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1888, + "classification_error": 0.0, + "hinge_loss_v2": 3.280845689165934e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1928, + "classification_error": 0.0, + "hinge_loss_v2": 3.2005445483398654e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1968, + "classification_error": 0.0, + "hinge_loss_v2": 3.131196836564116e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 2008, + "classification_error": 0.0, + "hinge_loss_v2": 3.062473646338203e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 2048, + "classification_error": 0.0, + "hinge_loss_v2": 2.994344798620138e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2088, + "classification_error": 0.0, + "hinge_loss_v2": 2.9267846972424375e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2128, + "classification_error": 0.0, + "hinge_loss_v2": 2.8597715176622843e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2168, + "classification_error": 0.0, + "hinge_loss_v2": 2.7932867234035184e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2208, + "classification_error": 0.0, + "hinge_loss_v2": 2.7273147523673264e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2248, + "classification_error": 0.0, + "hinge_loss_v2": 2.6618427918689444e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2288, + "classification_error": 0.0, + "hinge_loss_v2": 2.5968605848659882e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2328, + "classification_error": 0.0, + "hinge_loss_v2": 2.532513251480792e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2368, + "classification_error": 0.0, + "hinge_loss_v2": 2.4723645639097863e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2408, + "classification_error": 0.0, + "hinge_loss_v2": 2.4126983301855547e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2448, + "classification_error": 0.0, + "hinge_loss_v2": 2.353442817257261e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2488, + "classification_error": 0.0, + "hinge_loss_v2": 2.2945581799560268e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2528, + "classification_error": 0.0, + "hinge_loss_v2": 2.236023219702548e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2568, + "classification_error": 0.0, + "hinge_loss_v2": 2.1778275603448287e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2608, + "classification_error": 0.0, + "hinge_loss_v2": 2.119967034683622e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2648, + "classification_error": 0.0, + "hinge_loss_v2": 2.06244097648419e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2688, + "classification_error": 0.0, + "hinge_loss_v2": 2.005250640398002e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2728, + "classification_error": 0.0, + "hinge_loss_v2": 1.9483982869745874e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2768, + "classification_error": 0.0, + "hinge_loss_v2": 1.8918866581143836e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2808, + "classification_error": 0.0, + "hinge_loss_v2": 1.835718680873893e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2848, + "classification_error": 0.0, + "hinge_loss_v2": 1.7798973048240034e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2888, + "classification_error": 0.0, + "hinge_loss_v2": 1.7244254183139597e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2928, + "classification_error": 0.0, + "hinge_loss_v2": 1.669305812893835e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2968, + "classification_error": 0.0, + "hinge_loss_v2": 1.614541179338618e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3008, + "classification_error": 0.0, + "hinge_loss_v2": 1.5601341271330628e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3048, + "classification_error": 0.0, + "hinge_loss_v2": 1.5060872133284416e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 12.798945158720016 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 3.8161263867379855e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.015735410638545666, + -0.037033943144275355, + -0.0365368226854986, + -0.014535255684833742, + 0.01608253830219017, + 0.03738107080791975, + 0.036883950349143046, + 0.014882383348478023 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 320, + "classification_error_auc": 0.010416666666666666, + "local_updates": 2742, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 82.26000000000235, + "clipped_updates": 2156, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240184941791882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002490323752783041, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019541083757199874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00015446609685943965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012283202827442454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 9.870573736957001e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 8.084530500530068e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 70, + "local_updates": 544, + "classification_error": 0.0, + "hinge_loss_v2": 6.788627207173558e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 80, + "local_updates": 604, + "classification_error": 0.0, + "hinge_loss_v2": 6.075528558907463e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 90, + "local_updates": 664, + "classification_error": 0.0, + "hinge_loss_v2": 5.6038782016086105e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 100, + "local_updates": 724, + "classification_error": 0.0, + "hinge_loss_v2": 5.260192878392913e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 110, + "local_updates": 781, + "classification_error": 0.0, + "hinge_loss_v2": 4.9722452191381266e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 120, + "local_updates": 822, + "classification_error": 0.0, + "hinge_loss_v2": 4.7191550579778894e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 862, + "classification_error": 0.0, + "hinge_loss_v2": 4.4935757299763754e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 902, + "classification_error": 0.0, + "hinge_loss_v2": 4.278573973113682e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 942, + "classification_error": 0.0, + "hinge_loss_v2": 4.070950530930863e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 982, + "classification_error": 0.0, + "hinge_loss_v2": 3.868907303633323e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1022, + "classification_error": 0.0, + "hinge_loss_v2": 3.671459958169867e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1062, + "classification_error": 0.0, + "hinge_loss_v2": 3.478092932185972e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1102, + "classification_error": 0.0, + "hinge_loss_v2": 3.292182433889087e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1142, + "classification_error": 0.0, + "hinge_loss_v2": 3.1165986566142003e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1182, + "classification_error": 0.0, + "hinge_loss_v2": 2.9450922799170978e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1222, + "classification_error": 0.0, + "hinge_loss_v2": 2.7771156392022022e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1262, + "classification_error": 0.0, + "hinge_loss_v2": 2.6121992773429385e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1302, + "classification_error": 0.0, + "hinge_loss_v2": 2.4499515935050437e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1342, + "classification_error": 0.0, + "hinge_loss_v2": 2.290054579376438e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1382, + "classification_error": 0.0, + "hinge_loss_v2": 2.132263808113723e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1422, + "classification_error": 0.0, + "hinge_loss_v2": 1.97641256287326e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1462, + "classification_error": 0.0, + "hinge_loss_v2": 1.822420411026292e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1502, + "classification_error": 0.0, + "hinge_loss_v2": 1.6735888303054386e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1542, + "classification_error": 0.0, + "hinge_loss_v2": 1.569253497289233e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1582, + "classification_error": 0.0, + "hinge_loss_v2": 1.4739827940116238e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1622, + "classification_error": 0.0, + "hinge_loss_v2": 1.382549895192562e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1662, + "classification_error": 0.0, + "hinge_loss_v2": 1.3256898995855452e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1702, + "classification_error": 0.0, + "hinge_loss_v2": 1.272184176809589e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1742, + "classification_error": 0.0, + "hinge_loss_v2": 1.222060060853659e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1782, + "classification_error": 0.0, + "hinge_loss_v2": 1.1734271146319439e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1822, + "classification_error": 0.0, + "hinge_loss_v2": 1.126230781370087e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1862, + "classification_error": 0.0, + "hinge_loss_v2": 1.0804277721690297e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1902, + "classification_error": 