{ "analysis": "digital_coupled_learning_size_ladder", "confirmatory": false, "autodiff_used": false, "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", "protocol": { "sizes": [ 4, 8, 12, 16, 24, 32 ], "rotations_per_input_diameter": 1, "task_count": 5, "device_seeds": [ 20260829 ], "methods": [ "overclamp_clean" ], "epochs": 600, "record_every": 10, "learning_time_seconds_by_side": { "4": 0.01, "8": 0.01, "12": 0.03, "16": 0.03, "24": 0.03, "32": 0.01 }, "calibration_observations": 16, "overclamp_time_seconds_per_v": 0.025, "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": 4, "nodes": 16, "learnable_edges": 32, "task_index": 0, "input_diameter_v": 0.08338545454545455, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.00019603107048035175, "margin_success_fraction": 0.0, "outputs_v": [ -0.0021072336674840264, -0.0044738950523042775, -0.0024266250656385657, 0.0028353133001637887, 0.008229547914787055, 0.010596209299607334, 0.008548939312941622, 0.003287000947139296 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 153600, "restricted_learning_time_to_stable_zero_seconds": 1.838858212502172, "classification_error_auc": 0.2677083333333333, "local_updates": 4800, "local_edge_updates": 153600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.838858212502172, "clipped_updates": 4294, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032394668630126276, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.036089021688806004, "classification_error": 0.5, "hinge_loss_v2": 0.0003128793412480131, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0715779900548619, "classification_error": 0.5, "hinge_loss_v2": 0.00030134880395954477, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10630286394244656, "classification_error": 0.5, "hinge_loss_v2": 0.0002876965149731194, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.140087388310408, "classification_error": 0.5, "hinge_loss_v2": 0.00027208011937273637, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1727178669689144, "classification_error": 0.125, "hinge_loss_v2": 0.00024257879491609998, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.20466448568536355, "classification_error": 0.0, "hinge_loss_v2": 0.0002420122101483874, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2366336819337198, "classification_error": 0.0, "hinge_loss_v2": 0.0002434297355562269, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2682119910373259, "classification_error": 0.125, "hinge_loss_v2": 0.0002452643721513212, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2998713438085477, "classification_error": 0.375, "hinge_loss_v2": 0.0002640332391822107, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.33257386664629734, "classification_error": 0.5, "hinge_loss_v2": 0.00027384830292644146, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.36534966800919966, "classification_error": 0.5, "hinge_loss_v2": 0.0002735030941888672, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.3980142624215451, "classification_error": 0.5, "hinge_loss_v2": 0.00027281050995938815, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4305698667184316, "classification_error": 0.5, "hinge_loss_v2": 0.00027184616293192757, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.46301800692532147, "classification_error": 0.5, "hinge_loss_v2": 0.0002706758194334216, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4953597204362289, "classification_error": 0.5, "hinge_loss_v2": 0.00026935271221762124, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5275956958645401, "classification_error": 0.5, "hinge_loss_v2": 0.0002679181880538012, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5597263708005991, "classification_error": 0.5, "hinge_loss_v2": 0.0002664035399031518, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5917520006980367, "classification_error": 0.5, "hinge_loss_v2": 0.0002648320451692942, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6236727077080314, "classification_error": 0.375, "hinge_loss_v2": 0.0002632208100855881, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6554885154494231, "classification_error": 0.375, "hinge_loss_v2": 0.0002615822942095163, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6871993738404258, "classification_error": 0.375, "hinge_loss_v2": 0.0002599255099582854, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7188051768681974, "classification_error": 0.375, "hinge_loss_v2": 0.00025825693869418185, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7503057753196719, "classification_error": 0.375, "hinge_loss_v2": 0.00025658121696672895, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7817009859068453, "classification_error": 0.375, "hinge_loss_v2": 0.00025490164393113273, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8129905978067438, "classification_error": 0.375, "hinge_loss_v2": 0.00025322055316156133, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8441743773449584, "classification_error": 0.375, "hinge_loss_v2": 0.00025153958334851896, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.8752520713447657, "classification_error": 0.375, "hinge_loss_v2": 0.00024985987445685746, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9062234095163664, "classification_error": 0.375, "hinge_loss_v2": 0.00024818220937509273, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9370881061552249, "classification_error": 0.375, "hinge_loss_v2": 0.00024650711593262274, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.9678458613428271, "classification_error": 0.375, "hinge_loss_v2": 0.0002448349402224302, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.9984963617888348, "classification_error": 0.375, "hinge_loss_v2": 0.00024316589921369493, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.029039281414555, "classification_error": 0.25, "hinge_loss_v2": 0.00024150011845306717, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.0594742817495681, "classification_error": 0.25, "hinge_loss_v2": 0.0002398376590501107, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.0898010121931498, "classification_error": 0.125, "hinge_loss_v2": 0.0002381785369738472, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1200191101775836, "classification_error": 0.125, "hinge_loss_v2": 0.0002365227368394205, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.1501282012600336, "classification_error": 0.125, "hinge_loss_v2": 0.00023487022175091286, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.1801278991621116, "classification_error": 0.125, "hinge_loss_v2": 0.0002332209403240892, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.2100178057708817, "classification_error": 0.125, "hinge_loss_v2": 0.00023157483169468764, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.239797511111176, "classification_error": 0.125, "hinge_loss_v2": 0.00022993182908909724, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.2694665932962876, "classification_error": 0.125, "hinge_loss_v2": 0.0002282918623701807, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.2990246184621277, "classification_error": 0.125, "hinge_loss_v2": 0.0002266548598532699, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.3284711406884842, "classification_error": 0.125, "hinge_loss_v2": 0.00022502074960314104, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.3578057019100143, "classification_error": 0.125, "hinge_loss_v2": 0.00022338946036242735, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.3870278318188372, "classification_error": 0.125, "hinge_loss_v2": 0.00022176092221881002, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.4161370477600885, "classification_error": 0.125, "hinge_loss_v2": 0.0002201350670875412, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.4451328546214193, "classification_error": 0.125, "hinge_loss_v2": 0.00021851182906382417, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.4740147447171472, "classification_error": 0.125, "hinge_loss_v2": 0.00021689114468388253, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.5027821976675764, "classification_error": 0.125, "hinge_loss_v2": 0.00021527295312240307, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.5314346802738756, "classification_error": 0.125, "hinge_loss_v2": 0.00021365719634598587, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.5599716463888034, "classification_error": 0.125, "hinge_loss_v2": 0.000212043819236641, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.5883925367835015, "classification_error": 0.125, "hinge_loss_v2": 0.00021043276969526155, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.6166967790105353, "classification_error": 0.125, "hinge_loss_v2": 0.0002088239987321958, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.6448837872633197, "classification_error": 0.125, "hinge_loss_v2": 0.00020721746054993298, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.6729529622320654, "classification_error": 0.125, "hinge_loss_v2": 0.0002056131126215328, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.7009036909563533, "classification_error": 0.125, "hinge_loss_v2": 0.00020401091576736273, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.7287353466744335, "classification_error": 0.125, "hinge_loss_v2": 0.00020241083423198908, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.7564472886693692, "classification_error": 0.125, "hinge_loss_v2": 0.00020081283576255728, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.7840388621121095, "classification_error": 0.125, "hinge_loss_v2": 0.00019921689168962844, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.8115093979016226, "classification_error": 0.125, "hinge_loss_v2": 0.00019762297701118978, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.838858212502172, "classification_error": 0.125, "hinge_loss_v2": 0.00019603107048035175, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 2.435146752744913 } } }, { "side": 4, "nodes": 16, "learnable_edges": 32, "task_index": 1, "input_diameter_v": 0.16677090909090908, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 9.352513263328642e-05, "margin_success_fraction": 0.125, "outputs_v": [ -0.010044927110804264, -0.015660394702939257, -0.011184732045874196, 0.000760278376488871, 0.013177411461417765, 0.01879287905355273, 0.01431721639648767, 0.0023722059741246304 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 153600, "restricted_learning_time_to_stable_zero_seconds": 1.2067881825134559, "classification_error_auc": 0.11145833333333334, "local_updates": 4800, "local_edge_updates": 153600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.2067881825134559, "clipped_updates": 4128, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032344768638183926, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03506862810432158, "classification_error": 0.5, "hinge_loss_v2": 0.00028045662941024246, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.06752842782824081, "classification_error": 0.25, "hinge_loss_v2": 0.00023996524139865098, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.0970837082598271, "classification_error": 0.125, "hinge_loss_v2": 0.00019887893967524006, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.12338517964655168, "classification_error": 0.125, "hinge_loss_v2": 0.0001589444294110868, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1461009423730028, "classification_error": 0.125, "hinge_loss_v2": 0.00012236350887238017, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.16571747676850576, "classification_error": 0.0, "hinge_loss_v2": 9.898392200655822e-05, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.1844563071537571, "classification_error": 0.0, "hinge_loss_v2": 9.34566782150213e-05, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.20254660996385443, "classification_error": 0.0, "hinge_loss_v2": 8.857745606297046e-05, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2199664442618746, "classification_error": 0.0, "hinge_loss_v2": 8.455824065428037e-05, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.23666433926290928, "classification_error": 0.0, "hinge_loss_v2": 8.195147149905015e-05, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.2532971269263107, "classification_error": 0.0, "hinge_loss_v2": 8.47833029104628e-05, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.27054972141220895, "classification_error": 0.0, "hinge_loss_v2": 8.906959290533594e-05, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.2887230984565419, "classification_error": 0.0, "hinge_loss_v2": 9.516912041851644e-05, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.30825202753042913, "classification_error": 0.0, "hinge_loss_v2": 0.0001051580780586583, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.329185380012392, "classification_error": 0.0, "hinge_loss_v2": 0.00011325448704987631, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.35094607264003774, "classification_error": 0.0, "hinge_loss_v2": 0.00012102354593195829, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.37364830674783656, "classification_error": 0.0, "hinge_loss_v2": 0.0001312831628094409, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.39760220605062274, "classification_error": 0.125, "hinge_loss_v2": 0.00014501732239382718, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.42221938717309543, "classification_error": 0.125, "hinge_loss_v2": 0.0001442976267243396, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.4467120746498796, "classification_error": 0.125, "hinge_loss_v2": 0.0001432065808164662, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.4707943678044588, "classification_error": 0.125, "hinge_loss_v2": 0.0001416958436111052, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.4944757383909414, "classification_error": 0.125, "hinge_loss_v2": 0.00014013185582312815, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.5177889748166868, "classification_error": 0.125, "hinge_loss_v2": 0.00013843292523658704, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.5407583761768232, "classification_error": 0.125, "hinge_loss_v2": 0.00013659754528063612, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.563403079865485, "classification_error": 0.125, "hinge_loss_v2": 0.0001346558525790312, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.5857433886065744, "classification_error": 0.125, "hinge_loss_v2": 0.00013264671761702317, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.6077922122512447, "classification_error": 0.125, "hinge_loss_v2": 0.00013060022225319586, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.6295556839585367, "classification_error": 0.125, "hinge_loss_v2": 0.0001285420439936782, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.6510389378647801, "classification_error": 0.125, "hinge_loss_v2": 0.00012649286980163715, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.6722464872963049, "classification_error": 0.125, "hinge_loss_v2": 0.0001244683256241545, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.6931824000109528, "classification_error": 0.125, "hinge_loss_v2": 0.00012247982932099614, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 0.7138504047170507, "classification_error": 0.125, "hinge_loss_v2": 0.00012053548986579362, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 0.7342540305905533, "classification_error": 0.125, "hinge_loss_v2": 0.00011864085737858027, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 0.7543966617461844, "classification_error": 0.125, "hinge_loss_v2": 0.00011679957271456756, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 0.774281571572025, "classification_error": 0.125, "hinge_loss_v2": 0.00011501385456601229, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 0.7939119380891687, "classification_error": 0.125, "hinge_loss_v2": 0.00011328490214840299, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 0.8132909302875128, "classification_error": 0.125, "hinge_loss_v2": 0.00011161319034544956, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 0.8324216992162381, "classification_error": 0.125, "hinge_loss_v2": 0.00010999864182313136, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 0.8513073866091261, "classification_error": 0.125, "hinge_loss_v2": 0.00010844078934656502, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 0.8699511210274046, "classification_error": 0.125, "hinge_loss_v2": 0.00010693888965933275, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 0.8883560317880724, "classification_error": 0.125, "hinge_loss_v2": 0.00010549199743769026, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 0.9065252758576953, "classification_error": 0.125, "hinge_loss_v2": 0.00010409901892304805, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 0.9244620224823685, "classification_error": 0.125, "hinge_loss_v2": 0.00010275875526117246, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 0.9421694583669437, "classification_error": 0.125, "hinge_loss_v2": 0.00010146994454007593, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 0.9596507896467666, "classification_error": 0.125, "hinge_loss_v2": 0.00010023127544612848, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 0.9769092404854312, "classification_error": 0.125, "hinge_loss_v2": 9.904117103458152e-05, "margin_success_fraction": 0.125 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 0.9939480527294494, "classification_error": 0.125, "hinge_loss_v2": 9.789413188596052e-05, "margin_success_fraction": 0.125 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.0107798449837844, "classification_error": 0.125, "hinge_loss_v2": 9.704958516677467e-05, "margin_success_fraction": 0.125 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.0274953502282431, "classification_error": 0.125, "hinge_loss_v2": 9.659512383216427e-05, "margin_success_fraction": 0.125 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.044117522554917, "classification_error": 0.125, "hinge_loss_v2": 9.614630262545873e-05, "margin_success_fraction": 0.125 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.0606471730424343, "classification_error": 0.125, "hinge_loss_v2": 9.570401504891288e-05, "margin_success_fraction": 0.125 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.0770868518520216, "classification_error": 0.125, "hinge_loss_v2": 9.52694233276088e-05, "margin_success_fraction": 0.125 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.0934376281097724, "classification_error": 0.125, "hinge_loss_v2": 9.484175762465385e-05, "margin_success_fraction": 0.125 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.1097144982801368, "classification_error": 0.125, "hinge_loss_v2": 9.459405156603482e-05, "margin_success_fraction": 0.125 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.1259611172453332, "classification_error": 0.125, "hinge_loss_v2": 9.441775817033844e-05, "margin_success_fraction": 0.125 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.1421805319178466, "classification_error": 0.125, "hinge_loss_v2": 9.424004876489126e-05, "margin_success_fraction": 0.125 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.1583728451564248, "classification_error": 0.125, "hinge_loss_v2": 9.406154358613313e-05, "margin_success_fraction": 0.125 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.1745381582950158, "classification_error": 0.125, "hinge_loss_v2": 9.388269005933982e-05, "margin_success_fraction": 0.125 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.190676571235009, "classification_error": 0.125, "hinge_loss_v2": 9.370380972685609e-05, "margin_success_fraction": 0.125 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.2067881825134559, "classification_error": 0.125, "hinge_loss_v2": 9.352513263328642e-05, "margin_success_fraction": 0.125 } ], "status": "completed", "wall_seconds": 2.4041713140904903 } } }, { "side": 4, "nodes": 16, "learnable_edges": 32, "task_index": 2, "input_diameter_v": 0.25015636363636373, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 7.458909611709921e-05, "margin_success_fraction": 0.25, "outputs_v": [ -0.013249001762529605, -0.020521282140447905, -0.015111885393009922, -0.00018956277060777627, 0.015504391516662025, 0.022776671894580353, 0.017367275147142314, 0.0024449525247402515 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 40, "restricted_updates_to_stable_zero_error": 320, "restricted_edge_updates_to_stable_zero_error": 10240, "restricted_learning_time_to_stable_zero_seconds": 0.10360760005541268, "classification_error_auc": 0.0125, "local_updates": 2979, "local_edge_updates": 95328, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.6550023229577586, "clipped_updates": 2101, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032405942608285647, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03356524695777086, "classification_error": 0.25, "hinge_loss_v2": 0.00023728080246212673, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.061839483069356264, "classification_error": 0.125, "hinge_loss_v2": 0.00017231250558754363, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.08507072847891772, "classification_error": 0.125, "hinge_loss_v2": 0.0001227782057507675, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.10360760005541268, "classification_error": 0.0, "hinge_loss_v2": 8.900397505078431e-05, "margin_success_fraction": 0.125 }, { "epoch": 50, "local_updates": 394, "cumulative_learning_time_seconds": 0.11814146252815794, "classification_error": 0.0, "hinge_loss_v2": 6.823927598546894e-05, "margin_success_fraction": 0.25 }, { "epoch": 60, "local_updates": 453, "cumulative_learning_time_seconds": 0.1298191424580579, "classification_error": 0.0, "hinge_loss_v2": 5.571331498080075e-05, "margin_success_fraction": 0.375 }, { "epoch": 70, "local_updates": 500, "cumulative_learning_time_seconds": 0.13984115525711194, "classification_error": 0.0, "hinge_loss_v2": 4.632346259790488e-05, "margin_success_fraction": 0.5 }, { "epoch": 80, "local_updates": 540, "cumulative_learning_time_seconds": 0.14891555814915616, "classification_error": 0.0, "hinge_loss_v2": 3.8839814018946764e-05, "margin_success_fraction": 0.5 }, { "epoch": 90, "local_updates": 580, "cumulative_learning_time_seconds": 0.15774847159989575, "classification_error": 0.0, "hinge_loss_v2": 3.627840767125851e-05, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 620, "cumulative_learning_time_seconds": 0.1663931478801053, "classification_error": 0.0, "hinge_loss_v2": 3.415381369053423e-05, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 660, "cumulative_learning_time_seconds": 0.17484289609686082, "classification_error": 0.0, "hinge_loss_v2": 3.236345048727611e-05, "margin_success_fraction": 0.5 }, { "epoch": 120, "local_updates": 700, "cumulative_learning_time_seconds": 0.18309329755880138, "classification_error": 0.0, "hinge_loss_v2": 3.0880105660978586e-05, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 740, "cumulative_learning_time_seconds": 0.19114119894115278, "classification_error": 0.0, "hinge_loss_v2": 2.965232424129443e-05, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 780, "cumulative_learning_time_seconds": 0.19898460304713225, "classification_error": 0.0, "hinge_loss_v2": 2.8626064760445772e-05, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 820, "cumulative_learning_time_seconds": 0.206622720470668, "classification_error": 0.0, "hinge_loss_v2": 2.7749749555436594e-05, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 860, "cumulative_learning_time_seconds": 0.2140560270306252, "classification_error": 0.0, "hinge_loss_v2": 2.6976436702784957e-05, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 900, "cumulative_learning_time_seconds": 0.22128629325642973, "classification_error": 0.0, "hinge_loss_v2": 2.6265457537589223e-05, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 940, "cumulative_learning_time_seconds": 0.22841841112994724, "classification_error": 0.0, "hinge_loss_v2": 2.5671099898276092e-05, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 980, "cumulative_learning_time_seconds": 0.2355633672180579, "classification_error": 0.0, "hinge_loss_v2": 2.5224438767573348e-05, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 1020, "cumulative_learning_time_seconds": 0.24273782018484333, "classification_error": 0.0, "hinge_loss_v2": 2.5016943992985847e-05, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 1060, "cumulative_learning_time_seconds": 0.24995991617565486, "classification_error": 0.0, "hinge_loss_v2": 2.5040305022743534e-05, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 1100, "cumulative_learning_time_seconds": 0.2572488373705712, "classification_error": 0.0, "hinge_loss_v2": 2.5279435049355454e-05, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1140, "cumulative_learning_time_seconds": 0.26462516327575425, "classification_error": 0.0, "hinge_loss_v2": 2.5727685105091994e-05, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1180, "cumulative_learning_time_seconds": 0.2721116814281252, "classification_error": 0.0, "hinge_loss_v2": 2.6389218149307396e-05, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1220, "cumulative_learning_time_seconds": 0.27973434702482874, "classification_error": 0.0, "hinge_loss_v2": 2.7281149004844852e-05, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1260, "cumulative_learning_time_seconds": 0.2875236263957339, "classification_error": 0.0, "hinge_loss_v2": 2.843727993189988e-05, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1300, "cumulative_learning_time_seconds": 0.2955091880489917, "classification_error": 0.0, "hinge_loss_v2": 2.9635466513314995e-05, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1340, "cumulative_learning_time_seconds": 0.303708509146753, "classification_error": 0.0, "hinge_loss_v2": 3.161304447456403e-05, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1380, "cumulative_learning_time_seconds": 0.3121426761602202, "classification_error": 0.0, "hinge_loss_v2": 3.439893016113538e-05, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1420, "cumulative_learning_time_seconds": 0.32083013052582837, "classification_error": 0.0, "hinge_loss_v2": 3.798492035657828e-05, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1460, "cumulative_learning_time_seconds": 0.3297854899339813, "classification_error": 0.0, "hinge_loss_v2": 4.214454694661729e-05, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1500, "cumulative_learning_time_seconds": 0.33891475365106705, "classification_error": 0.0, "hinge_loss_v2": 4.349225980426872e-05, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1540, "cumulative_learning_time_seconds": 0.34813537143276857, "classification_error": 0.0, "hinge_loss_v2": 4.4577552832452644e-05, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1580, "cumulative_learning_time_seconds": 0.3574519109894662, "classification_error": 0.0, "hinge_loss_v2": 4.570262498348608e-05, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1620, "cumulative_learning_time_seconds": 0.3668702389826916, "classification_error": 0.0, "hinge_loss_v2": 4.688764294056339e-05, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1660, "cumulative_learning_time_seconds": 0.37639085144323986, "classification_error": 0.0, "hinge_loss_v2": 4.802557092989044e-05, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1700, "cumulative_learning_time_seconds": 0.3860035658342765, "classification_error": 0.0, "hinge_loss_v2": 4.920753621759071e-05, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1747, "cumulative_learning_time_seconds": 0.39574968697992313, "classification_error": 0.0, "hinge_loss_v2": 5.054051793679862e-05, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 1797, "cumulative_learning_time_seconds": 0.4056836926914463, "classification_error": 0.0, "hinge_loss_v2": 5.1899482977388476e-05, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1847, "cumulative_learning_time_seconds": 0.4158108441038893, "classification_error": 0.0, "hinge_loss_v2": 5.3306974265697524e-05, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1897, "cumulative_learning_time_seconds": 0.4261358163131245, "classification_error": 0.0, "hinge_loss_v2": 5.476493165285765e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 1947, "cumulative_learning_time_seconds": 0.4366633974453509, "classification_error": 0.0, "hinge_loss_v2": 5.627558319415288e-05, "margin_success_fraction": 0.375 }, { "epoch": 430, "local_updates": 1997, "cumulative_learning_time_seconds": 0.44739794475654604, "classification_error": 0.0, "hinge_loss_v2": 5.78459792796322e-05, "margin_success_fraction": 0.375 }, { "epoch": 440, "local_updates": 2047, "cumulative_learning_time_seconds": 0.45834326798112457, "classification_error": 0.0, "hinge_loss_v2": 5.94729311417076e-05, "margin_success_fraction": 0.375 }, { "epoch": 450, "local_updates": 2097, "cumulative_learning_time_seconds": 0.4695025881228897, "classification_error": 0.0, "hinge_loss_v2": 6.115182626489477e-05, "margin_success_fraction": 0.375 }, { "epoch": 460, "local_updates": 2147, "cumulative_learning_time_seconds": 0.4808784761854163, "classification_error": 0.0, "hinge_loss_v2": 6.287705345086429e-05, "margin_success_fraction": 0.25 }, { "epoch": 470, "local_updates": 2199, "cumulative_learning_time_seconds": 0.4924753971645894, "classification_error": 0.0, "hinge_loss_v2": 6.466549329022105e-05, "margin_success_fraction": 0.25 }, { "epoch": 480, "local_updates": 2259, "cumulative_learning_time_seconds": 0.504364595445929, "classification_error": 0.0, "hinge_loss_v2": 6.654741349173838e-05, "margin_success_fraction": 0.25 }, { "epoch": 490, "local_updates": 2319, "cumulative_learning_time_seconds": 0.5164569093388314, "classification_error": 0.0, "hinge_loss_v2": 6.80242098903414e-05, "margin_success_fraction": 0.25 }, { "epoch": 500, "local_updates": 2379, "cumulative_learning_time_seconds": 0.5286887705383686, "classification_error": 0.0, "hinge_loss_v2": 6.964292708927871e-05, "margin_success_fraction": 0.25 }, { "epoch": 510, "local_updates": 2439, "cumulative_learning_time_seconds": 0.541060011313314, "classification_error": 0.0, "hinge_loss_v2": 7.129280863683671e-05, "margin_success_fraction": 0.25 }, { "epoch": 520, "local_updates": 2499, "cumulative_learning_time_seconds": 0.5535672654957337, "classification_error": 0.0, "hinge_loss_v2": 7.289140692132777e-05, "margin_success_fraction": 0.25 }, { "epoch": 530, "local_updates": 2559, "cumulative_learning_time_seconds": 0.5662094378519417, "classification_error": 0.0, "hinge_loss_v2": 7.43803436269417e-05, "margin_success_fraction": 0.25 }, { "epoch": 540, "local_updates": 2619, "cumulative_learning_time_seconds": 0.5789757499705537, "classification_error": 0.0, "hinge_loss_v2": 7.572767582058826e-05, "margin_success_fraction": 0.25 }, { "epoch": 550, "local_updates": 2679, "cumulative_learning_time_seconds": 0.5918462365603112, "classification_error": 0.0, "hinge_loss_v2": 7.691542151783101e-05, "margin_success_fraction": 0.25 }, { "epoch": 560, "local_updates": 2739, "cumulative_learning_time_seconds": 0.6047389389261204, "classification_error": 0.0, "hinge_loss_v2": 7.675966325356924e-05, "margin_success_fraction": 0.25 }, { "epoch": 570, "local_updates": 2799, "cumulative_learning_time_seconds": 0.6175023099829132, "classification_error": 0.0, "hinge_loss_v2": 7.621231490232685e-05, "margin_success_fraction": 0.25 }, { "epoch": 580, "local_updates": 2859, "cumulative_learning_time_seconds": 0.6301323599959485, "classification_error": 0.0, "hinge_loss_v2": 7.566625859677754e-05, "margin_success_fraction": 0.25 }, { "epoch": 590, "local_updates": 2919, "cumulative_learning_time_seconds": 0.6426315854428419, "classification_error": 0.0, "hinge_loss_v2": 7.51243843289056e-05, "margin_success_fraction": 0.25 }, { "epoch": 600, "local_updates": 2979, "cumulative_learning_time_seconds": 0.6550023229577586, "classification_error": 0.0, "hinge_loss_v2": 7.458909611709921e-05, "margin_success_fraction": 0.25 } ], "status": "completed", "wall_seconds": 1.9795020036399364 } } }, { "side": 4, "nodes": 16, "learnable_edges": 32, "task_index": 3, "input_diameter_v": 0.3335418181818183, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 3.584862269110847e-08, "margin_success_fraction": 0.5, "outputs_v": [ -0.017634231266907663, -0.042796139487337875, -0.042877321973424226, -0.01783022312584462, 0.017672906248588416, 0.0428348144690186, 0.04291599695510501, 0.0178688981075254 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 30, "restricted_updates_to_stable_zero_error": 240, "restricted_edge_updates_to_stable_zero_error": 7680, "restricted_learning_time_to_stable_zero_seconds": 0.07278762219771723, "classification_error_auc": 0.008333333333333333, "local_updates": 2560, "local_edge_updates": 81920, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.21021384776161778, "clipped_updates": 1223, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003243116354985496, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03163539203675107, "classification_error": 0.125, "hinge_loss_v2": 0.0001915327122511212, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.055310248252468636, "classification_error": 0.125, "hinge_loss_v2": 0.00011942314791454456, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.07278762219771723, "classification_error": 0.0, "hinge_loss_v2": 8.067774066339315e-05, "margin_success_fraction": 0.125 }, { "epoch": 40, "local_updates": 309, "cumulative_learning_time_seconds": 0.08588277889422274, "classification_error": 0.0, "hinge_loss_v2": 6.137853840734984e-05, "margin_success_fraction": 0.25 }, { "epoch": 50, "local_updates": 359, "cumulative_learning_time_seconds": 0.09648585135619404, "classification_error": 0.0, "hinge_loss_v2": 4.995835197626633e-05, "margin_success_fraction": 0.375 }, { "epoch": 60, "local_updates": 400, "cumulative_learning_time_seconds": 0.10569881845171038, "classification_error": 0.0, "hinge_loss_v2": 4.079802871658317e-05, "margin_success_fraction": 0.5 }, { "epoch": 70, "local_updates": 440, "cumulative_learning_time_seconds": 0.1139250397187411, "classification_error": 0.0, "hinge_loss_v2": 3.2376418411049395e-05, "margin_success_fraction": 0.5 }, { "epoch": 80, "local_updates": 480, "cumulative_learning_time_seconds": 0.12118660350843817, "classification_error": 0.0, "hinge_loss_v2": 2.4976963650585838e-05, "margin_success_fraction": 0.5 }, { "epoch": 90, "local_updates": 520, "cumulative_learning_time_seconds": 0.1275126209672678, "classification_error": 0.0, "hinge_loss_v2": 1.8712839451496565e-05, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 560, "cumulative_learning_time_seconds": 0.13294791947941878, "classification_error": 0.0, "hinge_loss_v2": 1.3607239098719456e-05, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 600, "cumulative_learning_time_seconds": 0.13755265227756883, "classification_error": 0.0, "hinge_loss_v2": 9.5985550003354e-06, "margin_success_fraction": 0.5 }, { "epoch": 120, "local_updates": 640, "cumulative_learning_time_seconds": 0.1416515290267414, "classification_error": 0.0, "hinge_loss_v2": 7.689973199675856e-06, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 680, "cumulative_learning_time_seconds": 0.14557076048924636, "classification_error": 0.0, "hinge_loss_v2": 6.845150916568155e-06, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 720, "cumulative_learning_time_seconds": 0.1493047128011866, "classification_error": 0.0, "hinge_loss_v2": 6.168791547264126e-06, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 760, "cumulative_learning_time_seconds": 0.1528565486228255, "classification_error": 0.0, "hinge_loss_v2": 5.597968966074413e-06, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 800, "cumulative_learning_time_seconds": 0.1562318446101789, "classification_error": 0.0, "hinge_loss_v2": 5.0975586975978686e-06, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 840, "cumulative_learning_time_seconds": 0.15943697632255815, "classification_error": 0.0, "hinge_loss_v2": 4.646543377308693e-06, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 880, "cumulative_learning_time_seconds": 0.16247865673867395, "classification_error": 0.0, "hinge_loss_v2": 4.233356788749995e-06, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 920, "cumulative_learning_time_seconds": 0.16536371963235733, "classification_error": 0.0, "hinge_loss_v2": 3.8518826306923124e-06, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 960, "cumulative_learning_time_seconds": 0.16809898666171083, "classification_error": 0.0, "hinge_loss_v2": 3.4988791879270764e-06, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 1000, "cumulative_learning_time_seconds": 0.17069118043187628, "classification_error": 0.0, "hinge_loss_v2": 3.1724845698100565e-06, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 