{ "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": 0.25, "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": 0.00013277423128757172, "margin_success_fraction": 0.125, "outputs_v": [ -0.0032951606569625314, -0.008658959670623773, -0.005699601376036867, 0.003849362273750545, 0.01439427787930056, 0.019758076892961773, 0.016798718598374895, 0.007249754948587511 ], "reached_stable_zero_error": false, "restricted_epochs_to_stable_zero_error": 600, "restricted_updates_to_stable_zero_error": 4793, "restricted_edge_updates_to_stable_zero_error": 153376, "restricted_learning_time_to_stable_zero_seconds": 13.597859717086582, "classification_error_auc": 0.17604166666666668, "local_updates": 4793, "local_edge_updates": 153376, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 13.597859717086582, "clipped_updates": 4737, "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": 0.2731147741187137, "classification_error": 0.5, "hinge_loss_v2": 0.0004357715196737903, "margin_success_fraction": 0.375 }, { "epoch": 20, "local_updates": 153, "cumulative_learning_time_seconds": 0.47181237753503047, "classification_error": 0.5, "hinge_loss_v2": 0.00039934288560729405, "margin_success_fraction": 0.375 }, { "epoch": 30, "local_updates": 233, "cumulative_learning_time_seconds": 0.6910588732044572, "classification_error": 0.5, "hinge_loss_v2": 0.0003487079178080653, "margin_success_fraction": 0.125 }, { "epoch": 40, "local_updates": 313, "cumulative_learning_time_seconds": 0.9267100061992224, "classification_error": 0.5, "hinge_loss_v2": 0.0003088942862380696, "margin_success_fraction": 0.125 }, { "epoch": 50, "local_updates": 393, "cumulative_learning_time_seconds": 1.170033236446626, "classification_error": 0.5, "hinge_loss_v2": 0.00027789682690776505, "margin_success_fraction": 0.125 }, { "epoch": 60, "local_updates": 473, "cumulative_learning_time_seconds": 1.4155054443465955, "classification_error": 0.5, "hinge_loss_v2": 0.0002527410827775979, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 553, "cumulative_learning_time_seconds": 1.6594571758295649, "classification_error": 0.375, "hinge_loss_v2": 0.00023135625593210063, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 633, "cumulative_learning_time_seconds": 1.8993168497584685, "classification_error": 0.375, "hinge_loss_v2": 0.00021332128715443672, "margin_success_fraction": 0.125 }, { "epoch": 90, "local_updates": 713, "cumulative_learning_time_seconds": 2.1370896004038142, "classification_error": 0.25, "hinge_loss_v2": 0.00020758858208034766, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 793, "cumulative_learning_time_seconds": 2.3759160514478883, "classification_error": 0.125, "hinge_loss_v2": 0.00020296465595814918, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 873, "cumulative_learning_time_seconds": 2.6154718009733022, "classification_error": 0.125, "hinge_loss_v2": 0.00019886086238050805, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 953, "cumulative_learning_time_seconds": 2.8554956289022484, "classification_error": 0.125, "hinge_loss_v2": 0.00019519856427865331, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1033, "cumulative_learning_time_seconds": 3.0957821703394237, "classification_error": 0.125, "hinge_loss_v2": 0.00019189923486873035, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1113, "cumulative_learning_time_seconds": 3.336167421362692, "classification_error": 0.125, "hinge_loss_v2": 0.00018890059363685914, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1193, "cumulative_learning_time_seconds": 3.576519029692773, "classification_error": 0.125, "hinge_loss_v2": 0.00018615345844580664, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1273, "cumulative_learning_time_seconds": 3.816729165058716, "classification_error": 0.125, "hinge_loss_v2": 0.00018361859421982079, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1353, "cumulative_learning_time_seconds": 4.056709178421821, "classification_error": 0.125, "hinge_loss_v2": 0.00018126436676556423, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1433, "cumulative_learning_time_seconds": 4.2963855497752474, "classification_error": 0.125, "hinge_loss_v2": 0.0001790650108690466, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1513, "cumulative_learning_time_seconds": 4.535696777517386, "classification_error": 0.125, "hinge_loss_v2": 0.00017699933932476526, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1593, "cumulative_learning_time_seconds": 4.774590963799684, "classification_error": 0.125, "hinge_loss_v2": 0.00017504977022421268, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1673, "cumulative_learning_time_seconds": 5.013023919675407, "classification_error": 0.125, "hinge_loss_v2": 0.000173201586292778, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1753, "cumulative_learning_time_seconds": 5.2509576620774245, "classification_error": 0.125, "hinge_loss_v2": 0.0001714423651333149, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1833, "cumulative_learning_time_seconds": 5.488359208512529, "classification_error": 0.125, "hinge_loss_v2": 0.00016976153656356977, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1913, "cumulative_learning_time_seconds": 5.725191156304021, "classification_error": 0.125, "hinge_loss_v2": 0.00016816922740916352, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 1993, "cumulative_learning_time_seconds": 5.961389326341048, "classification_error": 0.125, "hinge_loss_v2": 0.00016667315533388374, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2073, "cumulative_learning_time_seconds": 6.196930702103617, "classification_error": 0.125, "hinge_loss_v2": 0.00016523148061447447, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2153, "cumulative_learning_time_seconds": 6.431794402885087, "classification_error": 0.125, "hinge_loss_v2": 0.0001638521475390328, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2233, "cumulative_learning_time_seconds": 6.665945396426105, "classification_error": 0.125, "hinge_loss_v2": 0.00016255531537452962, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2313, "cumulative_learning_time_seconds": 6.899367528115345, "classification_error": 0.125, "hinge_loss_v2": 0.00016129579078816197, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2393, "cumulative_learning_time_seconds": 7.132029512336287, "classification_error": 0.125, "hinge_loss_v2": 0.00016007907211632765, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2473, "cumulative_learning_time_seconds": 7.36391089147354, "classification_error": 0.125, "hinge_loss_v2": 0.00015889517944789455, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2553, "cumulative_learning_time_seconds": 7.594996582011376, "classification_error": 0.125, "hinge_loss_v2": 0.00015773971486855254, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2633, "cumulative_learning_time_seconds": 7.825270595820225, "classification_error": 0.125, "hinge_loss_v2": 0.0001566096133681938, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2713, "cumulative_learning_time_seconds": 8.054711952047366, "classification_error": 0.125, "hinge_loss_v2": 0.00015550410481861765, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2793, "cumulative_learning_time_seconds": 8.283301465417926, "classification_error": 0.125, "hinge_loss_v2": 0.00015441828955601436, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2873, "cumulative_learning_time_seconds": 8.511019750869492, "classification_error": 0.125, "hinge_loss_v2": 0.00015334881408780797, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2953, "cumulative_learning_time_seconds": 8.7378453698956, "classification_error": 0.125, "hinge_loss_v2": 0.00015229263970500964, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3033, "cumulative_learning_time_seconds": 8.963754320162632, "classification_error": 0.125, "hinge_loss_v2": 0.00015124656295795354, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3113, "cumulative_learning_time_seconds": 9.188719359524214, "classification_error": 0.125, "hinge_loss_v2": 0.0001502072673558353, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3193, "cumulative_learning_time_seconds": 9.412709247729994, "classification_error": 0.125, "hinge_loss_v2": 0.00014917136446379782, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3273, "cumulative_learning_time_seconds": 9.635687792993393, "classification_error": 0.125, "hinge_loss_v2": 0.00014813523705015975, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3353, "cumulative_learning_time_seconds": 9.857612654899205, "classification_error": 0.125, "hinge_loss_v2": 0.00014709494859100242, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3433, "cumulative_learning_time_seconds": 10.078433058575692, "classification_error": 0.125, "hinge_loss_v2": 0.00014604700502085272, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3513, "cumulative_learning_time_seconds": 10.29808309280967, "classification_error": 0.125, "hinge_loss_v2": 0.00014499397078847427, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3593, "cumulative_learning_time_seconds": 10.516487806448401, "classification_error": 0.125, "hinge_loss_v2": 0.00014392534871080916, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3673, "cumulative_learning_time_seconds": 10.733559588010575, "classification_error": 0.125, "hinge_loss_v2": 0.00014283253730967968, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3753, "cumulative_learning_time_seconds": 10.949190430959117, "classification_error": 0.125, "hinge_loss_v2": 0.00014170817089160915, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3833, "cumulative_learning_time_seconds": 11.163245659709025, "classification_error": 0.125, "hinge_loss_v2": 0.00014054348070884198, "margin_success_fraction": 0.125 }, { "epoch": 490, "local_updates": 3913, "cumulative_learning_time_seconds": 11.375554886404705, "classification_error": 0.125, "hinge_loss_v2": 0.0001393222972985794, "margin_success_fraction": 0.125 }, { "epoch": 500, "local_updates": 3993, "cumulative_learning_time_seconds": 11.58589889633508, "classification_error": 0.125, "hinge_loss_v2": 0.00013802791856895176, "margin_success_fraction": 0.125 }, { "epoch": 510, "local_updates": 4073, "cumulative_learning_time_seconds": 11.793990056304613, "classification_error": 0.125, "hinge_loss_v2": 0.00013664248253922713, "margin_success_fraction": 0.125 }, { "epoch": 520, "local_updates": 4153, "cumulative_learning_time_seconds": 11.999450852771792, "classification_error": 0.125, "hinge_loss_v2": 0.00013493278658776995, "margin_success_fraction": 0.125 }, { "epoch": 530, "local_updates": 4233, "cumulative_learning_time_seconds": 12.202133705291848, "classification_error": 0.125, "hinge_loss_v2": 0.00013506774169861938, "margin_success_fraction": 0.125 }, { "epoch": 540, "local_updates": 4313, "cumulative_learning_time_seconds": 12.403291948634786, "classification_error": 0.125, "hinge_loss_v2": 0.00013466414485487012, "margin_success_fraction": 0.125 }, { "epoch": 550, "local_updates": 4393, "cumulative_learning_time_seconds": 12.603889174130137, "classification_error": 0.125, "hinge_loss_v2": 0.00013423657873427478, "margin_success_fraction": 0.125 }, { "epoch": 560, "local_updates": 4473, "cumulative_learning_time_seconds": 12.803902628131604, "classification_error": 0.125, "hinge_loss_v2": 0.00013384255145877636, "margin_success_fraction": 0.125 }, { "epoch": 570, "local_updates": 4553, "cumulative_learning_time_seconds": 13.00331237239605, "classification_error": 0.125, "hinge_loss_v2": 0.00013350293872894852, "margin_success_fraction": 0.125 }, { "epoch": 580, "local_updates": 4633, "cumulative_learning_time_seconds": 13.202116856152022, "classification_error": 0.125, "hinge_loss_v2": 0.00013322774908583246, "margin_success_fraction": 0.125 }, { "epoch": 590, "local_updates": 4713, "cumulative_learning_time_seconds": 13.400303699404079, "classification_error": 0.125, "hinge_loss_v2": 0.0001329853101157976, "margin_success_fraction": 0.125 }, { "epoch": 600, "local_updates": 4793, "cumulative_learning_time_seconds": 13.597859717086582, "classification_error": 0.125, "hinge_loss_v2": 0.00013277423128757172, "margin_success_fraction": 0.125 } ], "status": "completed", "wall_seconds": 2.7156982235610485 } } }, { "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": 0.0, "hinge_loss_v2": 4.861461335811866e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.010257366130805384, -0.02130585063429713, -0.018156249596507884, -0.0026535565893101576, 0.016120961076986157, 0.02716944558047782, 0.0240198445426886, 0.008517151535490874 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 320, "restricted_updates_to_stable_zero_error": 2026, "restricted_edge_updates_to_stable_zero_error": 64832, "restricted_learning_time_to_stable_zero_seconds": 4.869427482304564, "classification_error_auc": 0.06875, "local_updates": 3288, "local_edge_updates": 105216, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 7.9090874856597795, "clipped_updates": 3220, "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": 74, "cumulative_learning_time_seconds": 0.2478802893829999, "classification_error": 0.125, "hinge_loss_v2": 0.0001619616951985868, "margin_success_fraction": 0.375 }, { "epoch": 20, "local_updates": 136, "cumulative_learning_time_seconds": 0.4402399840106894, "classification_error": 0.125, "hinge_loss_v2": 0.00020136066532618172, "margin_success_fraction": 0.375 }, { "epoch": 30, "local_updates": 198, "cumulative_learning_time_seconds": 0.6252630968317932, "classification_error": 0.125, "hinge_loss_v2": 0.00016330007056593218, "margin_success_fraction": 0.375 }, { "epoch": 40, "local_updates": 268, "cumulative_learning_time_seconds": 0.8024084684447417, "classification_error": 0.125, "hinge_loss_v2": 0.00014010402395260208, "margin_success_fraction": 0.375 }, { "epoch": 50, "local_updates": 338, "cumulative_learning_time_seconds": 0.9721077914966044, "classification_error": 0.125, "hinge_loss_v2": 0.0001275594728245207, "margin_success_fraction": 0.375 }, { "epoch": 60, "local_updates": 408, "cumulative_learning_time_seconds": 1.1390524200094627, "classification_error": 0.125, "hinge_loss_v2": 0.00012212007010465692, "margin_success_fraction": 0.375 }, { "epoch": 70, "local_updates": 478, "cumulative_learning_time_seconds": 1.3046324861063043, "classification_error": 0.125, "hinge_loss_v2": 0.00011695337549963975, "margin_success_fraction": 0.375 }, { "epoch": 80, "local_updates": 548, "cumulative_learning_time_seconds": 1.4687720867329483, "classification_error": 0.125, "hinge_loss_v2": 0.0001122983633703391, "margin_success_fraction": 0.375 }, { "epoch": 90, "local_updates": 618, "cumulative_learning_time_seconds": 1.6312934663651284, "classification_error": 0.125, "hinge_loss_v2": 0.00010818789069725217, "margin_success_fraction": 0.375 }, { "epoch": 100, "local_updates": 688, "cumulative_learning_time_seconds": 1.792002725846978, "classification_error": 0.125, "hinge_loss_v2": 0.00010460567307477828, "margin_success_fraction": 0.375 }, { "epoch": 110, "local_updates": 758, "cumulative_learning_time_seconds": 1.9506610188929616, "classification_error": 0.125, "hinge_loss_v2": 0.0001015611655756518, "margin_success_fraction": 0.375 }, { "epoch": 120, "local_updates": 826, "cumulative_learning_time_seconds": 2.107154860574066, "classification_error": 0.125, "hinge_loss_v2": 9.885396566839546e-05, "margin_success_fraction": 0.375 }, { "epoch": 130, "local_updates": 886, "cumulative_learning_time_seconds": 2.261590192243742, "classification_error": 0.125, "hinge_loss_v2": 9.635732065715614e-05, "margin_success_fraction": 0.375 }, { "epoch": 140, "local_updates": 946, "cumulative_learning_time_seconds": 2.414064160724484, "classification_error": 0.125, "hinge_loss_v2": 9.407380511934105e-05, "margin_success_fraction": 0.375 }, { "epoch": 150, "local_updates": 1006, "cumulative_learning_time_seconds": 2.5646140795091115, "classification_error": 0.125, "hinge_loss_v2": 9.197434398075065e-05, "margin_success_fraction": 0.375 }, { "epoch": 160, "local_updates": 1066, "cumulative_learning_time_seconds": 2.713290894924007, "classification_error": 0.125, "hinge_loss_v2": 9.002230236829472e-05, "margin_success_fraction": 0.375 }, { "epoch": 170, "local_updates": 1126, "cumulative_learning_time_seconds": 2.860145507139702, "classification_error": 0.125, "hinge_loss_v2": 8.819601804259969e-05, "margin_success_fraction": 0.375 }, { "epoch": 180, "local_updates": 1186, "cumulative_learning_time_seconds": 3.0052271911329207, "classification_error": 0.125, "hinge_loss_v2": 8.647788941318109e-05, "margin_success_fraction": 0.375 }, { "epoch": 190, "local_updates": 1246, "cumulative_learning_time_seconds": 3.1485823724387143, "classification_error": 0.125, "hinge_loss_v2": 8.485662190432279e-05, "margin_success_fraction": 0.25 }, { "epoch": 200, "local_updates": 1306, "cumulative_learning_time_seconds": 3.290256798024461, "classification_error": 0.125, "hinge_loss_v2": 8.332192784810477e-05, "margin_success_fraction": 0.25 }, { "epoch": 210, "local_updates": 1366, "cumulative_learning_time_seconds": 3.4302896814740382, "classification_error": 0.125, "hinge_loss_v2": 8.186241719638151e-05, "margin_success_fraction": 0.25 }, { "epoch": 220, "local_updates": 1426, "cumulative_learning_time_seconds": 3.5687156068120207, "classification_error": 0.125, "hinge_loss_v2": 8.04677212036142e-05, "margin_success_fraction": 0.25 }, { "epoch": 230, "local_updates": 1486, "cumulative_learning_time_seconds": 