0.0, + "hinge_loss_v2": 1.0359820050786395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1942, + "classification_error": 0.0, + "hinge_loss_v2": 9.92862176020712e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1982, + "classification_error": 0.0, + "hinge_loss_v2": 9.510402572578923e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2022, + "classification_error": 0.0, + "hinge_loss_v2": 9.104905329451332e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2062, + "classification_error": 0.0, + "hinge_loss_v2": 8.71188953706945e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2102, + "classification_error": 0.0, + "hinge_loss_v2": 8.331126870141432e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2142, + "classification_error": 0.0, + "hinge_loss_v2": 7.962397925009078e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2182, + "classification_error": 0.0, + "hinge_loss_v2": 7.605489804842587e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2222, + "classification_error": 0.0, + "hinge_loss_v2": 7.260194283259734e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2262, + "classification_error": 0.0, + "hinge_loss_v2": 6.926306386431345e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2302, + "classification_error": 0.0, + "hinge_loss_v2": 6.603623288487844e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2342, + "classification_error": 0.0, + "hinge_loss_v2": 6.291943448055441e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2382, + "classification_error": 0.0, + "hinge_loss_v2": 5.9942766702488115e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2422, + "classification_error": 0.0, + "hinge_loss_v2": 5.7161568377624555e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2462, + "classification_error": 0.0, + "hinge_loss_v2": 5.447660122216018e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2502, + "classification_error": 0.0, + "hinge_loss_v2": 5.188447484010799e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2542, + "classification_error": 0.0, + "hinge_loss_v2": 4.938264764623178e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2582, + "classification_error": 0.0, + "hinge_loss_v2": 4.696903546407035e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2622, + "classification_error": 0.0, + "hinge_loss_v2": 4.464179340705525e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2662, + "classification_error": 0.0, + "hinge_loss_v2": 4.239919562968314e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2702, + "classification_error": 0.0, + "hinge_loss_v2": 4.023957007156456e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2742, + "classification_error": 0.0, + "hinge_loss_v2": 3.8161263867379855e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 12.271808542311192 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00029851831916868237, + "margin_success_fraction": 0.0, + "outputs_v": [ + -2.2674780783826787e-06, + -0.0004891503626501259, + -0.00031341750899555043, + 0.00042198916056937485, + 0.0012862783928729582, + 0.0017731612774446737, + 0.001597428423790126, + 0.0008620217542251174 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 140, + "restricted_updates_to_zero_error": 1120, + "classification_error_auc": 0.25104166666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4102, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401560333185424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003227009352817819, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032141667922771236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003201313892377962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003188154883490532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031743689538033567, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003159609649788582, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003143724466445713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031282536406647735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003107903470440567, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003133205959556495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031559907154091426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003152124335190693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031483429691651606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031446342229298597, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031409873229258666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003137392907034704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031338428420325077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031303300644232085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003126848441634639, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031233926509600214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031199580739706785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031165407044216346, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003113137067928232, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003109744151913908, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.000310635934452185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003102980381350308, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003099605299017121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030962323946850045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030928601880442534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.000308948737548578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030861128371271476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003082735602092943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003079354824227778, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003075969764301653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030725797745346963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030691842851429554, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030657827926446513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030623748496990896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003058960056279637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.000305553805200666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003052108509489108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030486711285418607, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003045225631163282, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003041771757171887, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030383092604136316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030348379050680087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030313574611055187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030278677063493183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030243684222677514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030208593915445603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003017340396387014, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030138112170321313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003010271630420545, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003006721409010976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003003160319712127, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002999588122910532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002996004571576811, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029924094104331943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029888023751684957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029851831916868237, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.292620338499546 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0002310047140857975, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0016418891351772658, + -0.003554813967236642, + -0.0028791951230875135, + -1.0800958637785518e-05, + 0.003370102126809743, + 0.005283026958869064, + 0.004607408114720046, + 0.0017390139502702628 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 170, + "restricted_updates_to_zero_error": 1360, + "classification_error_auc": 