1040, "cumulative_learning_time_seconds": 0.17314686822372405, "classification_error": 0.0, "hinge_loss_v2": 2.8714062897564394e-06, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1080, "cumulative_learning_time_seconds": 0.17547242697028476, "classification_error": 0.0, "hinge_loss_v2": 2.59451553963071e-06, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1120, "cumulative_learning_time_seconds": 0.17767402286325726, "classification_error": 0.0, "hinge_loss_v2": 2.3406687083675203e-06, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1160, "cumulative_learning_time_seconds": 0.1797576008589916, "classification_error": 0.0, "hinge_loss_v2": 2.108649120161391e-06, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1200, "cumulative_learning_time_seconds": 0.1817288807387608, "classification_error": 0.0, "hinge_loss_v2": 1.8971671074648958e-06, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1240, "cumulative_learning_time_seconds": 0.18359335739802624, "classification_error": 0.0, "hinge_loss_v2": 1.704884261402948e-06, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1280, "cumulative_learning_time_seconds": 0.18535630377954554, "classification_error": 0.0, "hinge_loss_v2": 1.5304441151898216e-06, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1320, "cumulative_learning_time_seconds": 0.18702277539307016, "classification_error": 0.0, "hinge_loss_v2": 1.3725008615698745e-06, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1360, "cumulative_learning_time_seconds": 0.18859761573405195, "classification_error": 0.0, "hinge_loss_v2": 1.229742785995984e-06, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1400, "cumulative_learning_time_seconds": 0.19008546216759792, "classification_error": 0.0, "hinge_loss_v2": 1.100909691625798e-06, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1440, "cumulative_learning_time_seconds": 0.19149075201433183, "classification_error": 0.0, "hinge_loss_v2": 9.848047911005568e-07, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1480, "cumulative_learning_time_seconds": 0.19281772868628236, "classification_error": 0.0, "hinge_loss_v2": 8.803019914780103e-07, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1520, "cumulative_learning_time_seconds": 0.19407044779147534, "classification_error": 0.0, "hinge_loss_v2": 7.863495750502074e-07, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1560, "cumulative_learning_time_seconds": 0.19525278316867184, "classification_error": 0.0, "hinge_loss_v2": 7.019711862584932e-07, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1600, "cumulative_learning_time_seconds": 0.19636843290444833, "classification_error": 0.0, "hinge_loss_v2": 6.262648079540138e-07, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1640, "cumulative_learning_time_seconds": 0.19742092658140065, "classification_error": 0.0, "hinge_loss_v2": 5.58399389653149e-07, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1680, "cumulative_learning_time_seconds": 0.19841362829169787, "classification_error": 0.0, "hinge_loss_v2": 4.976147406303797e-07, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 1720, "cumulative_learning_time_seconds": 0.19934974309330755, "classification_error": 0.0, "hinge_loss_v2": 4.4321583586114335e-07, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1760, "cumulative_learning_time_seconds": 0.2002323232849175, "classification_error": 0.0, "hinge_loss_v2": 3.945685400623683e-07, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1800, "cumulative_learning_time_seconds": 0.20106427392409498, "classification_error": 0.0, "hinge_loss_v2": 3.510957046819122e-07, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 1840, "cumulative_learning_time_seconds": 0.20184835831071476, "classification_error": 0.0, "hinge_loss_v2": 3.1227310966978477e-07, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 1880, "cumulative_learning_time_seconds": 0.20258720339851113, "classification_error": 0.0, "hinge_loss_v2": 2.776254612410226e-07, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 1920, "cumulative_learning_time_seconds": 0.20328330512544984, "classification_error": 0.0, "hinge_loss_v2": 2.4672252303839195e-07, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 1960, "cumulative_learning_time_seconds": 0.20393903365661453, "classification_error": 0.0, "hinge_loss_v2": 2.1917542213251015e-07, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2000, "cumulative_learning_time_seconds": 0.20455663853307923, "classification_error": 0.0, "hinge_loss_v2": 1.9463315380837348e-07, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2040, "cumulative_learning_time_seconds": 0.20513825371991354, "classification_error": 0.0, "hinge_loss_v2": 1.727792977766932e-07, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2080, "cumulative_learning_time_seconds": 0.20568590254643518, "classification_error": 0.0, "hinge_loss_v2": 1.5332895060314658e-07, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2120, "cumulative_learning_time_seconds": 0.20620150253208375, "classification_error": 0.0, "hinge_loss_v2": 1.360258736632262e-07, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2160, "cumulative_learning_time_seconds": 0.20668687009176773, "classification_error": 0.0, "hinge_loss_v2": 1.206398521177841e-07, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2200, "cumulative_learning_time_seconds": 0.20714372511518023, "classification_error": 0.0, "hinge_loss_v2": 1.0696425779758479e-07, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2240, "cumulative_learning_time_seconds": 0.2075736954153273, "classification_error": 0.0, "hinge_loss_v2": 9.481380714913772e-08, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2280, "cumulative_learning_time_seconds": 0.20797832104232042, "classification_error": 0.0, "hinge_loss_v2": 8.402250429082022e-08, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2320, "cumulative_learning_time_seconds": 0.20835905845931993, "classification_error": 0.0, "hinge_loss_v2": 7.444175859050878e-08, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2360, "cumulative_learning_time_seconds": 0.20871728457834166, "classification_error": 0.0, "hinge_loss_v2": 6.593866587803813e-08, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2400, "cumulative_learning_time_seconds": 0.2090543006544491, "classification_error": 0.0, "hinge_loss_v2": 5.839444236152726e-08, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2440, "cumulative_learning_time_seconds": 0.20937133603760713, "classification_error": 0.0, "hinge_loss_v2": 5.1703000457206617e-08, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 2480, "cumulative_learning_time_seconds": 0.20966955178219288, "classification_error": 0.0, "hinge_loss_v2": 4.5769656019627343e-08, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 2520, "cumulative_learning_time_seconds": 0.20995004411480647, "classification_error": 0.0, "hinge_loss_v2": 4.050995683575852e-08, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 2560, "cumulative_learning_time_seconds": 0.21021384776161778, "classification_error": 0.0, "hinge_loss_v2": 3.584862269110847e-08, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 1.8729168325662613 } } }, { "side": 4, "nodes": 16, "learnable_edges": 32, "task_index": 4, "input_diameter_v": 0.41692727272727276, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 1.1871289277361326e-16, "margin_success_fraction": 0.5, "outputs_v": [ -0.01799998290601923, -0.04345580565989582, -0.04345580336739874, -0.017999977371441767, 0.01799999470095312, 0.04345581745482968, 0.043455815162332545, 0.017999989166375574 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 20, "restricted_updates_to_stable_zero_error": 160, "restricted_edge_updates_to_stable_zero_error": 5120, "restricted_learning_time_to_stable_zero_seconds": 0.04872283425658323, "classification_error_auc": 0.00625, "local_updates": 2518, "local_edge_updates": 80576, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.12792567321896967, "clipped_updates": 0, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003235093209976701, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.029399795062796476, "classification_error": 0.125, "hinge_loss_v2": 0.00015042589031374827, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.04872283425658323, "classification_error": 0.0, "hinge_loss_v2": 8.632720593992449e-05, "margin_success_fraction": 0.125 }, { "epoch": 30, "local_updates": 229, "cumulative_learning_time_seconds": 0.062062102138523444, "classification_error": 0.0, "hinge_loss_v2": 6.087115383924457e-05, "margin_success_fraction": 0.25 }, { "epoch": 40, "local_updates": 278, "cumulative_learning_time_seconds": 0.07243157375148966, "classification_error": 0.0, "hinge_loss_v2": 4.787700329270044e-05, "margin_success_fraction": 0.5 }, { "epoch": 50, "local_updates": 318, "cumulative_learning_time_seconds": 0.0813419091715168, "classification_error": 0.0, "hinge_loss_v2": 3.7731735327125194e-05, "margin_success_fraction": 0.5 }, { "epoch": 60, "local_updates": 358, "cumulative_learning_time_seconds": 0.08916078082395817, "classification_error": 0.0, "hinge_loss_v2": 2.8928534322241005e-05, "margin_success_fraction": 0.5 }, { "epoch": 70, "local_updates": 398, "cumulative_learning_time_seconds": 0.09594471245290401, "classification_error": 0.0, "hinge_loss_v2": 2.159612762662268e-05, "margin_success_fraction": 0.5 }, { "epoch": 80, "local_updates": 438, "cumulative_learning_time_seconds": 0.10175972658435402, "classification_error": 0.0, "hinge_loss_v2": 1.5703568414944326e-05, "margin_success_fraction": 0.5 }, { "epoch": 90, "local_updates": 478, "cumulative_learning_time_seconds": 0.10668390941670156, "classification_error": 0.0, "hinge_loss_v2": 1.113088343675263e-05, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 518, "cumulative_learning_time_seconds": 0.11080474338805339, "classification_error": 0.0, "hinge_loss_v2": 7.701434380997266e-06, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 558, "cumulative_learning_time_seconds": 0.11421499609358621, "classification_error": 0.0, "hinge_loss_v2": 5.211372889571727e-06, "margin_success_fraction": 0.5 }, { "epoch": 120, "local_updates": 598, "cumulative_learning_time_seconds": 0.11700832831014604, "classification_error": 0.0, "hinge_loss_v2": 3.4566266463909107e-06, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 638, "cumulative_learning_time_seconds": 0.11927529859574575, "classification_error": 0.0, "hinge_loss_v2": 2.252832729912228e-06, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 678, "cumulative_learning_time_seconds": 0.12110021442783796, "classification_error": 0.0, "hinge_loss_v2": 1.446247767806815e-06, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 718, "cumulative_learning_time_seconds": 0.12255903713490504, "classification_error": 0.0, "hinge_loss_v2": 9.166528028736738e-07, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 758, "cumulative_learning_time_seconds": 0.12371832440437096, "classification_error": 0.0, "hinge_loss_v2": 5.748306425433337e-07, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 798, "cumulative_learning_time_seconds": 0.12463504096958683, "classification_error": 0.0, "hinge_loss_v2": 3.5732694985493215e-07, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 838, "cumulative_learning_time_seconds": 0.12535699947210543, "classification_error": 0.0, "hinge_loss_v2": 2.2054008914183156e-07, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 878, "cumulative_learning_time_seconds": 0.12592369302350961, "classification_error": 0.0, "hinge_loss_v2": 1.3533202589291441e-07, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 918, "cumulative_learning_time_seconds": 0.1263673203928024, "classification_error": 0.0, "hinge_loss_v2": 8.266076188813724e-08, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 958, "cumulative_learning_time_seconds": 0.12671385853894435, "classification_error": 0.0, "hinge_loss_v2": 5.0302491663231434e-08, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 998, "cumulative_learning_time_seconds": 0.12698408878795184, "classification_error": 0.0, "hinge_loss_v2": 3.0521086878891795e-08, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1038, "cumulative_learning_time_seconds": 0.12719452446708276, "classification_error": 0.0, "hinge_loss_v2": 1.8475488644137668e-08, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1078, "cumulative_learning_time_seconds": 0.12735821743339742, "classification_error": 0.0, "hinge_loss_v2": 1.1163218443049208e-08, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1118, "cumulative_learning_time_seconds": 0.12748544001323928, "classification_error": 0.0, "hinge_loss_v2": 6.735183058203994e-09, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1158, "cumulative_learning_time_seconds": 0.12758424987824796, "classification_error": 0.0, "hinge_loss_v2": 4.058914809210379e-09, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1198, "cumulative_learning_time_seconds": 0.1276609508104666, "classification_error": 0.0, "hinge_loss_v2": 2.4438643704582362e-09, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1238, "cumulative_learning_time_seconds": 0.12772046418758434, "classification_error": 0.0, "hinge_loss_v2": 1.4703971590612379e-09, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1278, "cumulative_learning_time_seconds": 0.1277666258294456, "classification_error": 0.0, "hinge_loss_v2": 8.841961747648187e-10, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1318, "cumulative_learning_time_seconds": 0.12780242158127655, "classification_error": 0.0, "hinge_loss_v2": 5.314605364513112e-10, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1358, "cumulative_learning_time_seconds": 0.12783017328911545, "classification_error": 0.0, "hinge_loss_v2": 3.1933221083217104e-10, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1398, "cumulative_learning_time_seconds": 0.12785168501150673, "classification_error": 0.0, "hinge_loss_v2": 1.9182089449666372e-10, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1438, "cumulative_learning_time_seconds": 0.1278683576026141, "classification_error": 0.0, "hinge_loss_v2": 1.152008950161569e-10, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1478, "cumulative_learning_time_seconds": 0.12788127828520235, "classification_error": 0.0, "hinge_loss_v2": 6.91739249359984e-11, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1518, "cumulative_learning_time_seconds": 0.12789129053632142, "classification_error": 0.0, "hinge_loss_v2": 4.15308882151491e-11, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1558, "cumulative_learning_time_seconds": 0.12789904852980472, "classification_error": 0.0, "hinge_loss_v2": 2.4931851238016343e-11, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1598, "cumulative_learning_time_seconds": 0.12790505949760456, "classification_error": 0.0, "hinge_loss_v2": 1.4965870623844456e-11, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1638, "cumulative_learning_time_seconds": 0.1279097166600079, "classification_error": 0.0, "hinge_loss_v2": 8.982995520424942e-12, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 1678, "cumulative_learning_time_seconds": 0.12791332480560655, "classification_error": 0.0, "hinge_loss_v2": 5.391605193459542e-12, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1718, "cumulative_learning_time_seconds": 0.12791612015015266, "classification_error": 0.0, "hinge_loss_v2": 3.235917058732494e-12, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1758, "cumulative_learning_time_seconds": 0.12791828574683783, "classification_error": 0.0, "hinge_loss_v2": 1.9420605911801866e-12, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 1798, "cumulative_learning_time_seconds": 0.12791996344022696, "classification_error": 0.0, "hinge_loss_v2": 1.1655131489729496e-12, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 1838, "cumulative_learning_time_seconds": 0.12792126313643734, "classification_error": 0.0, "hinge_loss_v2": 6.994599991732998e-13, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 1878, "cumulative_learning_time_seconds": 0.1279222699904786, "classification_error": 0.0, "hinge_loss_v2": 4.1976062995650963e-13, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 1918, "cumulative_learning_time_seconds": 0.12792304997774204, "classification_error": 0.0, "hinge_loss_v2": 2.5190400162400914e-13, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 1958, "cumulative_learning_time_seconds": 0.1279236542123114, "classification_error": 0.0, "hinge_loss_v2": 1.511694742233936e-13, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 1998, "cumulative_learning_time_seconds": 0.1279241222935939, "classification_error": 0.0, "hinge_loss_v2": 9.071721385245091e-14, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2038, "cumulative_learning_time_seconds": 0.12792448489968736, "classification_error": 0.0, "hinge_loss_v2": 5.44393053881085e-14, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2078, "cumulative_learning_time_seconds": 0.12792476579688714, "classification_error": 0.0, "hinge_loss_v2": 3.2668807103806315e-14, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2118, "cumulative_learning_time_seconds": 0.12792498339669547, "classification_error": 0.0, "hinge_loss_v2": 1.960434109908073e-14, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2158, "cumulative_learning_time_seconds": 0.12792515196217177, "classification_error": 0.0, "hinge_loss_v2": 1.1764401768324816e-14, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2198, "cumulative_learning_time_seconds": 0.12792528254256472, "classification_error": 0.0, "hinge_loss_v2": 7.059701644907184e-15, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2238, "cumulative_learning_time_seconds": 0.12792538369740739, "classification_error": 0.0, "hinge_loss_v2": 4.236448888267398e-15, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2278, "cumulative_learning_time_seconds": 0.12792546205748848, "classification_error": 0.0, "hinge_loss_v2": 2.5422420352856593e-15, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2318, "cumulative_learning_time_seconds": 0.12792552275944163, "classification_error": 0.0, "hinge_loss_v2": 1.5255669061253848e-15, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2358, "cumulative_learning_time_seconds": 0.12792556978241873, "classification_error": 0.0, "hinge_loss_v2": 9.154722300390593e-16, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2398, "cumulative_learning_time_seconds": 0.1279256062089074, "classification_error": 0.0, "hinge_loss_v2": 5.493621470796687e-16, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 2438, "cumulative_learning_time_seconds": 0.12792563442678082, "classification_error": 0.0, "hinge_loss_v2": 3.2966436148502535e-16, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 2478, "cumulative_learning_time_seconds": 0.12792565628582053, "classification_error": 0.0, "hinge_loss_v2": 1.9782675871570148e-16, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 2518, "cumulative_learning_time_seconds": 0.12792567321896967, "classification_error": 0.0, "hinge_loss_v2": 1.1871289277361326e-16, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 1.92400236800313 } } }, { "side": 8, "nodes": 64, "learnable_edges": 128, "task_index": 0, "input_diameter_v": 0.08338545454545455, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.00029220983974905754, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005051462605749346, -0.0010511640816519008, -0.0007490674799287833, 0.000224179452451706, 0.0012984618620391908, 0.0018444796831161292, 0.0015423830813930672, 0.0005691361490125502 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 614400, "restricted_learning_time_to_stable_zero_seconds": 2.093289022604016, "classification_error_auc": 0.221875, "local_updates": 4800, "local_edge_updates": 614400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.093289022604016, "clipped_updates": 4030, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032398690975178206, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03602766634670958, "classification_error": 0.5, "hinge_loss_v2": 0.0003219926825238221, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07194492775664611, "classification_error": 0.5, "hinge_loss_v2": 0.00032002744452280546, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10774628309961808, "classification_error": 0.5, "hinge_loss_v2": 0.00031803251354236585, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14342393127592304, "classification_error": 0.5, "hinge_loss_v2": 0.0003159734960317134, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17896690504043195, "classification_error": 0.5, "hinge_loss_v2": 0.0003138350361747961, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21435981153074862, "classification_error": 0.5, "hinge_loss_v2": 0.000311628589904151, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2495811291949636, "classification_error": 0.5, "hinge_loss_v2": 0.0003094141338990824, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2846011621418108, "classification_error": 0.5, "hinge_loss_v2": 0.00030731877438851, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3193795706821623, "classification_error": 0.5, "hinge_loss_v2": 0.0003054104651715092, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3542900625767785, "classification_error": 0.5, "hinge_loss_v2": 0.00030557095713040295, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3893578048129588, "classification_error": 0.5, "hinge_loss_v2": 0.00031320299498712107, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4247006593260048, "classification_error": 0.5, "hinge_loss_v2": 0.00031306051662010747, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46001913539419853, "classification_error": 0.5, "hinge_loss_v2": 0.00031244513464445504, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4953138151866577, "classification_error": 0.5, "hinge_loss_v2": 0.00031186705681997414, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5305850695831915, "classification_error": 0.5, "hinge_loss_v2": 0.00031132033303142434, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5658331792128393, "classification_error": 0.375, "hinge_loss_v2": 0.00031079990064551883, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6010581525830845, "classification_error": 0.375, "hinge_loss_v2": 0.0003103014488013413, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6362599841157045, "classification_error": 0.25, "hinge_loss_v2": 0.0003098213224627185, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6714386637345038, "classification_error": 0.125, "hinge_loss_v2": 0.0003093564249228896, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7065941771011625, "classification_error": 0.125, "hinge_loss_v2": 0.00030890413422780957, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7417265058363771, "classification_error": 0.125, "hinge_loss_v2": 0.00030846223197498394, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7768356277267827, "classification_error": 0.125, "hinge_loss_v2": 0.0003080288426534853, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8119215169182226, "classification_error": 0.125, "hinge_loss_v2": 0.0003076023819669169, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8469841440959408, "classification_error": 0.125, "hinge_loss_v2": 0.0003071815128140798, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8820234766523097, "classification_error": 0.0, "hinge_loss_v2": 0.0003067651077991991, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.917039478842696, "classification_error": 0.0, "hinge_loss_v2": 0.0003063522173105491, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9520321119300704, "classification_error": 0.0, "hinge_loss_v2": 0.00030594204234816124, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.987001334318959, "classification_error": 0.0, "hinge_loss_v2": 0.00030553391140177407, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.021947101679318, "classification_error": 0.0, "hinge_loss_v2": 0.0003051272607828144, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.056869367060889, "classification_error": 0.125, "hinge_loss_v2": 0.0003047216179015906, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0917680809985906, "classification_error": 0.125, "hinge_loss_v2": 0.0003043165870553733, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1266431916094461, "classification_error": 0.125, "hinge_loss_v2": 0.00030391183735661506, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1614946446815657, "classification_error": 0.125, "hinge_loss_v2": 0.0003035070924848397, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1963223837556425, "classification_error": 0.125, "hinge_loss_v2": 0.000303102121992016, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2311263501994087, "classification_error": 0.125, "hinge_loss_v2": 0.0003026967339308377, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2659064832754876, "classification_error": 0.125, "hinge_loss_v2": 0.0003022907686090979, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3006627202030323, "classification_error": 0.125, "hinge_loss_v2": 0.00030188409330225013, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3353949962135283, "classification_error": 0.125, "hinge_loss_v2": 0.0003014765977808849, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3701032446011185, "classification_error": 0.125, "hinge_loss_v2": 0.0003010681905309574, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.404787396767784, "classification_error": 0.125, "hinge_loss_v2": 0.0003006587955625742, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4394473822636868, "classification_error": 0.125, "hinge_loss_v2": 0.00030024834971855135, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4740831288229637, "classification_error": 0.125, "hinge_loss_v2": 0.00029983680040707346, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5086945623952606, "classification_error": 0.125, "hinge_loss_v2": 0.00029942410369400744, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5432816071732371, "classification_error": 0.125, "hinge_loss_v2": 0.00029901022269998985, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5778441856162977, "classification_error": 0.125, "hinge_loss_v2": 0.0002985951262555899, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.612382218470751, "classification_error": 0.125, "hinge_loss_v2": 0.0002981787877748052, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6468956247866244, "classification_error": 0.125, "hinge_loss_v2": 0.0002977611843131132, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.681384321931295, "classification_error": 0.125, "hinge_loss_v2": 0.0002973422957813696, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7158482256001408, "classification_error": 0.125, "hinge_loss_v2": 0.0002969221042911571, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7502872498243496, "classification_error": 0.125, "hinge_loss_v2": 0.0002965005936108731, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.784701306976049, "classification_error": 0.125, "hinge_loss_v2": 0.00029607774871501474, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.819090307770888, "classification_error": 0.125, "hinge_loss_v2": 0.00029565355541174204, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8534541612682056, "classification_error": 0.125, "hinge_loss_v2": 0.0002952280000361167, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.88779277486889, "classification_error": 0.125, "hinge_loss_v2": 0.00029480106919832483, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9221060543110369, "classification_error": 0.125, "hinge_loss_v2": 0.0002943727495778518, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9563939036635145, "classification_error": 0.125, "hinge_loss_v2": 0.0002939430277559695, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9906562253175089, "classification_error": 0.125, "hinge_loss_v2": 0.00029351189008006894, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0248929199761307, "classification_error": 0.125, "hinge_loss_v2": 0.0002930793225544387, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.059103886642165, "classification_error": 0.125, "hinge_loss_v2": 0.0002926453107528346, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.093289022604016, "classification_error": 0.125, "hinge_loss_v2": 0.00029220983974905754, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 5.056587263941765 } } }, { "side": 8, "nodes": 64, "learnable_edges": 128, "task_index": 1, "input_diameter_v": 0.16677090909090908, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00021484976410819336, "margin_success_fraction": 0.0, "outputs_v": [ -0.002906289428345754, -0.004997633159527948, -0.003909518148687119, -0.00027934741175209, 0.0037663742673105793, 0.005857717998492745, 0.004769602987651944, 0.001139432250716943 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 280, "restricted_updates_to_stable_zero_error": 2240, "restricted_edge_updates_to_stable_zero_error": 286720, "restricted_learning_time_to_stable_zero_seconds": 0.9247214022361202, "classification_error_auc": 0.14166666666666666, "local_updates": 4800, "local_edge_updates": 614400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.9063464174668203, "clipped_updates": 4021, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003252823628981551, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03592904973123724, "classification_error": 0.375, "hinge_loss_v2": 0.00031718382528620723, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07140857045458308, "classification_error": 0.5, "hinge_loss_v2": 0.00030942601641006896, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.1064220686375697, "classification_error": 0.5, "hinge_loss_v2": 0.00030175633586775736, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14094387476004208, "classification_error": 0.5, "hinge_loss_v2": 0.00029403489594795665, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17493656341034677, "classification_error": 0.5, "hinge_loss_v2": 0.0002862006242893553, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2083473698042718, "classification_error": 0.5, "hinge_loss_v2": 0.0002782733356443913, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24110371875925696, "classification_error": 0.5, "hinge_loss_v2": 0.00027036852014929944, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.27310817578253155, "classification_error": 0.5, "hinge_loss_v2": 0.00026264604105800504, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3042313488209336, "classification_error": 0.5, "hinge_loss_v2": 0.00025494460076081865, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.33466822164495463, "classification_error": 0.125, "hinge_loss_v2": 0.00023869503677411409, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3661916176592874, "classification_error": 0.25, "hinge_loss_v2": 0.00026449738797917996, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.3989327374139243, "classification_error": 0.5, "hinge_loss_v2": 0.0002798533031543165, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4323659404106571, "classification_error": 0.5, "hinge_loss_v2": 0.000284785238436445, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.46582276218211316, "classification_error": 0.375, "hinge_loss_v2": 0.0002824106044098193, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.49918822831197324, "classification_error": 0.375, "hinge_loss_v2": 0.0002801944163920976, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5324626585766677, "classification_error": 0.25, "hinge_loss_v2": 0.0002781126377867875, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.565646330816773, "classification_error": 0.25, "hinge_loss_v2": 0.00027614486736565313, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5987394837107315, "classification_error": 0.125, "hinge_loss_v2": 0.0002742737829128798, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6317423192972799, "classification_error": 0.125, "hinge_loss_v2": 0.00027248467278318336, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6646550052730683, "classification_error": 0.125, "hinge_loss_v2": 0.0002707650405909163, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6974776770883672, "classification_error": 0.125, "hinge_loss_v2": 0.00026910427098052176, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7302104398607936, "classification_error": 0.125, "hinge_loss_v2": 0.00026749334659392635, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7628533701244526, "classification_error": 0.125, "hinge_loss_v2": 0.0002659246080802988, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7954065174297494, "classification_error": 0.125, "hinge_loss_v2": 0.0002643915503864524, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8278699058073065, "classification_error": 0.125, "hinge_loss_v2": 0.0002628886496958497, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8602435351078668, "classification_error": 0.125, "hinge_loss_v2": 0.0002614112163066417, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.8925273822287325, "classification_error": 0.125, "hinge_loss_v2": 0.0002599552694970208, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9247214022361202, "classification_error": 0.0, "hinge_loss_v2": 0.0002585174310521898, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9568255293918372, "classification_error": 0.0, "hinge_loss_v2": 0.0002570948346470171, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.988839678091804, "classification_error": 0.0, "hinge_loss_v2": 0.0002556850487117888, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.020763743723199, "classification_error": 0.0, "hinge_loss_v2": 0.000254286010771218, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.0525976034463276, "classification_error": 0.0, "hinge_loss_v2": 0.00025289597155157085, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.0843411169067407, "classification_error": 0.0, "hinge_loss_v2": 0.0002515134474073607, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1159941268826008, "classification_error": 0.0, "hinge_loss_v2": 0.00025013717983580737, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1475564598718397, "classification_error": 0.0, "hinge_loss_v2": 0.00024876610103062135, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.1790279266232355, "classification_error": 0.0, "hinge_loss_v2": 0.0002473993045822006, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2104083226151587, "classification_error": 0.0, "hinge_loss_v2": 0.0002460360205633276, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.2416974284854225, "classification_error": 0.0, "hinge_loss_v2": 0.00024467559435166573, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.2728950104153558, "classification_error": 0.0, "hinge_loss_v2": 0.00024331746863596115, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.304000820470935, "classification_error": 0.0, "hinge_loss_v2": 0.0002419611681341432, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.3350145969035931, "classification_error": 0.0, "hinge_loss_v2": 0.00024060628662090185, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.3659360644130683, "classification_error": 0.0, "hinge_loss_v2": 0.00023925247592150367, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.3967649343744497, "classification_error": 0.0, "hinge_loss_v2": 0.0002378994365790048, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.4275009050313896, "classification_error": 0.0, "hinge_loss_v2": 0.00023654690994514378, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.4581436616572807, "classification_error": 0.0, "hinge_loss_v2": 0.00023519467148193552, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.4886928766860226, "classification_error": 0.0, "hinge_loss_v2": 0.00023384252509236092, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.5191482098138476, "classification_error": 0.0, "hinge_loss_v2": 0.00023249029832536202, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.5495093080735427, "classification_error": 0.0, "hinge_loss_v2": 0.00023113783832321542, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.5797758058822682, "classification_error": 0.0, "hinge_loss_v2": 0.000229785008398882, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.6099473250640386, "classification_error": 0.0, "hinge_loss_v2": 0.00022843168514760943, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.6400234748478513, "classification_error": 0.0, "hinge_loss_v2": 0.00022707775601127063, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.6700038518422722, "classification_error": 0.0, "hinge_loss_v2": 0.0002257231172260837, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.6998880399872658, "classification_error": 0.0, "hinge_loss_v2": 