3.705565367263169, "classification_error": 0.125, "hinge_loss_v2": 7.912756858205838e-05, "margin_success_fraction": 0.375 }, { "epoch": 240, "local_updates": 1546, "cumulative_learning_time_seconds": 3.8408659304477157, "classification_error": 0.125, "hinge_loss_v2": 7.783053167423465e-05, "margin_success_fraction": 0.375 }, { "epoch": 250, "local_updates": 1606, "cumulative_learning_time_seconds": 3.9746403620266872, "classification_error": 0.125, "hinge_loss_v2": 7.65696388659318e-05, "margin_success_fraction": 0.375 }, { "epoch": 260, "local_updates": 1666, "cumulative_learning_time_seconds": 4.10690772616575, "classification_error": 0.125, "hinge_loss_v2": 7.533883459228037e-05, "margin_success_fraction": 0.375 }, { "epoch": 270, "local_updates": 1726, "cumulative_learning_time_seconds": 4.2376829541715235, "classification_error": 0.125, "hinge_loss_v2": 7.413253786006305e-05, "margin_success_fraction": 0.375 }, { "epoch": 280, "local_updates": 1786, "cumulative_learning_time_seconds": 4.366976669835616, "classification_error": 0.125, "hinge_loss_v2": 7.29455239210383e-05, "margin_success_fraction": 0.375 }, { "epoch": 290, "local_updates": 1846, "cumulative_learning_time_seconds": 4.494794959322148, "classification_error": 0.125, "hinge_loss_v2": 7.177281781909137e-05, "margin_success_fraction": 0.375 }, { "epoch": 300, "local_updates": 1906, "cumulative_learning_time_seconds": 4.621139072443272, "classification_error": 0.125, "hinge_loss_v2": 7.060959698566563e-05, "margin_success_fraction": 0.375 }, { "epoch": 310, "local_updates": 1966, "cumulative_learning_time_seconds": 4.746009050177803, "classification_error": 0.125, "hinge_loss_v2": 6.945533954928161e-05, "margin_success_fraction": 0.375 }, { "epoch": 320, "local_updates": 2026, "cumulative_learning_time_seconds": 4.869427482304564, "classification_error": 0.0, "hinge_loss_v2": 6.830798769948346e-05, "margin_success_fraction": 0.375 }, { "epoch": 330, "local_updates": 2086, "cumulative_learning_time_seconds": 4.991381098783188, "classification_error": 0.0, "hinge_loss_v2": 6.715407351422025e-05, "margin_success_fraction": 0.375 }, { "epoch": 340, "local_updates": 2146, "cumulative_learning_time_seconds": 5.111842409059562, "classification_error": 0.0, "hinge_loss_v2": 6.598855925525337e-05, "margin_success_fraction": 0.375 }, { "epoch": 350, "local_updates": 2206, "cumulative_learning_time_seconds": 5.230776520666742, "classification_error": 0.0, "hinge_loss_v2": 6.480647881878775e-05, "margin_success_fraction": 0.375 }, { "epoch": 360, "local_updates": 2266, "cumulative_learning_time_seconds": 5.348139975405224, "classification_error": 0.0, "hinge_loss_v2": 6.3602542716358e-05, "margin_success_fraction": 0.375 }, { "epoch": 370, "local_updates": 2323, "cumulative_learning_time_seconds": 5.463893038077694, "classification_error": 0.0, "hinge_loss_v2": 6.238776342325458e-05, "margin_success_fraction": 0.375 }, { "epoch": 380, "local_updates": 2373, "cumulative_learning_time_seconds": 5.578352721121215, "classification_error": 0.0, "hinge_loss_v2": 6.123977906660932e-05, "margin_success_fraction": 0.375 }, { "epoch": 390, "local_updates": 2423, "cumulative_learning_time_seconds": 5.691642594089788, "classification_error": 0.0, "hinge_loss_v2": 6.005570515343348e-05, "margin_success_fraction": 0.375 }, { "epoch": 400, "local_updates": 2473, "cumulative_learning_time_seconds": 5.803701013137311, "classification_error": 0.0, "hinge_loss_v2": 5.881953282448875e-05, "margin_success_fraction": 0.375 }, { "epoch": 410, "local_updates": 2523, "cumulative_learning_time_seconds": 5.9144497480716, "classification_error": 0.0, "hinge_loss_v2": 5.752277153329179e-05, "margin_success_fraction": 0.375 }, { "epoch": 420, "local_updates": 2568, "cumulative_learning_time_seconds": 6.023854748987204, "classification_error": 0.0, "hinge_loss_v2": 5.611741643855129e-05, "margin_success_fraction": 0.375 }, { "epoch": 430, "local_updates": 2608, "cumulative_learning_time_seconds": 6.132191429000644, "classification_error": 0.0, "hinge_loss_v2": 5.473996259743604e-05, "margin_success_fraction": 0.375 }, { "epoch": 440, "local_updates": 2648, "cumulative_learning_time_seconds": 6.239025614457871, "classification_error": 0.0, "hinge_loss_v2": 5.524032087639862e-05, "margin_success_fraction": 0.375 }, { "epoch": 450, "local_updates": 2688, "cumulative_learning_time_seconds": 6.345444988324076, "classification_error": 0.0, "hinge_loss_v2": 5.4932566489325265e-05, "margin_success_fraction": 0.375 }, { "epoch": 460, "local_updates": 2728, "cumulative_learning_time_seconds": 6.451598453355833, "classification_error": 0.0, "hinge_loss_v2": 5.454033453796164e-05, "margin_success_fraction": 0.375 }, { "epoch": 470, "local_updates": 2768, "cumulative_learning_time_seconds": 6.557496358841869, "classification_error": 0.0, "hinge_loss_v2": 5.4143843681646856e-05, "margin_success_fraction": 0.375 }, { "epoch": 480, "local_updates": 2808, "cumulative_learning_time_seconds": 6.663137964451993, "classification_error": 0.0, "hinge_loss_v2": 5.3750106661285814e-05, "margin_success_fraction": 0.375 }, { "epoch": 490, "local_updates": 2848, "cumulative_learning_time_seconds": 6.768520902627031, "classification_error": 0.0, "hinge_loss_v2": 5.3359257168426435e-05, "margin_success_fraction": 0.375 }, { "epoch": 500, "local_updates": 2888, "cumulative_learning_time_seconds": 6.873642034380956, "classification_error": 0.0, "hinge_loss_v2": 5.297081838541421e-05, "margin_success_fraction": 0.375 }, { "epoch": 510, "local_updates": 2928, "cumulative_learning_time_seconds": 6.978498125992003, "classification_error": 0.0, "hinge_loss_v2": 5.258495979082444e-05, "margin_success_fraction": 0.375 }, { "epoch": 520, "local_updates": 2968, "cumulative_learning_time_seconds": 7.083089313139429, "classification_error": 0.0, "hinge_loss_v2": 5.2202093913204076e-05, "margin_success_fraction": 0.375 }, { "epoch": 530, "local_updates": 3008, "cumulative_learning_time_seconds": 7.187410881716334, "classification_error": 0.0, "hinge_loss_v2": 5.182005510045343e-05, "margin_success_fraction": 0.375 }, { "epoch": 540, "local_updates": 3048, "cumulative_learning_time_seconds": 7.291456378184631, "classification_error": 0.0, "hinge_loss_v2": 5.1438152384716375e-05, "margin_success_fraction": 0.375 }, { "epoch": 550, "local_updates": 3088, "cumulative_learning_time_seconds": 7.395218519730515, "classification_error": 0.0, "hinge_loss_v2": 5.0978623790385515e-05, "margin_success_fraction": 0.375 }, { "epoch": 560, "local_updates": 3128, "cumulative_learning_time_seconds": 7.498690456359516, "classification_error": 0.0, "hinge_loss_v2": 5.0172578097851436e-05, "margin_success_fraction": 0.375 }, { "epoch": 570, "local_updates": 3168, "cumulative_learning_time_seconds": 7.601860345285447, "classification_error": 0.0, "hinge_loss_v2": 4.966631420510433e-05, "margin_success_fraction": 0.375 }, { "epoch": 580, "local_updates": 3208, "cumulative_learning_time_seconds": 7.704668419430968, "classification_error": 0.0, "hinge_loss_v2": 4.927882089024968e-05, "margin_success_fraction": 0.375 }, { "epoch": 590, "local_updates": 3248, "cumulative_learning_time_seconds": 7.807083635169477, "classification_error": 0.0, "hinge_loss_v2": 4.893886134205665e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3288, "cumulative_learning_time_seconds": 7.9090874856597795, "classification_error": 0.0, "hinge_loss_v2": 4.861461335811866e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 2.4637437984347343 } } }, { "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": 1.95868258112235e-05, "margin_success_fraction": 0.625, "outputs_v": [ -0.014207020700329337, -0.030974558489823917, -0.028212118745345044, -0.0075379012039698545, 0.01893741789001574, 0.03570495567951043, 0.032942515935031474, 0.01226829839365634 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 160, "restricted_updates_to_stable_zero_error": 711, "restricted_edge_updates_to_stable_zero_error": 22752, "restricted_learning_time_to_stable_zero_seconds": 2.018374812850459, "classification_error_auc": 0.03125, "local_updates": 2471, "local_edge_updates": 79072, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 5.413946071938838, "clipped_updates": 2402, "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": 59, "cumulative_learning_time_seconds": 0.19308127552331822, "classification_error": 0.0, "hinge_loss_v2": 4.3340525281820606e-05, "margin_success_fraction": 0.625 }, { "epoch": 20, "local_updates": 99, "cumulative_learning_time_seconds": 0.2864432234016221, "classification_error": 0.0, "hinge_loss_v2": 3.796072724847159e-05, "margin_success_fraction": 0.625 }, { "epoch": 30, "local_updates": 139, "cumulative_learning_time_seconds": 0.4156096382207022, "classification_error": 0.125, "hinge_loss_v2": 7.628053575010741e-05, "margin_success_fraction": 0.5 }, { "epoch": 40, "local_updates": 187, "cumulative_learning_time_seconds": 0.5752455840216562, "classification_error": 0.125, "hinge_loss_v2": 9.816764283039713e-05, "margin_success_fraction": 0.5 }, { "epoch": 50, "local_updates": 237, "cumulative_learning_time_seconds": 0.7273806416260595, "classification_error": 0.125, "hinge_loss_v2": 8.747160304759008e-05, "margin_success_fraction": 0.5 }, { "epoch": 60, "local_updates": 287, "cumulative_learning_time_seconds": 0.8681188781343155, "classification_error": 0.125, "hinge_loss_v2": 8.260097074695614e-05, "margin_success_fraction": 0.5 }, { "epoch": 70, "local_updates": 337, "cumulative_learning_time_seconds": 1.001469096084064, "classification_error": 0.125, "hinge_loss_v2": 7.846890649773272e-05, "margin_success_fraction": 0.5 }, { "epoch": 80, "local_updates": 387, "cumulative_learning_time_seconds": 1.1288523018123526, "classification_error": 0.125, "hinge_loss_v2": 7.486932895162952e-05, "margin_success_fraction": 0.5 }, { "epoch": 90, "local_updates": 431, "cumulative_learning_time_seconds": 1.2512185348336722, "classification_error": 0.125, "hinge_loss_v2": 7.151344825627715e-05, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 471, "cumulative_learning_time_seconds": 1.3695952177657926, "classification_error": 0.125, "hinge_loss_v2": 6.845058757989157e-05, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 511, "cumulative_learning_time_seconds": 1.4845307678069126, "classification_error": 0.125, "hinge_loss_v2": 6.567043311084054e-05, "margin_success_fraction": 0.625 }, { "epoch": 120, "local_updates": 551, "cumulative_learning_time_seconds": 1.5963858672386189, "classification_error": 0.125, "hinge_loss_v2": 6.310089346415832e-05, "margin_success_fraction": 0.625 }, { "epoch": 130, "local_updates": 591, "cumulative_learning_time_seconds": 1.7054572056376698, "classification_error": 0.125, "hinge_loss_v2": 6.070396984615205e-05, "margin_success_fraction": 0.625 }, { "epoch": 140, "local_updates": 631, "cumulative_learning_time_seconds": 1.8119862636756856, "classification_error": 0.125, "hinge_loss_v2": 5.8430718979836775e-05, "margin_success_fraction": 0.625 }, { "epoch": 150, "local_updates": 671, "cumulative_learning_time_seconds": 1.9161726128626309, "classification_error": 0.125, "hinge_loss_v2": 5.6275487200475004e-05, "margin_success_fraction": 0.625 }, { "epoch": 160, "local_updates": 711, "cumulative_learning_time_seconds": 2.018374812850459, "classification_error": 0.0, "hinge_loss_v2": 5.430330866072287e-05, "margin_success_fraction": 0.625 }, { "epoch": 170, "local_updates": 751, "cumulative_learning_time_seconds": 2.118858113142182, "classification_error": 0.0, "hinge_loss_v2": 5.2410441944113285e-05, "margin_success_fraction": 0.625 }, { "epoch": 180, "local_updates": 791, "cumulative_learning_time_seconds": 2.2177006873534015, "classification_error": 0.0, "hinge_loss_v2": 5.057781862969918e-05, "margin_success_fraction": 0.625 }, { "epoch": 190, "local_updates": 831, "cumulative_learning_time_seconds": 2.314971435824453, "classification_error": 0.0, "hinge_loss_v2": 4.8795192941198184e-05, "margin_success_fraction": 0.625 }, { "epoch": 200, "local_updates": 871, "cumulative_learning_time_seconds": 2.410728851492815, "classification_error": 0.0, "hinge_loss_v2": 4.705441013371063e-05, "margin_success_fraction": 0.625 }, { "epoch": 210, "local_updates": 911, "cumulative_learning_time_seconds": 2.505021248917216, "classification_error": 0.0, "hinge_loss_v2": 4.5348020705430785e-05, "margin_success_fraction": 0.625 }, { "epoch": 220, "local_updates": 951, "cumulative_learning_time_seconds": 2.5978870589302843, "classification_error": 0.0, "hinge_loss_v2": 4.3668891610337146e-05, "margin_success_fraction": 0.625 }, { "epoch": 230, "local_updates": 991, "cumulative_learning_time_seconds": 2.6893549593969364, "classification_error": 0.0, "hinge_loss_v2": 4.2010014081191155e-05, "margin_success_fraction": 0.625 }, { "epoch": 240, "local_updates": 1031, "cumulative_learning_time_seconds": 2.7794530957208585, "classification_error": 0.0, "hinge_loss_v2": 4.0408269269160216e-05, "margin_success_fraction": 0.625 }, { "epoch": 250, "local_updates": 1071, "cumulative_learning_time_seconds": 2.8683327798850953, "classification_error": 0.0, "hinge_loss_v2": 3.8846871130276584e-05, "margin_success_fraction": 0.625 }, { "epoch": 260, "local_updates": 1111, "cumulative_learning_time_seconds": 2.9560171319640807, "classification_error": 0.0, "hinge_loss_v2": 3.726889131750916e-05, "margin_success_fraction": 0.625 }, { "epoch": 270, "local_updates": 1151, "cumulative_learning_time_seconds": 3.042466030342473, "classification_error": 0.0, "hinge_loss_v2": 3.567607997167948e-05, "margin_success_fraction": 0.625 }, { "epoch": 280, "local_updates": 1191, "cumulative_learning_time_seconds": 3.127628122620433, "classification_error": 0.0, "hinge_loss_v2": 3.406208891614044e-05, "margin_success_fraction": 0.625 }, { "epoch": 290, "local_updates": 1231, "cumulative_learning_time_seconds": 3.211439620271682, "classification_error": 0.0, "hinge_loss_v2": 3.241954346870896e-05, "margin_success_fraction": 0.625 }, { "epoch": 300, "local_updates": 1271, "cumulative_learning_time_seconds": 3.2938219984737205, "classification_error": 0.0, "hinge_loss_v2": 3.0740924986913894e-05, "margin_success_fraction": 0.625 }, { "epoch": 310, "local_updates": 1311, "cumulative_learning_time_seconds": 3.374679536473798, "classification_error": 0.0, "hinge_loss_v2": 2.9019269788630148e-05, "margin_success_fraction": 0.625 }, { "epoch": 320, "local_updates": 1351, "cumulative_learning_time_seconds": 3.4538951499495902, "classification_error": 0.0, "hinge_loss_v2": 2.7248788954855237e-05, "margin_success_fraction": 0.625 }, { "epoch": 330, "local_updates": 1391, "cumulative_learning_time_seconds": 3.5311725621613825, "classification_error": 0.0, "hinge_loss_v2": 2.6282974020696323e-05, "margin_success_fraction": 0.625 }, { "epoch": 340, "local_updates": 1431, "cumulative_learning_time_seconds": 3.6066549672505754, "classification_error": 0.0, "hinge_loss_v2": 2.6433104259775437e-05, "margin_success_fraction": 0.625 }, { "epoch": 350, "local_updates": 1471, "cumulative_learning_time_seconds": 3.681451203612153, "classification_error": 0.0, "hinge_loss_v2": 2.619486823067756e-05, "margin_success_fraction": 0.625 }, { "epoch": 360, "local_updates": 1511, "cumulative_learning_time_seconds": 3.7557492963867727, "classification_error": 0.0, "hinge_loss_v2": 2.589842655942751e-05, "margin_success_fraction": 0.625 }, { "epoch": 370, "local_updates": 1551, "cumulative_learning_time_seconds": 3.8295833667583583, "classification_error": 0.0, "hinge_loss_v2": 2.5599195381902592e-05, "margin_success_fraction": 0.625 }, { "epoch": 380, "local_updates": 1591, "cumulative_learning_time_seconds": 3.9029627125898116, "classification_error": 0.0, "hinge_loss_v2": 2.5305140008067764e-05, "margin_success_fraction": 0.625 }, { "epoch": 390, "local_updates": 1631, "cumulative_learning_time_seconds": 3.975892324767657, "classification_error": 0.0, "hinge_loss_v2": 2.5016963247963705e-05, "margin_success_fraction": 0.625 }, { "epoch": 400, "local_updates": 1671, "cumulative_learning_time_seconds": 4.0483760110798865, "classification_error": 0.0, "hinge_loss_v2": 2.4734324472181176e-05, "margin_success_fraction": 0.625 }, { "epoch": 410, "local_updates": 1711, "cumulative_learning_time_seconds": 4.120416865860967, "classification_error": 0.0, "hinge_loss_v2": 2.445675197032877e-05, "margin_success_fraction": 0.625 }, { "epoch": 420, "local_updates": 1751, "cumulative_learning_time_seconds": 4.192017349094402, "classification_error": 0.0, "hinge_loss_v2": 2.4183770598040607e-05, "margin_success_fraction": 0.625 }, { "epoch": 430, "local_updates": 1791, "cumulative_learning_time_seconds": 4.263182538133064, "classification_error": 0.0, "hinge_loss_v2": 2.3870544014794296e-05, "margin_success_fraction": 0.625 }, { "epoch": 440, "local_updates": 1831, "cumulative_learning_time_seconds": 4.333918787204445, "classification_error": 0.0, "hinge_loss_v2": 2.355731446780644e-05, "margin_success_fraction": 0.625 }, { "epoch": 450, "local_updates": 1871, "cumulative_learning_time_seconds": 4.404225846839676, "classification_error": 0.0, "hinge_loss_v2": 2.324814120236265e-05, "margin_success_fraction": 0.625 }, { "epoch": 460, "local_updates": 1911, "cumulative_learning_time_seconds": 4.474102521437929, "classification_error": 0.0, "hinge_loss_v2": 2.2932480939707398e-05, "margin_success_fraction": 0.625 }, { "epoch": 470, "local_updates": 1951, "cumulative_learning_time_seconds": 4.543632876830886, "classification_error": 