0.14791666666666667, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4149, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003243365663269103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031911835457190446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031407790662591536, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030909035184677327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003040402695252149, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000298805999772128, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002932611249340963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028734933703615983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002813692282367333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002762194735122645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.000275725927875797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002793367058449864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028885597821877895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002904737954925894, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002889666467417226, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.000287495625808747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002860558036916769, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028464282097675906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028325285819760803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028188256400369245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002805289927727713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027918950841002794, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027786182896178107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002765439441329184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002752340578443066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002739305679546593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027263203855971193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002713371755378093, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027004480487452634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026875385335485173, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026746333125799105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026617231672790265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026487994152349847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026358537787619083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026228782619996385, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026098650341014495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025968063161164036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002583694269150758, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002570520881292211, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025572778505920967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025439564611044827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025305474485537763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025170408516074895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025034258439201457, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024896905470561854, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024758218097274204, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024638012910072526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024531377548961007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002442433158648859, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024316858926615292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002420890260543681, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002410040077338852, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023991422948175574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023881953140234523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023771975128222646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023661472352650055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002355042781743036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023438823992541976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023326642716433693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002321386509682737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002310047140857975, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.05107584968209 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00014884122468315238, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.004249474087150706, + -0.008457142184715355, + -0.007189930845356601, + -0.0011901552852779385, + 0.006027597343621266, + 0.010235265441185776, + 0.008968054101826939, + 0.0029682785417483037 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.05, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4128, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032432979311121255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128020530341987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003018828970455268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029128982234805827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002807811324470612, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027013268323671885, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025916301830812067, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024789655854922277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023702492819579246, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023013494684241106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022641410040704428, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022408881856675458, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002231893361207591, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022397192346470412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002268395607149358, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002302866929612503, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002350932788517296, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023661902886644713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023535234167787933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023394746071331914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002324035793867547, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023065803714538764, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022782101127530064, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022504092189340848, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022230938585507187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021961886106128405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021696249387630486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021433396202121747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021172742569332026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020913736800452906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020655842847954676, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020398272354441586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020140761051799924, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019933729084244388, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019732627941831157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019532469760902665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019333102499043513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019134390798043578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018936213534249117, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001873844633368497, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018541004832342821, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018343800871780397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001814675055415422, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.000179497753986784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017752801006670668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017559714327507452, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017382390557055995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017204861872627418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001702706320561638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016848930207427309, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016670395058395685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016491385347795304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016311822516459478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016131620092326723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015950681641712917, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015768895946472388, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015586137087858444, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015402262314705465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015217105838817994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001503397975672705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014884122468315238, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.09360067918897 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 6.89020884883433e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.006792841728765209, + -0.01547110919795111, + -0.014597086160601958, + -0.004682763458170536, + 0.008464183132002479, + 0.01714245060118824, + 0.016268427563839227, + 0.0063541048614076945 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 110, + "restricted_updates_to_zero_error": 880, + "classification_error_auc": 0.04375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 