0.00022436767209469598, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.7296756104838995, "classification_error": 0.0, "hinge_loss_v2": 0.00022301132953245705, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.7593661217024683, "classification_error": 0.0, "hinge_loss_v2": 0.00022165400284523273, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.7889591190695289, "classification_error": 0.0, "hinge_loss_v2": 0.0002202956087025316, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.818454134934217, "classification_error": 0.0, "hinge_loss_v2": 0.00021893606627518728, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.847850688414147, "classification_error": 0.0, "hinge_loss_v2": 0.00021757529651150796, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.8771482852211256, "classification_error": 0.0, "hinge_loss_v2": 0.00021621322152975066, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.9063464174668203, "classification_error": 0.0, "hinge_loss_v2": 0.00021484976410819336, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 5.084958836436272 } } }, { "side": 8, "nodes": 64, "learnable_edges": 128, "task_index": 2, "input_diameter_v": 0.25015636363636373, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00013391777636104468, "margin_success_fraction": 0.0, "outputs_v": [ -0.006218294323564355, -0.010527060373398123, -0.00846483431899911, -0.0012396402143550755, 0.006916101224811483, 0.011224867274645195, 0.009162641220246182, 0.0019374471156022866 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 290, "restricted_updates_to_stable_zero_error": 2320, "restricted_edge_updates_to_stable_zero_error": 296960, "restricted_learning_time_to_stable_zero_seconds": 0.8478586206892907, "classification_error_auc": 0.0875, "local_updates": 4800, "local_edge_updates": 614400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.6220555682218767, "clipped_updates": 3991, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003252225617748107, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03566135124397587, "classification_error": 0.25, "hinge_loss_v2": 0.0003077135629182332, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07032798721907974, "classification_error": 0.25, "hinge_loss_v2": 0.0002913646262027822, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10398224616691668, "classification_error": 0.25, "hinge_loss_v2": 0.0002757227654397399, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.13659082426783647, "classification_error": 0.25, "hinge_loss_v2": 0.0002605625092120149, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.16810335445345304, "classification_error": 0.25, "hinge_loss_v2": 0.00024581217964044785, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.19845139610034934, "classification_error": 0.25, "hinge_loss_v2": 0.0002315222905872086, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2275492749364588, "classification_error": 0.25, "hinge_loss_v2": 0.0002178262131231301, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2552984555846419, "classification_error": 0.25, "hinge_loss_v2": 0.00020482868383963037, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2815952547031346, "classification_error": 0.25, "hinge_loss_v2": 0.00019238371807857408, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.30634435589900055, "classification_error": 0.25, "hinge_loss_v2": 0.0001790545931590937, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.33047243950386296, "classification_error": 0.125, "hinge_loss_v2": 0.0001627956581256925, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.3556192432145131, "classification_error": 0.0, "hinge_loss_v2": 0.0001733249076092502, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.38248036655303963, "classification_error": 0.125, "hinge_loss_v2": 0.00020046098579447157, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4112013676593627, "classification_error": 0.25, "hinge_loss_v2": 0.00023131959927676277, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4410512338057287, "classification_error": 0.25, "hinge_loss_v2": 0.00024086360584633083, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.47132369585256617, "classification_error": 0.25, "hinge_loss_v2": 0.00023895927514326385, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5014136765335789, "classification_error": 0.125, "hinge_loss_v2": 0.00023440214115734879, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5313119906957788, "classification_error": 0.125, "hinge_loss_v2": 0.00023018854004765526, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.5610199503883688, "classification_error": 0.125, "hinge_loss_v2": 0.00022626875203145185, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.5905387536540363, "classification_error": 0.125, "hinge_loss_v2": 0.0002226006862379815, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6198694935548404, "classification_error": 0.125, "hinge_loss_v2": 0.00021914866663273454, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.6490131662479974, "classification_error": 0.125, "hinge_loss_v2": 0.0002158824248525486, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.6779706782415198, "classification_error": 0.125, "hinge_loss_v2": 0.0002127762608703511, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7067428529379474, "classification_error": 0.125, "hinge_loss_v2": 0.00020980834076567902, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.7353305333888209, "classification_error": 0.125, "hinge_loss_v2": 0.0002069601058651778, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.7637352791703207, "classification_error": 0.125, "hinge_loss_v2": 0.00020421575824737797, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.7919579367524452, "classification_error": 0.125, "hinge_loss_v2": 0.00020156183511848603, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.8199989265919737, "classification_error": 0.125, "hinge_loss_v2": 0.00019898689018124413, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.8478586206892907, "classification_error": 0.0, "hinge_loss_v2": 0.00019648119860235855, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.8755373455082318, "classification_error": 0.0, "hinge_loss_v2": 0.00019403649901024482, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.9030353846726781, "classification_error": 0.0, "hinge_loss_v2": 0.00019164577455766798, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 0.9303529814607127, "classification_error": 0.0, "hinge_loss_v2": 0.0001893030669629862, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 0.9574903411147019, "classification_error": 0.0, "hinge_loss_v2": 0.00018700331844796522, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 0.9844476329836054, "classification_error": 0.0, "hinge_loss_v2": 0.00018474223731294076, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.0112249925120265, "classification_error": 0.0, "hinge_loss_v2": 0.000182516183568406, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.0378225230890108, "classification_error": 0.0, "hinge_loss_v2": 0.0001803220716040007, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.0642402989196256, "classification_error": 0.0, "hinge_loss_v2": 0.00017815728360856526, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.0904783681419057, "classification_error": 0.0, "hinge_loss_v2": 0.0001760196055815868, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.1165367478074517, "classification_error": 0.0, "hinge_loss_v2": 0.00017390716792214266, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.1424154287903172, "classification_error": 0.0, "hinge_loss_v2": 0.00017181838899773118, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.1681143774273437, "classification_error": 0.0, "hinge_loss_v2": 0.00016975193348412203, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.1936335367366717, "classification_error": 0.0, "hinge_loss_v2": 0.00016770667540910212, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.2189728275588956, "classification_error": 0.0, "hinge_loss_v2": 0.00016568166672306065, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.2441321496272044, "classification_error": 0.0, "hinge_loss_v2": 0.0001636761105801682, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.269111382572428, "classification_error": 0.0, "hinge_loss_v2": 0.00016168933863431012, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.2939103868685387, "classification_error": 0.0, "hinge_loss_v2": 0.0001597207917564453, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.318529004723794, "classification_error": 0.0, "hinge_loss_v2": 0.0001577700036673307, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.3429670609224673, "classification_error": 0.0, "hinge_loss_v2": 0.0001558365870539646, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.3672243636217833, "classification_error": 0.0, "hinge_loss_v2": 0.00015392022180155, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.3913007051085096, "classification_error": 0.0, "hinge_loss_v2": 0.00015202064502690743, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.4151958625194239, "classification_error": 0.0, "hinge_loss_v2": 0.00015013764264547975, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.438909598529732, "classification_error": 0.0, "hinge_loss_v2": 0.00014827104224348958, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.4624416620133351, "classification_error": 0.0, "hinge_loss_v2": 0.00014642070706046698, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.485791788678761, "classification_error": 0.0, "hinge_loss_v2": 0.0001445865309161281, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.5089597016844325, "classification_error": 0.0, "hinge_loss_v2": 0.00014276843394007993, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.531945112236897, "classification_error": 0.0, "hinge_loss_v2": 0.00014096635898375656, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.5547477201755466, "classification_error": 0.0, "hinge_loss_v2": 0.0001391802686118762, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.5773672145473332, "classification_error": 0.0, "hinge_loss_v2": 0.00013741014258590627, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.5998032741749446, "classification_error": 0.0, "hinge_loss_v2": 0.00013565597576501205, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.6220555682218767, "classification_error": 0.0, "hinge_loss_v2": 0.00013391777636104468, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 5.0829678773880005 } } }, { "side": 8, "nodes": 64, "learnable_edges": 128, "task_index": 3, "input_diameter_v": 0.3335418181818183, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 8.689359311765479e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.009123434287001408, -0.015494015544992024, -0.012696965168264407, -0.002370757332864848, 0.009435655459112818, 0.01580623671710346, 0.013009186340375789, 0.0026829785049763966 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 330, "restricted_updates_to_stable_zero_error": 2622, "restricted_edge_updates_to_stable_zero_error": 335616, "restricted_learning_time_to_stable_zero_seconds": 0.7868369231688339, "classification_error_auc": 0.06458333333333334, "local_updates": 4782, "local_edge_updates": 612096, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.2981709234397516, "clipped_updates": 3888, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003263282681603688, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.035345627676597206, "classification_error": 0.125, "hinge_loss_v2": 0.00029580379785995353, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.06896097449766025, "classification_error": 0.125, "hinge_loss_v2": 0.0002688088310640807, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10086625700564361, "classification_error": 0.125, "hinge_loss_v2": 0.0002443960043863168, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.13106258191223516, "classification_error": 0.125, "hinge_loss_v2": 0.00022208046589077557, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.15953648071879792, "classification_error": 0.125, "hinge_loss_v2": 0.00020164459307234553, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.18626618379170817, "classification_error": 0.125, "hinge_loss_v2": 0.00018301549621531555, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.21123057656149155, "classification_error": 0.125, "hinge_loss_v2": 0.0001661620550612542, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.23442037112842834, "classification_error": 0.25, "hinge_loss_v2": 0.0001510027452694099, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2558485444535295, "classification_error": 0.25, "hinge_loss_v2": 0.0001373669256604881, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.27555491353127076, "classification_error": 0.125, "hinge_loss_v2": 0.00012507136935535455, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 875, "cumulative_learning_time_seconds": 0.293648078996852, "classification_error": 0.125, "hinge_loss_v2": 0.00011414681276082426, "margin_success_fraction": 0.125 }, { "epoch": 120, "local_updates": 945, "cumulative_learning_time_seconds": 0.3106497198182061, "classification_error": 0.125, "hinge_loss_v2": 0.00010256517279210478, "margin_success_fraction": 0.125 }, { "epoch": 130, "local_updates": 1022, "cumulative_learning_time_seconds": 0.3275369678342866, "classification_error": 0.0, "hinge_loss_v2": 9.760708171667366e-05, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1102, "cumulative_learning_time_seconds": 0.34517398114456477, "classification_error": 0.0, "hinge_loss_v2": 0.0001013191615230391, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1182, "cumulative_learning_time_seconds": 0.36376972522406315, "classification_error": 0.0, "hinge_loss_v2": 0.00010801248261781052, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1262, "cumulative_learning_time_seconds": 0.383509184283742, "classification_error": 0.0, "hinge_loss_v2": 0.00011745884009805044, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1342, "cumulative_learning_time_seconds": 0.4045369925223295, "classification_error": 0.0, "hinge_loss_v2": 0.00013082404166194162, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1422, "cumulative_learning_time_seconds": 0.4270873090225128, "classification_error": 0.125, "hinge_loss_v2": 0.00015007975063736326, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1502, "cumulative_learning_time_seconds": 0.4509311267508443, "classification_error": 0.125, "hinge_loss_v2": 0.00016797998157984492, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1582, "cumulative_learning_time_seconds": 0.47585032341726224, "classification_error": 0.125, "hinge_loss_v2": 0.00018314268862380635, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1662, "cumulative_learning_time_seconds": 0.5013167846587298, "classification_error": 0.125, "hinge_loss_v2": 0.0001836594675112847, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1742, "cumulative_learning_time_seconds": 0.5266601688785361, "classification_error": 0.125, "hinge_loss_v2": 0.00017914216200180767, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1822, "cumulative_learning_time_seconds": 0.5517116420087921, "classification_error": 0.125, "hinge_loss_v2": 0.00017351970625057762, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1902, "cumulative_learning_time_seconds": 0.5764730385074841, "classification_error": 0.125, "hinge_loss_v2": 0.00016837854532563944, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 1982, "cumulative_learning_time_seconds": 0.6009480685716041, "classification_error": 0.125, "hinge_loss_v2": 0.00016365321122407945, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2062, "cumulative_learning_time_seconds": 0.6251402529729508, "classification_error": 0.125, "hinge_loss_v2": 0.00015928825059622424, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2142, "cumulative_learning_time_seconds": 0.649052941116962, "classification_error": 0.125, "hinge_loss_v2": 0.00015523660277885556, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2222, "cumulative_learning_time_seconds": 0.6726893271010846, "classification_error": 0.125, "hinge_loss_v2": 0.00015145826430616017, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2302, "cumulative_learning_time_seconds": 0.6960524640724631, "classification_error": 0.125, "hinge_loss_v2": 0.00014791918288237135, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2382, "cumulative_learning_time_seconds": 0.7191452771305158, "classification_error": 0.125, "hinge_loss_v2": 0.00014459033672910323, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2462, "cumulative_learning_time_seconds": 0.7419712540477517, "classification_error": 0.125, "hinge_loss_v2": 0.00014144704068090927, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2542, "cumulative_learning_time_seconds": 0.7645341268801877, "classification_error": 0.125, "hinge_loss_v2": 0.00013846820571874135, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2622, "cumulative_learning_time_seconds": 0.7868369231688339, "classification_error": 0.0, "hinge_loss_v2": 0.00013563569864828755, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2702, "cumulative_learning_time_seconds": 0.8088819418322917, "classification_error": 0.0, "hinge_loss_v2": 0.00013293395772095553, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2782, "cumulative_learning_time_seconds": 0.8306714132589752, "classification_error": 0.0, "hinge_loss_v2": 0.00013034967465746329, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2862, "cumulative_learning_time_seconds": 0.8522075125447457, "classification_error": 0.0, "hinge_loss_v2": 0.00012787145880942762, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2942, "cumulative_learning_time_seconds": 0.873492364961014, "classification_error": 0.0, "hinge_loss_v2": 0.00012548955134486858, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3022, "cumulative_learning_time_seconds": 0.8945280510355037, "classification_error": 0.0, "hinge_loss_v2": 0.0001231955824914864, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3102, "cumulative_learning_time_seconds": 0.9153166112822907, "classification_error": 0.0, "hinge_loss_v2": 0.00012098236512412373, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3182, "cumulative_learning_time_seconds": 0.9358600506129426, "classification_error": 0.0, "hinge_loss_v2": 0.0001188437191003037, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3262, "cumulative_learning_time_seconds": 0.9561603424565099, "classification_error": 0.0, "hinge_loss_v2": 0.00011677432165979935, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3342, "cumulative_learning_time_seconds": 0.9762194326127334, "classification_error": 0.0, "hinge_loss_v2": 0.00011476957995357574, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3422, "cumulative_learning_time_seconds": 0.9960392428599177, "classification_error": 0.0, "hinge_loss_v2": 0.00011282552238648253, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3502, "cumulative_learning_time_seconds": 1.015621674336459, "classification_error": 0.0, "hinge_loss_v2": 0.00011093870597239515, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3582, "cumulative_learning_time_seconds": 1.034968610712878, "classification_error": 0.0, "hinge_loss_v2": 0.00010910613732953207, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3662, "cumulative_learning_time_seconds": 1.0540819211693984, "classification_error": 0.0, "hinge_loss_v2": 0.00010732520530326426, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3742, "cumulative_learning_time_seconds": 1.072963463192472, "classification_error": 0.0, "hinge_loss_v2": 0.00010559362350601048, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3822, "cumulative_learning_time_seconds": 1.0916150852023117, "classification_error": 0.0, "hinge_loss_v2": 0.00010390938131878494, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3902, "cumulative_learning_time_seconds": 1.1100386290221875, "classification_error": 0.0, "hinge_loss_v2": 0.00010227070211464466, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 3982, "cumulative_learning_time_seconds": 1.1282359321992101, "classification_error": 0.0, "hinge_loss_v2": 0.00010067600764701348, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4062, "cumulative_learning_time_seconds": 1.1462088301852889, "classification_error": 0.0, "hinge_loss_v2": 9.912388770112996e-05, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4142, "cumulative_learning_time_seconds": 1.1639591583861004, "classification_error": 0.0, "hinge_loss_v2": 9.76130742388738e-05, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4222, "cumulative_learning_time_seconds": 1.1814887540850898, "classification_error": 0.0, "hinge_loss_v2": 9.614241937971627e-05, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4302, "cumulative_learning_time_seconds": 1.1987994582487809, "classification_error": 0.0, "hinge_loss_v2": 9.471087665640535e-05, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4382, "cumulative_learning_time_seconds": 1.215893117219011, "classification_error": 0.0, "hinge_loss_v2": 9.331748506587995e-05, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4462, "cumulative_learning_time_seconds": 1.2327715842971116, "classification_error": 0.0, "hinge_loss_v2": 9.196135550576832e-05, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4542, "cumulative_learning_time_seconds": 1.2494367212244208, "classification_error": 0.0, "hinge_loss_v2": 9.064165924658918e-05, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4622, "cumulative_learning_time_seconds": 1.265890399563053, "classification_error": 0.0, "hinge_loss_v2": 8.935761814081634e-05, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4702, "cumulative_learning_time_seconds": 1.2821345019803196, "classification_error": 0.0, "hinge_loss_v2": 8.810849631364715e-05, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4782, "cumulative_learning_time_seconds": 1.2981709234397516, "classification_error": 0.0, "hinge_loss_v2": 8.689359311765479e-05, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 5.045951254665852 } } }, { "side": 8, "nodes": 64, "learnable_edges": 128, "task_index": 4, "input_diameter_v": 0.41692727272727276, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "device_seed": 20260829, "methods": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 7.08362307872213e-05, "margin_success_fraction": 0.125, "outputs_v": [ -0.011020623103257077, -0.018569760422638193, -0.015418106522519792, -0.0034118575136853346, 0.010415888767718567, 0.017965026087099684, 0.01481337218698131, 0.002807123178146853 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 420, "restricted_updates_to_stable_zero_error": 3089, "restricted_edge_updates_to_stable_zero_error": 395392, "restricted_learning_time_to_stable_zero_seconds": 0.7288298266299472, "classification_error_auc": 0.04583333333333333, "local_updates": 4464, "local_edge_updates": 571392, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.9892786716171088, "clipped_updates": 3490, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003270881952041377, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.034922571581632124, "classification_error": 0.125, "hinge_loss_v2": 0.0002811013226931543, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.06723549721235626, "classification_error": 0.125, "hinge_loss_v2": 0.00024306002009341724, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.09706337221321377, "classification_error": 0.125, "hinge_loss_v2": 0.00021097891312740768, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.1245097974481983, "classification_error": 0.125, "hinge_loss_v2": 0.00018369999150923025, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.14967020790669786, "classification_error": 0.125, "hinge_loss_v2": 0.00016048803049316095, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.1726432868288423, "classification_error": 0.125, "hinge_loss_v2": 0.00014080338993140571, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.1935401826685545, "classification_error": 0.0, "hinge_loss_v2": 0.00012418228191279457, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2124897300696281, "classification_error": 0.0, "hinge_loss_v2": 0.00011019793707635013, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2296381465100088, "classification_error": 0.0, "hinge_loss_v2": 9.847606393611569e-05, "margin_success_fraction": 0.125 }, { "epoch": 100, "local_updates": 781, "cumulative_learning_time_seconds": 0.24537562675278538, "classification_error": 0.0, "hinge_loss_v2": 8.864858797606167e-05, "margin_success_fraction": 0.25 }, { "epoch": 110, "local_updates": 841, "cumulative_learning_time_seconds": 0.26006001779092874, "classification_error": 0.0, "hinge_loss_v2": 8.043088912600973e-05, "margin_success_fraction": 0.25 }, { "epoch": 120, "local_updates": 901, "cumulative_learning_time_seconds": 0.2737008212563701, "classification_error": 0.0, "hinge_loss_v2": 7.36943398842236e-05, "margin_success_fraction": 0.25 }, { "epoch": 130, "local_updates": 961, "cumulative_learning_time_seconds": 0.28630429007648656, "classification_error": 0.0, "hinge_loss_v2": 6.828896186763934e-05, "margin_success_fraction": 0.25 }, { "epoch": 140, "local_updates": 1021, "cumulative_learning_time_seconds": 0.2980060344424338, "classification_error": 0.0, "hinge_loss_v2": 6.338323565113606e-05, "margin_success_fraction": 0.25 }, { "epoch": 150, "local_updates": 1081, "cumulative_learning_time_seconds": 0.3090042863573225, "classification_error": 0.0, "hinge_loss_v2": 5.979211035946159e-05, "margin_success_fraction": 0.25 }, { "epoch": 160, "local_updates": 1137, "cumulative_learning_time_seconds": 0.31968798961212436, "classification_error": 0.0, "hinge_loss_v2": 5.8172250313819895e-05, "margin_success_fraction": 0.375 }, { "epoch": 170, "local_updates": 1187, "cumulative_learning_time_seconds": 0.3303179527015426, "classification_error": 0.0, "hinge_loss_v2": 5.811426379155884e-05, "margin_success_fraction": 0.375 }, { "epoch": 180, "local_updates": 1239, "cumulative_learning_time_seconds": 0.3409754211910841, "classification_error": 0.0, "hinge_loss_v2": 5.903509204424929e-05, "margin_success_fraction": 0.25 }, { "epoch": 190, "local_updates": 1299, "cumulative_learning_time_seconds": 0.35185728990271353, "classification_error": 0.0, "hinge_loss_v2": 6.015145445095421e-05, "margin_success_fraction": 0.25 }, { "epoch": 200, "local_updates": 1359, "cumulative_learning_time_seconds": 0.3630588722302396, "classification_error": 0.0, "hinge_loss_v2": 6.073339233026271e-05, "margin_success_fraction": 0.25 }, { "epoch": 210, "local_updates": 1426, "cumulative_learning_time_seconds": 0.3746691292974808, "classification_error": 0.0, "hinge_loss_v2": 6.201271606240853e-05, "margin_success_fraction": 0.125 }, { "epoch": 220, "local_updates": 1496, "cumulative_learning_time_seconds": 0.38691915882349087, "classification_error": 0.0, "hinge_loss_v2": 6.432877485966439e-05, "margin_success_fraction": 0.125 }, { "epoch": 230, "local_updates": 1569, "cumulative_learning_time_seconds": 0.39986036933442, "classification_error": 0.0, "hinge_loss_v2": 6.820314086526429e-05, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1649, "cumulative_learning_time_seconds": 0.41372569304184165, "classification_error": 0.0, "hinge_loss_v2": 7.481182205918246e-05, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 1729, "cumulative_learning_time_seconds": 0.4286592853731278, "classification_error": 0.0, "hinge_loss_v2": 8.335479183018446e-05, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 1809, "cumulative_learning_time_seconds": 0.4444023025072151, "classification_error": 0.0, "hinge_loss_v2": 9.049634723169897e-05, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 1889, "cumulative_learning_time_seconds": 0.46082616202693727, "classification_error": 0.0, "hinge_loss_v2": 9.713842309433515e-05, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 1969, "cumulative_learning_time_seconds": 0.47790646623401667, "classification_error": 0.125, "hinge_loss_v2": 0.00010390468012662325, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2049, "cumulative_learning_time_seconds": 0.49566553756998444, "classification_error": 0.125, "hinge_loss_v2": 0.00011128874311758843, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2129, "cumulative_learning_time_seconds": 0.5141073868835481, "classification_error": 0.125, "hinge_loss_v2": 0.00011696197298198442, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2209, "cumulative_learning_time_seconds": 0.5327046076440293, "classification_error": 0.125, "hinge_loss_v2": 0.00011665506357451863, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2289, "cumulative_learning_time_seconds": 0.5512647276219279, "classification_error": 0.125, "hinge_loss_v2": 0.00011604998222496812, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2369, "cumulative_learning_time_seconds": 0.5697264446322168, "classification_error": 0.125, "hinge_loss_v2": 0.00011400142360892683, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2449, "cumulative_learning_time_seconds": 0.5880118107714883, "classification_error": 0.125, "hinge_loss_v2": 0.00011192237015747771, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2529, "cumulative_learning_time_seconds": 0.6061572914481999, "classification_error": 0.125, "hinge_loss_v2": 0.00011033544689407254, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2609, "cumulative_learning_time_seconds": 0.624188255349856, "classification_error": 0.125, "hinge_loss_v2": 0.00010906107803650448, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2689, "cumulative_learning_time_seconds": 0.6421211114668157, "classification_error": 0.125, "hinge_loss_v2": 0.0001079864104885422, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 2769, "cumulative_learning_time_seconds": 0.6599662657986731, "classification_error": 0.125, "hinge_loss_v2": 0.00010703898908933406, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 2849, "cumulative_learning_time_seconds": 0.6776202097826086, "classification_error": 0.125, "hinge_loss_v2": 0.00010397160526364052, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 2929, "cumulative_learning_time_seconds": 0.6949773215413676, "classification_error": 0.125, "hinge_loss_v2": 0.00010095557115537045, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3009, "cumulative_learning_time_seconds": 0.7120451150107867, "classification_error": 0.125, "hinge_loss_v2": 9.82038161028015e-05, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3089, "cumulative_learning_time_seconds": 0.7288298266299472, "classification_error": 0.0, "hinge_loss_v2": 9.568413038663676e-05, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3169, "cumulative_learning_time_seconds": 0.7453375294409408, "classification_error": 0.0, "hinge_loss_v2": 9.336887384671845e-05, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3249, "cumulative_learning_time_seconds": 0.7615741435330632, "classification_error": 0.0, "hinge_loss_v2": 9.123428542932455e-05, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3329, "cumulative_learning_time_seconds": 0.7775454454401901, "classification_error": 0.0, "hinge_loss_v2": 8.925990263287786e-05, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3409, "cumulative_learning_time_seconds": 0.7932570766164693, "classification_error": 0.0, "hinge_loss_v2": 8.742807193352448e-05, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3489, "cumulative_learning_time_seconds": 0.808714551095846, "classification_error": 0.0, "hinge_loss_v2": 8.572353491187466e-05, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3569, "cumulative_learning_time_seconds": 0.8239232624249972, "classification_error": 0.0, "hinge_loss_v2": 8.413307764766799e-05, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3649, "cumulative_learning_time_seconds": 0.8388884899461838, "classification_error": 0.0, "hinge_loss_v2": 8.264523319468229e-05, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 3729, "cumulative_learning_time_seconds": 0.8536154044958507, "classification_error": 0.0, "hinge_loss_v2": 8.125002873612421e-05, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 3809, "cumulative_learning_time_seconds": 0.8681090735760111, "classification_error": 0.0, "hinge_loss_v2": 7.993877045622184e-05, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 3889, "cumulative_learning_time_seconds": 0.8823744700351005, "classification_error": 0.0, "hinge_loss_v2": 7.870385689775171e-05, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 3969, "cumulative_learning_time_seconds": 0.8964164815744536, "classification_error": 0.0, "hinge_loss_v2": 7.753862633561297e-05, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4044, "cumulative_learning_time_seconds": 0.9102424290406205, "classification_error": 0.0, "hinge_loss_v2": 7.643699172273517e-05, "margin_success_fraction": 0.125 }, { "epoch": 550, "local_updates": 4114, "cumulative_learning_time_seconds": 0.9238723267793323, "classification_error": 0.0, "hinge_loss_v2": 7.539126190485635e-05, "margin_success_fraction": 0.125 }, { "epoch": 560, "local_updates": 4184, "cumulative_learning_time_seconds": 0.9373134610109128, "classification_error": 0.0, "hinge_loss_v2": 7.439568030076679e-05, "margin_success_fraction": 0.125 }, { "epoch": 570, "local_updates": 4254, "cumulative_learning_time_seconds": 0.9505703846802601, "classification_error": 0.0, "hinge_loss_v2": 7.344593972730888e-05, "margin_success_fraction": 0.125 }, { "epoch": 580, "local_updates": 4324, "cumulative_learning_time_seconds": 0.9636474690422397, "classification_error": 0.0, "hinge_loss_v2": 7.253826245593649e-05, "margin_success_fraction": 0.125 }, { "epoch": 590, "local_updates": 4394, "cumulative_learning_time_seconds": 0.976548894473064, "classification_error": 0.0, "hinge_loss_v2": 7.16693325174594e-05, "margin_success_fraction": 0.125 }, { "epoch": 600, "local_updates": 4464, "cumulative_learning_time_seconds": 0.9892786716171088, "classification_error": 0.0, "hinge_loss_v2": 7.08362307872213e-05, "margin_success_fraction": 0.125 } ], "status": "completed", "wall_seconds": 4.841422330588102 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0003121418874778736, "margin_success_fraction": 0.0, "outputs_v": [ -0.00017595855545227135, -0.0003873887951673094, -0.0002954552684434064, 4.598861160121093e-05, 0.0004369296508258125, 0.0006483598905407395, 0.000556426363816892, 0.00021498248377224694 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 1382400, "restricted_learning_time_to_stable_zero_seconds": 2.135373634783457, "classification_error_auc": 0.22083333333333333, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.135373634783457, "clipped_updates": 3875, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.875, "hinge_loss_v2": 0.0003242426037774888, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.036024977217069924, "classification_error": 0.5, "hinge_loss_v2": 0.00032356788358840576, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07201223732789265, "classification_error": 0.5, "hinge_loss_v2": 0.0003228841747776838, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10796039000247715, "classification_error": 0.5, "hinge_loss_v2": 0.0003221850702712361, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14386751608548165, "classification_error": 0.5, "hinge_loss_v2": 0.0003214629177359583, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.179730924583863, "classification_error": 0.5, "hinge_loss_v2": 0.00032070835081849844, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21554676705834766, "classification_error": 0.5, "hinge_loss_v2": 0.00031990998188101974, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.25130940242824323, "classification_error": 0.5, "hinge_loss_v2": 0.00031905485197873077, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28701029991304033, "classification_error": 0.5, "hinge_loss_v2": 0.00031813154197189296, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32263602424261606, "classification_error": 0.5, "hinge_loss_v2": 0.000317142136442431, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3581642144877469, "classification_error": 0.5, "hinge_loss_v2": 0.00031614454930950714, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39355452226979104, "classification_error": 0.5, "hinge_loss_v2": 0.0003154088430502395, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4288391942604593, "classification_error": 0.5, "hinge_loss_v2": 0.0003129086183047423, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46454149195412225, "classification_error": 0.5, "hinge_loss_v2": 0.0003196267046432232, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5002944666015762, "classification_error": 0.5, "hinge_loss_v2": 