0.0, "hinge_loss_v2": 2.2323188030258972e-05, "margin_success_fraction": 0.625 }, { "epoch": 480, "local_updates": 1991, "cumulative_learning_time_seconds": 4.612918698725747, "classification_error": 0.0, "hinge_loss_v2": 2.1940492702979862e-05, "margin_success_fraction": 0.625 }, { "epoch": 490, "local_updates": 2031, "cumulative_learning_time_seconds": 4.6818811966414575, "classification_error": 0.0, "hinge_loss_v2": 2.166014184934454e-05, "margin_success_fraction": 0.625 }, { "epoch": 500, "local_updates": 2071, "cumulative_learning_time_seconds": 4.7504765622233265, "classification_error": 0.0, "hinge_loss_v2": 2.1431434130149813e-05, "margin_success_fraction": 0.625 }, { "epoch": 510, "local_updates": 2111, "cumulative_learning_time_seconds": 4.818682413942796, "classification_error": 0.0, "hinge_loss_v2": 2.1229016756551404e-05, "margin_success_fraction": 0.625 }, { "epoch": 520, "local_updates": 2151, "cumulative_learning_time_seconds": 4.886486588709446, "classification_error": 0.0, "hinge_loss_v2": 2.1039696356930472e-05, "margin_success_fraction": 0.625 }, { "epoch": 530, "local_updates": 2191, "cumulative_learning_time_seconds": 4.953882180096609, "classification_error": 0.0, "hinge_loss_v2": 2.085667554788596e-05, "margin_success_fraction": 0.625 }, { "epoch": 540, "local_updates": 2231, "cumulative_learning_time_seconds": 5.020865010117298, "classification_error": 0.0, "hinge_loss_v2": 2.0676378269142375e-05, "margin_success_fraction": 0.625 }, { "epoch": 550, "local_updates": 2271, "cumulative_learning_time_seconds": 5.087432158465541, "classification_error": 0.0, "hinge_loss_v2": 2.049689306570282e-05, "margin_success_fraction": 0.625 }, { "epoch": 560, "local_updates": 2311, "cumulative_learning_time_seconds": 5.153581187453844, "classification_error": 0.0, "hinge_loss_v2": 2.031717205342195e-05, "margin_success_fraction": 0.625 }, { "epoch": 570, "local_updates": 2351, "cumulative_learning_time_seconds": 5.219309733473816, "classification_error": 0.0, "hinge_loss_v2": 2.013661607283612e-05, "margin_success_fraction": 0.625 }, { "epoch": 580, "local_updates": 2391, "cumulative_learning_time_seconds": 5.284615291049362, "classification_error": 0.0, "hinge_loss_v2": 1.9954859171451668e-05, "margin_success_fraction": 0.625 }, { "epoch": 590, "local_updates": 2431, "cumulative_learning_time_seconds": 5.349495097783661, "classification_error": 0.0, "hinge_loss_v2": 1.9771656476201244e-05, "margin_success_fraction": 0.625 }, { "epoch": 600, "local_updates": 2471, "cumulative_learning_time_seconds": 5.413946071938838, "classification_error": 0.0, "hinge_loss_v2": 1.95868258112235e-05, "margin_success_fraction": 0.625 } ], "status": "completed", "wall_seconds": 2.0129530988633633 } } }, { "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": 1.3541694921472752e-35, "margin_success_fraction": 0.875, "outputs_v": [ -0.018000000000000016, -0.043455844122715664, -0.043455844122715664, -0.017999999999999988, 0.018000000000000044, 0.043455844122715775, 0.0434558441227158, 0.018000000000000016 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 10, "restricted_updates_to_stable_zero_error": 54, "restricted_edge_updates_to_stable_zero_error": 1728, "restricted_learning_time_to_stable_zero_seconds": 0.15139382555946693, "classification_error_auc": 0.004166666666666667, "local_updates": 1865, "local_edge_updates": 59680, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.1992136782968862, "clipped_updates": 1214, "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": 54, "cumulative_learning_time_seconds": 0.15139382555946693, "classification_error": 0.0, "hinge_loss_v2": 9.106305661653307e-06, "margin_success_fraction": 0.625 }, { "epoch": 20, "local_updates": 94, "cumulative_learning_time_seconds": 0.17895240123353762, "classification_error": 0.0, "hinge_loss_v2": 9.69097903641029e-07, "margin_success_fraction": 0.5 }, { "epoch": 30, "local_updates": 134, "cumulative_learning_time_seconds": 0.19011084152606422, "classification_error": 0.0, "hinge_loss_v2": 1.991856837673625e-07, "margin_success_fraction": 0.5 }, { "epoch": 40, "local_updates": 174, "cumulative_learning_time_seconds": 0.19513537251168261, "classification_error": 0.0, "hinge_loss_v2": 4.070801286908926e-08, "margin_success_fraction": 0.5 }, { "epoch": 50, "local_updates": 214, "cumulative_learning_time_seconds": 0.19739237260506232, "classification_error": 0.0, "hinge_loss_v2": 8.190998190935515e-09, "margin_success_fraction": 0.5 }, { "epoch": 60, "local_updates": 254, "cumulative_learning_time_seconds": 0.19840161811505064, "classification_error": 0.0, "hinge_loss_v2": 1.6350289450280262e-09, "margin_success_fraction": 0.5 }, { "epoch": 70, "local_updates": 294, "cumulative_learning_time_seconds": 0.19885187656735925, "classification_error": 0.0, "hinge_loss_v2": 3.2515793794301483e-10, "margin_success_fraction": 0.5 }, { "epoch": 80, "local_updates": 334, "cumulative_learning_time_seconds": 0.1990525370042621, "classification_error": 0.0, "hinge_loss_v2": 6.455461145194187e-11, "margin_success_fraction": 0.5 }, { "epoch": 90, "local_updates": 374, "cumulative_learning_time_seconds": 0.19914191911827211, "classification_error": 0.0, "hinge_loss_v2": 1.2806472296001435e-11, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 414, "cumulative_learning_time_seconds": 0.19918172477192794, "classification_error": 0.0, "hinge_loss_v2": 2.539708868766345e-12, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 454, "cumulative_learning_time_seconds": 0.19919945019310367, "classification_error": 0.0, "hinge_loss_v2": 5.035845767085748e-13, "margin_success_fraction": 0.5 }, { "epoch": 120, "local_updates": 494, "cumulative_learning_time_seconds": 0.19920734296380532, "classification_error": 0.0, "hinge_loss_v2": 9.984619592815051e-14, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 534, "cumulative_learning_time_seconds": 0.1992108573865078, "classification_error": 0.0, "hinge_loss_v2": 1.9796004255511733e-14, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 574, "cumulative_learning_time_seconds": 0.1992124222438729, "classification_error": 0.0, "hinge_loss_v2": 3.92480175932159e-15, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 614, "cumulative_learning_time_seconds": 0.19921311902094574, "classification_error": 0.0, "hinge_loss_v2": 7.781356604810749e-16, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 654, "cumulative_learning_time_seconds": 0.1992134292712403, "classification_error": 0.0, "hinge_loss_v2": 1.5427364964323482e-16, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 694, "cumulative_learning_time_seconds": 0.19921356741466636, "classification_error": 0.0, "hinge_loss_v2": 3.0586351333315747e-17, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 734, "cumulative_learning_time_seconds": 0.19921362892500186, "classification_error": 0.0, "hinge_loss_v2": 6.064058150635744e-18, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 774, "cumulative_learning_time_seconds": 0.1992136563133539, "classification_error": 0.0, "hinge_loss_v2": 1.202261421772461e-18, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 814, "cumulative_learning_time_seconds": 0.19921366850840647, "classification_error": 0.0, "hinge_loss_v2": 2.3836062718011946e-19, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 854, "cumulative_learning_time_seconds": 0.19921367393842665, "classification_error": 0.0, "hinge_loss_v2": 4.72574210954427e-20, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 894, "cumulative_learning_time_seconds": 0.1992136763562204, "classification_error": 0.0, "hinge_loss_v2": 9.369259907889755e-21, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 934, "cumulative_learning_time_seconds": 0.19921367743277713, "classification_error": 0.0, "hinge_loss_v2": 1.857551143496958e-21, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 974, "cumulative_learning_time_seconds": 0.1992136779121292, "classification_error": 0.0, "hinge_loss_v2": 3.6827974655124487e-22, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1014, "cumulative_learning_time_seconds": 0.1992136781255677, "classification_error": 0.0, "hinge_loss_v2": 7.301510308294198e-23, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1054, "cumulative_learning_time_seconds": 0.199213678220604, "classification_error": 0.0, "hinge_loss_v2": 1.4476003827738788e-23, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1094, "cumulative_learning_time_seconds": 0.19921367826292025, "classification_error": 0.0, "hinge_loss_v2": 2.8698936767332943e-24, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1134, "cumulative_learning_time_seconds": 0.19921367828176187, "classification_error": 0.0, "hinge_loss_v2": 5.689721351207358e-25, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1174, "cumulative_learning_time_seconds": 0.19921367829015144, "classification_error": 0.0, "hinge_loss_v2": 1.1282456461311756e-25, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1214, "cumulative_learning_time_seconds": 0.1992136782938872, "classification_error": 0.0, "hinge_loss_v2": 2.237224836544288e-26, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1254, "cumulative_learning_time_seconds": 0.19921367829555034, "classification_error": 0.0, "hinge_loss_v2": 4.44062103620868e-27, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1294, "cumulative_learning_time_seconds": 0.19921367829629105, "classification_error": 0.0, "hinge_loss_v2": 8.789806140895145e-28, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1334, "cumulative_learning_time_seconds": 0.1992136782966211, "classification_error": 0.0, "hinge_loss_v2": 1.743930587792925e-28, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1374, "cumulative_learning_time_seconds": 0.19921367829676806, "classification_error": 0.0, "hinge_loss_v2": 3.4885699178053845e-29, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1414, "cumulative_learning_time_seconds": 0.19921367829683342, "classification_error": 0.0, "hinge_loss_v2": 6.941924206577648e-30, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1454, "cumulative_learning_time_seconds": 0.1992136782968624, "classification_error": 0.0, "hinge_loss_v2": 1.3398273325926665e-30, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1494, "cumulative_learning_time_seconds": 0.1992136782968755, "classification_error": 0.0, "hinge_loss_v2": 2.6619361096969705e-31, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1534, "cumulative_learning_time_seconds": 0.19921367829688116, "classification_error": 0.0, "hinge_loss_v2": 6.866241178294306e-32, "margin_success_fraction": 0.75 }, { "epoch": 390, "local_updates": 1572, "cumulative_learning_time_seconds": 0.19921367829688352, "classification_error": 0.0, "hinge_loss_v2": 1.1754191191838349e-32, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1607, "cumulative_learning_time_seconds": 0.19921367829688474, "classification_error": 0.0, "hinge_loss_v2": 2.5578757073892976e-33, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1637, "cumulative_learning_time_seconds": 0.19921367829688544, "classification_error": 0.0, "hinge_loss_v2": 2.9400524307286397e-33, "margin_success_fraction": 0.75 }, { "epoch": 420, "local_updates": 1665, "cumulative_learning_time_seconds": 0.19921367829688583, "classification_error": 0.0, "hinge_loss_v2": 3.7766282503218453e-34, "margin_success_fraction": 0.625 }, { "epoch": 430, "local_updates": 1692, "cumulative_learning_time_seconds": 0.19921367829688616, "classification_error": 0.0, "hinge_loss_v2": 3.6412113011071178e-34, "margin_success_fraction": 0.75 }, { "epoch": 440, "local_updates": 1705, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 450, "local_updates": 1715, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 460, "local_updates": 1725, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 470, "local_updates": 1735, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 480, "local_updates": 1745, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 490, "local_updates": 1755, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 500, "local_updates": 1765, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 510, "local_updates": 1775, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 520, "local_updates": 1785, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 530, "local_updates": 1795, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 540, "local_updates": 1805, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 550, "local_updates": 1815, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 560, "local_updates": 1825, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 570, "local_updates": 1835, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 580, "local_updates": 1845, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 590, "local_updates": 1855, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 }, { "epoch": 600, "local_updates": 1865, "cumulative_learning_time_seconds": 0.1992136782968862, "classification_error": 0.0, "hinge_loss_v2": 1.3541694921472752e-35, "margin_success_fraction": 0.875 } ], "status": "completed", "wall_seconds": 1.7397348433732986 } } }, { "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": 0.0, "margin_success_fraction": 1.0, "outputs_v": [ -0.01801052460570035, -0.04347072816283579, -0.04346636872841608, -0.018000000000000016, 0.018010524605700406, 0.04347072816283587, 0.04346636872841603, 0.018000000000000016 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 10, "restricted_updates_to_stable_zero_error": 50, "restricted_edge_updates_to_stable_zero_error": 1600, "restricted_learning_time_to_stable_zero_seconds": 0.12299578550113825, "classification_error_auc": 0.004166666666666667, "local_updates": 200, "local_edge_updates": 6400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 0.12978186230843017, "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": 50, "cumulative_learning_time_seconds": 0.12299578550113825, "classification_error": 0.0, "hinge_loss_v2": 3.7831585787674025e-06, "margin_success_fraction": 0.625 }, { "epoch": 20, "local_updates": 85, "cumulative_learning_time_seconds": 0.12972665486605212, "classification_error": 0.0, "hinge_loss_v2": 4.5244392981352523e-10, "margin_success_fraction": 0.75 }, { "epoch": 30, "local_updates": 105, "cumulative_learning_time_seconds": 0.12978147844879723, "classification_error": 0.0, "hinge_loss_v2": 2.193250146149075e-14, "margin_success_fraction": 0.75 }, { "epoch": 40, "local_updates": 125, "cumulative_learning_time_seconds": 0.12978185964247005, "classification_error": 0.0, "hinge_loss_v2": 1.0579305895807303e-18, "margin_success_fraction": 0.75 }, { "epoch": 50, "local_updates": 145, "cumulative_learning_time_seconds": 0.1297818622899148, "classification_error": 0.0, "hinge_loss_v2": 5.102778531614622e-23, "margin_success_fraction": 0.75 }, { "epoch": 60, "local_updates": 165, "cumulative_learning_time_seconds": 0.1297818623083015, "classification_error": 0.0, "hinge_loss_v2": 2.461801104382919e-27, "margin_success_fraction": 0.75 }, { "epoch": 70, "local_updates": 185, "cumulative_learning_time_seconds": 0.12978186230842925, "classification_error": 0.0, "hinge_loss_v2": 9.589024637171761e-32, "margin_success_fraction": 0.75 }, { "epoch": 80, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 90, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 100, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 110, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 120, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 130, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 140, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 150, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 160, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 170, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 180, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 190, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 200, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 210, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 220, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 230, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 240, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 250, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 260, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 270, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 280, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 290, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 300, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 310, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 320, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 330, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 340, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 350, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 360, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 370, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 380, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 390, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 400, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 410, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 420, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 430, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 440, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 450, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 460, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 470, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 480, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 490, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 500, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 510, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 520, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 530, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 540, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 550, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 560, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 570, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 580, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 590, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 }, { "epoch": 600, "local_updates": 200, "cumulative_learning_time_seconds": 0.12978186230843017, "classification_error": 0.0, "hinge_loss_v2": 0.0, "margin_success_fraction": 1.0 } ], "status": "completed", "wall_seconds": 1.3946421332657337 } } }, { "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": 0.0, "hinge_loss_v2": 0.00011340420536694448, "margin_success_fraction": 0.0, "outputs_v": [ -0.0059425911369611895, -0.011231542340165268, -0.009091232224354873, -0.000775425427687465, 0.00884459121042358, 0.014133542413627714, 0.011993232297817236, 0.003677425501149939 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 440, "restricted_updates_to_stable_zero_error": 3520, "restricted_edge_updates_to_stable_zero_error": 450560, "restricted_learning_time_to_stable_zero_seconds": 12.279321591467392, "classification_error_auc": 0.16666666666666666, "local_updates": 4800, "local_edge_updates": 614400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 15.666092786118845, "clipped_updates": 4725, "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": 0.36320793736391194, "classification_error": 0.5, "hinge_loss_v2": 0.0003003316992892636, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7093906785237267, "classification_error": 0.5, "hinge_loss_v2": 0.0003056099473205808, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0536748912259226, "classification_error": 0.5, "hinge_loss_v2": 0.0003030575337775683, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3958245053865102, "classification_error": 0.5, "hinge_loss_v2": 0.00029975881084814537, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7357013691818632, "classification_error": 0.5, "hinge_loss_v2": 0.00029599842228767256, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.073191919145767, "classification_error": 0.5, "hinge_loss_v2": 0.00029193835177419283, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4081860234143733, "classification_error": 0.5, "hinge_loss_v2": 0.0002876508076717033, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.7405653447111957, "classification_error": 0.5, "hinge_loss_v2": 0.00028315633857899504, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.070195626923897, "classification_error": 0.5, "hinge_loss_v2": 0.0002784464943733303, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.3969200428783126, "classification_error": 0.375, "hinge_loss_v2": 0.0002734945939486153, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.7205518714246426, "classification_error": 0.375, "hinge_loss_v2": 0.0002682593389711184, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.040865081508315, "classification_error": 0.375, "hinge_loss_v2": 0.0002626839615388076, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.35758114765947, "classification_error": 0.25, "hinge_loss_v2": 0.00025669177440022816, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.6703495550499765, "classification_error": 0.25, "hinge_loss_v2": 0.00025017748786975244, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.978717571660835, "classification_error": 0.125, "hinge_loss_v2": 0.00024299185603082112, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.282080867718671, "classification_error": 0.125, "hinge_loss_v2": 0.00023491394816635934, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.579597492007875, "classification_error": 0.125, "hinge_loss_v2": 0.00022559774538110538, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.870024794755055, "classification_error": 0.125, "hinge_loss_v2": 0.00021445892309288807, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.151723028175053, "classification_error": 0.125, "hinge_loss_v2": 0.000201605821975917, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.424284766841966, "classification_error": 0.125, "hinge_loss_v2": 0.00019060825827125084, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.691748739318375, "classification_error": 0.125, "hinge_loss_v2": 0.0001858507480137849, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 6.95569522228667, "classification_error": 0.125, "hinge_loss_v2": 0.00018113977826940126, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.215698333450661, "classification_error": 0.125, "hinge_loss_v2": 0.0001764543022631341, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.472805394074182, "classification_error": 0.125, "hinge_loss_v2": 0.0001736890353395412, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 7.727707404390823, "classification_error": 0.125, "hinge_loss_v2": 0.0001709653479827487, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 7.98032486150062, "classification_error": 0.125, "hinge_loss_v2": 0.00016820090002279704, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.230671007958485, "classification_error": 0.125, "hinge_loss_v2": 0.00016599745891058507, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 8.479618331296384, "classification_error": 0.125, "hinge_loss_v2": 0.00016446207088589683, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 8.727346988353293, "classification_error": 0.125, "hinge_loss_v2": 0.00016288956140511683, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 8.973838020193476, "classification_error": 0.125, "hinge_loss_v2": 0.00016130095771702755, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 9.219073661373205, "classification_error": 0.125, "hinge_loss_v2": 0.0001596995167404861, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 9.46303482892642, "classification_error": 0.125, "hinge_loss_v2": 0.00015808409836642396, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 9.705700302933163, "classification_error": 0.125, "hinge_loss_v2": 0.00015645229613430513, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 9.947046255869198, "classification_error": 0.125, "hinge_loss_v2": 0.00015480108983639184, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 10.187045790604545, "classification_error": 0.125, "hinge_loss_v2": 0.0001531269017672543, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 10.42566838343965, "classification_error": 0.125, "hinge_loss_v2": 0.0001514254887268865, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 10.662879174092811, "classification_error": 0.125, "hinge_loss_v2": 0.00014969175468182593, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 10.898638039087812, "classification_error": 0.125, "hinge_loss_v2": 0.0001479194823688284, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 11.13289835862277, "classification_error": 0.125, "hinge_loss_v2": 0.00014610095109848908, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 11.365605340383452, "classification_error": 0.125, "hinge_loss_v2": 0.0001442263811148499, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 11.596693685250733, "classification_error": 0.125, "hinge_loss_v2": 0.0001422831034534736, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 11.82608424418402, "classification_error": 0.125, "hinge_loss_v2": 0.00014025428023483756, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 12.053679071719628, "classification_error": 0.125, "hinge_loss_v2": 0.00013811686085012095, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 12.279321591467392, "classification_error": 0.0, "hinge_loss_v2": 0.0001359508298366334, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 12.502792634783564, "classification_error": 0.0, "hinge_loss_v2": 0.00013408079444979386, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 12.724245880115056, "classification_error": 0.0, "hinge_loss_v2": 0.0001319063335366176, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 12.943530536900068, "classification_error": 0.0, "hinge_loss_v2": 0.00012930831359468303, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 13.160684647644599, "classification_error": 0.0, "hinge_loss_v2": 0.0001271259274468231, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 13.37609654498821, "classification_error": 0.0, "hinge_loss_v2": 0.00012603748402895734, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 13.590363457569419, "classification_error": 0.0, "hinge_loss_v2": 0.00012488211727979, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 13.803434556169407, "classification_error": 0.0, "hinge_loss_v2": 0.00012367891429671926, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 14.015267163818669, "classification_error": 0.0, "hinge_loss_v2": 0.00012243999918785996, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 14.225854787477264, "classification_error": 0.0, "hinge_loss_v2": 0.00012145528998934637, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 14.435293014041196, "classification_error": 0.0, "hinge_loss_v2": 0.00012046897761203263, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 14.6435847849963, "classification_error": 0.0, "hinge_loss_v2": 0.00011940420563074412, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 14.850682977000496, "classification_error": 0.0, "hinge_loss_v2": 0.00011830857707367513, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 15.05654398208742, "classification_error": 0.0, "hinge_loss_v2": 0.00011718370716188029, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 15.261117342192168, "classification_error": 0.0, "hinge_loss_v2": 0.00011592382699646837, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 15.464271929147364, "classification_error": 0.0, "hinge_loss_v2": 0.00011452858631545566, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 15.666092786118845, "classification_error": 0.0, "hinge_loss_v2": 0.00011340420536694448, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 5.338409047573805 } } }, { "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": 4.45792769981661e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.01063182803229884, -0.021795497517822587, -0.01966708912799825, -0.005493395631316317, 0.012422825550786332, 0.02358649503631005, 0.02145808664648577, 0.007284393149803781 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 130, "restricted_updates_to_stable_zero_error": 1040, "restricted_edge_updates_to_stable_zero_error": 133120, "restricted_learning_time_to_stable_zero_seconds": 3.6088020150398554, "classification_error_auc": 0.03333333333333333, "local_updates": 3702, "local_edge_updates": 473856, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 9.226843817551702, "clipped_updates": 3627, "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": 0.3414049067247288, "classification_error": 0.375, "hinge_loss_v2": 0.0002440984453862179, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6683122111370668, "classification_error": 0.125, "hinge_loss_v2": 0.0002560614557495516, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.9857682239254079, "classification_error": 0.125, "hinge_loss_v2": 0.00024549738408471223, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.2947684475788395, "classification_error": 0.125, "hinge_loss_v2": 0.0002339827061268806, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.5950623524908374, "classification_error": 0.125, "hinge_loss_v2": 0.00022178294544082812, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.8862840102073102, "classification_error": 0.125, "hinge_loss_v2": 0.000209142756016441, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.167931294294796, "classification_error": 0.125, "hinge_loss_v2": 0.0001961816623821357, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.439370064823734, "classification_error": 0.125, "hinge_loss_v2": 0.00018291996625596356, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.699809307043114, "classification_error": 0.125, "hinge_loss_v2": 0.00016931344161788336, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 2.9482352660595437, "classification_error": 0.125, "hinge_loss_v2": 0.00015527659572005142, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.1833166407022633, "classification_error": 0.125, "hinge_loss_v2": 0.00014069637945946536, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.403289070294321, "classification_error": 0.125, "hinge_loss_v2": 0.00012599227358742565, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 3.6088020150398554, "classification_error": 0.0, "hinge_loss_v2": 0.00011459249005390582, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 3.8005014527356957, "classification_error": 0.0, "hinge_loss_v2": 0.00010548609294992671, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 3.98209566814305, "classification_error": 0.0, "hinge_loss_v2": 9.882592739966636e-05, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 4.154176376303445, "classification_error": 0.0, "hinge_loss_v2": 9.371343179545103e-05, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 4.3196087235529275, "classification_error": 0.0, "hinge_loss_v2": 9.01205121354726e-05, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 4.478609250025981, "classification_error": 0.0, "hinge_loss_v2": 8.68406574318789e-05, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 4.630933556138511, "classification_error": 0.0, "hinge_loss_v2": 8.379584581930956e-05, "margin_success_fraction": 0.125 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 4.776310473038317, "classification_error": 0.0, "hinge_loss_v2": 8.096414829577076e-05, "margin_success_fraction": 0.125 }, { "epoch": 210, "local_updates": 1678, "cumulative_learning_time_seconds": 4.915721163641422, "classification_error": 0.0, "hinge_loss_v2": 7.877983958804218e-05, "margin_success_fraction": 0.125 }, { "epoch": 220, "local_updates": 1747, "cumulative_learning_time_seconds": 5.051337072220981, "classification_error": 0.0, "hinge_loss_v2": 7.732610703661838e-05, "margin_success_fraction": 0.125 }, { "epoch": 230, "local_updates": 1807, "cumulative_learning_time_seconds": 5.184944781577532, "classification_error": 0.0, "hinge_loss_v2": 7.600856947504903e-05, "margin_success_fraction": 0.125 }, { "epoch": 240, "local_updates": 1867, "cumulative_learning_time_seconds": 5.316788154471772, "classification_error": 0.0, "hinge_loss_v2": 7.473179735849312e-05, "margin_success_fraction": 0.125 }, { "epoch": 250, "local_updates": 1927, "cumulative_learning_time_seconds": 5.446871359609398, "classification_error": 0.0, "hinge_loss_v2": 7.349288428510977e-05, "margin_success_fraction": 0.125 }, { "epoch": 260, "local_updates": 1987, "cumulative_learning_time_seconds": 5.575198194499877, "classification_error": 0.0, "hinge_loss_v2": 7.229053982042228e-05, "margin_success_fraction": 0.25 }, { "epoch": 270, "local_updates": 2047, "cumulative_learning_time_seconds": 5.701916424914026, "classification_error": 0.0, "hinge_loss_v2": 7.120005493598313e-05, "margin_success_fraction": 0.25 }, { "epoch": 280, "local_updates": 2107, "cumulative_learning_time_seconds": 5.827271718534724, "classification_error": 0.0, "hinge_loss_v2": 7.013238844549118e-05, "margin_success_fraction": 0.25 }, { "epoch": 290, "local_updates": 2167, "cumulative_learning_time_seconds": 5.951268653270394, "classification_error": 0.0, "hinge_loss_v2": 6.908359716403883e-05, "margin_success_fraction": 0.25 }, { "epoch": 300, "local_updates": 2227, "cumulative_learning_time_seconds": 6.073909284638272, "classification_error": 0.0, "hinge_loss_v2": 6.805534748392572e-05, "margin_success_fraction": 0.25 }, { "epoch": 310, "local_updates": 2287, "cumulative_learning_time_seconds": 6.19519586500877, "classification_error": 0.0, "hinge_loss_v2": 6.704804458056369e-05, "margin_success_fraction": 0.25 }, { "epoch": 320, "local_updates": 2347, "cumulative_learning_time_seconds": 6.315130540031014, "classification_error": 0.0, "hinge_loss_v2": 6.6061638906005e-05, "margin_success_fraction": 0.25 }, { "epoch": 330, "local_updates": 2407, "cumulative_learning_time_seconds": 6.433715252014654, "classification_error": 0.0, "hinge_loss_v2": 6.509597889870081e-05, "margin_success_fraction": 0.25 }, { "epoch": 340, "local_updates": 2467, "cumulative_learning_time_seconds": 6.55095201805468, "classification_error": 0.0, "hinge_loss_v2": 6.415121469269669e-05, "margin_success_fraction": 0.25 }, { "epoch": 350, "local_updates": 2527, "cumulative_learning_time_seconds": 6.66684248128455, "classification_error": 0.0, "hinge_loss_v2": 6.322685077082837e-05, "margin_success_fraction": 0.25 }, { "epoch": 360, "local_updates": 2587, "cumulative_learning_time_seconds": 6.781387757864172, "classification_error": 0.0, "hinge_loss_v2": 6.232246888193633e-05, "margin_success_fraction": 0.25 }, { "epoch": 370, "local_updates": 2647, "cumulative_learning_time_seconds": 6.89458674902629, "classification_error": 0.0, "hinge_loss_v2": 6.143788912939241e-05, "margin_success_fraction": 0.25 }, { "epoch": 380, "local_updates": 2707, "cumulative_learning_time_seconds": 7.006439099116434, "classification_error": 