3994, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032463874208215357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030447979520073027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002859826847887784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026859110305975755, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002518854306029664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023554961401937578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021942077610000326, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020397909007203863, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019131141805288137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001825769006435082, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017551160317997715, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001700902878254427, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016533933714239757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016113319480392418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001573897560349539, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001540604253111001, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001511251837665061, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014859240992751683, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014650407788582576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014437662358620347, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001419532125973626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013952617594373723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001370378580153638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013445288817031287, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013175276125671701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001289716311888221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012656235060692523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012404765377111546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012143663540452558, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011873752395991896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011595660360745922, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011309749979568313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001101608086012976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010714369770105191, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010418136618089757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010175869196647996, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 9.936352256647842e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 9.707782802917159e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 9.484991716876296e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 9.328264364057036e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 9.177638771334927e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 9.032460135790569e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 8.883022476083907e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 8.72916125277852e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 8.582244641690151e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 8.441695082442553e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 8.30703718041275e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 8.177874079348638e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 8.053869980390922e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 7.934737031711309e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 7.820225378984361e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 7.710115536240726e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 7.604212482886387e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 7.502341060091245e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 7.404342355601429e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 7.310070857055495e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 7.219392059576517e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 7.132180518854887e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 7.048318879647366e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 6.96769658310607e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 6.89020884883433e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.25560675933957 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.806135869300571e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.009461142070039563, + -0.02047702723257483, + -0.019530300189204042, + -0.0071755408020685585, + 0.009350000439704048, + 0.020365885602239314, + 0.019419158558868554, + 0.00706439917173296 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.025, + "local_updates": 4005, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 120.15000000000379, + "clipped_updates": 3173, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003248526415291286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029406037098078197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026694995550248903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024249680255139478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022002275797239327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019912030383942113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017967133344949827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00016270503263191176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00014923986762926315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013981610401315737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001313349293586216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012433309377674303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011844762207759111, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001130995050657587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010819595100459516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001036704241754137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 9.947451375597212e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.557232444880345e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 9.193659392548726e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.854599042037236e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.538325018885914e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 8.2516211476574e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.989026209649123e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.742097443120935e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.510048798878683e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 7.292173631273478e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 7.087824095992502e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.910362518271277e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.746789360892409e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.59194873087059e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.458724078792837e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2479, + "classification_error": 0.0, + "hinge_loss_v2": 6.34289670766163e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 320, + "local_updates": 2549, + "classification_error": 0.0, + "hinge_loss_v2": 6.232874651451142e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 330, + "local_updates": 2619, + "classification_error": 0.0, + "hinge_loss_v2": 6.120602194832126e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 340, + "local_updates": 2689, + "classification_error": 0.0, + "hinge_loss_v2": 6.0249310301993775e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 350, + "local_updates": 2759, + "classification_error": 0.0, + "hinge_loss_v2": 5.936827015745427e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 360, + "local_updates": 2829, + "classification_error": 0.0, + "hinge_loss_v2": 5.850821294682016e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 370, + "local_updates": 2899, + "classification_error": 0.0, + "hinge_loss_v2": 5.792131258004333e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 380, + "local_updates": 2967, + "classification_error": 0.0, + "hinge_loss_v2": 5.745263435618554e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 3027, + "classification_error": 0.0, + "hinge_loss_v2": 5.699803215294507e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 400, + "local_updates": 3087, + "classification_error": 0.0, + "hinge_loss_v2": 5.6553215137670034e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 410, + "local_updates": 3147, + "classification_error": 0.0, + "hinge_loss_v2": 5.611739639138043e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 420, + "local_updates": 3207, + "classification_error": 0.0, + "hinge_loss_v2": 5.569001471498384e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 430, + "local_updates": 3267, + "classification_error": 0.0, + "hinge_loss_v2": 5.527069653332577e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 440, + "local_updates": 3327, + "classification_error": 0.0, + "hinge_loss_v2": 5.4859218950434685e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 450, + "local_updates": 3387, + "classification_error": 0.0, + "hinge_loss_v2": 5.445547624016073e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 460, + "local_updates": 3443, + "classification_error": 0.0, + "hinge_loss_v2": 