0.00031945931452648663, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5360386347191253, "classification_error": 0.5, "hinge_loss_v2": 0.0003192928188927646, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5717739974118564, "classification_error": 0.5, "hinge_loss_v2": 0.0003191271567163736, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.607500555414871, "classification_error": 0.5, "hinge_loss_v2": 0.00031896227046434916, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.643218309101463, "classification_error": 0.375, "hinge_loss_v2": 0.0003187981058941336, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.678927258491045, "classification_error": 0.375, "hinge_loss_v2": 0.0003186346118628939, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7146274032568374, "classification_error": 0.25, "hinge_loss_v2": 0.0003184717401477768, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.750318742733321, "classification_error": 0.25, "hinge_loss_v2": 0.00031830944527650904, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7860012759234626, "classification_error": 0.25, "hinge_loss_v2": 0.0003181476843677134, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8216750015057199, "classification_error": 0.25, "hinge_loss_v2": 0.0003179864169804204, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8573399178408303, "classification_error": 0.125, "hinge_loss_v2": 0.0003178256049722184, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.892996022978398, "classification_error": 0.125, "hinge_loss_v2": 0.0003176652123655704, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9286433146632679, "classification_error": 0.125, "hinge_loss_v2": 0.0003175052052218089, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9642817903417145, "classification_error": 0.125, "hinge_loss_v2": 0.00031734555152239315, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9999114471674309, "classification_error": 0.125, "hinge_loss_v2": 0.00031718622105699693, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0355322820073356, "classification_error": 0.125, "hinge_loss_v2": 0.00031702718531803034, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0711442914472022, "classification_error": 0.125, "hinge_loss_v2": 0.00031686841740124924, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.106747471797109, "classification_error": 0.125, "hinge_loss_v2": 0.00031670989191208366, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1423418190967152, "classification_error": 0.125, "hinge_loss_v2": 0.00031655158487736766, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.177927329120379, "classification_error": 0.0, "hinge_loss_v2": 0.00031639347366215235, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.213503997382113, "classification_error": 0.0, "hinge_loss_v2": 0.00031623553689132653, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.249071819140377, "classification_error": 0.0, "hinge_loss_v2": 0.0003160777543757488, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2846307894027236, "classification_error": 0.0, "hinge_loss_v2": 0.00031592010704265336, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.320180902930292, "classification_error": 0.0, "hinge_loss_v2": 0.00031576257687006466, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3557221542421614, "classification_error": 0.0, "hinge_loss_v2": 0.0003156051468250065, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3912545376195609, "classification_error": 0.0, "hinge_loss_v2": 0.00031544780080527816, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4267780471099405, "classification_error": 0.0, "hinge_loss_v2": 0.0003152905235846027, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4622926765309117, "classification_error": 0.0, "hinge_loss_v2": 0.0003151333007609382, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4977984194740646, "classification_error": 0.0, "hinge_loss_v2": 0.0003149761187077819, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5332952693086461, "classification_error": 0.0, "hinge_loss_v2": 0.00031481896452829834, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5687832191851248, "classification_error": 0.0, "hinge_loss_v2": 0.00031466182601209974, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6042622620386326, "classification_error": 0.0, "hinge_loss_v2": 0.00031450469159452336, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.639732390592292, "classification_error": 0.0, "hinge_loss_v2": 0.0003143475503182776, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6751935973604255, "classification_error": 0.0, "hinge_loss_v2": 0.00031419039179730554, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.710645874651662, "classification_error": 0.0, "hinge_loss_v2": 0.00031403320618274765, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.746089214571928, "classification_error": 0.125, "hinge_loss_v2": 0.0003138759841308745, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7815236090273356, "classification_error": 0.125, "hinge_loss_v2": 0.0003137187167728825, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8169490497269787, "classification_error": 0.125, "hinge_loss_v2": 0.00031356139568643583, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.852365528185607, "classification_error": 0.125, "hinge_loss_v2": 0.0003134040128688777, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8877730357262286, "classification_error": 0.125, "hinge_loss_v2": 0.00031324656071197613, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.9231715634826003, "classification_error": 0.125, "hinge_loss_v2": 0.00031308903197815223, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9585611024016294, "classification_error": 0.125, "hinge_loss_v2": 0.00031293141977807847, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.993941643245694, "classification_error": 0.125, "hinge_loss_v2": 0.0003127737175495888, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.029313176594863, "classification_error": 0.125, "hinge_loss_v2": 0.0003126159190378065, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.064675692849039, "classification_error": 0.125, "hinge_loss_v2": 0.0003124580182764336, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.100029182230018, "classification_error": 0.125, "hinge_loss_v2": 0.0003123000095701217, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.135373634783457, "classification_error": 0.125, "hinge_loss_v2": 0.0003121418874778736, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.635052565485239 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00027906805130879667, "margin_success_fraction": 0.0, "outputs_v": [ -0.0010141523480424741, -0.0018407146697329013, -0.0014773249295636781, -0.00013685190889872745, 0.0013954734767515353, 0.0022220357984419625, 0.0018586460582727116, 0.0005181730376078719 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 330, "restricted_updates_to_stable_zero_error": 2640, "restricted_edge_updates_to_stable_zero_error": 760320, "restricted_learning_time_to_stable_zero_seconds": 1.14488243212834, "classification_error_auc": 0.159375, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.0589978200249193, "clipped_updates": 3895, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.625, "hinge_loss_v2": 0.0003245448686543701, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03598611862398819, "classification_error": 0.5, "hinge_loss_v2": 0.00032183014522612816, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07181818877099945, "classification_error": 0.5, "hinge_loss_v2": 0.00031909417842849915, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10749065171464064, "classification_error": 0.5, "hinge_loss_v2": 0.00031631313955625016, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14299573658945788, "classification_error": 0.5, "hinge_loss_v2": 0.0003134594281713701, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17832249814696258, "classification_error": 0.5, "hinge_loss_v2": 0.00031050068633489404, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21345531955632555, "classification_error": 0.5, "hinge_loss_v2": 0.0003074000263227958, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2483715082746003, "classification_error": 0.5, "hinge_loss_v2": 0.00030412006278022184, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28303728436512526, "classification_error": 0.5, "hinge_loss_v2": 0.0003006379218288925, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3174007620782144, "classification_error": 0.5, "hinge_loss_v2": 0.00029699125941204754, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35137891737847354, "classification_error": 0.5, "hinge_loss_v2": 0.00029341212491654656, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3848313962244134, "classification_error": 0.5, "hinge_loss_v2": 0.0002907076673823994, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.417776332516988, "classification_error": 0.5, "hinge_loss_v2": 0.0002840667563320902, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.45156070693302863, "classification_error": 0.0, "hinge_loss_v2": 0.00029599059904346, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.48649484196141835, "classification_error": 0.375, "hinge_loss_v2": 0.0003065007400679306, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5214586826294707, "classification_error": 0.375, "hinge_loss_v2": 0.0003058461239472066, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5563877543298331, "classification_error": 0.25, "hinge_loss_v2": 0.0003051966927278498, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5912820851078122, "classification_error": 0.25, "hinge_loss_v2": 0.0003045521515865385, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6261417010212528, "classification_error": 0.25, "hinge_loss_v2": 0.00030391222251379974, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6609666261823325, "classification_error": 0.125, "hinge_loss_v2": 0.0003032766433299371, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6957568827979124, "classification_error": 0.125, "hinge_loss_v2": 0.0003026451667590481, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7305124912085111, "classification_error": 0.125, "hinge_loss_v2": 0.00030201755955761034, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7652334699259458, "classification_error": 0.125, "hinge_loss_v2": 0.00030139360169436475, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7999198356696847, "classification_error": 0.125, "hinge_loss_v2": 0.00030077308557839794, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8345716034019683, "classification_error": 0.125, "hinge_loss_v2": 0.00030015581533254906, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.869188786361733, "classification_error": 0.125, "hinge_loss_v2": 0.0002995416061094318, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9037713960973812, "classification_error": 0.125, "hinge_loss_v2": 0.00029893028344751685, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.938319443222246, "classification_error": 0.125, "hinge_loss_v2": 0.0002983215451184491, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9728329429743028, "classification_error": 0.125, "hinge_loss_v2": 0.0002977152049532112, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0073119036607407, "classification_error": 0.125, "hinge_loss_v2": 0.00029711129322202703, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0417563302466275, "classification_error": 0.125, "hinge_loss_v2": 0.000296509670830932, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.076166226158285, "classification_error": 0.125, "hinge_loss_v2": 0.0002959102064007315, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1105415933097516, "classification_error": 0.125, "hinge_loss_v2": 0.0002953127758167752, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.14488243212834, "classification_error": 0.0, "hinge_loss_v2": 0.00029471726180499045, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1791887415793214, "classification_error": 0.0, "hinge_loss_v2": 0.00029412355353262764, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2134605191897663, "classification_error": 0.0, "hinge_loss_v2": 0.0002935315462322638, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.247697761071561, "classification_error": 0.0, "hinge_loss_v2": 0.0002929411408477159, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2819004619436345, "classification_error": 0.0, "hinge_loss_v2": 0.0002923522437005638, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3160686151534067, "classification_error": 0.0, "hinge_loss_v2": 0.0002917647661760835, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3502022126974895, "classification_error": 0.0, "hinge_loss_v2": 0.0002911786244274685, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.3843012452416739, "classification_error": 0.0, "hinge_loss_v2": 0.00029059373909724154, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4183657021401892, "classification_error": 0.0, "hinge_loss_v2": 0.000290010035054876, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4523955714542949, "classification_error": 0.0, "hinge_loss_v2": 0.0002894274411496916, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4863908399702022, "classification_error": 0.0, "hinge_loss_v2": 0.00028884588997809093, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5203514932163398, "classification_error": 0.0, "hinge_loss_v2": 0.0002882653176643488, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5542775154800061, "classification_error": 0.0, "hinge_loss_v2": 0.0002876856636541389, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.588168889823391, "classification_error": 0.0, "hinge_loss_v2": 0.0002871068705200537, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6220255980990181, "classification_error": 0.0, "hinge_loss_v2": 0.00028652888377843615, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6558476209645956, "classification_error": 0.0, "hinge_loss_v2": 0.00028595165171685095, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.6896349378973095, "classification_error": 0.0, "hinge_loss_v2": 0.00028537512523158165, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7233875272075627, "classification_error": 0.0, "hinge_loss_v2": 0.00028479925767456676, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.757105366052181, "classification_error": 0.0, "hinge_loss_v2": 0.00028422400470923097, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.7907884304470938, "classification_error": 0.0, "hinge_loss_v2": 0.0002836493241746911, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8244366952795112, "classification_error": 0.0, "hinge_loss_v2": 0.00028307517595784057, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.8580501343195974, "classification_error": 0.0, "hinge_loss_v2": 0.00028250152187288204, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.89162872023166, "classification_error": 0.0, "hinge_loss_v2": 0.0002819283255478328, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9251724245848767, "classification_error": 0.0, "hinge_loss_v2": 0.0002813555523176338, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9586812178635444, "classification_error": 0.0, "hinge_loss_v2": 0.00028078316912345965, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.9921550694768895, "classification_error": 0.0, "hinge_loss_v2": 0.0002802111444178749, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0255939477684306, "classification_error": 0.0, "hinge_loss_v2": 0.0002796394480754872, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.0589978200249193, "classification_error": 0.0, "hinge_loss_v2": 0.00027906805130879667, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.630926426500082 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00023221016839008226, "margin_success_fraction": 0.0, "outputs_v": [ -0.002381689995407721, -0.004177157028186718, -0.003407167006011541, -0.0005227696409804139, 0.0027863942097446914, 0.0045818612425236604, 0.003811871220348484, 0.0009274738553172734 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 320, "restricted_updates_to_stable_zero_error": 2560, "restricted_edge_updates_to_stable_zero_error": 737280, "restricted_learning_time_to_stable_zero_seconds": 1.0576773335103642, "classification_error_auc": 0.13645833333333332, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.9363635821444882, "clipped_updates": 3897, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.875, "hinge_loss_v2": 0.00032483963415872786, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.035909357855662224, "classification_error": 0.5, "hinge_loss_v2": 0.0003187288993606396, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07147169141684498, "classification_error": 0.375, "hinge_loss_v2": 0.00031265073279226245, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10667677216267889, "classification_error": 0.375, "hinge_loss_v2": 0.00030655630566699186, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14150977244643678, "classification_error": 0.375, "hinge_loss_v2": 0.0003003931003580034, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1759494608379697, "classification_error": 0.375, "hinge_loss_v2": 0.00029410482462386686, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.20996550025121755, "classification_error": 0.375, "hinge_loss_v2": 0.0002876348578202798, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24351433076973164, "classification_error": 0.375, "hinge_loss_v2": 0.00028093824581213454, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.27653278092125, "classification_error": 0.5, "hinge_loss_v2": 0.00027401376203157156, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.30892799589790715, "classification_error": 0.5, "hinge_loss_v2": 0.00026698138690470197, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3405614351799678, "classification_error": 0.5, "hinge_loss_v2": 0.00026025504580985887, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.37122375133509056, "classification_error": 0.5, "hinge_loss_v2": 0.0002548734259230577, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.40088999528472863, "classification_error": 0.5, "hinge_loss_v2": 0.00024666439145503544, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4308160762379773, "classification_error": 0.25, "hinge_loss_v2": 0.0002427637191067819, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4624265759110295, "classification_error": 0.0, "hinge_loss_v2": 0.00026424634339821404, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4959097882970806, "classification_error": 0.25, "hinge_loss_v2": 0.0002852889822406545, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5295553310635963, "classification_error": 0.125, "hinge_loss_v2": 0.0002839099111265083, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5631251998267162, "classification_error": 0.125, "hinge_loss_v2": 0.00028254643599494024, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5966195384833315, "classification_error": 0.125, "hinge_loss_v2": 0.00028119780296059175, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6300384851899422, "classification_error": 0.125, "hinge_loss_v2": 0.00027986330132262385, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6633821725007717, "classification_error": 0.125, "hinge_loss_v2": 0.0002785422609958854, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6966507275006983, "classification_error": 0.125, "hinge_loss_v2": 0.0002772340501007891, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7298442719332512, "classification_error": 0.125, "hinge_loss_v2": 0.00027593807270151244, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7629629223238911, "classification_error": 0.125, "hinge_loss_v2": 0.00027465376668281644, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7960067900987932, "classification_error": 0.125, "hinge_loss_v2": 0.0002733806017564958, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8289759816993262, "classification_error": 0.125, "hinge_loss_v2": 0.00027211807758914926, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8618705986924184, "classification_error": 0.125, "hinge_loss_v2": 0.0002708657220434555, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.8946907378769892, "classification_error": 0.125, "hinge_loss_v2": 0.0002696230895258046, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.927436491386606, "classification_error": 0.125, "hinge_loss_v2": 0.00026838975943349304, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9601079467885327, "classification_error": 0.125, "hinge_loss_v2": 0.0002671653346952774, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.9927051871793142, "classification_error": 0.125, "hinge_loss_v2": 0.0002659494403993974, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0252282912770303, "classification_error": 0.125, "hinge_loss_v2": 0.00026474172250366516, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.0576773335103642, "classification_error": 0.0, "hinge_loss_v2": 0.0002635418466224977, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.0900523841046001, "classification_error": 0.0, "hinge_loss_v2": 0.0002623494968861753, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1223535091646744, "classification_error": 0.0, "hinge_loss_v2": 0.0002611643748678529, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1545807707553855, "classification_error": 0.0, "hinge_loss_v2": 0.0002599861985742084, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.186734226978878, "classification_error": 0.0, "hinge_loss_v2": 0.00025881470149582617, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2188139320494902, "classification_error": 0.0, "hinge_loss_v2": 0.0002576496317136875, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.2508199363660741, "classification_error": 0.0, "hinge_loss_v2": 0.00025649075105837007, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.2827522865818597, "classification_error": 0.0, "hinge_loss_v2": 0.0002553378343187715, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.3146110256719679, "classification_error": 0.0, "hinge_loss_v2": 0.0002541906684973724, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.3463961929986377, "classification_error": 0.0, "hinge_loss_v2": 0.0002530490521092385, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.3781078243742568, "classification_error": 0.0, "hinge_loss_v2": 0.00025191279452214553, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4097459521222628, "classification_error": 0.0, "hinge_loss_v2": 0.0002507817153353666, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.4413106051359779, "classification_error": 0.0, "hinge_loss_v2": 0.0002496556437948153, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.4728018089354575, "classification_error": 0.0, "hinge_loss_v2": 0.0002485344182423661, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5042195857224145, "classification_error": 0.0, "hinge_loss_v2": 0.00024741788559734686, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.5355639544332529, "classification_error": 0.0, "hinge_loss_v2": 0.0002463059008682698, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.5668349307903076, "classification_error": 0.0, "hinge_loss_v2": 0.0002451983266930256, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.598032527351317, "classification_error": 0.0, "hinge_loss_v2": 0.00024409503290583756, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.6291567535571776, "classification_error": 0.0, "hinge_loss_v2": 0.00024299589612942232, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.6602076157780576, "classification_error": 0.0, "hinge_loss_v2": 0.00024190079939085196, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.6911851173578825, "classification_error": 0.0, "hinge_loss_v2": 0.0002408096317597154, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.7220892586572578, "classification_error": 0.0, "hinge_loss_v2": 0.00023972228800728473, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.7529200370948632, "classification_error": 0.0, "hinge_loss_v2": 0.00023863866828543827, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.7836774471873666, "classification_error": 0.0, "hinge_loss_v2": 0.00023755867782418276, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.8143614805878823, "classification_error": 0.0, "hinge_loss_v2": 0.0002364822266466886, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.8449721261230199, "classification_error": 0.0, "hinge_loss_v2": 0.0002354092293007924, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.87550936982856, "classification_error": 0.0, "hinge_loss_v2": 0.0002343396046060303, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.905973194983784, "classification_error": 0.0, "hinge_loss_v2": 0.00023327327541526778, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.9363635821444882, "classification_error": 0.0, "hinge_loss_v2": 0.00023221016839008226, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.635737217962742 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00018193322994202336, "margin_success_fraction": 0.0, "outputs_v": [ -0.00411007389555168, -0.007135287056442896, -0.005904535072063982, -0.001138775762946409, 0.004370273702634514, 0.007395486863525785, 0.006164734879146816, 0.001398975570029215 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 310, "restricted_updates_to_stable_zero_error": 2480, "restricted_edge_updates_to_stable_zero_error": 714240, "restricted_learning_time_to_stable_zero_seconds": 0.9546001369333889, "classification_error_auc": 0.09479166666666666, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.7754833566298334, "clipped_updates": 3887, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.875, "hinge_loss_v2": 0.0003250873759753253, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03579368880885755, "classification_error": 0.25, "hinge_loss_v2": 0.0003143067492244305, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07097496380370481, "classification_error": 0.25, "hinge_loss_v2": 0.0003037795214854591, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10553182383183446, "classification_error": 0.25, "hinge_loss_v2": 0.0002934256253406059, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.13944511260545833, "classification_error": 0.25, "hinge_loss_v2": 0.00028316819283792546, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17268617747466633, "classification_error": 0.25, "hinge_loss_v2": 0.0002729362419144913, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.20521356673661795, "classification_error": 0.25, "hinge_loss_v2": 0.00026267361664422006, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.236968404176955, "classification_error": 0.25, "hinge_loss_v2": 0.00025235996038916757, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.26786803017049876, "classification_error": 0.25, "hinge_loss_v2": 0.000242053796866647, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2977976404792514, "classification_error": 0.25, "hinge_loss_v2": 0.00023197190109524815, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3266004110818795, "classification_error": 0.25, "hinge_loss_v2": 0.00022261208219501494, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3540689340135535, "classification_error": 0.25, "hinge_loss_v2": 0.00021486831452764078, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.3801292567227363, "classification_error": 0.25, "hinge_loss_v2": 0.00020706327700582334, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4056287209867919, "classification_error": 0.25, "hinge_loss_v2": 0.00019619908924883349, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.43189561287262546, "classification_error": 0.125, "hinge_loss_v2": 0.00019602329521080852, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4598125504095581, "classification_error": 0.0, "hinge_loss_v2": 0.00021040013500938558, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.49006281985383254, "classification_error": 0.125, "hinge_loss_v2": 0.00024874054599704565, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5218541459011187, "classification_error": 0.125, "hinge_loss_v2": 0.00025615473361819926, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.553581251400767, "classification_error": 0.125, "hinge_loss_v2": 0.00025396856439021114, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.5851810563199421, "classification_error": 0.125, "hinge_loss_v2": 0.00025181646862172023, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6166540058273856, "classification_error": 0.125, "hinge_loss_v2": 0.0002496970040128917, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6480005332294704, "classification_error": 0.125, "hinge_loss_v2": 0.0002476088110459284, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.6792210603404771, "classification_error": 0.125, "hinge_loss_v2": 0.0002455506079536054, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7103159978381639, "classification_error": 0.125, "hinge_loss_v2": 0.00024352118601515447, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7412857456054116, "classification_error": 0.125, "hinge_loss_v2": 0.00024151940515599124, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.7721306930586747, "classification_error": 0.125, "hinge_loss_v2": 0.00023954418982968592, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.802851219463932, "classification_error": 0.125, "hinge_loss_v2": 0.00023759452516234654, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.833447694240766, "classification_error": 0.125, "hinge_loss_v2": 0.0002356694533411147, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.8639204772551718, "classification_error": 0.125, "hinge_loss_v2": 0.00023376807022996358, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.894269919101665, "classification_error": 0.125, "hinge_loss_v2": 0.00023188952219725204, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.9244963613751983, "classification_error": 0.125, "hinge_loss_v2": 0.00023003300314071638, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.9546001369333889, "classification_error": 0.0, "hinge_loss_v2": 0.00022819775169661188, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 0.9845815701495118, "classification_error": 0.0, "hinge_loss_v2": 0.00022638304862077508, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.0144409771566951, "classification_error": 0.0, "hinge_loss_v2": 0.00022458821433023725, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.0441786660837247, "classification_error": 0.0, "hinge_loss_v2": 0.00022281260659485404, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.0737949372828284, "classification_error": 0.0, "hinge_loss_v2": 0.00022105561836921315, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.1032900835498174, "classification_error": 0.0, "hinge_loss_v2": 0.00021931667575572422, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.1326643903369065, "classification_error": 0.0, "hinge_loss_v2": 0.0002175952360904856, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.1619181359585387, "classification_error": 0.0, "hinge_loss_v2": 0.00021589078614410104, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.1910515917905122, "classification_error": 0.0, "hinge_loss_v2": 0.00021420284043014725, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.2200650224626928, "classification_error": 0.0, "hinge_loss_v2": 0.0002125309396144938, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.2489586860455735, "classification_error": 0.0, "hinge_loss_v2": 0.00021087464901918318, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.2777328342309437, "classification_error": 0.0, "hinge_loss_v2": 0.00020923355721495112, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.306387712506891, "classification_error": 0.0, "hinge_loss_v2": 0.00020760727469688455, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.3349235603273757, "classification_error": 0.0, "hinge_loss_v2": 0.0002059954326381033, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.3633406112765727, "classification_error": 0.0, "hinge_loss_v2": 0.00020439768171664276, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.3916390932281981, "classification_error": 0.0, "hinge_loss_v2": 0.00020281369101107837, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.4198192285000062, "classification_error": 0.0, "hinge_loss_v2": 0.00020124314696068227, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.4478812340036258, "classification_error": 0.0, "hinge_loss_v2": 0.00019968575238620993, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.4758253213899255, "classification_error": 0.0, "hinge_loss_v2": 0.00019814122556764853, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.5036516971900555, "classification_error": 0.0, "hinge_loss_v2": 0.0001966092993754637, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.5313605629523277, "classification_error": 0.0, "hinge_loss_v2": 0.00019508972045217742, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.5589521153750732, "classification_error": 0.0, "hinge_loss_v2": 0.000193582248441227, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.586426546435628, "classification_error": 0.0, "hinge_loss_v2": 0.0001920866552602935, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.613784043515568, "classification_error": 0.0, "hinge_loss_v2": 0.00019060272441645646, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.6410247895223211, "classification_error": 0.0, "hinge_loss_v2": 0.0001891302503606907, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.6681489630072834, "classification_error": 0.0, "hinge_loss_v2": 0.00018766903787936594, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.6951567382805461, "classification_error": 0.0, "hinge_loss_v2": 0.0001862189015205931, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.722048285522347, "classification_error": 0.0, "hinge_loss_v2": 0.00018477966505331438, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.7488237708913468, "classification_error": 0.0, "hinge_loss_v2": 0.00018335116095727575, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.7754833566298334, "classification_error": 0.0, "hinge_loss_v2": 0.00018193322994202336, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.692659243941307 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00013828846578525827, "margin_success_fraction": 0.0, "outputs_v": [ -0.006005658971655559, -0.010343496668427626, -0.008655113292713096, -0.0019295409275201514, 0.0058934713503428215, 0.01023130904711489, 0.008542925671400359, 0.0018173533062074143 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 330, "restricted_updates_to_stable_zero_error": 2640, "restricted_edge_updates_to_stable_zero_error": 760320, "restricted_learning_time_to_stable_zero_seconds": 0.9187623452239332, "classification_error_auc": 0.090625, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.5879127713768155, "clipped_updates": 3855, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.875, "hinge_loss_v2": 0.00032519745370874315, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03563359820959987, "classification_error": 0.125, "hinge_loss_v2": 0.00030851141040430237, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0703187695794013, "classification_error": 0.125, "hinge_loss_v2": 0.00029259771875329475, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10404861653769416, "classification_error": 0.125, "hinge_loss_v2": 0.0002773270647729618, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.13680671244524253, "classification_error": 0.25, "hinge_loss_v2": 0.00026259115506415407, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1685649156576112, "classification_error": 0.25, "hinge_loss_v2": 0.0002483081302877641, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.19928057560020404, "classification_error": 0.25, "hinge_loss_v2": 0.00023443547186587516, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.228893192877026, "classification_error": 0.25, "hinge_loss_v2": 0.00022099364923804874, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2573208991031031, "classification_error": 0.25, "hinge_loss_v2": 0.0002081028573588545, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.2844577941147517, "classification_error": 0.25, "hinge_loss_v2": 0.00019602845093873568, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.31017444873018496, "classification_error": 0.25, "hinge_loss_v2": 0.0001852097885969921, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3343257505534349, "classification_error": 0.25, "hinge_loss_v2": 0.0001762053599037738, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.35679317179177356, "classification_error": 0.25, "hinge_loss_v2": 0.0001688327264590644, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.37806737008602825, "classification_error": 