0.0, "hinge_loss_v2": 6.0572815677225716e-05, "margin_success_fraction": 0.25 }, { "epoch": 390, "local_updates": 2767, "cumulative_learning_time_seconds": 7.116945135727288, "classification_error": 0.0, "hinge_loss_v2": 5.972634450717595e-05, "margin_success_fraction": 0.375 }, { "epoch": 400, "local_updates": 2827, "cumulative_learning_time_seconds": 7.226104823668359, "classification_error": 0.0, "hinge_loss_v2": 5.889419606233011e-05, "margin_success_fraction": 0.375 }, { "epoch": 410, "local_updates": 2887, "cumulative_learning_time_seconds": 7.3339177560327204, "classification_error": 0.0, "hinge_loss_v2": 5.807537813838148e-05, "margin_success_fraction": 0.375 }, { "epoch": 420, "local_updates": 2947, "cumulative_learning_time_seconds": 7.440383134666421, "classification_error": 0.0, "hinge_loss_v2": 5.726964808529092e-05, "margin_success_fraction": 0.375 }, { "epoch": 430, "local_updates": 3006, "cumulative_learning_time_seconds": 7.545502125932209, "classification_error": 0.0, "hinge_loss_v2": 5.647696464658177e-05, "margin_success_fraction": 0.375 }, { "epoch": 440, "local_updates": 3056, "cumulative_learning_time_seconds": 7.649516211626895, "classification_error": 0.0, "hinge_loss_v2": 5.5706742214720536e-05, "margin_success_fraction": 0.375 }, { "epoch": 450, "local_updates": 3102, "cumulative_learning_time_seconds": 7.752637936389169, "classification_error": 0.0, "hinge_loss_v2": 5.49494606117428e-05, "margin_success_fraction": 0.375 }, { "epoch": 460, "local_updates": 3142, "cumulative_learning_time_seconds": 7.855126171061532, "classification_error": 0.0, "hinge_loss_v2": 5.418198478864972e-05, "margin_success_fraction": 0.375 }, { "epoch": 470, "local_updates": 3182, "cumulative_learning_time_seconds": 7.95702780749151, "classification_error": 0.0, "hinge_loss_v2": 5.340667325012226e-05, "margin_success_fraction": 0.375 }, { "epoch": 480, "local_updates": 3222, "cumulative_learning_time_seconds": 8.058328338297011, "classification_error": 0.0, "hinge_loss_v2": 5.2626971000480725e-05, "margin_success_fraction": 0.375 }, { "epoch": 490, "local_updates": 3262, "cumulative_learning_time_seconds": 8.159012715605504, "classification_error": 0.0, "hinge_loss_v2": 5.1843813634863624e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 3302, "cumulative_learning_time_seconds": 8.25906475546082, "classification_error": 0.0, "hinge_loss_v2": 5.1052295810375556e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 3342, "cumulative_learning_time_seconds": 8.358466720203321, "classification_error": 0.0, "hinge_loss_v2": 5.024827226535811e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 3382, "cumulative_learning_time_seconds": 8.457198939296154, "classification_error": 0.0, "hinge_loss_v2": 4.9429977710476494e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 3422, "cumulative_learning_time_seconds": 8.555239393869622, "classification_error": 0.0, "hinge_loss_v2": 4.859522008413938e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 3462, "cumulative_learning_time_seconds": 8.652629977676147, "classification_error": 0.0, "hinge_loss_v2": 4.797951970584241e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 3502, "cumulative_learning_time_seconds": 8.749532200364587, "classification_error": 0.0, "hinge_loss_v2": 4.740523804591262e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 3542, "cumulative_learning_time_seconds": 8.845944308302997, "classification_error": 0.0, "hinge_loss_v2": 4.682057201755618e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 3582, "cumulative_learning_time_seconds": 8.94186056102858, "classification_error": 0.0, "hinge_loss_v2": 4.62447842746898e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 3622, "cumulative_learning_time_seconds": 9.037314046005884, "classification_error": 0.0, "hinge_loss_v2": 4.5692978259537255e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 3662, "cumulative_learning_time_seconds": 9.132310343447818, "classification_error": 0.0, "hinge_loss_v2": 4.51386349274224e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3702, "cumulative_learning_time_seconds": 9.226843817551702, "classification_error": 0.0, "hinge_loss_v2": 4.45792769981661e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 4.598406322300434 } } }, { "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": 1.6205930347965182e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.014303377523351618, -0.031082966379694765, -0.02934500105819815, -0.010107558073260359, 0.015360329379921184, 0.0321399182362643, 0.030401952914767716, 0.011164509929829869 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 70, "restricted_updates_to_stable_zero_error": 560, "restricted_edge_updates_to_stable_zero_error": 71680, "restricted_learning_time_to_stable_zero_seconds": 1.8107246157929255, "classification_error_auc": 0.016666666666666666, "local_updates": 2954, "local_edge_updates": 378112, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 6.400441916708183, "clipped_updates": 2875, "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": 0.3106157566918907, "classification_error": 0.25, "hinge_loss_v2": 0.00018808342981331718, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.5955097127414134, "classification_error": 0.0, "hinge_loss_v2": 0.00019597098848830928, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.8722346948162671, "classification_error": 0.125, "hinge_loss_v2": 0.0001781657429685796, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.132435268115373, "classification_error": 0.125, "hinge_loss_v2": 0.00016097196007599203, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.375804256035231, "classification_error": 0.125, "hinge_loss_v2": 0.00014427080746382104, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.6020180023090373, "classification_error": 0.125, "hinge_loss_v2": 0.00012845366671699793, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 1.8107246157929255, "classification_error": 0.0, "hinge_loss_v2": 0.00011383052862373291, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.0015567352746992, "classification_error": 0.0, "hinge_loss_v2": 0.00010061531973538777, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.174188640426421, "classification_error": 0.0, "hinge_loss_v2": 8.89811454758238e-05, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 2.328816754165341, "classification_error": 0.0, "hinge_loss_v2": 8.014002507584058e-05, "margin_success_fraction": 0.125 }, { "epoch": 110, "local_updates": 879, "cumulative_learning_time_seconds": 2.469568884225733, "classification_error": 0.0, "hinge_loss_v2": 7.428251874152683e-05, "margin_success_fraction": 0.125 }, { "epoch": 120, "local_updates": 944, "cumulative_learning_time_seconds": 2.59912536776084, "classification_error": 0.0, "hinge_loss_v2": 6.899289449500444e-05, "margin_success_fraction": 0.125 }, { "epoch": 130, "local_updates": 1004, "cumulative_learning_time_seconds": 2.720490590257377, "classification_error": 0.0, "hinge_loss_v2": 6.543027472162993e-05, "margin_success_fraction": 0.25 }, { "epoch": 140, "local_updates": 1064, "cumulative_learning_time_seconds": 2.836927532613683, "classification_error": 0.0, "hinge_loss_v2": 6.298981786095977e-05, "margin_success_fraction": 0.25 }, { "epoch": 150, "local_updates": 1124, "cumulative_learning_time_seconds": 2.9487327777209633, "classification_error": 0.0, "hinge_loss_v2": 6.0627196396857355e-05, "margin_success_fraction": 0.375 }, { "epoch": 160, "local_updates": 1183, "cumulative_learning_time_seconds": 3.0558009425036077, "classification_error": 0.0, "hinge_loss_v2": 5.8304670029818455e-05, "margin_success_fraction": 0.375 }, { "epoch": 170, "local_updates": 1233, "cumulative_learning_time_seconds": 3.1588089983807848, "classification_error": 0.0, "hinge_loss_v2": 5.600860519761809e-05, "margin_success_fraction": 0.375 }, { "epoch": 180, "local_updates": 1274, "cumulative_learning_time_seconds": 3.258695938826267, "classification_error": 0.0, "hinge_loss_v2": 5.4166451103713285e-05, "margin_success_fraction": 0.375 }, { "epoch": 190, "local_updates": 1314, "cumulative_learning_time_seconds": 3.357167445613134, "classification_error": 0.0, "hinge_loss_v2": 5.296148996652582e-05, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 1354, "cumulative_learning_time_seconds": 3.4544427901567087, "classification_error": 0.0, "hinge_loss_v2": 5.177911917065851e-05, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 1394, "cumulative_learning_time_seconds": 3.550505882081009, "classification_error": 0.0, "hinge_loss_v2": 5.060622711576948e-05, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 1434, "cumulative_learning_time_seconds": 3.6453379803867754, "classification_error": 0.0, "hinge_loss_v2": 4.943711266589273e-05, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1474, "cumulative_learning_time_seconds": 3.7389179549702107, "classification_error": 0.0, "hinge_loss_v2": 4.82682803409081e-05, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1514, "cumulative_learning_time_seconds": 3.8312223157429988, "classification_error": 0.0, "hinge_loss_v2": 4.7097376049916073e-05, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1554, "cumulative_learning_time_seconds": 3.9222250817629556, "classification_error": 0.0, "hinge_loss_v2": 4.5922621538056386e-05, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1594, "cumulative_learning_time_seconds": 4.01189752826713, "classification_error": 0.0, "hinge_loss_v2": 4.474249675200529e-05, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1634, "cumulative_learning_time_seconds": 4.100207827776984, "classification_error": 0.0, "hinge_loss_v2": 4.355555118829487e-05, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1674, "cumulative_learning_time_seconds": 4.187120587213123, "classification_error": 0.0, "hinge_loss_v2": 4.236028391497819e-05, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1714, "cumulative_learning_time_seconds": 4.272596273009134, "classification_error": 0.0, "hinge_loss_v2": 4.1155060025278864e-05, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1754, "cumulative_learning_time_seconds": 4.3565905086649925, "classification_error": 0.0, "hinge_loss_v2": 3.993804572600783e-05, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1794, "cumulative_learning_time_seconds": 4.4391169403799955, "classification_error": 0.0, "hinge_loss_v2": 3.877519522717193e-05, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1834, "cumulative_learning_time_seconds": 4.520500061466893, "classification_error": 0.0, "hinge_loss_v2": 3.770491054408458e-05, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1874, "cumulative_learning_time_seconds": 4.600788713729521, "classification_error": 0.0, "hinge_loss_v2": 3.666878949625748e-05, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1914, "cumulative_learning_time_seconds": 4.679974941078173, "classification_error": 0.0, "hinge_loss_v2": 3.5653327943631675e-05, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1954, "cumulative_learning_time_seconds": 4.7580559485449605, "classification_error": 0.0, "hinge_loss_v2": 3.4651689505080246e-05, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1994, "cumulative_learning_time_seconds": 4.835017141898701, "classification_error": 0.0, "hinge_loss_v2": 3.3660809997451056e-05, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 2034, "cumulative_learning_time_seconds": 4.910842114159112, "classification_error": 0.0, "hinge_loss_v2": 3.267907712677579e-05, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 2074, "cumulative_learning_time_seconds": 4.985514262852892, "classification_error": 0.0, "hinge_loss_v2": 3.170556435395619e-05, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 2114, "cumulative_learning_time_seconds": 5.059046649508035, "classification_error": 0.0, "hinge_loss_v2": 3.0759804894163494e-05, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 2154, "cumulative_learning_time_seconds": 5.131705336914028, "classification_error": 0.0, "hinge_loss_v2": 2.9859355492315042e-05, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 2194, "cumulative_learning_time_seconds": 5.203543028477044, "classification_error": 0.0, "hinge_loss_v2": 2.8978898782328845e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 2234, "cumulative_learning_time_seconds": 5.274543038380921, "classification_error": 0.0, "hinge_loss_v2": 2.8116041464817904e-05, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 2274, "cumulative_learning_time_seconds": 5.344688970631736, "classification_error": 0.0, "hinge_loss_v2": 2.726898388410884e-05, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 2314, "cumulative_learning_time_seconds": 5.413964511367818, "classification_error": 0.0, "hinge_loss_v2": 2.6436313644529516e-05, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 2354, "cumulative_learning_time_seconds": 5.48235338797321, "classification_error": 0.0, "hinge_loss_v2": 2.561684594321588e-05, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2394, "cumulative_learning_time_seconds": 5.54983928023394, "classification_error": 0.0, "hinge_loss_v2": 2.480954449932431e-05, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2434, "cumulative_learning_time_seconds": 5.616405734724818, "classification_error": 0.0, "hinge_loss_v2": 2.4013476873279704e-05, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2474, "cumulative_learning_time_seconds": 5.682036077837305, "classification_error": 0.0, "hinge_loss_v2": 2.3227786528894477e-05, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2514, "cumulative_learning_time_seconds": 5.746713323735504, "classification_error": 0.0, "hinge_loss_v2": 2.2451673549644585e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2554, "cumulative_learning_time_seconds": 5.810420074219062, "classification_error": 0.0, "hinge_loss_v2": 2.1684379788922375e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2594, "cumulative_learning_time_seconds": 5.873138407612104, "classification_error": 0.0, "hinge_loss_v2": 2.0925176210646325e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2634, "cumulative_learning_time_seconds": 5.934868244723533, "classification_error": 0.0, "hinge_loss_v2": 2.0198580270180364e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2674, "cumulative_learning_time_seconds": 5.9956551743241455, "classification_error": 0.0, "hinge_loss_v2": 1.9492247021581767e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2714, "cumulative_learning_time_seconds": 6.055556401313179, "classification_error": 0.0, "hinge_loss_v2": 1.8965625988883334e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2754, "cumulative_learning_time_seconds": 6.114768417315234, "classification_error": 0.0, "hinge_loss_v2": 1.8496846676684323e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2794, "cumulative_learning_time_seconds": 6.173298569445989, "classification_error": 0.0, "hinge_loss_v2": 1.8030174274975014e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2834, "cumulative_learning_time_seconds": 6.231138450585804, "classification_error": 0.0, "hinge_loss_v2": 1.756728865853921e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 2874, "cumulative_learning_time_seconds": 6.288280446812172, "classification_error": 0.0, "hinge_loss_v2": 1.7108851580950185e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 2914, "cumulative_learning_time_seconds": 6.344717302260306, "classification_error": 0.0, "hinge_loss_v2": 1.665506404037989e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 2954, "cumulative_learning_time_seconds": 6.400441916708183, "classification_error": 0.0, "hinge_loss_v2": 1.6205930347965182e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 4.142125844955444 } } }, { "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": 4.114164316904106e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.016306631034740005, -0.037391324796747644, -0.03642131445312391, -0.013964818907521492, 0.016823451312816762, 0.037908145074824234, 0.036938134731200556, 0.014481639185598139 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 30, "restricted_updates_to_stable_zero_error": 237, "restricted_edge_updates_to_stable_zero_error": 30336, "restricted_learning_time_to_stable_zero_seconds": 0.7229184916319799, "classification_error_auc": 0.010416666666666666, "local_updates": 2749, "local_edge_updates": 351872, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 4.610404900957508, "clipped_updates": 2663, "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": 0.2792333270851876, "classification_error": 0.25, "hinge_loss_v2": 0.00013228191355063118, "margin_success_fraction": 0.25 }, { "epoch": 20, "local_updates": 157, "cumulative_learning_time_seconds": 0.48846664737003115, "classification_error": 0.125, "hinge_loss_v2": 0.0001465813824918479, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 237, "cumulative_learning_time_seconds": 0.7229184916319799, "classification_error": 0.0, "hinge_loss_v2": 0.00012465949206504935, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 317, "cumulative_learning_time_seconds": 0.9322294290990875, "classification_error": 0.0, "hinge_loss_v2": 0.00010845690490901878, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 397, "cumulative_learning_time_seconds": 1.1191712684608108, "classification_error": 0.0, "hinge_loss_v2": 9.514661453901957e-05, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 477, "cumulative_learning_time_seconds": 1.2853302283940846, "classification_error": 0.0, "hinge_loss_v2": 