5.405848816205305e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 470, + "local_updates": 3485, + "classification_error": 0.0, + "hinge_loss_v2": 5.366067213357285e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3525, + "classification_error": 0.0, + "hinge_loss_v2": 5.325753425476673e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3565, + "classification_error": 0.0, + "hinge_loss_v2": 5.2849029070226554e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3605, + "classification_error": 0.0, + "hinge_loss_v2": 5.243525098054248e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3645, + "classification_error": 0.0, + "hinge_loss_v2": 5.201636105351555e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3685, + "classification_error": 0.0, + "hinge_loss_v2": 5.159257498643431e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3725, + "classification_error": 0.0, + "hinge_loss_v2": 5.116415130508836e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3765, + "classification_error": 0.0, + "hinge_loss_v2": 5.073138018860622e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3805, + "classification_error": 0.0, + "hinge_loss_v2": 5.029457321743271e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3845, + "classification_error": 0.0, + "hinge_loss_v2": 4.985405424671735e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3885, + "classification_error": 0.0, + "hinge_loss_v2": 4.94101515178932e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3925, + "classification_error": 0.0, + "hinge_loss_v2": 4.896319104302903e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3965, + "classification_error": 0.0, + "hinge_loss_v2": 4.851349123301707e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 4005, + "classification_error": 0.0, + "hinge_loss_v2": 4.806135869300571e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 34.00541375204921 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.00031085488867019776, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.00011938576792328015, + -0.00013330049722218296, + -5.104958879639798e-05, + 0.00031795702656234326, + 0.0007575602781822455, + 0.0010102465433277363, + 0.0009279956349018403, + 0.0005589890195432379 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.275, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4003, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240069249745266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032336466286564587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032272244743701756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032207235629375987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032140424328963823, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032070405769563006, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199512145281582, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003191149332517311, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003181531263365796, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031705063830261626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003158871788908152, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031726836440227864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003193744046082421, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003191900881384891, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031900665628729923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031882403849417366, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003186421689011462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003184609860294768, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003182804324783631, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003181004546440921, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003179210024583154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003177420291440786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003175634909884389, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031738534713051606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031720755936391626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003170300919526089, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.000316852911459247, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031667598658517476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000316499288021267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003163227883088967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003161464617103236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003159702840878709, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003157942327912946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.000315618286552777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031544242538904466, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031526663051010206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031509088423415266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031491516990827205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.000314739471834437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031456377520057514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031438806601624355, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003142123310526667, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031403655778681106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031386073434921653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003136848494753563, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003135088924602359, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031333285311606156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031315672173272494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003129804890409371, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128041461777978, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031262768465469524, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003124510963272704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031227437336742994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031209750823714015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031192049366397454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031174332261824534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031156598829160055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031138848407702077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003112108035500809, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003110329404513998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031085488867019776, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.19815764948726 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00027338179200106223, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0005377224680724046, + -0.0015536219851861877, + -0.0012381382715900557, + 0.00022392259199946474, + 0.0019761051807061225, + 0.0029920046978198778, + 0.002676520984223746, + 0.0012144601206344197 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 130, + "restricted_updates_to_zero_error": 1040, + "classification_error_auc": 0.178125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4048, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401137943395097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032146836182159443, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031894035049331935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031639647260779533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031379757452427813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000311089809146256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030819467227707323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030499557122758364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003013366585753901, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029717942201841626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.000294151436913847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029511907341183666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029969779281375684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030555951748324333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030484318016245023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030413107407648867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.000303422889948152, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030271833712255844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003020171422355275, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030131904797152083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030062381190445174, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029993120541523335, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029924101268028895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002985530297257083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002978670635421267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002971829312556931, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002965004