0.25, "hinge_loss_v2": 0.00015988577580815312, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.39898120495305717, "classification_error": 0.125, "hinge_loss_v2": 0.00015104738977912222, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4205540062267402, "classification_error": 0.125, "hinge_loss_v2": 0.00014800125646188367, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.44337304074978506, "classification_error": 0.125, "hinge_loss_v2": 0.00015183829869433975, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.4678220334398574, "classification_error": 0.0, "hinge_loss_v2": 0.00016563605435587731, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.494455917521816, "classification_error": 0.0, "hinge_loss_v2": 0.0001965372228032131, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.523457862771574, "classification_error": 0.125, "hinge_loss_v2": 0.0002245679224701007, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.5528663707986835, "classification_error": 0.125, "hinge_loss_v2": 0.00022159849000781822, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.5820903371681637, "classification_error": 0.125, "hinge_loss_v2": 0.00021869318937901903, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.6111308563094473, "classification_error": 0.125, "hinge_loss_v2": 0.00021585027687788316, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.6399890008679079, "classification_error": 0.125, "hinge_loss_v2": 0.00021306727326753878, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.6686658232407073, "classification_error": 0.125, "hinge_loss_v2": 0.00021034184019116367, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.6971623563973767, "classification_error": 0.125, "hinge_loss_v2": 0.00020767177129306168, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.725479614663524, "classification_error": 0.125, "hinge_loss_v2": 0.00020505498395296618, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.7536185944698257, "classification_error": 0.125, "hinge_loss_v2": 0.0002024895115854468, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.7815802750682905, "classification_error": 0.125, "hinge_loss_v2": 0.00019997349646065773, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.8093656192176503, "classification_error": 0.125, "hinge_loss_v2": 0.00019750518300660247, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.8369755738396, "classification_error": 0.125, "hinge_loss_v2": 0.00019508291155655605, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.8644110706474908, "classification_error": 0.125, "hinge_loss_v2": 0.00019270511250850668, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 0.8916730267489649, "classification_error": 0.125, "hinge_loss_v2": 0.0001903703008662699, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 0.9187623452239332, "classification_error": 0.0, "hinge_loss_v2": 0.00018807707113451552, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 0.9456799156791869, "classification_error": 0.0, "hinge_loss_v2": 0.00018582409254225979, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 0.9724266147808596, "classification_error": 0.0, "hinge_loss_v2": 0.0001836101045714682, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 0.9990033067658752, "classification_error": 0.0, "hinge_loss_v2": 0.00018143391276931282, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.025410843933438, "classification_error": 0.0, "hinge_loss_v2": 0.00017929438482431346, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.0516500671175704, "classification_error": 0.0, "hinge_loss_v2": 0.00017719044688821537, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.0777218061416043, "classification_error": 0.0, "hinge_loss_v2": 0.0001751210801268113, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.1036268802555347, "classification_error": 0.0, "hinge_loss_v2": 0.00017308531748425163, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.1293660985570237, "classification_error": 0.0, "hinge_loss_v2": 0.0001710822406465387, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.1549402603968406, "classification_error": 0.0, "hinge_loss_v2": 0.00016911097719097287, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.1803501557694545, "classification_error": 0.0, "hinge_loss_v2": 0.00016717069790933206, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.205596565689475, "classification_error": 0.0, "hinge_loss_v2": 0.00016526061429343223, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.2306802625545565, "classification_error": 0.0, "hinge_loss_v2": 0.00016337997617254754, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.255602010495401, "classification_error": 0.0, "hinge_loss_v2": 0.00016152806949294412, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.280362565713407, "classification_error": 0.0, "hinge_loss_v2": 0.0001597042142304345, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.3049626768065141, "classification_error": 0.0, "hinge_loss_v2": 0.00015790776242754633, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.3294030850837548, "classification_error": 0.0, "hinge_loss_v2": 0.00015613809634745573, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.35368452486898, "classification_error": 0.0, "hinge_loss_v2": 0.00015439462673736158, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.3778077237942408, "classification_error": 0.0, "hinge_loss_v2": 0.00015267679119452453, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.4017734030832254, "classification_error": 0.0, "hinge_loss_v2": 0.0001509840526286211, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.4255822778251963, "classification_error": 0.0, "hinge_loss_v2": 0.00014931589781447702, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.44923505723979, "classification_error": 0.0, "hinge_loss_v2": 0.00014767183602966294, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.4727324449330599, "classification_error": 0.0, "hinge_loss_v2": 0.0001460513977718097, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.4960751391451201, "classification_error": 0.0, "hinge_loss_v2": 0.00014445413355079068, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.519263832989709, "classification_error": 0.0, "hinge_loss_v2": 0.00014287961275128588, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.5422992146860128, "classification_error": 0.0, "hinge_loss_v2": 0.00014132742256148275, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.5651819677830356, "classification_error": 0.0, "hinge_loss_v2": 0.000139797166963993, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.5879127713768155, "classification_error": 0.0, "hinge_loss_v2": 0.00013828846578525827, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.660871837288141 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0003176747992976209, "margin_success_fraction": 0.0, "outputs_v": [ -2.6896403819587356e-05, -0.00014140733921574888, -9.568063001957894e-05, 8.349763768480956e-05, 0.00029116726475850174, 0.00040567820015474654, 0.00035995149095841006, 0.00018077322325410483 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 2457600, "restricted_learning_time_to_stable_zero_seconds": 2.146233755073181, "classification_error_auc": 0.190625, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.146233755073181, "clipped_updates": 3703, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032402910447986517, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03600709056995371, "classification_error": 0.5, "hinge_loss_v2": 0.0003237032429956514, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0719958876963805, "classification_error": 0.5, "hinge_loss_v2": 0.00032337157231225556, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10796583072170156, "classification_error": 0.5, "hinge_loss_v2": 0.0003230318839771406, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.143916177474182, "classification_error": 0.5, "hinge_loss_v2": 0.0003226812922547725, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17984593143400252, "classification_error": 0.5, "hinge_loss_v2": 0.00032231596172676766, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21575373179014098, "classification_error": 0.5, "hinge_loss_v2": 0.00032193071714070956, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2516376821043399, "classification_error": 0.5, "hinge_loss_v2": 0.00032151848707626964, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28749507277984915, "classification_error": 0.5, "hinge_loss_v2": 0.00032106953440284495, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3233219095669095, "classification_error": 0.5, "hinge_loss_v2": 0.0003205705011309747, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3591120628690902, "classification_error": 0.5, "hinge_loss_v2": 0.0003200036969538549, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39485560777776885, "classification_error": 0.5, "hinge_loss_v2": 0.00031934892655138857, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4305352205798207, "classification_error": 0.5, "hinge_loss_v2": 0.00031859927738842194, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46611704511214747, "classification_error": 0.5, "hinge_loss_v2": 0.00031785532374067264, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5015895586386401, "classification_error": 0.5, "hinge_loss_v2": 0.00031669093155768256, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5374246810867395, "classification_error": 0.125, "hinge_loss_v2": 0.0003212953300343204, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5732751637341064, "classification_error": 0.125, "hinge_loss_v2": 0.0003212143695203452, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6091211608773187, "classification_error": 0.125, "hinge_loss_v2": 0.00032113346961690486, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6449626714248645, "classification_error": 0.125, "hinge_loss_v2": 0.00032105262691850707, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6807996942389949, "classification_error": 0.125, "hinge_loss_v2": 0.0003209718381126308, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7166322281360804, "classification_error": 0.125, "hinge_loss_v2": 0.00032089109997694167, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.752460271886957, "classification_error": 0.0, "hinge_loss_v2": 0.00032081040937657207, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7882838242172664, "classification_error": 0.0, "hinge_loss_v2": 0.0003207297632615024, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8241028838077946, "classification_error": 0.0, "hinge_loss_v2": 0.0003206491586639955, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8599174492947966, "classification_error": 0.0, "hinge_loss_v2": 0.00032056859269613146, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8957275192703188, "classification_error": 0.0, "hinge_loss_v2": 0.0003204880625473888, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9315330922825127, "classification_error": 0.0, "hinge_loss_v2": 0.00032040756548231515, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9673341668359472, "classification_error": 0.0, "hinge_loss_v2": 0.0003203270988382616, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 1.0031307413919086, "classification_error": 0.0, "hinge_loss_v2": 0.0003202466600231719, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0389228143686982, "classification_error": 0.0, "hinge_loss_v2": 0.00032016624651345086, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0747103841419225, "classification_error": 0.0, "hinge_loss_v2": 0.0003200858558518934, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1104934490447764, "classification_error": 0.0, "hinge_loss_v2": 0.0003200054856456612, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1462720073683248, "classification_error": 0.0, "hinge_loss_v2": 0.00031992513356433324, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1820460573617726, "classification_error": 0.125, "hinge_loss_v2": 0.00031984479733800607, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.2178155972327314, "classification_error": 0.125, "hinge_loss_v2": 0.0003197644747554508, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2535806251474826, "classification_error": 0.125, "hinge_loss_v2": 0.00031968416366232104, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2893411392312286, "classification_error": 0.125, "hinge_loss_v2": 0.0003196038619594192, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3250971375683478, "classification_error": 0.125, "hinge_loss_v2": 0.0003195235676010079, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3608486182026336, "classification_error": 0.125, "hinge_loss_v2": 0.0003194432785931767, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3965955791375377, "classification_error": 0.125, "hinge_loss_v2": 0.000319362992992249, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4323380183363992, "classification_error": 0.125, "hinge_loss_v2": 0.00031928270890323673, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4680759337226736, "classification_error": 0.125, "hinge_loss_v2": 0.0003192024244783491, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.5038093231801548, "classification_error": 0.125, "hinge_loss_v2": 0.0003191221379155329, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.539538184553195, "classification_error": 0.125, "hinge_loss_v2": 0.00031904184745706215, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.575262515646911, "classification_error": 0.125, "hinge_loss_v2": 0.00031896155138816525, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6109823142273925, "classification_error": 0.125, "hinge_loss_v2": 0.0003188812480357016, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6466975780219089, "classification_error": 0.125, "hinge_loss_v2": 0.0003188009357668572, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.682408304719096, "classification_error": 0.125, "hinge_loss_v2": 0.0003187206129879001, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.7181144919691549, "classification_error": 0.125, "hinge_loss_v2": 0.0003186402781429603, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7538161373840329, "classification_error": 0.125, "hinge_loss_v2": 0.0003185599297128415, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7895132385376114, "classification_error": 0.125, "hinge_loss_v2": 0.0003184795662138798, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8252057929658734, "classification_error": 0.125, "hinge_loss_v2": 0.00031839918619682605, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8608937981670823, "classification_error": 0.125, "hinge_loss_v2": 0.00031831878824576434, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8965772516019435, "classification_error": 0.125, "hinge_loss_v2": 0.00031823837097705624, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.9322561506937672, "classification_error": 0.125, "hinge_loss_v2": 0.0003181579330383303, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.967930492828626, "classification_error": 0.125, "hinge_loss_v2": 0.00031807747310747653, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 2.0036002753555087, "classification_error": 0.125, "hinge_loss_v2": 0.00031799698989170156, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.0392654955864664, "classification_error": 0.125, "hinge_loss_v2": 0.0003179164821265799, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0749261507967534, "classification_error": 0.125, "hinge_loss_v2": 0.00031783594857515314, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.110582238224967, "classification_error": 0.125, "hinge_loss_v2": 0.00031775538802704753, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.146233755073181, "classification_error": 0.125, "hinge_loss_v2": 0.0003176747992976209, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 16.056090738624334 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0002993629447288797, "margin_success_fraction": 0.0, "outputs_v": [ -0.00037475277036608245, -0.0008293712858196411, -0.0006486465108807848, 6.155543234820371e-05, 0.0008852078775475336, 0.0013398263930010923, 0.001159101618062236, 0.00044889967483319193 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 2457600, "restricted_learning_time_to_stable_zero_seconds": 2.1036115943454052, "classification_error_auc": 0.15729166666666666, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.1036115943454052, "clipped_updates": 3722, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240476056485139, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03598213092276746, "classification_error": 0.5, "hinge_loss_v2": 0.0003227580347294125, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0718915287013777, "classification_error": 0.5, "hinge_loss_v2": 0.0003214505973591351, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10772612225610405, "classification_error": 0.5, "hinge_loss_v2": 0.00032011702730338343, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14348313951824657, "classification_error": 0.5, "hinge_loss_v2": 0.000318746593263273, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1791588323416308, "classification_error": 0.5, "hinge_loss_v2": 0.00031732512753738867, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21474806447979775, "classification_error": 0.5, "hinge_loss_v2": 0.0003158336496304708, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.25024367567596756, "classification_error": 0.5, "hinge_loss_v2": 0.000314246430255758, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2856354642005809, "classification_error": 0.5, "hinge_loss_v2": 0.00031252836246361095, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3209084858038768, "classification_error": 0.5, "hinge_loss_v2": 0.00031063178916177197, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.356040050331628, "classification_error": 0.5, "hinge_loss_v2": 0.00030849430167824156, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39099403737091026, "classification_error": 0.5, "hinge_loss_v2": 0.0003060448997876625, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.42570910711283766, "classification_error": 0.5, "hinge_loss_v2": 0.000303252196085861, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4600709605910249, "classification_error": 0.5, "hinge_loss_v2": 0.000300382116408993, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.49404453396130965, "classification_error": 0.5, "hinge_loss_v2": 0.0002975818646342827, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5287291575391612, "classification_error": 0.125, "hinge_loss_v2": 0.00030945212581571916, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5641164433380865, "classification_error": 0.0, "hinge_loss_v2": 0.00031286659218050317, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5994856318609952, "classification_error": 0.0, "hinge_loss_v2": 0.0003125533103994309, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6348371331650801, "classification_error": 0.0, "hinge_loss_v2": 0.0003122404757836531, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6701709483251715, "classification_error": 0.0, "hinge_loss_v2": 0.0003119280746556774, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.705487078173892, "classification_error": 0.0, "hinge_loss_v2": 0.00031161609369589156, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7407855233033467, "classification_error": 0.0, "hinge_loss_v2": 0.000311304519931854, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7760662840667811, "classification_error": 0.0, "hinge_loss_v2": 0.00031099334072791563, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8113293605802027, "classification_error": 0.0, "hinge_loss_v2": 0.00031068254377512937, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8465747527239726, "classification_error": 0.0, "hinge_loss_v2": 0.00031037211708147093, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8818024601443606, "classification_error": 0.0, "hinge_loss_v2": 0.0003100620489623475, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.917012482255069, "classification_error": 0.0, "hinge_loss_v2": 0.00030975232803138585, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9522048182387228, "classification_error": 0.0, "hinge_loss_v2": 0.0003094429431914924, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9873794670483307, "classification_error": 0.0, "hinge_loss_v2": 0.0003091338836261837, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0225364274087136, "classification_error": 0.0, "hinge_loss_v2": 0.0003088251387911629, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0576756978179003, "classification_error": 0.0, "hinge_loss_v2": 0.0003085166984061561, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.092797276548495, "classification_error": 0.0, "hinge_loss_v2": 0.0003082085524469849, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1279011616490153, "classification_error": 0.0, "hinge_loss_v2": 0.00030790069113786824, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.162987350945196, "classification_error": 0.0, "hinge_loss_v2": 0.0003075931049439643, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1980558420412675, "classification_error": 0.0, "hinge_loss_v2": 0.00030728578456411986, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2331066323212072, "classification_error": 0.0, "hinge_loss_v2": 0.0003069787209238424, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2681397189499566, "classification_error": 0.0, "hinge_loss_v2": 0.00030667190516847273, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.303155098874609, "classification_error": 0.0, "hinge_loss_v2": 0.0003063653286565634, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3381527688255785, "classification_error": 0.0, "hinge_loss_v2": 0.00030605898295345323, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3731327253177357, "classification_error": 0.0, "hinge_loss_v2": 0.00030575285982502483, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.408094964651512, "classification_error": 0.0, "hinge_loss_v2": 0.00030544695123165374, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.443039482913982, "classification_error": 0.0, "hinge_loss_v2": 0.0003051412493223304, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4779662759799201, "classification_error": 0.0, "hinge_loss_v2": 0.0003048357464289547, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.512875339512826, "classification_error": 0.0, "hinge_loss_v2": 0.00030453043506080196, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5477666689659302, "classification_error": 0.125, "hinge_loss_v2": 0.0003042253078991497, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5826402595831635, "classification_error": 0.125, "hinge_loss_v2": 0.0003039203577920625, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.617496106400116, "classification_error": 0.125, "hinge_loss_v2": 0.0003036155777493241, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6523342042449556, "classification_error": 0.125, "hinge_loss_v2": 0.0003033109609375349, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.687154547739331, "classification_error": 0.125, "hinge_loss_v2": 0.00030300650067532843, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7219571312992472, "classification_error": 0.125, "hinge_loss_v2": 0.0003027021904287479, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7567419491359129, "classification_error": 0.125, "hinge_loss_v2": 0.0003023980238067539, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7915089952565744, "classification_error": 0.125, "hinge_loss_v2": 0.00030209399455685535, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8262582634653064, "classification_error": 0.125, "hinge_loss_v2": 0.0003017900965608806, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.860989747363801, "classification_error": 0.125, "hinge_loss_v2": 0.0003014863238308581, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.895703440352118, "classification_error": 0.125, "hinge_loss_v2": 0.00030118267050502747, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9303993356294153, "classification_error": 0.125, "hinge_loss_v2": 0.0003008791308439654, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9650774261946593, "classification_error": 0.125, "hinge_loss_v2": 0.0003005756992268215, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9997377048473082, "classification_error": 0.125, "hinge_loss_v2": 0.0003002723701476681, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.034380164187976, "classification_error": 0.125, "hinge_loss_v2": 0.0002999691382119463, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0690047966190694, "classification_error": 0.125, "hinge_loss_v2": 0.0002996659981330302, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.1036115943454052, "classification_error": 0.125, "hinge_loss_v2": 0.0002993629447288797, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 15.787245973944664 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.0002719685814821527, "margin_success_fraction": 0.0, "outputs_v": [ -0.001068771518574374, -0.0020622984797877275, -0.0016783411611222265, -0.00014181655247974545, 0.0016472000693169286, 0.0026407270305302544, 0.0022567697118647256, 0.0007202451032223278 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 200, "restricted_updates_to_stable_zero_error": 1600, "restricted_edge_updates_to_stable_zero_error": 819200, "restricted_learning_time_to_stable_zero_seconds": 0.6858160818401813, "classification_error_auc": 0.125, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.0347403085260125, "clipped_updates": 3737, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240635554968687, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03593782956157802, "classification_error": 0.375, "hinge_loss_v2": 0.0003211212987562352, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07170932040428767, "classification_error": 0.375, "hinge_loss_v2": 0.000318153883964548, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10730995110585619, "classification_error": 0.375, "hinge_loss_v2": 0.00031514336109164176, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14273359784698922, "classification_error": 0.375, "hinge_loss_v2": 0.00031206708111883015, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17797193585360974, "classification_error": 0.375, "hinge_loss_v2": 0.00030889604718000265, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21301355607516723, "classification_error": 0.5, "hinge_loss_v2": 0.00030559275257415435, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2478426264450873, "classification_error": 0.5, "hinge_loss_v2": 0.0003021084933730091, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2824367982833979, "classification_error": 0.5, "hinge_loss_v2": 0.0002983805070737977, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3167638081091861, "classification_error": 0.5, "hinge_loss_v2": 0.0002943305392927935, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35077571094567866, "classification_error": 0.5, "hinge_loss_v2": 0.0002898705662430016, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.38439855494695513, "classification_error": 0.5, "hinge_loss_v2": 0.0002849352809169553, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4175126530767869, "classification_error": 0.5, "hinge_loss_v2": 0.0002796101909612155, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.44991184027759007, "classification_error": 0.5, "hinge_loss_v2": 0.0002746113874601323, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4816234091229067, "classification_error": 0.5, "hinge_loss_v2": 0.0002695051644808124, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5138357282249658, "classification_error": 0.5, "hinge_loss_v2": 0.00027407255727371, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5474979421842783, "classification_error": 0.0, "hinge_loss_v2": 0.00029606719489893066, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5821422569478475, "classification_error": 0.125, "hinge_loss_v2": 0.0002996875323792003, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6167393030234739, "classification_error": 0.125, "hinge_loss_v2": 0.00029900832577012644, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6512972355929616, "classification_error": 0.125, "hinge_loss_v2": 0.0002983312333786416, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6858160818401813, "classification_error": 0.0, "hinge_loss_v2": 0.00029765621167528, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7202958681616203, "classification_error": 0.0, "hinge_loss_v2": 0.000296983218283514, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7547366201737146, "classification_error": 0.0, "hinge_loss_v2": 0.00029631221194579736, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.789138362720036, "classification_error": 0.0, "hinge_loss_v2": 0.0002956431524906431, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8235011198783421, "classification_error": 0.0, "hinge_loss_v2": 0.0002949760008007103, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.857824914967487, "classification_error": 0.0, "hinge_loss_v2": 0.00029431071878185445, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8921097705541929, "classification_error": 0.0, "hinge_loss_v2": 0.000293647269333121, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9263557084596977, "classification_error": 0.0, "hinge_loss_v2": 0.00029298561631764986, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9605627497662633, "classification_error": 0.0, "hinge_loss_v2": 0.0002923257245344626, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9947309148235607, "classification_error": 0.0, "hinge_loss_v2": 0.0002916675596910958, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0288602232549242, "classification_error": 0.0, "hinge_loss_v2": 0.00029101108837708244, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0629506939634936, "classification_error": 0.0, "hinge_loss_v2": 0.00029035627803820625, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.0970023451382167, "classification_error": 0.0, "hinge_loss_v2": 0.00028970309695155094, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1310151942597477, "classification_error": 0.0, "hinge_loss_v2": 0.00028905151420130417, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1649892581062227, "classification_error": 0.0, "hinge_loss_v2": 0.00028840149965526874, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1989245527589154, "classification_error": 0.0, "hinge_loss_v2": 0.00028775302394210564, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2328210936077844, "classification_error": 0.0, "hinge_loss_v2": 0.00028710605842924243, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.266678895356908, "classification_error": 0.0, "hinge_loss_v2": 0.0002864605752014521, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3004979720298084, "classification_error": 0.0, "hinge_loss_v2": 0.0002858165470400704, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3342783369746616, "classification_error": 0.0, "hinge_loss_v2": 0.00028517394740283647, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.36802000286941, "classification_error": 0.0, "hinge_loss_v2": 0.00028453275040433664, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4017229817267658, "classification_error": 0.0, "hinge_loss_v2": 0.0002838929307970317, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4353872848991065, "classification_error": 0.0, "hinge_loss_v2": 0.0002832544639528488, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4690129230832731, "classification_error": 0.0, "hinge_loss_v2": 0.00028261732584532564, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5025999063252689, "classification_error": 0.0, "hinge_loss_v2": 0.00028198149303227597, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5361482440248548, "classification_error": 0.0, "hinge_loss_v2": 0.00028134694263899017, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5696579449400476, "classification_error": 0.0, "hinge_loss_v2": 0.0002807136523419046, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6031290171915236, "classification_error": 0.0, "hinge_loss_v2": 0.00028008160035278924, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6365614682669252, "classification_error": 0.0, "hinge_loss_v2": 0.0002794507654033812, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.669955305025079, "classification_error": 0.0, "hinge_loss_v2": 0.0002788211267304735, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7033105337001127, "classification_error": 0.0, "hinge_loss_v2": 0.00027819266406145374, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7366271599054801, "classification_error": 0.0, "hinge_loss_v2": 0.0002775653576002715, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.7699051886379102, "classification_error": 0.0, "hinge_loss_v2": 0.0002769391880138042, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.803144624281248, "classification_error": 0.0, "hinge_loss_v2": 0.0002763141364186403, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.8363454706102207, "classification_error": 0.0, "hinge_loss_v2": 0.000275690184368242, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.8695077307941108, "classification_error": 0.0, "hinge_loss_v2": 0.0002750673138404882, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9026314074003416, "classification_error": 0.0, "hinge_loss_v2": 0.00027444550722558435, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9357165023979865, "classification_error": 0.0, "hinge_loss_v2": 0.00027382474731432234, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.9687630171611812, "classification_error": 0.0, "hinge_loss_v2": 0.00027320501728668564, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.00177095247246, "classification_error": 0.0, "hinge_loss_v2": 0.00027258630070079305, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.0347403085260125, "classification_error": 0.0, "hinge_loss_v2": 0.0002719685814821527, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 15.961660284548998 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00023826576944410564, "margin_success_fraction": 0.0, "outputs_v": [ -0.0019911083009694908, -0.0037022064671782817, -0.003055803869309648, -0.00043055438244171684, 0.002635706448631231, 0.00434680461484005, 0.003700402016971416, 0.0010751525301035403 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 190, "restricted_updates_to_stable_zero_error": 1520, "restricted_edge_updates_to_stable_zero_error": 778240, "restricted_learning_time_to_stable_zero_seconds": 0.6246721128559546, "classification_error_auc": 0.08333333333333333, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.940913420405841, "clipped_updates": 3740, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032401941327637253, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03587367266117248, "classification_error": 0.25, "hinge_loss_v2": 0.0003188214697619627, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07145349141877642, "classification_error": 0.25, "hinge_loss_v2": 0.0003136252138357524, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10673289446308809, "classification_error": 0.25, "hinge_loss_v2": 0.00030840152274599344, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14170267658676777, "classification_error": 0.25, "hinge_loss_v2": 0.00030311492290950766, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17635005915541316, "classification_error": 0.25, "hinge_loss_v2": 0.0002977216042843852, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21065734114448956, "classification_error": 0.25, "hinge_loss_v2": 0.0002921670659872224, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24459989922555553, "classification_error": 0.25, "hinge_loss_v2": 0.000286383690921293, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2781431476467437, "classification_error": 0.25, "hinge_loss_v2": 0.00028028932240206465, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.31123778409324243, "classification_error": 0.25, "hinge_loss_v2": 0.0002737900690200689, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3438121172888107, "classification_error": 0.25, "hinge_loss_v2": 0.00026679653517824246, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3757592612125791, "classification_error": 0.25, "hinge_loss_v2": 0.0002592794313851031, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4069150580025891, "classification_error": 0.5, "hinge_loss_v2": 0.0002514378049958086, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.43701922420805955, "classification_error": 0.5, "hinge_loss_v2": 