8.430730423785975e-05, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 557, "cumulative_learning_time_seconds": 1.4323787392838079, "classification_error": 0.0, "hinge_loss_v2": 7.570241747363273e-05, "margin_success_fraction": 0.125 }, { "epoch": 80, "local_updates": 624, "cumulative_learning_time_seconds": 1.563315558212842, "classification_error": 0.0, "hinge_loss_v2": 6.878106310094429e-05, "margin_success_fraction": 0.25 }, { "epoch": 90, "local_updates": 684, "cumulative_learning_time_seconds": 1.683043427221001, "classification_error": 0.0, "hinge_loss_v2": 6.286863851726948e-05, "margin_success_fraction": 0.25 }, { "epoch": 100, "local_updates": 743, "cumulative_learning_time_seconds": 1.7922404651883468, "classification_error": 0.0, "hinge_loss_v2": 5.777592109327509e-05, "margin_success_fraction": 0.375 }, { "epoch": 110, "local_updates": 789, "cumulative_learning_time_seconds": 1.8941183216479622, "classification_error": 0.0, "hinge_loss_v2": 5.467293305810636e-05, "margin_success_fraction": 0.375 }, { "epoch": 120, "local_updates": 829, "cumulative_learning_time_seconds": 1.9923637750870749, "classification_error": 0.0, "hinge_loss_v2": 5.153032208569123e-05, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 869, "cumulative_learning_time_seconds": 2.087039930415365, "classification_error": 0.0, "hinge_loss_v2": 4.821018472880731e-05, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 909, "cumulative_learning_time_seconds": 2.1778186515140034, "classification_error": 0.0, "hinge_loss_v2": 4.487249219083957e-05, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 949, "cumulative_learning_time_seconds": 2.2656944155392167, "classification_error": 0.0, "hinge_loss_v2": 4.295349257982881e-05, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 989, "cumulative_learning_time_seconds": 2.3514800221170433, "classification_error": 0.0, "hinge_loss_v2": 4.099752977349504e-05, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 1029, "cumulative_learning_time_seconds": 2.435078935719593, "classification_error": 0.0, "hinge_loss_v2": 3.899822477720086e-05, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 1069, "cumulative_learning_time_seconds": 2.5163786163146273, "classification_error": 0.0, "hinge_loss_v2": 3.694736375808074e-05, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 1109, "cumulative_learning_time_seconds": 2.5952502018142125, "classification_error": 0.0, "hinge_loss_v2": 3.4834166614751495e-05, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 1149, "cumulative_learning_time_seconds": 2.6715333138133435, "classification_error": 0.0, "hinge_loss_v2": 3.2645717185524344e-05, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 1189, "cumulative_learning_time_seconds": 2.7450775146772237, "classification_error": 0.0, "hinge_loss_v2": 3.063567297537719e-05, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 1229, "cumulative_learning_time_seconds": 2.816882881693897, "classification_error": 0.0, "hinge_loss_v2": 2.9416599195218312e-05, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1269, "cumulative_learning_time_seconds": 2.887420680906015, "classification_error": 0.0, "hinge_loss_v2": 2.8251054390389837e-05, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1309, "cumulative_learning_time_seconds": 2.956679783046049, "classification_error": 0.0, "hinge_loss_v2": 2.7126143046990564e-05, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1349, "cumulative_learning_time_seconds": 3.024650130426779, "classification_error": 0.0, "hinge_loss_v2": 2.6034795901362335e-05, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1389, "cumulative_learning_time_seconds": 3.0913224460751247, "classification_error": 0.0, "hinge_loss_v2": 2.4972903185901148e-05, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1429, "cumulative_learning_time_seconds": 3.156689819851992, "classification_error": 0.0, "hinge_loss_v2": 2.39378688321763e-05, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1469, "cumulative_learning_time_seconds": 3.220746326674667, "classification_error": 0.0, "hinge_loss_v2": 2.292802094971884e-05, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1509, "cumulative_learning_time_seconds": 3.2834838256046934, "classification_error": 0.0, "hinge_loss_v2": 2.1942356187329503e-05, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1549, "cumulative_learning_time_seconds": 3.3448947866822603, "classification_error": 0.0, "hinge_loss_v2": 2.0980176563825842e-05, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1589, "cumulative_learning_time_seconds": 3.404972208380647, "classification_error": 0.0, "hinge_loss_v2": 2.0040984722225464e-05, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1629, "cumulative_learning_time_seconds": 3.4637095542374454, "classification_error": 0.0, "hinge_loss_v2": 1.912442108559598e-05, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1669, "cumulative_learning_time_seconds": 3.521100896330536, "classification_error": 0.0, "hinge_loss_v2": 1.822757715443057e-05, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1709, "cumulative_learning_time_seconds": 3.5771407848705645, "classification_error": 0.0, "hinge_loss_v2": 1.735294700018521e-05, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1749, "cumulative_learning_time_seconds": 3.631823954660335, "classification_error": 0.0, "hinge_loss_v2": 1.6500674753678368e-05, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1789, "cumulative_learning_time_seconds": 3.6851455140133726, "classification_error": 0.0, "hinge_loss_v2": 1.5670691844612663e-05, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1829, "cumulative_learning_time_seconds": 3.737100876737205, "classification_error": 0.0, "hinge_loss_v2": 1.4862915785353693e-05, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1869, "cumulative_learning_time_seconds": 3.787685929172647, "classification_error": 0.0, "hinge_loss_v2": 1.4077305062273671e-05, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 1909, "cumulative_learning_time_seconds": 3.8368970456896547, "classification_error": 0.0, "hinge_loss_v2": 1.3313849637896508e-05, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1949, "cumulative_learning_time_seconds": 3.8847311098737105, "classification_error": 0.0, "hinge_loss_v2": 1.2572564124185706e-05, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1989, "cumulative_learning_time_seconds": 3.9311855414369146, "classification_error": 0.0, "hinge_loss_v2": 1.1853482606148176e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 2029, "cumulative_learning_time_seconds": 3.9762583286914452, "classification_error": 0.0, "hinge_loss_v2": 1.1156654490796116e-05, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 2069, "cumulative_learning_time_seconds": 4.019948066869153, "classification_error": 0.0, "hinge_loss_v2": 1.0482141003148025e-05, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 2109, "cumulative_learning_time_seconds": 4.062254002887997, "classification_error": 0.0, "hinge_loss_v2": 9.835167195139191e-06, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 2149, "cumulative_learning_time_seconds": 4.1033659517723775, "classification_error": 0.0, "hinge_loss_v2": 9.273144261816611e-06, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2189, "cumulative_learning_time_seconds": 4.143464859340689, "classification_error": 0.0, "hinge_loss_v2": 8.770277922205961e-06, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2229, "cumulative_learning_time_seconds": 4.182654865664038, "classification_error": 0.0, "hinge_loss_v2": 8.313705464554287e-06, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2269, "cumulative_learning_time_seconds": 4.220943860469898, "classification_error": 0.0, "hinge_loss_v2": 7.880293118467757e-06, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2309, "cumulative_learning_time_seconds": 4.258325385293818, "classification_error": 0.0, "hinge_loss_v2": 7.4662166145271705e-06, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2349, "cumulative_learning_time_seconds": 4.294796232308402, "classification_error": 0.0, "hinge_loss_v2": 7.069287626254781e-06, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2389, "cumulative_learning_time_seconds": 4.330355853246303, "classification_error": 0.0, "hinge_loss_v2": 6.6881489793121285e-06, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2429, "cumulative_learning_time_seconds": 4.365001960164988, "classification_error": 0.0, "hinge_loss_v2": 6.321814981038464e-06, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2469, "cumulative_learning_time_seconds": 4.398733280723591, "classification_error": 0.0, "hinge_loss_v2": 5.969569220544618e-06, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2509, "cumulative_learning_time_seconds": 4.431549557350606, "classification_error": 0.0, "hinge_loss_v2": 5.630863172368699e-06, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2549, "cumulative_learning_time_seconds": 4.4634514830619985, "classification_error": 0.0, "hinge_loss_v2": 5.305256449292675e-06, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2589, "cumulative_learning_time_seconds": 4.494440658719458, "classification_error": 0.0, "hinge_loss_v2": 4.992381901250439e-06, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2629, "cumulative_learning_time_seconds": 4.52451956291768, "classification_error": 0.0, "hinge_loss_v2": 4.693215506792032e-06, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 2669, "cumulative_learning_time_seconds": 4.553805945357211, "classification_error": 0.0, "hinge_loss_v2": 4.495787940606902e-06, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 2709, "cumulative_learning_time_seconds": 4.582431990365481, "classification_error": 0.0, "hinge_loss_v2": 4.302453627265999e-06, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 2749, "cumulative_learning_time_seconds": 4.610404900957508, "classification_error": 0.0, "hinge_loss_v2": 4.114164316904106e-06, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 4.028284065425396 } } }, { "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": 8.864520266053274e-07, "margin_success_fraction": 0.5, "outputs_v": [ -0.017146073325965683, -0.04057463717177934, -0.04015457683137433, -0.016131957955144494, 0.017421095122934355, 0.04084965896874823, 0.04042959862834311, 0.016406979752113304 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 40, "restricted_updates_to_stable_zero_error": 292, "restricted_edge_updates_to_stable_zero_error": 37376, "restricted_learning_time_to_stable_zero_seconds": 0.7090181186993345, "classification_error_auc": 0.00625, "local_updates": 2635, "local_edge_updates": 337280, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 3.359534596561748, "clipped_updates": 2541, "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": 77, "cumulative_learning_time_seconds": 0.24923389254063785, "classification_error": 0.0, "hinge_loss_v2": 9.088737309143809e-05, "margin_success_fraction": 0.25 }, { "epoch": 20, "local_updates": 135, "cumulative_learning_time_seconds": 0.3705245576356006, "classification_error": 0.0, "hinge_loss_v2": 5.693650578794404e-05, "margin_success_fraction": 0.25 }, { "epoch": 30, "local_updates": 212, "cumulative_learning_time_seconds": 0.5305649020080306, "classification_error": 0.125, "hinge_loss_v2": 9.841302165665262e-05, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 292, "cumulative_learning_time_seconds": 0.7090181186993345, "classification_error": 0.0, "hinge_loss_v2": 8.488569508239186e-05, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 367, "cumulative_learning_time_seconds": 0.862021037035525, "classification_error": 0.0, "hinge_loss_v2": 7.511015295828408e-05, "margin_success_fraction": 0.25 }, { "epoch": 60, "local_updates": 434, "cumulative_learning_time_seconds": 0.9951010350795338, "classification_error": 0.0, "hinge_loss_v2": 6.793108387773435e-05, "margin_success_fraction": 0.25 }, { "epoch": 70, "local_updates": 494, "cumulative_learning_time_seconds": 1.1147041239862354, "classification_error": 0.0, "hinge_loss_v2": 6.192260170577972e-05, "margin_success_fraction": 0.25 }, { "epoch": 80, "local_updates": 554, "cumulative_learning_time_seconds": 1.223077456628124, "classification_error": 0.0, "hinge_loss_v2": 5.6966081491972075e-05, "margin_success_fraction": 0.375 }, { "epoch": 90, "local_updates": 595, "cumulative_learning_time_seconds": 1.3235772181176484, "classification_error": 0.0, "hinge_loss_v2": 5.239452704250711e-05, "margin_success_fraction": 0.5 }, { "epoch": 100, "local_updates": 635, "cumulative_learning_time_seconds": 1.4191162023033794, "classification_error": 0.0, "hinge_loss_v2": 4.781449340347517e-05, "margin_success_fraction": 0.5 }, { "epoch": 110, "local_updates": 675, "cumulative_learning_time_seconds": 1.5094954684532704, "classification_error": 0.0, "hinge_loss_v2": 4.319624171669398e-05, "margin_success_fraction": 0.5 }, { "epoch": 120, "local_updates": 715, "cumulative_learning_time_seconds": 1.5946965771707493, "classification_error": 0.0, "hinge_loss_v2": 3.935066841063603e-05, "margin_success_fraction": 0.5 }, { "epoch": 130, "local_updates": 755, "cumulative_learning_time_seconds": 1.675946572538234, "classification_error": 0.0, "hinge_loss_v2": 3.61986200372729e-05, "margin_success_fraction": 0.5 }, { "epoch": 140, "local_updates": 795, "cumulative_learning_time_seconds": 1.753280517942445, "classification_error": 0.0, "hinge_loss_v2": 3.299909642277889e-05, "margin_success_fraction": 0.5 }, { "epoch": 150, "local_updates": 835, "cumulative_learning_time_seconds": 1.8264528905988135, "classification_error": 0.0, "hinge_loss_v2": 2.9759411914114614e-05, "margin_success_fraction": 0.5 }, { "epoch": 160, "local_updates": 875, "cumulative_learning_time_seconds": 1.8953271962612388, "classification_error": 0.0, "hinge_loss_v2": 2.7016238811844496e-05, "margin_success_fraction": 0.5 }, { "epoch": 170, "local_updates": 915, "cumulative_learning_time_seconds": 1.9615338783425336, "classification_error": 0.0, "hinge_loss_v2": 2.5223900804635493e-05, "margin_success_fraction": 0.5 }, { "epoch": 180, "local_updates": 955, "cumulative_learning_time_seconds": 2.0255515541192337, "classification_error": 0.0, "hinge_loss_v2": 2.3467162065804554e-05, "margin_success_fraction": 0.5 }, { "epoch": 190, "local_updates": 995, "cumulative_learning_time_seconds": 2.087310367162461, "classification_error": 0.0, "hinge_loss_v2": 2.174405414905036e-05, "margin_success_fraction": 0.5 }, { "epoch": 200, "local_updates": 1035, "cumulative_learning_time_seconds": 2.1467357112491867, "classification_error": 0.0, "hinge_loss_v2": 2.005318142109492e-05, "margin_success_fraction": 0.5 }, { "epoch": 210, "local_updates": 1075, "cumulative_learning_time_seconds": 2.2037473605427893, "classification_error": 0.0, "hinge_loss_v2": 1.839375567474601e-05, "margin_success_fraction": 0.5 }, { "epoch": 220, "local_updates": 1115, "cumulative_learning_time_seconds": 2.2582586198544874, "classification_error": 0.0, "hinge_loss_v2": 1.6765689963112617e-05, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1155, "cumulative_learning_time_seconds": 2.3101755519968754, "classification_error": 0.0, "hinge_loss_v2": 1.516975988575539e-05, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1195, "cumulative_learning_time_seconds": 2.359396388665102, "classification_error": 0.0, "hinge_loss_v2": 1.360784328822563e-05, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1235, "cumulative_learning_time_seconds": 2.405969285596252, "classification_error": 0.0, "hinge_loss_v2": 1.2388687859482624e-05, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1275, "cumulative_learning_time_seconds": 2.451099984792467, "classification_error": 0.0, "hinge_loss_v2": 1.160021627730841e-05, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1315, "cumulative_learning_time_seconds": 2.4950530872650867, "classification_error": 0.0, "hinge_loss_v2": 1.0867508261110321e-05, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1355, "cumulative_learning_time_seconds": 2.5378231739697608, "classification_error": 0.0, "hinge_loss_v2": 1.0181927831639532e-05, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1395, "cumulative_learning_time_seconds": 2.579409620720742, "classification_error": 0.0, "hinge_loss_v2": 9.537771423467713e-06, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1435, "cumulative_learning_time_seconds": 2.6198154024617466, "classification_error": 0.0, "hinge_loss_v2": 8.930987267025972e-06, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1475, "cumulative_learning_time_seconds": 2.659046305808449, "classification_error": 0.0, "hinge_loss_v2": 8.358520569636777e-06, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1515, "cumulative_learning_time_seconds": 2.6971103985487908, "classification_error": 0.0, "hinge_loss_v2": 7.817953898026006e-06, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 1555, "cumulative_learning_time_seconds": 2.7340176614399274, "classification_error": 0.0, "hinge_loss_v2": 7.3072965777236805e-06, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 1595, "cumulative_learning_time_seconds": 2.769779723013032, "classification_error": 0.0, "hinge_loss_v2": 6.8248545891096366e-06, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 1635, "cumulative_learning_time_seconds": 2.804409660214284, "classification_error": 0.0, "hinge_loss_v2": 6.369146658392676e-06, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 1675, "cumulative_learning_time_seconds": 