593507985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002958194829406123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029513984508161063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002944613961285849, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029378399312682973, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029310749923839804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002924317831994284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002917567188058301, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029108218442460267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029040806252830656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002897342392502184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.000289060603957875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028838704884269364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028771346852350134, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002870397596617624, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002863658205864221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028569155092613146, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002850168512468242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002843416226923642, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028366576662609697, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002829891842709792, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002823117763458882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002816334426955907, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002809540819116912, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002802735909416737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027959186468296167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002789087955585997, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027822427307084413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002775381833286071, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027685040854417205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027616082649410765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027546930993865946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027477572599314613, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002740799354439998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027338179200106223, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.22109032049775 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00022070561238181994, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0018228701640203848, + -0.0040319760994951825, + -0.0033540842269145776, + -0.00018629441141373992, + 0.0036157450358342835, + 0.0058248509713089425, + 0.005146959098728421, + 0.0019791692832275554 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 150, + "restricted_updates_to_zero_error": 1200, + "classification_error_auc": 0.08958333333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4093, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401500008601017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.000318310148454508, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031270041188802007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030711463570669317, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030146623325884433, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029564068470265477, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00028947816441805965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028275818953157325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002752461682393161, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00026841648048695117, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002643608515686632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002636512410783427, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002641995383431228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026689088360837813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.000272427825610735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002795967674735526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002797441627300472, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002782338729203872, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002767355642348642, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027524842878639286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027377170078549226, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002723046529045025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027084659282945804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026939685997648757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026795482235006027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002665198735210542, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002650914297027048, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002636689269023817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002622518181267158, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002608395706166995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002594316630882367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002580275829518589, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025662682348307105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025522888091194964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025383325139684824, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025243942784251893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025104689651717446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002496551334158197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002482636003082657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002468717403991533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002454789735133425, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024408469070273458, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024268824814866876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024128896020639886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002398860924721012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023847885080995502, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023706637035349955, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002356477040692038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023429924169678876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023317196788912893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023204368334684962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023091442777305765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022978447257719815, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022865369846603408, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002275219880133969, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002263892252283303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022525529512870207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022412008331814485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022298347563952072, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022184535728774063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022070561238181994, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.3146066442132 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00016384308962606568, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0035858021138118756, + -0.007361127952336538, + -0.006285375852400882, + -0.0009887068043957226, + 0.005426162298759307, + 0.009201488137284108, + 0.008125736037348286, + 0.0028290669893430986 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 180, + "restricted_updates_to_zero_error": 1440, + "classification_error_auc": 