0.00024418065418229843, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.46610628924903047, "classification_error": 0.375, "hinge_loss_v2": 0.00023746657143833223, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.4953717455950915, "classification_error": 0.25, "hinge_loss_v2": 0.00023728391193150868, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5256691653240517, "classification_error": 0.25, "hinge_loss_v2": 0.00024653430115485227, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5576742182045291, "classification_error": 0.0, "hinge_loss_v2": 0.0002708971805689194, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5911817416846342, "classification_error": 0.125, "hinge_loss_v2": 0.0002813809470813296, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6246721128559546, "classification_error": 0.0, "hinge_loss_v2": 0.0002802580722983587, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6580952964736501, "classification_error": 0.0, "hinge_loss_v2": 0.00027914088448916625, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.69145139432458, "classification_error": 0.0, "hinge_loss_v2": 0.0002780292897493259, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7247405063880537, "classification_error": 0.0, "hinge_loss_v2": 0.00027692319666511333, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7579627308600813, "classification_error": 0.0, "hinge_loss_v2": 0.0002758225162407937, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7911181641771434, "classification_error": 0.0, "hinge_loss_v2": 0.0002747271618282529, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8242069010395003, "classification_error": 0.0, "hinge_loss_v2": 0.0002736370490587795, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8572290344340397, "classification_error": 0.0, "hinge_loss_v2": 0.0002725520957769811, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.8901846556566863, "classification_error": 0.0, "hinge_loss_v2": 0.0002714722219767578, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9230738543343662, "classification_error": 0.0, "hinge_loss_v2": 0.00027039734973925277, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9558967184465513, "classification_error": 0.0, "hinge_loss_v2": 0.0002693274031727144, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.9886533343463845, "classification_error": 0.0, "hinge_loss_v2": 0.0002682623083542305, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0213437867813953, "classification_error": 0.0, "hinge_loss_v2": 0.00026720199327322024, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.0539681589138148, "classification_error": 0.0, "hinge_loss_v2": 0.0002661463877766915, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.0865265323405018, "classification_error": 0.0, "hinge_loss_v2": 0.000265095423516149, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.119018987112475, "classification_error": 0.0, "hinge_loss_v2": 0.0002640490338961342, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1514456017540862, "classification_error": 0.0, "hinge_loss_v2": 0.00026300715402432834, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.1838064532818042, "classification_error": 0.0, "hinge_loss_v2": 0.00026196972066316177, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2161016172226535, "classification_error": 0.0, "hinge_loss_v2": 0.0002609366721829071, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.2483311676322872, "classification_error": 0.0, "hinge_loss_v2": 0.0002599079485161688, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.2804951771127153, "classification_error": 0.0, "hinge_loss_v2": 0.0002588834911137624, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.312593716829695, "classification_error": 0.0, "hinge_loss_v2": 0.00025786324290190464, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.3446268565297776, "classification_error": 0.0, "hinge_loss_v2": 0.00025684714824070025, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.3765946645570348, "classification_error": 0.0, "hinge_loss_v2": 0.0002558351528838727, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4084972078694535, "classification_error": 0.0, "hinge_loss_v2": 0.00025482720393967445, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.440334552055019, "classification_error": 0.0, "hinge_loss_v2": 0.0002538232498329984, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.472106761347484, "classification_error": 0.0, "hinge_loss_v2": 0.00025282324026857907, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5038138986418317, "classification_error": 0.0, "hinge_loss_v2": 0.0002518271261953165, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.5354560255094318, "classification_error": 0.0, "hinge_loss_v2": 0.00025083485977162484, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.5670332022129068, "classification_error": 0.0, "hinge_loss_v2": 0.00024984639433183354, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.5985454877207061, "classification_error": 0.0, "hinge_loss_v2": 0.00024886168435354905, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.6299929397213848, "classification_error": 0.0, "hinge_loss_v2": 0.00024788068542600623, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.661375614637611, "classification_error": 0.0, "hinge_loss_v2": 0.00024690335421930935, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.6926935676398864, "classification_error": 0.0, "hinge_loss_v2": 0.0002459296484546088, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.7239468526599915, "classification_error": 0.0, "hinge_loss_v2": 0.0002449595268751275, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.7551355224041714, "classification_error": 0.0, "hinge_loss_v2": 0.00024399294921802786, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.786259628366044, "classification_error": 0.0, "hinge_loss_v2": 0.0002430298761871055, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.817319220839252, "classification_error": 0.0, "hinge_loss_v2": 0.0002420702694262687, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.8483143489298506, "classification_error": 0.0, "hinge_loss_v2": 0.00024111409149378118, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.8792450605684443, "classification_error": 0.0, "hinge_loss_v2": 0.0002401613058372485, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.9101114025220713, "classification_error": 0.0, "hinge_loss_v2": 0.00023921187676932392, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.940913420405841, "classification_error": 0.0, "hinge_loss_v2": 0.00023826576944410564, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 15.949381563812494 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.00020256055262475483, "margin_success_fraction": 0.0, "outputs_v": [ -0.003107769064988053, -0.005666084175507402, -0.0047279479415987535, -0.0008429078457321548, 0.0037132323142969603, 0.006271547424816171, 0.005333411190907411, 0.0014483710950409234 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 190, "restricted_updates_to_stable_zero_error": 1520, "restricted_edge_updates_to_stable_zero_error": 778240, "restricted_learning_time_to_stable_zero_seconds": 0.5892386464013161, "classification_error_auc": 0.07708333333333334, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 1.8260164263163472, "clipped_updates": 3736, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240184941791882, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03579431848429422, "classification_error": 0.25, "hinge_loss_v2": 0.00031594253987297824, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0711320265353093, "classification_error": 0.25, "hinge_loss_v2": 0.0003079602673802343, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10600568485453574, "classification_error": 0.25, "hinge_loss_v2": 0.0003000295475430152, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.140404061192217, "classification_error": 0.25, "hinge_loss_v2": 0.0002921019302156028, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1743109145864774, "classification_error": 0.25, "hinge_loss_v2": 0.0002841210373394435, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2077032723497015, "classification_error": 0.25, "hinge_loss_v2": 0.0002760211640427192, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24054895178090752, "classification_error": 0.25, "hinge_loss_v2": 0.00026772690940653844, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2728029387907601, "classification_error": 0.25, "hinge_loss_v2": 0.00025915585630267965, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.30440201302535425, "classification_error": 0.25, "hinge_loss_v2": 0.00025022909212369553, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.33525666624065636, "classification_error": 0.25, "hinge_loss_v2": 0.0002409007124745654, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.36523888837197227, "classification_error": 0.25, "hinge_loss_v2": 0.00023123153315371262, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.3941639825840247, "classification_error": 0.25, "hinge_loss_v2": 0.00022156041387010197, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.42176527338424025, "classification_error": 0.25, "hinge_loss_v2": 0.00021286465367458267, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4480283531824291, "classification_error": 0.25, "hinge_loss_v2": 0.00020561761156684437, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.47407455597954473, "classification_error": 0.25, "hinge_loss_v2": 0.0002014420159261337, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5006521404044365, "classification_error": 0.25, "hinge_loss_v2": 0.00020336730799138804, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.528353955106927, "classification_error": 0.25, "hinge_loss_v2": 0.00021173184753751426, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.5577113378507363, "classification_error": 0.125, "hinge_loss_v2": 0.00023227416630164745, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.5892386464013161, "classification_error": 0.0, "hinge_loss_v2": 0.0002596763705450574, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6213522422147661, "classification_error": 0.0, "hinge_loss_v2": 0.00025807621342089325, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.6533653389683786, "classification_error": 0.0, "hinge_loss_v2": 0.000256488373191826, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.6852782031261919, "classification_error": 0.0, "hinge_loss_v2": 0.0002549126597270343, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7170910976440145, "classification_error": 0.0, "hinge_loss_v2": 0.00025334888796503925, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.7488042820364599, "classification_error": 0.0, "hinge_loss_v2": 0.0002517968777604613, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.7804180124425077, "classification_error": 0.0, "hinge_loss_v2": 0.0002502564537357671, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8119325416896281, "classification_error": 0.0, "hinge_loss_v2": 0.0002487274451378619, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.8433481193565007, "classification_error": 0.0, "hinge_loss_v2": 0.0002472096856993345, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.8746649918343765, "classification_error": 0.0, "hinge_loss_v2": 0.000245703013504184, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9058834023871021, "classification_error": 0.0, "hinge_loss_v2": 0.0002442072708578758, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 0.9370035912098537, "classification_error": 0.0, "hinge_loss_v2": 0.00024272230416157555, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 0.9680257954866013, "classification_error": 0.0, "hinge_loss_v2": 0.00024124796379039145, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 0.9989502494463425, "classification_error": 0.0, "hinge_loss_v2": 0.00023978410397549655, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.029777184418135, "classification_error": 0.0, "hinge_loss_v2": 0.00023833058268999814, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.06050682888495, "classification_error": 0.0, "hinge_loss_v2": 0.0002368872615384153, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.0911394085363837, "classification_error": 0.0, "hinge_loss_v2": 0.00023545400564963648, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.1216751463202492, "classification_error": 0.0, "hinge_loss_v2": 0.00023403068357323348, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.1521142624930742, "classification_error": 0.0, "hinge_loss_v2": 0.00023261716717903593, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.1824569746695308, "classification_error": 0.0, "hinge_loss_v2": 0.00023121333155981888, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.212703497870825, "classification_error": 0.0, "hinge_loss_v2": 0.0002298190549370236, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.2428540445720666, "classification_error": 0.0, "hinge_loss_v2": 0.00022843421856940836, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.2729088247486398, "classification_error": 0.0, "hinge_loss_v2": 0.00022705870666449426, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.3028680459215998, "classification_error": 0.0, "hinge_loss_v2": 0.00022569240629276565, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.3327319132021211, "classification_error": 0.0, "hinge_loss_v2": 0.00022433520730448238, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.3625006293350048, "classification_error": 0.0, "hinge_loss_v2": 0.00022298700224904325, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.3921743947412861, "classification_error": 0.0, "hinge_loss_v2": 0.00022164768629680845, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.4217534075599347, "classification_error": 0.0, "hinge_loss_v2": 0.00022031715716329975, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.4512378636886887, "classification_error": 0.0, "hinge_loss_v2": 0.00021899531503568307, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.4806279568240308, "classification_error": 0.0, "hinge_loss_v2": 0.00021768206250149857, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.5099238785003266, "classification_error": 0.0, "hinge_loss_v2": 0.00021637730447951264, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.539125818128138, "classification_error": 0.0, "hinge_loss_v2": 0.00021508094815265392, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.568233963031731, "classification_error": 0.0, "hinge_loss_v2": 0.00021379290290296808, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.5972484984858026, "classification_error": 0.0, "hinge_loss_v2": 0.0002125130802484991, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.6261696077514123, "classification_error": 0.0, "hinge_loss_v2": 0.00021124139378205984, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.65499747211118, "classification_error": 0.0, "hinge_loss_v2": 0.00020997775911181597, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.6837322709037168, "classification_error": 0.0, "hinge_loss_v2": 0.00020872209380363673, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.7123741815573406, "classification_error": 0.0, "hinge_loss_v2": 0.00020747431732513804, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.7409233796230565, "classification_error": 0.0, "hinge_loss_v2": 0.000206234350991383, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.7693800388068481, "classification_error": 0.0, "hinge_loss_v2": 0.0002050021179121666, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.7977443310012684, "classification_error": 0.0, "hinge_loss_v2": 0.00020377754294086489, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 1.8260164263163472, "classification_error": 0.0, "hinge_loss_v2": 0.00020256055262475483, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 16.073966823518276 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.5, "hinge_loss_v2": 0.0003213867557483705, "margin_success_fraction": 0.0, "outputs_v": [ 5.2964905914221205e-05, 4.589592837389578e-06, 2.1876570351880842e-05, 9.469936148215341e-05, 0.00018039936283398283, 0.00022877467591086997, 0.0002114876983963787, 0.00013866490726610614 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 5529600, "restricted_learning_time_to_stable_zero_seconds": 2.1540927763673228, "classification_error_auc": 0.4270833333333333, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.1540927763673228, "clipped_updates": 3467, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032401560333185424, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03600282611789201, "classification_error": 0.5, "hinge_loss_v2": 0.0003238980208726893, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07199908329365659, "classification_error": 0.5, "hinge_loss_v2": 0.0003237785418811755, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10798862967812099, "classification_error": 0.5, "hinge_loss_v2": 0.0003236566392513017, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14397128564088024, "classification_error": 0.5, "hinge_loss_v2": 0.00032353163015534506, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17994682150311445, "classification_error": 0.5, "hinge_loss_v2": 0.00032340261865530535, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2159149402641642, "classification_error": 0.5, "hinge_loss_v2": 0.00032326841218465895, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.25187525273819994, "classification_error": 0.5, "hinge_loss_v2": 0.0003231273972667263, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28782724083866795, "classification_error": 0.5, "hinge_loss_v2": 0.00032297734986269964, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32377020170405996, "classification_error": 0.5, "hinge_loss_v2": 0.00032281513759112464, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35970315956186294, "classification_error": 0.5, "hinge_loss_v2": 0.00032263623677252867, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39562472052800546, "classification_error": 0.5, "hinge_loss_v2": 0.00032243391988958275, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.43153282019774875, "classification_error": 0.5, "hinge_loss_v2": 0.0003221978316184696, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4674242539569775, "classification_error": 0.5, "hinge_loss_v2": 0.00032191138429461347, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5032937213262119, "classification_error": 0.5, "hinge_loss_v2": 0.00032154682477613305, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5391316273058023, "classification_error": 0.5, "hinge_loss_v2": 0.0003210560744555677, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5749180157254904, "classification_error": 0.5, "hinge_loss_v2": 0.0003203603710331619, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6106563493473699, "classification_error": 0.5, "hinge_loss_v2": 0.0003202935832447495, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6465966651931581, "classification_error": 0.25, "hinge_loss_v2": 0.0003227209851691528, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6825259690679315, "classification_error": 0.25, "hinge_loss_v2": 0.0003226892612838208, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.718453497678285, "classification_error": 0.25, "hinge_loss_v2": 0.000322657537497111, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7543792505336618, "classification_error": 0.25, "hinge_loss_v2": 0.00032262581363129265, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7903032271389474, "classification_error": 0.25, "hinge_loss_v2": 0.0003225940895099283, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8262254269944597, "classification_error": 0.25, "hinge_loss_v2": 0.00032256236495784826, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8621458495959404, "classification_error": 0.25, "hinge_loss_v2": 0.00032253063980113527, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8980644944345522, "classification_error": 0.375, "hinge_loss_v2": 0.00032249891386711713, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9339813609968662, "classification_error": 0.375, "hinge_loss_v2": 0.0003224671869843231, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9698964487648589, "classification_error": 0.375, "hinge_loss_v2": 0.00032243545898248617, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 1.0058097572158993, "classification_error": 0.375, "hinge_loss_v2": 0.00032240372969252, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0417212858227445, "classification_error": 0.375, "hinge_loss_v2": 0.0003223719989465003, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0776310340535313, "classification_error": 0.375, "hinge_loss_v2": 0.00032234026657764294, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1135390013717672, "classification_error": 0.375, "hinge_loss_v2": 0.0003223085324202925, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1494451872363218, "classification_error": 0.375, "hinge_loss_v2": 0.0003222767963099026, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1853495911014142, "classification_error": 0.375, "hinge_loss_v2": 0.0003222450580830183, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.2212522124166134, "classification_error": 0.375, "hinge_loss_v2": 0.00032221331757725487, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2571530506268176, "classification_error": 0.375, "hinge_loss_v2": 0.0003221815746312887, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.293052105172255, "classification_error": 0.375, "hinge_loss_v2": 0.000322149829084837, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3289493754884667, "classification_error": 0.375, "hinge_loss_v2": 0.0003221180807786362, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3648448610063018, "classification_error": 0.375, "hinge_loss_v2": 0.0003220863295544344, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.4007385611519054, "classification_error": 0.375, "hinge_loss_v2": 0.0003220545752549665, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4366304753467074, "classification_error": 0.375, "hinge_loss_v2": 0.00032202281772394394, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4725206030074165, "classification_error": 0.375, "hinge_loss_v2": 0.0003219910568060346, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.5084089435460022, "classification_error": 0.375, "hinge_loss_v2": 0.0003219592923468503, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5442954963696907, "classification_error": 0.375, "hinge_loss_v2": 0.00032192752419292687, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5801802608809499, "classification_error": 0.375, "hinge_loss_v2": 0.00032189575219171364, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6160632364774847, "classification_error": 0.375, "hinge_loss_v2": 0.00032186397619154847, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6519444225522153, "classification_error": 0.5, "hinge_loss_v2": 0.00032183219604165446, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6878238184932723, "classification_error": 0.5, "hinge_loss_v2": 0.0003218004115921167, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.7237014236839856, "classification_error": 0.5, "hinge_loss_v2": 0.00032176862269386945, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7595772375028687, "classification_error": 0.5, "hinge_loss_v2": 0.00032173682919867596, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7954512593236072, "classification_error": 0.5, "hinge_loss_v2": 0.0003217050309591256, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8313234885150507, "classification_error": 0.5, "hinge_loss_v2": 0.000321673227828606, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8671939244411941, "classification_error": 0.5, "hinge_loss_v2": 0.0003216414196612946, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.9030625664611676, "classification_error": 0.5, "hinge_loss_v2": 0.0003216096063121415, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.9389294139292228, "classification_error": 0.5, "hinge_loss_v2": 0.0003215777876368597, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9747944661947208, "classification_error": 0.5, "hinge_loss_v2": 0.0003215459634919042, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 2.0106577226021165, "classification_error": 0.5, "hinge_loss_v2": 0.0003215141337344643, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.0465191824909454, "classification_error": 0.5, "hinge_loss_v2": 0.00032148229822244175, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.082378845195812, "classification_error": 0.5, "hinge_loss_v2": 0.0003214504568144438, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.118236710046372, "classification_error": 0.5, "hinge_loss_v2": 0.0003214186093697636, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.1540927763673228, "classification_error": 0.5, "hinge_loss_v2": 0.0003213867557483705, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 37.24134989082813 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0003138829175659718, "margin_success_fraction": 0.0, "outputs_v": [ -3.4522040162937584e-05, -0.0002242165265725904, -0.00015856237842512555, 0.00012398109472036567, 0.0004579037582554124, 0.000647598244665093, 0.0005819440965179057, 0.00029940062337230344 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 5529600, "restricted_learning_time_to_stable_zero_seconds": 2.13670772531001, "classification_error_auc": 0.21770833333333334, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.13670772531001, "clipped_updates": 3489, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003243365663269103, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03601104913493041, "classification_error": 0.5, "hinge_loss_v2": 0.0003238672346078181, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07199595786761132, "classification_error": 0.0, "hinge_loss_v2": 0.0003233912259431773, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10795419038714424, "classification_error": 0.25, "hinge_loss_v2": 0.0003229064992746932, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14388506383151214, "classification_error": 0.25, "hinge_loss_v2": 0.00032241041499236076, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17978770095883445, "classification_error": 0.5, "hinge_loss_v2": 0.0003218995151181431, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21566096369178275, "classification_error": 0.5, "hinge_loss_v2": 0.00032136920388743824, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2515033577815436, "classification_error": 0.5, "hinge_loss_v2": 0.00032081327327631334, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28731289258968495, "classification_error": 0.5, "hinge_loss_v2": 0.0003202231805084822, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32308686873953474, "classification_error": 0.5, "hinge_loss_v2": 0.0003195869165825496, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35882154516306447, "classification_error": 0.5, "hinge_loss_v2": 0.0003188871770742224, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3945115946974957, "classification_error": 0.5, "hinge_loss_v2": 0.0003180982970153374, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.43014916686616844, "classification_error": 0.5, "hinge_loss_v2": 0.0003171809068412677, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4657221662024794, "classification_error": 0.5, "hinge_loss_v2": 0.0003160722221385208, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5012108110824259, "classification_error": 0.5, "hinge_loss_v2": 0.0003146678026544817, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.536579920919933, "classification_error": 0.5, "hinge_loss_v2": 0.0003127879266201874, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5717585105466526, "classification_error": 0.5, "hinge_loss_v2": 0.0003101374223681146, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6067759695013273, "classification_error": 0.5, "hinge_loss_v2": 0.0003102731460967315, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6423303013517323, "classification_error": 0.125, "hinge_loss_v2": 0.00031912030169558686, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6780557226106209, "classification_error": 0.125, "hinge_loss_v2": 0.00031899488286754054, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7137740843259606, "classification_error": 0.125, "hinge_loss_v2": 0.0003188695097054082, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7494853856847371, "classification_error": 0.125, "hinge_loss_v2": 0.0003187441813594414, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7851896258502317, "classification_error": 0.125, "hinge_loss_v2": 0.00031861889698626196, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8208868039620056, "classification_error": 0.125, "hinge_loss_v2": 0.0003184936557487785, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.856576919135889, "classification_error": 0.125, "hinge_loss_v2": 0.00031836845681609035, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8922599704639664, "classification_error": 0.125, "hinge_loss_v2": 0.0003182432993634187, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9279359570145603, "classification_error": 0.125, "hinge_loss_v2": 0.00031811818257200005, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9636048778322177, "classification_error": 0.125, "hinge_loss_v2": 0.000317993105629028, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9992667319376911, "classification_error": 0.125, "hinge_loss_v2": 0.0003178680677275455, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0349215183279215, "classification_error": 0.125, "hinge_loss_v2": 0.0003177430680663852, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0705692359760242, "classification_error": 0.125, "hinge_loss_v2": 0.0003176181058500754, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1062098838312573, "classification_error": 0.125, "hinge_loss_v2": 0.00031749318028876527, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.141843460819017, "classification_error": 0.125, "hinge_loss_v2": 0.0003173682905981411, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1774699658408074, "classification_error": 0.125, "hinge_loss_v2": 0.0003172434359993506, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.21308939777422, "classification_error": 0.125, "hinge_loss_v2": 0.0003171186157189264, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2487017554729125, "classification_error": 0.125, "hinge_loss_v2": 0.00031699382898870814, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2843070377665842, "classification_error": 0.125, "hinge_loss_v2": 0.00031686907504576003, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3199052434609493, "classification_error": 0.125, "hinge_loss_v2": 0.0003167443531323035, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3554963713377182, "classification_error": 0.125, "hinge_loss_v2": 0.0003166196624956411, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3910804201545648, "classification_error": 0.125, "hinge_loss_v2": 0.0003164950023880754, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4266573886451, "classification_error": 0.125, "hinge_loss_v2": 0.00031637037206684295, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4622272755188457, "classification_error": 0.125, "hinge_loss_v2": 0.0003162457707940406, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4977900794612071, "classification_error": 0.125, "hinge_loss_v2": 0.00031612119783654217, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5333457991334383, "classification_error": 0.125, "hinge_loss_v2": 0.0003159966524659463, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5688944331726153, "classification_error": 0.125, "hinge_loss_v2": 0.00031587213395848723, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6044359801916033, "classification_error": 0.125, "hinge_loss_v2": 0.00031574764159497643, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6399704387790226, "classification_error": 0.125, "hinge_loss_v2": 0.0003156231746607242, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6754978074992168, "classification_error": 0.125, "hinge_loss_v2": 0.00031549873244548387, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.711018084892217, "classification_error": 0.125, "hinge_loss_v2": 0.00031537431424336364, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.746531269473708, "classification_error": 0.125, "hinge_loss_v2": 0.0003152499193527745, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.782037359734989, "classification_error": 0.125, "hinge_loss_v2": 0.0003151255470763609, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8175363541429397, "classification_error": 0.125, "hinge_loss_v2": 0.00031500119672092533, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8530282511399812, "classification_error": 0.125, "hinge_loss_v2": 0.0003148768675973728, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8885130491440294, "classification_error": 0.125, "hinge_loss_v2": 0.0003147525590206382, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.9239907465484678, "classification_error": 0.125, "hinge_loss_v2": 0.00031462827030962197, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9594613417220956, "classification_error": 0.125, "hinge_loss_v2": 0.0003145040007871355, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9949248330090905, "classification_error": 0.125, "hinge_loss_v2": 0.00031437974977981684, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.0303812187289627, "classification_error": 0.125, "hinge_loss_v2": 0.00031425551661808955, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0658304971765102, "classification_error": 0.125, "hinge_loss_v2": 0.00031413130063608703, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.10127266662178, "classification_error": 0.125, "hinge_loss_v2": 0.0003140071011715908, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.13670772531001, "classification_error": 0.125, "hinge_loss_v2": 0.0003138829175659718, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 37.301116552203894 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.00030175528499947873, "margin_success_fraction": 0.0, "outputs_v": [ -0.0002500098029357689, -0.0006726218142362739, -0.0005275951433838799, 0.00010011555274183626, 0.000842805861597129, 0.0012654178728978283, 0.0011203912020454343, 0.0004926805059196626 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 5529600, "restricted_learning_time_to_stable_zero_seconds": 2.1065622307247214, "classification_error_auc": 0.196875, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.1065622307247214, "clipped_updates": 3512, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032432979311121255, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03599444036100456, "classification_error": 0.0, "hinge_loss_v2": 0.00032325899965864676, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0719289082447422, "classification_error": 0.25, "hinge_loss_v2": 0.0003221734865489308, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10780210562548488, "classification_error": 0.25, "hinge_loss_v2": 0.0003210684861184941, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14361237846533312, "classification_error": 0.25, "hinge_loss_v2": 0.0003199378868551956, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17935760511940171, "classification_error": 0.25, "hinge_loss_v2": 0.0003187737556434082, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21503504051179984, "classification_error": 0.375, "hinge_loss_v2": 0.0003175656514293282, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.25064109396688583, "classification_error": 0.375, "hinge_loss_v2": 0.0003162996193883786, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.286171004715768, "classification_error": 0.5, "hinge_loss_v2": 0.00031495668402862565, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32161835441241593, "classification_error": 0.5, "hinge_loss_v2": 0.00031351053628858583, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35697431001534047, "classification_error": 0.5, "hinge_loss_v2": 0.0003119238891738516, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39222640008437265, "classification_error": 0.5, "hinge_loss_v2": 0.0003101425760643457, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4273564385380949, "classification_error": 0.5, "hinge_loss_v2": 0.0003080857440216183, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46233678247375426, "classification_error": 0.5, "hinge_loss_v2": 0.0003056293014922073, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.4971230456333443, "classification_error": 0.5, "hinge_loss_v2": 0.0003025786573177671, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5316383822521641, "classification_error": 