2.8379218415435457, "classification_error": 0.0, "hinge_loss_v2": 5.938848220162828e-06, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 1715, "cumulative_learning_time_seconds": 2.870331798002537, "classification_error": 0.0, "hinge_loss_v2": 5.5327528920667085e-06, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 1755, "cumulative_learning_time_seconds": 2.9016561125732006, "classification_error": 0.0, "hinge_loss_v2": 5.14974533180604e-06, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 1795, "cumulative_learning_time_seconds": 2.9319123223309624, "classification_error": 0.0, "hinge_loss_v2": 4.7887817183655936e-06, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 1835, "cumulative_learning_time_seconds": 2.9611188294186803, "classification_error": 0.0, "hinge_loss_v2": 4.448875486205921e-06, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 1875, "cumulative_learning_time_seconds": 2.98929481844158, "classification_error": 0.0, "hinge_loss_v2": 4.129086777459733e-06, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 1915, "cumulative_learning_time_seconds": 3.016460178688834, "classification_error": 0.0, "hinge_loss_v2": 3.828514593187928e-06, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 1955, "cumulative_learning_time_seconds": 3.0426354301283567, "classification_error": 0.0, "hinge_loss_v2": 3.5462909492071287e-06, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 1995, "cumulative_learning_time_seconds": 3.0678416524728367, "classification_error": 0.0, "hinge_loss_v2": 3.2815765496898313e-06, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 2035, "cumulative_learning_time_seconds": 3.0921004168478965, "classification_error": 0.0, "hinge_loss_v2": 3.0335576272066445e-06, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2075, "cumulative_learning_time_seconds": 3.1154337197514934, "classification_error": 0.0, "hinge_loss_v2": 2.801443688202936e-06, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2115, "cumulative_learning_time_seconds": 3.137863919104155, "classification_error": 0.0, "hinge_loss_v2": 2.5844659646055517e-06, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2155, "cumulative_learning_time_seconds": 3.159413672269104, "classification_error": 0.0, "hinge_loss_v2": 2.3818764156110886e-06, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2195, "cumulative_learning_time_seconds": 3.1801058759798417, "classification_error": 0.0, "hinge_loss_v2": 2.1929471550856383e-06, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2235, "cumulative_learning_time_seconds": 3.1999636081567355, "classification_error": 0.0, "hinge_loss_v2": 2.0169702034283623e-06, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2275, "cumulative_learning_time_seconds": 3.2190100716274106, "classification_error": 0.0, "hinge_loss_v2": 1.8532574807763339e-06, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2315, "cumulative_learning_time_seconds": 3.2372685397907377, "classification_error": 0.0, "hinge_loss_v2": 1.7011409727103715e-06, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2355, "cumulative_learning_time_seconds": 3.2547623042825533, "classification_error": 0.0, "hinge_loss_v2": 1.5599730112252057e-06, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2395, "cumulative_learning_time_seconds": 3.2715146247138516, "classification_error": 0.0, "hinge_loss_v2": 1.4291266233992004e-06, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2435, "cumulative_learning_time_seconds": 3.2875661342293516, "classification_error": 0.0, "hinge_loss_v2": 1.31512118468187e-06, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2475, "cumulative_learning_time_seconds": 3.3030388525823415, "classification_error": 0.0, "hinge_loss_v2": 1.2159253552890395e-06, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2515, "cumulative_learning_time_seconds": 3.3179607188322082, "classification_error": 0.0, "hinge_loss_v2": 1.1241691629077647e-06, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 2555, "cumulative_learning_time_seconds": 3.332342741261867, "classification_error": 0.0, "hinge_loss_v2": 1.03904802845509e-06, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 2595, "cumulative_learning_time_seconds": 3.346196631846823, "classification_error": 0.0, "hinge_loss_v2": 9.599671491385637e-07, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 2635, "cumulative_learning_time_seconds": 3.359534596561748, "classification_error": 0.0, "hinge_loss_v2": 8.864520266053274e-07, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 3.9390346370637417 } } }, { "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": 0.0, "hinge_loss_v2": 0.00018393809556536844, "margin_success_fraction": 0.0, "outputs_v": [ -0.0033229850682801876, -0.006352312694149237, -0.005200608640007209, -0.0005425255209303426, 0.004893294746587229, 0.007922622372456223, 0.006770918318314251, 0.0021128351992374117 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 350, "restricted_updates_to_stable_zero_error": 2800, "restricted_edge_updates_to_stable_zero_error": 806400, "restricted_learning_time_to_stable_zero_seconds": 11.928384816269359, "classification_error_auc": 0.08229166666666667, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 19.21818817493041, "clipped_updates": 4708, "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": 0.36060178128977904, "classification_error": 0.5, "hinge_loss_v2": 0.0003174119349280571, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.719433348167628, "classification_error": 0.125, "hinge_loss_v2": 0.0003183314626448386, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0764674186818433, "classification_error": 0.0, "hinge_loss_v2": 0.00031672519457395717, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.432631430511964, "classification_error": 0.125, "hinge_loss_v2": 0.0003151504663207494, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7879172774601226, "classification_error": 0.125, "hinge_loss_v2": 0.0003135833027139539, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.142315365624659, "classification_error": 0.125, "hinge_loss_v2": 0.00031201054682059254, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.495814738026327, "classification_error": 0.125, "hinge_loss_v2": 0.00031042478929524435, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.848403148202877, "classification_error": 0.125, "hinge_loss_v2": 0.0003088216140467175, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.2000670933023074, "classification_error": 0.125, "hinge_loss_v2": 0.00030719811057431593, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.550791813926565, "classification_error": 0.125, "hinge_loss_v2": 0.00030555207468372535, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.9005612655224344, "classification_error": 0.125, "hinge_loss_v2": 0.00030388158017005283, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.2493580642135775, "classification_error": 0.125, "hinge_loss_v2": 0.00030218474799359403, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.59716340841648, "classification_error": 0.125, "hinge_loss_v2": 0.0003004596185377967, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.943956976233425, "classification_error": 0.125, "hinge_loss_v2": 0.00029870407571184977, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.289716797347988, "classification_error": 0.125, "hinge_loss_v2": 0.00029691579504017456, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.634419096856648, "classification_error": 0.125, "hinge_loss_v2": 0.0002950922003744221, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.978038107047588, "classification_error": 0.125, "hinge_loss_v2": 0.00029323042037030585, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.320545841462747, "classification_error": 0.125, "hinge_loss_v2": 0.0002913272390634422, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.661911823500621, "classification_error": 0.125, "hinge_loss_v2": 0.0002893790361873862, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.002102759130524, "classification_error": 0.125, "hinge_loss_v2": 0.00028738171304097074, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.341082139707775, "classification_error": 0.125, "hinge_loss_v2": 0.0002853305990687439, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.678809755984977, "classification_error": 0.125, "hinge_loss_v2": 0.00028322033295958453, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.015241097582322, "classification_error": 0.125, "hinge_loss_v2": 0.00028104470990734053, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.350326602451707, "classification_error": 0.125, "hinge_loss_v2": 0.0002787964834620561, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.684010706746662, "classification_error": 0.125, "hinge_loss_v2": 0.0002764671056851325, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.016230624594119, "classification_error": 0.125, "hinge_loss_v2": 0.00027404638239561735, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.346914755625308, "classification_error": 0.125, "hinge_loss_v2": 0.00027152201006655973, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.675980569167136, "classification_error": 0.125, "hinge_loss_v2": 0.0002688789457749953, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.003331736354845, "classification_error": 0.125, "hinge_loss_v2": 0.00026609853923733093, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.328854154956787, "classification_error": 0.125, "hinge_loss_v2": 0.0002631573235740299, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.65241029961877, "classification_error": 0.125, "hinge_loss_v2": 0.0002600253171118768, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 10.973880135286487, "classification_error": 0.125, "hinge_loss_v2": 0.0002568994739755267, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.293665895894106, "classification_error": 0.125, "hinge_loss_v2": 0.00025422051309450925, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.611855678282, "classification_error": 0.125, "hinge_loss_v2": 0.0002515814454031941, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 11.928384816269359, "classification_error": 0.0, "hinge_loss_v2": 0.00024891368771275276, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.243183485590812, "classification_error": 0.0, "hinge_loss_v2": 0.00024618168570004063, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.556175653808058, "classification_error": 0.0, "hinge_loss_v2": 0.00024336359638759263, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 12.867277558414672, "classification_error": 0.0, "hinge_loss_v2": 0.0002404426638721751, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.176395978813996, "classification_error": 0.0, "hinge_loss_v2": 0.0002374031999724988, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 13.483426170969597, "classification_error": 0.0, "hinge_loss_v2": 0.000234228481221681, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 13.788250033206857, "classification_error": 0.0, "hinge_loss_v2": 0.00023094466187315604, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.090995103849114, "classification_error": 0.0, "hinge_loss_v2": 0.0002281464687866403, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 14.391741914038757, "classification_error": 0.0, "hinge_loss_v2": 0.0002251841535057505, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 14.69034634544407, "classification_error": 0.0, "hinge_loss_v2": 0.0002220283598711745, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 14.986635763649648, "classification_error": 0.0, "hinge_loss_v2": 0.00021869630781037782, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 15.280742369318274, "classification_error": 0.0, "hinge_loss_v2": 0.00021582211610804842, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 15.573068627642785, "classification_error": 0.0, "hinge_loss_v2": 0.00021357773211437922, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 15.863821571462237, "classification_error": 0.0, "hinge_loss_v2": 0.00021128973083894828, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 16.152924198246275, "classification_error": 0.0, "hinge_loss_v2": 0.000208918475129546, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 16.44028756189627, "classification_error": 0.0, "hinge_loss_v2": 0.0002064367822043512, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 16.72580741255594, "classification_error": 0.0, "hinge_loss_v2": 0.00020381854472653016, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 17.00946202116582, "classification_error": 0.0, "hinge_loss_v2": 0.00020129254957808733, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 17.291244481763258, "classification_error": 0.0, "hinge_loss_v2": 0.00019889036787353978, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 17.5714788940889, "classification_error": 0.0, "hinge_loss_v2": 0.00019692804130645963, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 17.85027010831927, "classification_error": 0.0, "hinge_loss_v2": 0.00019495293989859474, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 18.1274060782362, "classification_error": 0.0, "hinge_loss_v2": 0.00019293477485962914, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 18.402790126758013, "classification_error": 0.0, "hinge_loss_v2": 0.00019082131452103203, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 18.676432275408214, "classification_error": 0.0, "hinge_loss_v2": 0.00018862288312198586, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 18.94825880539946, "classification_error": 0.0, "hinge_loss_v2": 0.0001863295214373618, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 19.21818817493041, "classification_error": 0.0, "hinge_loss_v2": 0.00018393809556536844, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 10.114953882992268 } } }, { "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": 6.951240968878868e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.009142897629903862, -0.017069340883838963, -0.014838002420646618, -0.003755970049820173, 0.009685051964467978, 0.017611495218402967, 0.01538015675521065, 0.004298124384384205 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 110, "restricted_updates_to_stable_zero_error": 880, "restricted_edge_updates_to_stable_zero_error": 253440, "restricted_learning_time_to_stable_zero_seconds": 3.6874900031612583, "classification_error_auc": 0.023958333333333335, "local_updates": 4800, "local_edge_updates": 1382400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 14.035828517150843, "clipped_updates": 4710, "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": 0.35343599516571467, "classification_error": 0.5, "hinge_loss_v2": 0.0002950306272850184, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7007902348642298, "classification_error": 0.125, "hinge_loss_v2": 0.00030213369169847855, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0465227756349338, "classification_error": 0.125, "hinge_loss_v2": 0.00029602020104423576, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.388856872950401, "classification_error": 0.0, "hinge_loss_v2": 0.0002901202742234359, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7277773554532478, "classification_error": 0.0, "hinge_loss_v2": 0.0002843417006449618, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.0632580189278613, "classification_error": 0.0, "hinge_loss_v2": 0.0002786238313535639, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.3952633829595356, "classification_error": 0.0, "hinge_loss_v2": 0.00027293082135665435, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.7237491019032665, "classification_error": 0.125, "hinge_loss_v2": 0.0002672399365187453, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.0486611539495576, "classification_error": 0.125, "hinge_loss_v2": 0.00026153197102889267, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.3699317653882312, "classification_error": 0.125, "hinge_loss_v2": 0.0002557997441502666, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.6874900031612583, "classification_error": 0.0, "hinge_loss_v2": 0.00025003318195374453, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.001256087266257, "classification_error": 0.0, "hinge_loss_v2": 0.00024422295776951105, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.311140108137215, "classification_error": 0.0, "hinge_loss_v2": 0.00023835985061319137, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.617041121658369, "classification_error": 0.0, "hinge_loss_v2": 0.00023243432284416568, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.918845970871439, "classification_error": 0.0, "hinge_loss_v2": 0.0002264362036231281, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.216427782022353, "classification_error": 0.0, "hinge_loss_v2": 0.0002203544054913184, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.509644060692851, "classification_error": 0.0, "hinge_loss_v2": 0.00021417662860931955, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.798334284806639, "classification_error": 0.0, "hinge_loss_v2": 0.00020788901985089046, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.082316851848801, "classification_error": 0.0, "hinge_loss_v2": 0.00020147575799990645, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.361385182541644, "classification_error": 0.0, "hinge_loss_v2": 0.00019491853474486127, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.635302704561375, "classification_error": 