0.06875, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4069, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240067055557467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031396703648019735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030425024411078535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002947245723276775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028524027425499293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027561197712392175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002655989814579801, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025490602640608414, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002436444249232026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023528433676485008, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023023677861094155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022762722389591962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022561014314489633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002243086059803767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002239470535186113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022495235682328007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002269115963080023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023021393952761516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023437865455196242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023751974234547434, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002379205957384706, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023714025384051447, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023478851573061977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023246158227145338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023015788024474188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022787589173730227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002256141446858537, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022337120329381113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022114565817894847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021893611609066777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002167411890089489, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002145594824022629, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002123895698512832, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021022982309288338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002080789531468227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002059353937833464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020379748894168716, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020166346753273321, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001995314132496686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019775419370556381, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001960411217819185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019433562900837635, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019263735931709282, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019094597315594942, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018925995088873087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018758006274204148, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018590613182271155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018423786797990046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018257498871290584, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018091721881785156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017926428843751066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017761593144519853, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017597188394179977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001743318827426329, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017269566384330647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001712015622423663, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016972433997435108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016825007155745302, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016677856993830122, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001653096425521947, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016384308962606568, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.31819346174598 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00010002974768563385, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005286277495393177, + -0.01185502196151636, + -0.010835353726627084, + -0.0028245806136025786, + 0.007484695133041119, + 0.01405343959916433, + 0.01303377136427497, + 0.005022998251250521 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 140, + "restricted_updates_to_zero_error": 1120, + "classification_error_auc": 0.058333333333333334, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4050, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240068715372468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030849364456624084, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029378602491372184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027965914527163866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026588171146766954, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025219746407919674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002383167422480319, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022396707825709727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021123848431399935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020183917611533227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019552329776295158, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019082862858877308, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001869715294546086, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018347657974807603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018035033034324163, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017761118930542804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017529371843048473, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017345658916955491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001721976714103391, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001712988542775648, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017020021790532862, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016946805876820274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016906937084895928, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016895368637522294, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001690518875243933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016927881724228987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016954000921346049, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016841149522287926, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001666209670080633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016411382561456371, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001615955458436905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015906776276661036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015654210173187506, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015436386608049367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015218041403619094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014999412085831324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014780714006319516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001456213753628473, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001434384611480462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014125975471851292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013908633700815225, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013691901599770462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013475833521036656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013260458823163767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013045780920235015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001283178193748509, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012618421649809115, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012405635699694288, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012193338486106306, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011981422319745318, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011769755727163023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011560731619683322, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011366298691542698, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011172914968552052, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010980415628608276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010788622706651475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001060987001533715, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010453091523706268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010299905416656919, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001014996147082875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010002974768563385, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.2621635645628 + } + } + } + ], + "summary": { + "12": { + "nodes": 144, + "learnable_edges": 288, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.052500000000000005, + "mean_restricted_epochs_to_zero_error": 48.0, + "median_wall_seconds": 7.545525908470154 + } + } + }, + "16": { + "nodes": 256, + "learnable_edges": 512, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.06312500000000001, + "mean_restricted_epochs_to_zero_error": 74.0, + "median_wall_seconds": 14.126748714596033 + } + } + }, + "24": { + "nodes": 576, + "learnable_edges": 1152, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.10354166666666667, + "mean_restricted_epochs_to_zero_error": 126.0, + "median_wall_seconds": 37.09360067918897 + } + } + }, + "32": { + "nodes": 1024, + "learnable_edges": 2048, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.075, + "zero_error_fraction": 0.6, + "mean_classification_error_auc": 0.13395833333333335, + "mean_restricted_epochs_to_zero_error": 144.0, + "median_wall_seconds": 67.2621635645628 + } + } + } + } +} -- cgit v1.2.3