0.5, "hinge_loss_v2": 0.0002986327569843097, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5657344119657906, "classification_error": 0.5, "hinge_loss_v2": 0.00029341845733415697, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5995726278870714, "classification_error": 0.5, "hinge_loss_v2": 0.00029332746443328894, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6339975880649853, "classification_error": 0.5, "hinge_loss_v2": 0.0003044124880575964, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.669287567172432, "classification_error": 0.0, "hinge_loss_v2": 0.0003128881945580037, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7046570910106036, "classification_error": 0.0, "hinge_loss_v2": 0.00031261212191816066, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7400108933775478, "classification_error": 0.0, "hinge_loss_v2": 0.00031233630548359504, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7753489764435971, "classification_error": 0.0, "hinge_loss_v2": 0.0003120607428324031, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.810671342306077, "classification_error": 0.0, "hinge_loss_v2": 0.0003117854315620944, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8459779929893841, "classification_error": 0.0, "hinge_loss_v2": 0.0003115103692893453, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8812689304450719, "classification_error": 0.0, "hinge_loss_v2": 0.00031123555364976594, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9165441565519289, "classification_error": 0.125, "hinge_loss_v2": 0.0003109609822976695, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9518036731160495, "classification_error": 0.125, "hinge_loss_v2": 0.00031068665290584377, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9870474818709132, "classification_error": 0.125, "hinge_loss_v2": 0.00031041256316531477, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.022275584477448, "classification_error": 0.125, "hinge_loss_v2": 0.00031013871078513225, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0574879825241035, "classification_error": 0.125, "hinge_loss_v2": 0.00030986509349213644, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.092684677526915, "classification_error": 0.125, "hinge_loss_v2": 0.0003095917090307415, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.127865670929562, "classification_error": 0.125, "hinge_loss_v2": 0.0003093185551627173, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.16303096410343, "classification_error": 0.125, "hinge_loss_v2": 0.00030904562966697295, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.198180558347666, "classification_error": 0.125, "hinge_loss_v2": 0.00030877293033934497, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2333144548892332, "classification_error": 0.125, "hinge_loss_v2": 0.00030850045499237447, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2684326548829628, "classification_error": 0.125, "hinge_loss_v2": 0.0003082282014551116, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3035351594116007, "classification_error": 0.125, "hinge_loss_v2": 0.00030795616757290235, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3386219694858539, "classification_error": 0.125, "hinge_loss_v2": 0.00030768435120717875, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3736930860444343, "classification_error": 0.125, "hinge_loss_v2": 0.00030741275023526656, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.408748509954096, "classification_error": 0.125, "hinge_loss_v2": 0.00030714136255016847, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.443788242009675, "classification_error": 0.125, "hinge_loss_v2": 0.00030687018606037836, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4788122829341248, "classification_error": 0.125, "hinge_loss_v2": 0.0003065992186896777, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5138206333785476, "classification_error": 0.125, "hinge_loss_v2": 0.00030632845837694493, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5488132939222197, "classification_error": 0.125, "hinge_loss_v2": 0.0003060579030759559, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5837902650726239, "classification_error": 0.125, "hinge_loss_v2": 0.00030578755075519456, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6187515472654694, "classification_error": 0.125, "hinge_loss_v2": 0.00030551739939766934, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6536971408647119, "classification_error": 0.125, "hinge_loss_v2": 0.0003052474470007171, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6886270461625732, "classification_error": 0.125, "hinge_loss_v2": 0.00030497769157582493, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7235412633795582, "classification_error": 0.125, "hinge_loss_v2": 0.0003047081311484383, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7584397926644622, "classification_error": 0.125, "hinge_loss_v2": 0.0003044387637577868, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.793322634094386, "classification_error": 0.125, "hinge_loss_v2": 0.0003041695874566989, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.82818978767474, "classification_error": 0.125, "hinge_loss_v2": 0.0003039006003114291, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8630412533392453, "classification_error": 0.125, "hinge_loss_v2": 0.00030363180040146804, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.8978770309499395, "classification_error": 0.125, "hinge_loss_v2": 0.00030336318581938556, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9326971202971732, "classification_error": 0.125, "hinge_loss_v2": 0.0003030947546706434, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.967501521099602, "classification_error": 0.125, "hinge_loss_v2": 0.00030282650507342895, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.0022902330041883, "classification_error": 0.125, "hinge_loss_v2": 0.00030255843515848463, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.037063255586177, "classification_error": 0.125, "hinge_loss_v2": 0.0003022905430689371, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0718205883490937, "classification_error": 0.125, "hinge_loss_v2": 0.00030202282696013567, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.1065622307247214, "classification_error": 0.125, "hinge_loss_v2": 0.00030175528499947873, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 37.29748955368996 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.000285751022191873, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005733209900052882, -0.0013135619397963427, -0.00106243734019848, 3.294742418966101e-05, 0.001330930814406106, 0.002071171764197216, 0.00182004716459927, 0.0007246624002112956 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 5529600, "restricted_learning_time_to_stable_zero_seconds": 2.06566837302099, "classification_error_auc": 0.13229166666666667, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.06566837302099, "clipped_updates": 3526, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032463874208215357, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03598906921047144, "classification_error": 0.0, "hinge_loss_v2": 0.0003227379060010757, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.0718717811992625, "classification_error": 0.125, "hinge_loss_v2": 0.00032081717820878, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10764602759232357, "classification_error": 0.25, "hinge_loss_v2": 0.000318868462898372, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.1433090876868056, "classification_error": 0.25, "hinge_loss_v2": 0.0003168814573256793, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17885743989344402, "classification_error": 0.25, "hinge_loss_v2": 0.00031484288323203343, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21428649956036708, "classification_error": 0.25, "hinge_loss_v2": 0.00031273539187982467, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24959024704093496, "classification_error": 0.25, "hinge_loss_v2": 0.0003105359752465573, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.284760687707824, "classification_error": 0.25, "hinge_loss_v2": 0.0003082136144142727, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3197870466148109, "classification_error": 0.25, "hinge_loss_v2": 0.0003057257243461881, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3546545288922657, "classification_error": 0.25, "hinge_loss_v2": 0.0003030126600949447, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.38934233877982155, "classification_error": 0.25, "hinge_loss_v2": 0.0002999890492469898, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4238203675025212, "classification_error": 0.375, "hinge_loss_v2": 0.0002965299124207646, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.45804333979066103, "classification_error": 0.5, "hinge_loss_v2": 0.00029244854698091613, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.49193972560421845, "classification_error": 0.5, "hinge_loss_v2": 0.00028746381968425397, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5253887797781279, "classification_error": 0.5, "hinge_loss_v2": 0.00028116995207818274, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5581709645046744, "classification_error": 0.5, "hinge_loss_v2": 0.00027350893841364513, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5906326837946388, "classification_error": 0.5, "hinge_loss_v2": 0.000273326396572685, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6235853521925807, "classification_error": 0.5, "hinge_loss_v2": 0.0002821552500542726, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6575979418847998, "classification_error": 0.125, "hinge_loss_v2": 0.0002987134185274274, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6924654635679307, "classification_error": 0.0, "hinge_loss_v2": 0.00030414757446992465, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7273286423221251, "classification_error": 0.0, "hinge_loss_v2": 0.00030367322286676006, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7621643314346681, "classification_error": 0.0, "hinge_loss_v2": 0.0003031996790109599, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7969725444080378, "classification_error": 0.0, "hinge_loss_v2": 0.0003027269371453147, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8317532945685745, "classification_error": 0.0, "hinge_loss_v2": 0.0003022549915642314, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8665065950671016, "classification_error": 0.0, "hinge_loss_v2": 0.0003017838366131452, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9012324588795285, "classification_error": 0.0, "hinge_loss_v2": 0.00030131346668791866, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9359308988074534, "classification_error": 0.0, "hinge_loss_v2": 0.00030084387623427564, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9706019274787533, "classification_error": 0.0, "hinge_loss_v2": 0.00030037505974720536, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0052455573481676, "classification_error": 0.0, "hinge_loss_v2": 0.00029990701177041567, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0398618006978662, "classification_error": 0.0, "hinge_loss_v2": 0.0002994397268957522, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0744506696380152, "classification_error": 0.0, "hinge_loss_v2": 0.0002989731997626511, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.109012176107337, "classification_error": 0.0, "hinge_loss_v2": 0.0002985074250575884, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1435463318736498, "classification_error": 0.0, "hinge_loss_v2": 0.00029804239751353987, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1780531485344092, "classification_error": 0.0, "hinge_loss_v2": 0.00029757811190943387, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2125326375172394, "classification_error": 0.0, "hinge_loss_v2": 0.00029711456306963135, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2469848100804466, "classification_error": 0.0, "hinge_loss_v2": 0.0002966517458633957, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.281409677313539, "classification_error": 0.0, "hinge_loss_v2": 0.00029618965520437224, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3158072501377283, "classification_error": 0.0, "hinge_loss_v2": 0.00029572828605007597, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3501775393064221, "classification_error": 0.0, "hinge_loss_v2": 0.00029526763340139014, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.3845205554057125, "classification_error": 0.0, "hinge_loss_v2": 0.0002948076923020547, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.418836308854854, "classification_error": 0.0, "hinge_loss_v2": 0.00029434845783817215, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4531248099067349, "classification_error": 0.0, "hinge_loss_v2": 0.00029388992513772335, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4873860686483351, "classification_error": 0.0, "hinge_loss_v2": 0.00029343208937007644, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.521620095001183, "classification_error": 0.0, "hinge_loss_v2": 0.00029297494574550404, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5558268987217971, "classification_error": 0.0, "hinge_loss_v2": 0.00029251848951472126, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5900064894021253, "classification_error": 0.125, "hinge_loss_v2": 0.0002920627159683944, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6241588764699701, "classification_error": 0.125, "hinge_loss_v2": 0.0002916076204367013, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6582840691894114, "classification_error": 0.125, "hinge_loss_v2": 0.00029115319828885414, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.6923820766612154, "classification_error": 0.125, "hinge_loss_v2": 0.00029069944493265095, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7264529078232398, "classification_error": 0.125, "hinge_loss_v2": 0.0002902463558140296, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7604965714508292, "classification_error": 0.125, "hinge_loss_v2": 0.0002897939264166131, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.794513076157199, "classification_error": 0.125, "hinge_loss_v2": 0.0002893421522612838, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8285024303938204, "classification_error": 0.125, "hinge_loss_v2": 0.0002888910289057363, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.8624646424507838, "classification_error": 0.125, "hinge_loss_v2": 0.0002884405519440528, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.8963997204571665, "classification_error": 0.125, "hinge_loss_v2": 0.0002879907170062742, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9303076723813857, "classification_error": 0.125, "hinge_loss_v2": 0.0002875415197579787, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9641885060315425, "classification_error": 0.125, "hinge_loss_v2": 0.0002870929558998701, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.9980422290557627, "classification_error": 0.125, "hinge_loss_v2": 0.0002866450211673599, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0318688489425263, "classification_error": 0.125, "hinge_loss_v2": 0.0002861977113301578, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.06566837302099, "classification_error": 0.125, "hinge_loss_v2": 0.000285751022191873, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 37.34849729388952 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.0, "hinge_loss_v2": 0.0002666360285663048, "margin_success_fraction": 0.0, "outputs_v": [ -0.0009958063573996534, -0.002131991305150016, -0.0017514234433230191, -7.703426397348556e-05, 0.001910341760326284, 0.00304652670807673, 0.0026659588462497052, 0.0009915696669001717 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 210, "restricted_updates_to_stable_zero_error": 1680, "restricted_edge_updates_to_stable_zero_error": 1935360, "restricted_learning_time_to_stable_zero_seconds": 0.71055723791712, "classification_error_auc": 0.075, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.0135973179004982, "clipped_updates": 3538, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003248526415291286, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03597215380968224, "classification_error": 0.0, "hinge_loss_v2": 0.0003218902667194203, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07177853232766404, "classification_error": 0.125, "hinge_loss_v2": 0.0003189089517126973, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10741620220731732, "classification_error": 0.125, "hinge_loss_v2": 0.00031589668007208645, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14288130513810984, "classification_error": 0.125, "hinge_loss_v2": 0.0003128383325153816, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17816878004541326, "classification_error": 0.25, "hinge_loss_v2": 0.00030971463703435696, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21327197890713592, "classification_error": 0.25, "hinge_loss_v2": 0.00030650069161715214, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.24818212523324298, "classification_error": 0.25, "hinge_loss_v2": 0.0003031638523981165, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28288753392019517, "classification_error": 0.25, "hinge_loss_v2": 0.00029966066459791776, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.317372458630032, "classification_error": 0.25, "hinge_loss_v2": 0.00029593232881269674, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.3516153381517363, "classification_error": 0.25, "hinge_loss_v2": 0.00029189790444942557, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3855860348157918, "classification_error": 0.25, "hinge_loss_v2": 0.0002874440248832993, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.41924130413994776, "classification_error": 0.25, "hinge_loss_v2": 0.000282409415145959, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.45251698924797024, "classification_error": 0.25, "hinge_loss_v2": 0.00027656266606818693, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.48531374836761065, "classification_error": 0.25, "hinge_loss_v2": 0.0002695763175434091, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5174689945025077, "classification_error": 0.25, "hinge_loss_v2": 0.00026102864959764906, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5487270822894937, "classification_error": 0.25, "hinge_loss_v2": 0.0002521806629677928, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5795953712499244, "classification_error": 0.25, "hinge_loss_v2": 0.0002506755559727254, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6108015621136861, "classification_error": 0.25, "hinge_loss_v2": 0.0002568596821166754, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6429167107702104, "classification_error": 0.25, "hinge_loss_v2": 0.00027044831026157865, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6763195620425874, "classification_error": 0.125, "hinge_loss_v2": 0.00028945568476766937, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.71055723791712, "classification_error": 0.0, "hinge_loss_v2": 0.0002929380086406522, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7447580565884435, "classification_error": 0.0, "hinge_loss_v2": 0.0002922300170023558, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.7789168689052008, "classification_error": 0.0, "hinge_loss_v2": 0.00029152393502618443, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8130337146514909, "classification_error": 0.0, "hinge_loss_v2": 0.00029081975011814327, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8471086332469934, "classification_error": 0.0, "hinge_loss_v2": 0.0002901174498127463, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.8811416637492923, "classification_error": 0.0, "hinge_loss_v2": 0.00028941702177144195, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9151328448561742, "classification_error": 0.0, "hinge_loss_v2": 0.0002887184537810749, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9490822149078963, "classification_error": 0.0, "hinge_loss_v2": 0.0002880217337523716, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 0.9829898118894257, "classification_error": 0.0, "hinge_loss_v2": 0.0002873268497184061, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0168556734326508, "classification_error": 0.0, "hinge_loss_v2": 0.0002866337898331516, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0506798368185637, "classification_error": 0.0, "hinge_loss_v2": 0.000285942542369985, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.0844623389794121, "classification_error": 0.0, "hinge_loss_v2": 0.0002852530957202552, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1182032165008273, "classification_error": 0.0, "hinge_loss_v2": 0.0002845654383918522, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1519025056239283, "classification_error": 0.0, "hinge_loss_v2": 0.0002838795590077927, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.1855602422473825, "classification_error": 0.0, "hinge_loss_v2": 0.00028319544630484104, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2191764619294625, "classification_error": 0.0, "hinge_loss_v2": 0.00028251308913211073, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2527511998900562, "classification_error": 0.0, "hinge_loss_v2": 0.00028183247644973154, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.2862844910126614, "classification_error": 0.0, "hinge_loss_v2": 0.0002811535973275015, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3197763698463483, "classification_error": 0.0, "hinge_loss_v2": 0.0002804764409435589, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.3532268706076986, "classification_error": 0.0, "hinge_loss_v2": 0.0002798009965830819, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.386636027182724, "classification_error": 0.0, "hinge_loss_v2": 0.00027912725363700034, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4200038731287428, "classification_error": 0.0, "hinge_loss_v2": 0.000278455201600713, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4533304416762491, "classification_error": 0.0, "hinge_loss_v2": 0.0002777848300728406, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.4866157657307484, "classification_error": 0.0, "hinge_loss_v2": 0.00027711612875398273, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5198598778745624, "classification_error": 0.0, "hinge_loss_v2": 0.00027644908744547595, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5530628103686248, "classification_error": 0.0, "hinge_loss_v2": 0.0002757836960482055, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.586224595154231, "classification_error": 0.0, "hinge_loss_v2": 0.0002751199445613869, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.619345263854782, "classification_error": 0.0, "hinge_loss_v2": 0.00027445782308140184, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.652424847777495, "classification_error": 0.0, "hinge_loss_v2": 0.00027379732180061447, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.6854633779150876, "classification_error": 0.0, "hinge_loss_v2": 0.0002731384310062306, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7184608849474463, "classification_error": 0.0, "hinge_loss_v2": 0.00027248114107915263, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.7514173992432618, "classification_error": 0.0, "hinge_loss_v2": 0.00027182544249284527, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.7843329508616452, "classification_error": 0.0, "hinge_loss_v2": 0.0002711713258122416, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.817207569553721, "classification_error": 0.0, "hinge_loss_v2": 0.0002705187816926304, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.8500412847641938, "classification_error": 0.0, "hinge_loss_v2": 0.0002698678008785779, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.882834125632894, "classification_error": 0.0, "hinge_loss_v2": 0.00026921837420283863, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9155861209962974, "classification_error": 0.0, "hinge_loss_v2": 0.0002685704925853202, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 1.9482972993890253, "classification_error": 0.0, "hinge_loss_v2": 0.00026792414703201927, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 1.9809676890453212, "classification_error": 0.0, "hinge_loss_v2": 0.00026727932863398286, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.0135973179004982, "classification_error": 0.0, "hinge_loss_v2": 0.0002666360285663048, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 37.390461660921574 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.5, "hinge_loss_v2": 0.00032259835383390836, "margin_success_fraction": 0.0, "outputs_v": [ 5.9039009899342076e-05, 3.280413074624455e-05, 4.165766974437157e-05, 8.041334382344334e-05, 0.00012636860472695077, 0.00015260348388018707, 0.00014374994488211557, 0.00010499427080298829 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 9830400, "restricted_learning_time_to_stable_zero_seconds": 2.1567819939525545, "classification_error_auc": 0.5, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.1567819939525545, "clipped_updates": 3285, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240069249745266, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03600137414334488, "classification_error": 0.5, "hinge_loss_v2": 0.00032394999918501036, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07199956644087985, "classification_error": 0.5, "hinge_loss_v2": 0.00032389230537430526, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10799452428199201, "classification_error": 0.5, "hinge_loss_v2": 0.0003238336615255492, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14398618281350573, "classification_error": 0.5, "hinge_loss_v2": 0.00032377383754910566, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17997446151609503, "classification_error": 0.5, "hinge_loss_v2": 0.00032371253956465503, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21595925958535622, "classification_error": 0.5, "hinge_loss_v2": 0.00032364938781840203, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2519404495953214, "classification_error": 0.5, "hinge_loss_v2": 0.0003235838850658162, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.287917868638893, "classification_error": 0.5, "hinge_loss_v2": 0.00032351537032724773, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32389130566718427, "classification_error": 0.5, "hinge_loss_v2": 0.0003234429495894849, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35986048293341094, "classification_error": 0.5, "hinge_loss_v2": 0.00032336538903525436, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39582502797795405, "classification_error": 0.5, "hinge_loss_v2": 0.0003232809451686439, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.43178442981877635, "classification_error": 0.5, "hinge_loss_v2": 0.00032318708420230914, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46773796747448454, "classification_error": 0.5, "hinge_loss_v2": 0.00032307999746903693, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5036845871074755, "classification_error": 0.5, "hinge_loss_v2": 0.00032295371879019854, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5396226765241058, "classification_error": 0.5, "hinge_loss_v2": 0.0003227984089695043, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5755496143746736, "classification_error": 0.5, "hinge_loss_v2": 0.0003225967421538247, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6114607579658164, "classification_error": 0.5, "hinge_loss_v2": 0.0003223154879749427, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.647346752922677, "classification_error": 0.5, "hinge_loss_v2": 0.0003218833649377827, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6831887460565024, "classification_error": 0.5, "hinge_loss_v2": 0.000321287582728961, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7191446213047356, "classification_error": 0.5, "hinge_loss_v2": 0.00032326029052853235, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7551036488995431, "classification_error": 0.5, "hinge_loss_v2": 0.0003232437781357085, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7910617518084501, "classification_error": 0.5, "hinge_loss_v2": 0.00032322726435521246, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.827018929793838, "classification_error": 0.5, "hinge_loss_v2": 0.00032321074915062976, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8629751826167285, "classification_error": 0.5, "hinge_loss_v2": 0.00032319423248556895, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8989305100367736, "classification_error": 0.5, "hinge_loss_v2": 0.0003231777143236611, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9348849118122541, "classification_error": 0.5, "hinge_loss_v2": 0.00032316119462855517, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.97083838770007, "classification_error": 0.5, "hinge_loss_v2": 0.00032314467336392114, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 1.0067909374557373, "classification_error": 0.5, "hinge_loss_v2": 0.0003231281504934464, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0427425608333811, "classification_error": 0.5, "hinge_loss_v2": 0.0003231116259808315, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0786932575857284, "classification_error": 0.5, "hinge_loss_v2": 0.00032309509978979223, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1146430274641044, "classification_error": 0.5, "hinge_loss_v2": 0.0003230785718840607, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1505918702184226, "classification_error": 0.5, "hinge_loss_v2": 0.00032306204222737485, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1865397855971809, "classification_error": 0.5, "hinge_loss_v2": 0.0003230455107834931, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.2224867733474571, "classification_error": 0.5, "hinge_loss_v2": 0.0003230289775161719, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2584328332148984, "classification_error": 0.5, "hinge_loss_v2": 0.00032301244238918205, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.294377964943717, "classification_error": 0.5, "hinge_loss_v2": 0.0003229959053662968, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3303221682766868, "classification_error": 0.5, "hinge_loss_v2": 0.00032297936641129913, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3662654429551273, "classification_error": 0.5, "hinge_loss_v2": 0.000322962825487969, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.4022077887189075, "classification_error": 0.5, "hinge_loss_v2": 0.00032294628256009615, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4381492053064358, "classification_error": 0.5, "hinge_loss_v2": 0.0003229297375914616, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4740896924546485, "classification_error": 0.5, "hinge_loss_v2": 0.0003229131905458539, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.5100292498990104, "classification_error": 0.5, "hinge_loss_v2": 0.0003228966413870532, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5459678773735028, "classification_error": 0.5, "hinge_loss_v2": 0.00032288009007884293, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5819055746106174, "classification_error": 0.5, "hinge_loss_v2": 0.000322863536584992, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6178423413413519, "classification_error": 0.5, "hinge_loss_v2": 0.0003228469808692734, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6537781772951992, "classification_error": 0.5, "hinge_loss_v2": 0.00032283042289544053, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6897130822001427, "classification_error": 0.5, "hinge_loss_v2": 0.0003228138626272492, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.7256470557826489, "classification_error": 0.5, "hinge_loss_v2": 0.0003227973000284335, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7615800977676572, "classification_error": 0.5, "hinge_loss_v2": 0.00032278073506272515, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7975122078785783, "classification_error": 0.5, "hinge_loss_v2": 0.00032276416769383426, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.833443385837284, "classification_error": 0.5, "hinge_loss_v2": 0.0003227475978854593, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8693736313640943, "classification_error": 0.5, "hinge_loss_v2": 0.0003227310256012796, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.9053029441777782, "classification_error": 0.5, "hinge_loss_v2": 0.0003227144508049604, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.9412313239955417, "classification_error": 0.5, "hinge_loss_v2": 0.00032269787346014215, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.977158770533022, "classification_error": 0.5, "hinge_loss_v2": 0.00032268129353044876, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 2.0130852835042754, "classification_error": 0.5, "hinge_loss_v2": 0.00032266471097947713, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.0490108626217785, "classification_error": 0.5, "hinge_loss_v2": 0.0003226481257708016, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.084935507596409, "classification_error": 0.5, "hinge_loss_v2": 0.00032263153786797285, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.120859218137443, "classification_error": 0.5, "hinge_loss_v2": 0.0003226149472345108, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.1567819939525545, "classification_error": 0.5, "hinge_loss_v2": 0.00032259835383390836, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 68.02987040579319 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.25, "hinge_loss_v2": 0.00031838813307522886, "margin_success_fraction": 0.0, "outputs_v": [ 5.3167692705829994e-05, -5.2152030527718996e-05, -1.6321590790624452e-05, 0.00013967002626491531, 0.0003244450469842841, 0.0004297647702178886, 0.00039393433048073856, 0.00023794271342514328 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 9830400, "restricted_learning_time_to_stable_zero_seconds": 2.146818478061285, "classification_error_auc": 0.33125, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.146818478061285, "clipped_updates": 3303, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032401137943395097, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03599713839379783, "classification_error": 0.5, "hinge_loss_v2": 0.0003237869654961915, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07198171888635453, "classification_error": 0.5, "hinge_loss_v2": 0.00032355987837502317, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10795354903529936, "classification_error": 0.5, "hinge_loss_v2": 0.00032332943887215874, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.14391239017164725, "classification_error": 0.5, "hinge_loss_v2": 0.0003230947879188644, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17985794450281803, "classification_error": 0.5, "hinge_loss_v2": 0.00032285482771269805, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.21578983773751392, "classification_error": 0.5, "hinge_loss_v2": 0.00032260813902541477, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2517075952908721, "classification_error": 0.5, "hinge_loss_v2": 0.0003223528628272377, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28761060908464475, "classification_error": 0.5, "hinge_loss_v2": 0.0003220865271901514, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3234980902237612, "classification_error": 0.5, "hinge_loss_v2": 0.0003218057879893179, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35936899985056, "classification_error": 0.5, "hinge_loss_v2": 0.0003215060295831733, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.3952219451463273, "classification_error": 0.5, "hinge_loss_v2": 0.0003211807298853198, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.43105501745673014, "classification_error": 0.5, "hinge_loss_v2": 0.00032082041239925513, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.46686552972692286, "classification_error": 0.5, "hinge_loss_v2": 0.00032041083841939774, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5026495685463008, "classification_error": 0.5, "hinge_loss_v2": 0.00031992971882507503, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.538401179897878, "classification_error": 0.5, "hinge_loss_v2": 0.00031934033433114956, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5741107625928925, "classification_error": 0.5, "hinge_loss_v2": 0.00031857812670690785, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6097615273446373, "classification_error": 0.5, "hinge_loss_v2": 0.0003175195424268228, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6453203473695048, "classification_error": 0.5, "hinge_loss_v2": 0.0003159001584752815, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6807445786091778, "classification_error": 0.5, "hinge_loss_v2": 0.0003148150647481122, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7164453856550348, "classification_error": 0.25, "hinge_loss_v2": 0.0003210005594283759, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.752276626706804, "classification_error": 0.25, "hinge_loss_v2": 0.0003209351758099305, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7881041886999641, "classification_error": 0.25, "hinge_loss_v2": 0.0003208697979153324, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8239280709969012, "classification_error": 0.25, "hinge_loss_v2": 0.0003208044255868592, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8597482729537685, "classification_error": 0.25, "hinge_loss_v2": 0.0003207390586669666, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8955647939204652, "classification_error": 0.25, "hinge_loss_v2": 0.0003206736969982722, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9313776332406164, "classification_error": 0.25, "hinge_loss_v2": 0.0003206083404235556, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.967186790251551, "classification_error": 0.25, "hinge_loss_v2": 0.00032054298878575417, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 1.00299226428428, "classification_error": 0.25, "hinge_loss_v2": 0.0003204776419279463, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0387940546634742, "classification_error": 0.25, "hinge_loss_v2": 0.00032041229969336134, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0745921607074416, "classification_error": 0.25, "hinge_loss_v2": 0.0003203469619253627, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1103865817281038, "classification_error": 0.25, "hinge_loss_v2": 0.0003202816284674508, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1461773170309788, "classification_error": 0.25, "hinge_loss_v2": 0.0003202162991632507, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1819643659151529, "classification_error": 0.25, "hinge_loss_v2": 0.0003201509738565121, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.2177477276732604, "classification_error": 0.25, "hinge_loss_v2": 0.00032008565239109867, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2535274015914561, "classification_error": 0.25, "hinge_loss_v2": 0.0003200203346109884, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2893033869493982, "classification_error": 0.25, "hinge_loss_v2": 0.00031995502036025897, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3250756830202177, "classification_error": 0.25, "hinge_loss_v2": 0.00031988970948309447, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3608442890705006, "classification_error": 0.25, "hinge_loss_v2": 0.0003198244018237713, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3966092043602603, "classification_error": 0.25, "hinge_loss_v2": 0.00031975909722665487, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4323704281429122, "classification_error": 0.25, "hinge_loss_v2": 0.0003196937955361928, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4681279596652506, "classification_error": 0.25, "hinge_loss_v2": 0.00031962849659691243, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.503881798167424, "classification_error": 0.25, "hinge_loss_v2": 0.0003195632002534117, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5396319428829068, "classification_error": 0.25, "hinge_loss_v2": 0.00031949790635035525, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5753783930384782, "classification_error": 0.25, "hinge_loss_v2": 0.0003194326147324713, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.6111211478541945, "classification_error": 0.25, "hinge_loss_v2": 0.0003193673252445431, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6468602065433615, "classification_error": 0.25, "hinge_loss_v2": 0.0003193020377313989, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6825955683125078, "classification_error": 0.25, "hinge_loss_v2": 0.00031923675203791765, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.7183272323613636, "classification_error": 0.25, "hinge_loss_v2": 0.00031917146800901125, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7540551978828267, "classification_error": 0.25, "hinge_loss_v2": 0.0003191061854896281, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.789779464062941, "classification_error": 0.25, "hinge_loss_v2": 0.0003190409043247413, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8255000300808648, "classification_error": 0.25, "hinge_loss_v2": 0.0003189756243593497, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8612168951088452, "classification_error": 0.25, "hinge_loss_v2": 0.000318910345438457, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8969300583121913, "classification_error": 0.25, "hinge_loss_v2": 0.00031884506740708924, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.932639518849243, "classification_error": 0.25, "hinge_loss_v2": 0.0003187797901102699, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.968345275871345, "classification_error": 0.25, "hinge_loss_v2": 0.0003187145133930196, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 2.0040473285228178, "classification_error": 0.25, "hinge_loss_v2": 0.00031864923710035254, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.039745675940927, "classification_error": 0.25, "hinge_loss_v2": 0.0003185839610772733, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0754403172558527, "classification_error": 0.25, "hinge_loss_v2": 0.0003185186851687602, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.111131251590664, "classification_error": 0.25, "hinge_loss_v2": 0.0003184534092197708, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.146818478061285, "classification_error": 0.25, "hinge_loss_v2": 0.00031838813307522886, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 67.41732935607433 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.000311766518791578, "margin_success_fraction": 0.0, "outputs_v": [ -4.511036612558916e-05, -0.00027736776305789523, -0.00020096469382743787, 0.00013934295981751776, 0.000544207589750989, 0.0007764649866832951, 0.000700061917452921, 0.0003597542638080209 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 9830400, "restricted_learning_time_to_stable_zero_seconds": 2.130263867342268, "classification_error_auc": 0.253125, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.130263867342268, "clipped_updates": 3326, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.00032401500008601017, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.035989312103826554, "classification_error": 0.5, "hinge_loss_v2": 0.00032349563376965127, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07194950539142722, "classification_error": 0.5, "hinge_loss_v2": 0.00032296941052443486, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.1078800668917522, "classification_error": 0.5, "hinge_loss_v2": 0.0003224346030706514, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.1437803640283147, "classification_error": 0.5, "hinge_loss_v2": 0.0003218890414105147, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.1796496120938931, "classification_error": 0.5, "hinge_loss_v2": 0.00032132997108068713, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2154868306095065, "classification_error": 0.5, "hinge_loss_v2": 0.000320753855165918, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.2512907838119813, "classification_error": 0.5, "hinge_loss_v2": 0.0003201560926737134, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2870598979908523, "classification_error": 0.5, "hinge_loss_v2": 0.00031953060964727017, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32279214422634783, "classification_error": 0.5, "hinge_loss_v2": 0.00031886925159994726, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35848486795643614, "classification_error": 0.5, "hinge_loss_v2": 0.00031816085660782656, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39413453414575633, "classification_error": 0.5, "hinge_loss_v2": 0.0003173897977584077, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4297363333072229, "classification_error": 0.5, "hinge_loss_v2": 0.00031653360945685133, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4652835475089583, "classification_error": 0.5, "hinge_loss_v2": 0.00031555896031985333, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.5007664790965076, "classification_error": 0.5, "hinge_loss_v2": 0.0003144144835740013, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5361705268996769, "classification_error": 0.5, "hinge_loss_v2": 0.0003130172620053847, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5714724508012629, "classification_error": 0.5, "hinge_loss_v2": 0.0003112255711155543, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6066323221319344, "classification_error": 0.5, "hinge_loss_v2": 0.00030877952863301103, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6415734331702139, "classification_error": 0.5, "hinge_loss_v2": 0.0003051628889490617, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6762664567485548, "classification_error": 0.5, "hinge_loss_v2": 0.0003038890915518825, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7113107215128688, "classification_error": 0.5, "hinge_loss_v2": 0.0003125243620954502, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7469102245830314, "classification_error": 0.125, "hinge_loss_v2": 0.0003174056781722136, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7825374626129209, "classification_error": 0.125, "hinge_loss_v2": 0.0003172600821692727, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.818156461875523, "classification_error": 0.125, "hinge_loss_v2": 0.00031711454430135503, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8537672221240118, "classification_error": 0.125, "hinge_loss_v2": 0.0003169690641235782, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8893697430940966, "classification_error": 0.125, "hinge_loss_v2": 0.00031682364119204665, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9249640245039851, "classification_error": 0.125, "hinge_loss_v2": 0.0003166782750638231, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9605500660543507, "classification_error": 0.125, "hinge_loss_v2": 0.000316532965296923, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9961278674282981, "classification_error": 0.125, "hinge_loss_v2": 0.00031638771145029603, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0316974282913236, "classification_error": 0.125, "hinge_loss_v2": 0.0003162425130838114, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0672587482912834, "classification_error": 0.125, "hinge_loss_v2": 0.0003160973697582555, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.1028118270583525, "classification_error": 0.125, "hinge_loss_v2": 0.0003159522810352966, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.138356664204989, "classification_error": 0.125, "hinge_loss_v2": 0.00031580724647749665, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1738932593258966, "classification_error": 0.125, "hinge_loss_v2": 0.00031566226564827093, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.2094216119979837, "classification_error": 0.125, "hinge_loss_v2": 0.0003155173381119016, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.244941721780328, "classification_error": 0.125, "hinge_loss_v2": 0.0003153724634334963, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2804535882141326, "classification_error": 0.125, "hinge_loss_v2": 0.0003152276411789943, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3159572108226896, "classification_error": 0.125, "hinge_loss_v2": 0.00031508287091514887, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.351452589111335, "classification_error": 0.125, "hinge_loss_v2": 0.0003149381522095016, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3869397225674105, "classification_error": 0.125, "hinge_loss_v2": 0.00031479348463038677, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.422418610660222, "classification_error": 0.125, "hinge_loss_v2": 0.00031464886774690114, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.457889252840991, "classification_error": 0.125, "hinge_loss_v2": 0.00031450430112889874, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4933516485428198, "classification_error": 0.125, "hinge_loss_v2": 0.0003143597843469773, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5288057971806401, "classification_error": 0.125, "hinge_loss_v2": 0.0003142153169724608, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5642516981511745, "classification_error": 0.125, "hinge_loss_v2": 0.00031407089857738205, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5996893508328889, "classification_error": 0.125, "hinge_loss_v2": 0.0003139265287344839, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6351187545859456, "classification_error": 0.125, "hinge_loss_v2": 0.00031378220701718527, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6705399087521582, "classification_error": 0.125, "hinge_loss_v2": 0.0003136379329995831, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.7059528126549455, "classification_error": 0.125, "hinge_loss_v2": 0.0003134937062564284, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7413574655992805, "classification_error": 0.125, "hinge_loss_v2": 0.00031334952636311313, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7767538668716476, "classification_error": 0.125, "hinge_loss_v2": 0.0003132053928956687, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.8121420157399895, "classification_error": 0.125, "hinge_loss_v2": 0.00031306130543073426, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8475219114536603, "classification_error": 0.125, "hinge_loss_v2": 0.00031291726354554884, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8828935532433726, "classification_error": 0.125, "hinge_loss_v2": 0.0003127732668179459, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.91825694032115, "classification_error": 0.125, "hinge_loss_v2": 0.00031262931482632796, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9536120718802714, "classification_error": 0.125, "hinge_loss_v2": 0.0003124854071496575, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9889589470952243, "classification_error": 0.125, "hinge_loss_v2": 0.0003123415433674429, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.024297565121645, "classification_error": 0.125, "hinge_loss_v2": 0.00031219772305972316, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.059627925096273, "classification_error": 0.125, "hinge_loss_v2": 0.0003120539458070531, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0949500261368903, "classification_error": 0.125, "hinge_loss_v2": 0.00031191021119048935, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.130263867342268, "classification_error": 0.125, "hinge_loss_v2": 0.000311766518791578, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 67.50678243488073 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0003026235229833228, "margin_success_fraction": 0.0, "outputs_v": [ -0.0001904584699350953, -0.0006003071759674572, -0.0004660849554681823, 0.00013358263516644042, 0.0008474184542580365, 0.0012572671602903984, 0.0011230449397909292, 0.0005233773491563065 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 9830400, "restricted_learning_time_to_stable_zero_seconds": 2.10723397330262, "classification_error_auc": 0.203125, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.10723397330262, "clipped_updates": 3340, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240067055557467, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.03597801231858422, "classification_error": 0.25, "hinge_loss_v2": 0.0003230867558950309, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07190445464850828, "classification_error": 0.25, "hinge_loss_v2": 0.0003221562165863598, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10777846992196612, "classification_error": 0.25, "hinge_loss_v2": 0.0003212121211084814, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.1435989940777848, "classification_error": 0.25, "hinge_loss_v2": 0.0003202507527937714, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17936470025949608, "classification_error": 0.25, "hinge_loss_v2": 0.0003192674067895284, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2150739240871168, "classification_error": 0.25, "hinge_loss_v2": 0.0003182560585590188, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.250724561976585, "classification_error": 0.25, "hinge_loss_v2": 0.0003172088939334682, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.2863139302644568, "classification_error": 0.25, "hinge_loss_v2": 0.0003161156294646378, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.3218385659615128, "classification_error": 0.25, "hinge_loss_v2": 0.000314962507147177, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.357293938173199, "classification_error": 0.25, "hinge_loss_v2": 0.00031373076906908854, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39267401841935634, "classification_error": 0.25, "hinge_loss_v2": 0.0003123942744996753, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4279706197070789, "classification_error": 0.375, "hinge_loss_v2": 0.00031091565040868203, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4631723396616951, "classification_error": 0.375, "hinge_loss_v2": 0.0003092398267287578, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.49826278899950144, "classification_error": 0.5, "hinge_loss_v2": 0.00030728267799786524, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5332174436107042, "classification_error": 0.5, "hinge_loss_v2": 0.0003049099905090536, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5679976197128617, "classification_error": 0.5, "hinge_loss_v2": 0.00030189610564049197, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.6025377581596857, "classification_error": 0.5, "hinge_loss_v2": 0.0002978373173748363, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6367147057449156, "classification_error": 0.5, "hinge_loss_v2": 0.00029196372359365343, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6705501577332111, "classification_error": 0.5, "hinge_loss_v2": 0.00029085387649592986, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.7047424519281967, "classification_error": 0.5, "hinge_loss_v2": 0.00029927506674740133, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7397401279153761, "classification_error": 0.125, "hinge_loss_v2": 0.00031236738695061556, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7750788535610941, "classification_error": 0.125, "hinge_loss_v2": 0.0003121138774713015, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.810403092308183, "classification_error": 0.125, "hinge_loss_v2": 0.00031186057331077143, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8457128465185425, "classification_error": 0.125, "hinge_loss_v2": 0.00031160747343909434, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.8810081185146853, "classification_error": 0.125, "hinge_loss_v2": 0.00031135457682994016, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9162889105797271, "classification_error": 0.125, "hinge_loss_v2": 0.00031110188246053546, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9515552249573773, "classification_error": 0.125, "hinge_loss_v2": 0.00031084938931163195, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9868070638519312, "classification_error": 0.125, "hinge_loss_v2": 0.0003105970963674803, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0220444294282534, "classification_error": 0.125, "hinge_loss_v2": 0.00031034500261579653, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0572673238117687, "classification_error": 0.125, "hinge_loss_v2": 0.00031009310704771976, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.0924757490884467, "classification_error": 0.125, "hinge_loss_v2": 0.0003098414086577913, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.127669707304786, "classification_error": 0.125, "hinge_loss_v2": 0.00030958990644391806, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.1628492004677995, "classification_error": 0.125, "hinge_loss_v2": 0.0003093385994073388, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.1980142305449957, "classification_error": 0.125, "hinge_loss_v2": 0.00030908748655260495, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.233164799464358, "classification_error": 0.125, "hinge_loss_v2": 0.00030883656688752417, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2683009091143276, "classification_error": 0.125, "hinge_loss_v2": 0.0003085858394231526, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.3034225613437809, "classification_error": 0.125, "hinge_loss_v2": 0.00030833530317374557, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3385297579620057, "classification_error": 0.125, "hinge_loss_v2": 0.0003080849571567441, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3736225007386806, "classification_error": 0.125, "hinge_loss_v2": 0.0003078348003927224, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.4087007914038492, "classification_error": 0.125, "hinge_loss_v2": 0.0003075848319053742, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4437646316478914, "classification_error": 0.125, "hinge_loss_v2": 0.0003073350507214683, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.478814023121498, "classification_error": 0.125, "hinge_loss_v2": 0.0003070854558708337, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.5138489674356435, "classification_error": 0.125, "hinge_loss_v2": 0.00030683604638631135, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5488694661615525, "classification_error": 0.125, "hinge_loss_v2": 0.00030658682130372324, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.583875520830675, "classification_error": 0.125, "hinge_loss_v2": 0.00030633777966186383, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.6188671329346442, "classification_error": 0.125, "hinge_loss_v2": 0.00030608892050243744, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.653844303925254, "classification_error": 0.125, "hinge_loss_v2": 0.0003058402428700523, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6888070352144136, "classification_error": 0.125, "hinge_loss_v2": 0.00030559174581218054, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7237553281741207, "classification_error": 0.125, "hinge_loss_v2": 0.0003053434283791191, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.758689184136417, "classification_error": 0.125, "hinge_loss_v2": 0.0003050952896239748, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7936086043933506, "classification_error": 0.125, "hinge_loss_v2": 0.0003048473286026287, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8285135901969418, "classification_error": 0.125, "hinge_loss_v2": 0.0003045995443736896, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8634041427591315, "classification_error": 0.125, "hinge_loss_v2": 0.00030435193599848956, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.898280263251749, "classification_error": 0.125, "hinge_loss_v2": 0.00030410450254103865, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9331419528064597, "classification_error": 0.125, "hinge_loss_v2": 0.0003038572430679833, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9679892125147225, "classification_error": 0.125, "hinge_loss_v2": 0.000303610156648607, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 2.002822043427745, "classification_error": 0.125, "hinge_loss_v2": 0.00030336324235477, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0376404465564315, "classification_error": 0.125, "hinge_loss_v2": 0.00030311649926089714, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.0724444228713397, "classification_error": 0.125, "hinge_loss_v2": 0.0003028699264439325, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.10723397330262, "classification_error": 0.125, "hinge_loss_v2": 0.0003026235229833228, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 68.05484910681844 } } }, { "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": { "overclamp_clean": { "method": "overclamp_clean", "classification_error": 0.125, "hinge_loss_v2": 0.0002913703836008476, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003963191113812714, -0.0010300456078628784, -0.0008241737552110995, 0.00010069950740149158, 0.001202795966212783, 0.0018365224626944732, 0.0016306506100425833, 0.0007057773474299922 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4800, "restricted_edge_updates_to_stable_zero_error": 9830400, "restricted_learning_time_to_stable_zero_seconds": 2.077895210358717, "classification_error_auc": 0.18020833333333333, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 2.077895210358717, "clipped_updates": 3355, "trace": [ { "epoch": 0, "local_updates": 0, "cumulative_learning_time_seconds": 0.0, "classification_error": 0.5, "hinge_loss_v2": 0.0003240068715372468, "margin_success_fraction": 0.0 }, { "epoch": 10, "local_updates": 80, "cumulative_learning_time_seconds": 0.035964019694532216, "classification_error": 0.25, "hinge_loss_v2": 0.00032257044468639166, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.07184751678540856, "classification_error": 0.25, "hinge_loss_v2": 0.0003211202886243355, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.10764923346997128, "classification_error": 0.25, "hinge_loss_v2": 0.0003196518963252004, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 0.1433675939722742, "classification_error": 0.25, "hinge_loss_v2": 0.00031815964506569654, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 0.17900061984067084, "classification_error": 0.25, "hinge_loss_v2": 0.00031663644674931584, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 0.2145458167803186, "classification_error": 0.25, "hinge_loss_v2": 0.00031507326294846565, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 0.25000002107721764, "classification_error": 0.25, "hinge_loss_v2": 0.00031345842064764244, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 0.28535918747167127, "classification_error": 0.25, "hinge_loss_v2": 0.0003117766280547461, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 0.32061809020033183, "classification_error": 0.25, "hinge_loss_v2": 0.0003100075281760484, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 0.35576989180305607, "classification_error": 0.25, "hinge_loss_v2": 0.0003081235207895745, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 0.39080550429290484, "classification_error": 0.25, "hinge_loss_v2": 0.00030608639125636564, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 0.4257126124597899, "classification_error": 0.25, "hinge_loss_v2": 0.0003038419265274985, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 0.4604741237797027, "classification_error": 0.25, "hinge_loss_v2": 0.0003013110038220468, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 0.49506559494008884, "classification_error": 0.25, "hinge_loss_v2": 0.00029837422902722775, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 0.5294507161514761, "classification_error": 0.25, "hinge_loss_v2": 0.0002948442219217657, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 0.5635728161657994, "classification_error": 0.25, "hinge_loss_v2": 0.000290413142819729, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 0.5973373737240892, "classification_error": 0.375, "hinge_loss_v2": 0.0002845492520836621, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 0.6305713742666962, "classification_error": 0.5, "hinge_loss_v2": 0.000276296891321517, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 0.6634111520026232, "classification_error": 0.375, "hinge_loss_v2": 0.00027552690556717626, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 0.6965653056727077, "classification_error": 0.25, "hinge_loss_v2": 0.00028289881716186103, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 0.7305212356302959, "classification_error": 0.25, "hinge_loss_v2": 0.0002966966987869452, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 0.7653569500889538, "classification_error": 0.125, "hinge_loss_v2": 0.00030568857910627767, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 0.8003089942318866, "classification_error": 0.125, "hinge_loss_v2": 0.00030530270787621286, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 0.8352386896626093, "classification_error": 0.125, "hinge_loss_v2": 0.00030491735295323205, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 0.870146045567461, "classification_error": 0.125, "hinge_loss_v2": 0.00030453251210691616, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 0.9050310710537784, "classification_error": 0.125, "hinge_loss_v2": 0.00030414818311776457, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 0.9398937751500361, "classification_error": 0.125, "hinge_loss_v2": 0.000303764363777087, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 0.9747341668059868, "classification_error": 0.125, "hinge_loss_v2": 0.00030338105188692724, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 1.0095522548927918, "classification_error": 0.125, "hinge_loss_v2": 0.0003029982452599741, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 1.0443480482031575, "classification_error": 0.125, "hinge_loss_v2": 0.00030261594171948793, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 1.079121555451465, "classification_error": 0.125, "hinge_loss_v2": 0.00030223413909919263, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 1.1138727852738939, "classification_error": 0.125, "hinge_loss_v2": 0.0003018528352432215, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 1.148601746228551, "classification_error": 0.125, "hinge_loss_v2": 0.00030147202800601103, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 1.18330844679559, "classification_error": 0.125, "hinge_loss_v2": 0.00030109171525223837, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 1.2179928953773271, "classification_error": 0.125, "hinge_loss_v2": 0.00030071189485672073, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 1.2526551002983644, "classification_error": 0.125, "hinge_loss_v2": 0.0003003325647043441, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 1.2872950698056964, "classification_error": 0.125, "hinge_loss_v2": 0.00029995372268998483, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 1.3219128120688293, "classification_error": 0.125, "hinge_loss_v2": 0.00029957536671841936, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 1.3565083351798772, "classification_error": 0.125, "hinge_loss_v2": 0.0002991974947042594, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 1.3910816471536815, "classification_error": 0.125, "hinge_loss_v2": 0.00029882010457185247, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 1.4256327559279018, "classification_error": 0.125, "hinge_loss_v2": 0.0002984431942552226, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 1.4601616693631254, "classification_error": 0.125, "hinge_loss_v2": 0.00029806676169798115, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 1.4946683952429591, "classification_error": 0.125, "hinge_loss_v2": 0.00029769080485324013, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 1.5291529412741238, "classification_error": 0.125, "hinge_loss_v2": 0.0002973153216835599, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 1.5636153150865488, "classification_error": 0.125, "hinge_loss_v2": 0.00029694031016085076, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 1.5980555242334635, "classification_error": 0.125, "hinge_loss_v2": 0.0002965657682662969, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 1.6324735761914795, "classification_error": 0.125, "hinge_loss_v2": 0.00029619169399029265, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 1.6668694783606741, "classification_error": 0.125, "hinge_loss_v2": 0.00029581808533235364, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 1.7012432380646785, "classification_error": 0.125, "hinge_loss_v2": 0.00029544494030105, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 1.7355948625507485, "classification_error": 0.125, "hinge_loss_v2": 0.000295072256913925, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 1.7699243589898426, "classification_error": 0.125, "hinge_loss_v2": 0.00029470003319742377, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 1.8042317344766972, "classification_error": 0.125, "hinge_loss_v2": 0.00029432826718681337, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 1.8385169960298955, "classification_error": 0.125, "hinge_loss_v2": 0.0002939569569261188, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 1.8727801505919355, "classification_error": 0.125, "hinge_loss_v2": 0.0002935861004680428, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 1.9070212050292947, "classification_error": 0.125, "hinge_loss_v2": 0.00029321569587389013, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 1.9412401661324927, "classification_error": 0.125, "hinge_loss_v2": 0.00029284574121349674, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 1.9754370406161457, "classification_error": 0.125, "hinge_loss_v2": 0.000292476234565165, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 2.0096118351190313, "classification_error": 0.125, "hinge_loss_v2": 0.0002921071740155675, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 2.04376455620414, "classification_error": 0.125, "hinge_loss_v2": 0.00029173855765971695, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 2.077895210358717, "classification_error": 0.125, "hinge_loss_v2": 0.0002913703836008476, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 67.79482932761312 } } } ], "summary": { "4": { "nodes": 16, "learnable_edges": 32, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.05, "zero_error_fraction": 0.6, "mean_classification_error_auc": 0.08125, "stable_zero_error_fraction": 0.6, "mean_restricted_epochs_to_stable_zero_error": 258.0, "mean_restricted_edge_updates_to_stable_zero_error": 66048.0, "mean_restricted_learning_time_to_stable_zero_seconds": 0.6541528903050682, "median_wall_seconds": 1.9795020036399364 } } }, "8": { "nodes": 64, "learnable_edges": 128, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.11229166666666665, "stable_zero_error_fraction": 0.8, "mean_restricted_epochs_to_stable_zero_error": 384.0, "mean_restricted_edge_updates_to_stable_zero_error": 385817.6, "mean_restricted_learning_time_to_stable_zero_seconds": 1.0763071590656415, "median_wall_seconds": 5.056587263941765 } } }, "12": { "nodes": 144, "learnable_edges": 288, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.14041666666666663, "stable_zero_error_fraction": 0.8, "mean_restricted_epochs_to_stable_zero_error": 378.0, "mean_restricted_edge_updates_to_stable_zero_error": 870912.0, "mean_restricted_learning_time_to_stable_zero_seconds": 1.2422591765158966, "median_wall_seconds": 9.635737217962742 } } }, "16": { "nodes": 256, "learnable_edges": 512, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.05, "zero_error_fraction": 0.6, "mean_classification_error_auc": 0.12666666666666665, "stable_zero_error_fraction": 0.6, "mean_restricted_epochs_to_stable_zero_error": 356.0, "mean_restricted_edge_updates_to_stable_zero_error": 1458176.0, "mean_restricted_learning_time_to_stable_zero_seconds": 1.2299144381032074, "median_wall_seconds": 15.961660284548998 } } }, "24": { "nodes": 576, "learnable_edges": 1152, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.175, "zero_error_fraction": 0.2, "mean_classification_error_auc": 0.20979166666666668, "stable_zero_error_fraction": 0.2, "mean_restricted_epochs_to_stable_zero_error": 522.0, "mean_restricted_edge_updates_to_stable_zero_error": 4810752.0, "mean_restricted_learning_time_to_stable_zero_seconds": 1.834717668668033, "median_wall_seconds": 37.301116552203894 } } }, "32": { "nodes": 1024, "learnable_edges": 2048, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.225, "zero_error_fraction": 0.0, "mean_classification_error_auc": 0.2935416666666667, "stable_zero_error_fraction": 0.0, "mean_restricted_epochs_to_stable_zero_error": 600.0, "mean_restricted_edge_updates_to_stable_zero_error": 9830400.0, "mean_restricted_learning_time_to_stable_zero_seconds": 2.1237987046034887, "median_wall_seconds": 67.79482932761312 } } } } }