0.0, "hinge_loss_v2": 0.00018819589528621913, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 6.903796325163796, "classification_error": 0.0, "hinge_loss_v2": 0.00018128239238180625, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.1671111741677445, "classification_error": 0.0, "hinge_loss_v2": 0.0001757890287935449, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.425894020315743, "classification_error": 0.0, "hinge_loss_v2": 0.00017038317731551505, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 7.679913736214545, "classification_error": 0.0, "hinge_loss_v2": 0.00016482159027846803, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 7.928890405851936, "classification_error": 0.0, "hinge_loss_v2": 0.00015908778665526318, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.172499753003345, "classification_error": 0.0, "hinge_loss_v2": 0.00015316290089220804, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 8.410379529095781, "classification_error": 0.0, "hinge_loss_v2": 0.0001471673058172777, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 8.642920783919381, "classification_error": 0.0, "hinge_loss_v2": 0.00014200671032283822, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 8.87075808026933, "classification_error": 0.0, "hinge_loss_v2": 0.00013709070539678125, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 9.09371038593433, "classification_error": 0.0, "hinge_loss_v2": 0.00013217687685757252, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 9.311533732237969, "classification_error": 0.0, "hinge_loss_v2": 0.00012722015942314053, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 9.524581080077063, "classification_error": 0.0, "hinge_loss_v2": 0.0001235325961872376, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 9.733630595599488, "classification_error": 0.0, "hinge_loss_v2": 0.00012001283875535681, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 9.938576386493299, "classification_error": 0.0, "hinge_loss_v2": 0.00011650192697021622, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 10.139293046988158, "classification_error": 0.0, "hinge_loss_v2": 0.00011299847107396576, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 10.335643346549533, "classification_error": 0.0, "hinge_loss_v2": 0.00010950142539041593, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 10.527842000073594, "classification_error": 0.0, "hinge_loss_v2": 0.00010655144416636577, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 10.716241018858877, "classification_error": 0.0, "hinge_loss_v2": 0.00010380172367385155, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 10.90143540480301, "classification_error": 0.0, "hinge_loss_v2": 0.00010157086038274808, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 11.08366892498962, "classification_error": 0.0, "hinge_loss_v2": 9.938046144704323e-05, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 11.26300767917329, "classification_error": 0.0, "hinge_loss_v2": 9.735650578568709e-05, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 11.439599211910268, "classification_error": 0.0, "hinge_loss_v2": 9.536204807584814e-05, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 11.613392732046504, "classification_error": 0.0, "hinge_loss_v2": 9.337324463232021e-05, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 11.784328849466393, "classification_error": 0.0, "hinge_loss_v2": 9.13879825338209e-05, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 11.952342177652895, "classification_error": 0.0, "hinge_loss_v2": 8.940424398704377e-05, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 12.11736000233334, "classification_error": 0.0, "hinge_loss_v2": 8.741983294716126e-05, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 12.279481382558066, "classification_error": 0.0, "hinge_loss_v2": 8.577296622375539e-05, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 12.43920601207713, "classification_error": 0.0, "hinge_loss_v2": 8.429183314551057e-05, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 12.596555949204857, "classification_error": 0.0, "hinge_loss_v2": 8.283071336759006e-05, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 12.751515518694525, "classification_error": 0.0, "hinge_loss_v2": 8.13900458555436e-05, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 12.90406854719125, "classification_error": 0.0, "hinge_loss_v2": 7.997020387240893e-05, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 13.054198373659842, "classification_error": 0.0, "hinge_loss_v2": 7.857151443899823e-05, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 13.201887837793894, "classification_error": 0.0, "hinge_loss_v2": 7.719427273610804e-05, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 13.34711925048138, "classification_error": 0.0, "hinge_loss_v2": 7.58387509154243e-05, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 13.489874348015311, "classification_error": 0.0, "hinge_loss_v2": 7.450520256299479e-05, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 13.630134230000786, "classification_error": 0.0, "hinge_loss_v2": 7.319386410066433e-05, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 13.767879279508364, "classification_error": 0.0, "hinge_loss_v2": 7.190495405053304e-05, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 13.903089064353484, "classification_error": 0.0, "hinge_loss_v2": 7.063867071090439e-05, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 14.035828517150843, "classification_error": 0.0, "hinge_loss_v2": 6.951240968878868e-05, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 9.847055703401566 } } }, { "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": 4.302986753896793e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.011801979142428531, -0.023113140572082913, -0.020802578351480777, -0.006223788492743798, 0.012083171627867262, 0.023394333057521755, 0.02108377083691959, 0.006504980978182584 ], "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": 69120, "restricted_learning_time_to_stable_zero_seconds": 0.996384401681589, "classification_error_auc": 0.017708333333333333, "local_updates": 3914, "local_edge_updates": 1127232, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 10.185755381664103, "clipped_updates": 3825, "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": 0.34236665220645, "classification_error": 0.5, "hinge_loss_v2": 0.0002618029773834566, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6683575450896634, "classification_error": 0.125, "hinge_loss_v2": 0.00027582587340501676, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.996384401681589, "classification_error": 0.0, "hinge_loss_v2": 0.00026365749128538893, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3171294278403791, "classification_error": 0.0, "hinge_loss_v2": 0.0002522158940786724, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.630622143317093, "classification_error": 0.0, "hinge_loss_v2": 0.00024126729433460533, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.936863478684749, "classification_error": 0.0, "hinge_loss_v2": 0.0002306792889124631, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.23582909805279, "classification_error": 0.0, "hinge_loss_v2": 0.0002203754246586541, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.527471694146539, "classification_error": 0.0, "hinge_loss_v2": 0.0002103102774450551, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.811722426527132, "classification_error": 0.0, "hinge_loss_v2": 0.0002004557581538168, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.088491594403527, "classification_error": 0.0, "hinge_loss_v2": 0.000190793562976126, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.3576685726245548, "classification_error": 0.0, "hinge_loss_v2": 0.00018131097434629742, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.619120982756675, "classification_error": 0.0, "hinge_loss_v2": 0.00017199847864719558, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 3.87269301327319, "classification_error": 0.0, "hinge_loss_v2": 0.0001628483643405338, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.118202737719989, "classification_error": 0.0, "hinge_loss_v2": 0.00015385385401157876, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.355438201763854, "classification_error": 0.0, "hinge_loss_v2": 0.00014500854857143875, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 4.584151954680054, "classification_error": 0.0, "hinge_loss_v2": 0.00013630610500991016, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 4.8052502879228385, "classification_error": 0.0, "hinge_loss_v2": 0.0001302096495442778, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.019935167773102, "classification_error": 0.0, "hinge_loss_v2": 0.00012431473915055347, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 5.228094338699781, "classification_error": 0.0, "hinge_loss_v2": 0.00011855570464486978, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 5.429606815138836, "classification_error": 0.0, "hinge_loss_v2": 0.00011294970941963775, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 5.624348779334805, "classification_error": 0.0, "hinge_loss_v2": 0.00010750864740740622, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 5.812198057153579, "classification_error": 0.0, "hinge_loss_v2": 0.00010224289487112588, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 5.993034626807585, "classification_error": 0.0, "hinge_loss_v2": 9.716716522433755e-05, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 6.1667324110851505, "classification_error": 0.0, "hinge_loss_v2": 9.229894225449981e-05, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 6.333166576526711, "classification_error": 0.0, "hinge_loss_v2": 8.765390451994921e-05, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 6.492222654983819, "classification_error": 0.0, "hinge_loss_v2": 8.324844634385528e-05, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 6.644646494927611, "classification_error": 0.0, "hinge_loss_v2": 8.018705986793199e-05, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 6.7916497150771304, "classification_error": 0.0, "hinge_loss_v2": 7.74115603552945e-05, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 6.933249813517704, "classification_error": 0.0, "hinge_loss_v2": 7.480462153776314e-05, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 7.069808490985761, "classification_error": 0.0, "hinge_loss_v2": 7.262385521757735e-05, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2477, "cumulative_learning_time_seconds": 7.202003706191276, "classification_error": 0.0, "hinge_loss_v2": 7.073551965368679e-05, "margin_success_fraction": 0.125 }, { "epoch": 320, "local_updates": 2547, "cumulative_learning_time_seconds": 7.330764292660894, "classification_error": 0.0, "hinge_loss_v2": 6.91082887863701e-05, "margin_success_fraction": 0.125 }, { "epoch": 330, "local_updates": 2617, "cumulative_learning_time_seconds": 7.456411535579027, "classification_error": 0.0, "hinge_loss_v2": 6.759547178536179e-05, "margin_success_fraction": 0.125 }, { "epoch": 340, "local_updates": 2686, "cumulative_learning_time_seconds": 7.579058424360546, "classification_error": 0.0, "hinge_loss_v2": 6.617254007749527e-05, "margin_success_fraction": 0.125 }, { "epoch": 350, "local_updates": 2746, "cumulative_learning_time_seconds": 7.699193666772455, "classification_error": 0.0, "hinge_loss_v2": 6.480783955782073e-05, "margin_success_fraction": 0.25 }, { "epoch": 360, "local_updates": 2806, "cumulative_learning_time_seconds": 7.817080293562465, "classification_error": 0.0, "hinge_loss_v2": 6.348380846667677e-05, "margin_success_fraction": 0.25 }, { "epoch": 370, "local_updates": 2866, "cumulative_learning_time_seconds": 7.932717302703263, "classification_error": 0.0, "hinge_loss_v2": 6.220061667983386e-05, "margin_success_fraction": 0.25 }, { "epoch": 380, "local_updates": 2926, "cumulative_learning_time_seconds": 8.046105215744735, "classification_error": 0.0, "hinge_loss_v2": 6.09585632089475e-05, "margin_success_fraction": 0.25 }, { "epoch": 390, "local_updates": 2986, "cumulative_learning_time_seconds": 8.157246068131078, "classification_error": 0.0, "hinge_loss_v2": 5.975800500452416e-05, "margin_success_fraction": 0.25 }, { "epoch": 400, "local_updates": 3046, "cumulative_learning_time_seconds": 8.266143429307927, "classification_error": 0.0, "hinge_loss_v2": 5.8599314109058234e-05, "margin_success_fraction": 0.25 }, { "epoch": 410, "local_updates": 3106, "cumulative_learning_time_seconds": 8.372802446283547, "classification_error": 0.0, "hinge_loss_v2": 5.7482850256221396e-05, "margin_success_fraction": 0.25 }, { "epoch": 420, "local_updates": 3166, "cumulative_learning_time_seconds": 8.477229905843792, "classification_error": 0.0, "hinge_loss_v2": 5.640894188928901e-05, "margin_success_fraction": 0.25 }, { "epoch": 430, "local_updates": 3220, "cumulative_learning_time_seconds": 8.579599116508989, "classification_error": 0.0, "hinge_loss_v2": 5.544974161122366e-05, "margin_success_fraction": 0.375 }, { "epoch": 440, "local_updates": 3270, "cumulative_learning_time_seconds": 8.680471528309662, "classification_error": 0.0, "hinge_loss_v2": 5.4535801509086144e-05, "margin_success_fraction": 0.375 }, { "epoch": 450, "local_updates": 3314, "cumulative_learning_time_seconds": 8.78001860226567, "classification_error": 0.0, "hinge_loss_v2": 5.3628215302777094e-05, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 3354, "cumulative_learning_time_seconds": 8.8786303160149, "classification_error": 0.0, "hinge_loss_v2": 5.270700964979315e-05, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 3394, "cumulative_learning_time_seconds": 8.976315428677855, "classification_error": 0.0, "hinge_loss_v2": 5.1768368967473514e-05, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 3434, "cumulative_learning_time_seconds": 9.073120033314655, "classification_error": 0.0, "hinge_loss_v2": 5.092663740431002e-05, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 3474, "cumulative_learning_time_seconds": 9.16916413163795, "classification_error": 0.0, "hinge_loss_v2": 5.014007063306425e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 3514, "cumulative_learning_time_seconds": 9.264573655108336, "classification_error": 0.0, "hinge_loss_v2": 4.9499997416103426e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 3554, "cumulative_learning_time_seconds": 9.35940430015973, "classification_error": 0.0, "hinge_loss_v2": 4.885920217478819e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 3594, "cumulative_learning_time_seconds": 9.453649838904267, "classification_error": 0.0, "hinge_loss_v2": 4.821743502481118e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 3634, "cumulative_learning_time_seconds": 9.547303919850641, "classification_error": 0.0, "hinge_loss_v2": 4.757450120556231e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 3674, "cumulative_learning_time_seconds": 9.640360052285722, "classification_error": 0.0, "hinge_loss_v2": 4.693024122025819e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 3714, "cumulative_learning_time_seconds": 9.732811591843033, "classification_error": 0.0, "hinge_loss_v2": 4.628451799929574e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 3754, "cumulative_learning_time_seconds": 9.82465172680625, "classification_error": 0.0, "hinge_loss_v2": 4.5637208493474056e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 3794, "cumulative_learning_time_seconds": 9.915873464775585, "classification_error": 0.0, "hinge_loss_v2": 4.4988198062684584e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 3834, "cumulative_learning_time_seconds": 10.006469619382656, "classification_error": 0.0, "hinge_loss_v2": 4.433737662897155e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 3874, "cumulative_learning_time_seconds": 10.096432796780705, "classification_error": 0.0, "hinge_loss_v2": 4.368463594161046e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3914, "cumulative_learning_time_seconds": 10.185755381664103, "classification_error": 0.0, "hinge_loss_v2": 4.302986753896793e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 8.883036889135838 } } }, { "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": 2.3646155837369e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.013751831211777032, -0.028692563310936503, -0.026722906131378704, -0.008996658135662944, 0.014102385010309276, 0.02904311710946869, 0.027073459929910892, 0.009347211934195188 ], "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": 69120, "restricted_learning_time_to_stable_zero_seconds": 0.9277108993123765, "classification_error_auc": 0.013541666666666667, "local_updates": 3408, "local_edge_updates": 981504, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 8.016926059247055, "clipped_updates": 3318, "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": 0.3282877818135972, "classification_error": 0.25, "hinge_loss_v2": 0.00022378890839980933, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6223283647928585, "classification_error": 0.125, "hinge_loss_v2": 0.00024401865535810552, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.9277108993123765, "classification_error": 0.0, "hinge_loss_v2": 0.00022559711528278068, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.2211301629300955, "classification_error": 0.0, "hinge_loss_v2": 0.00020898741657586885, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.5028196790136867, "classification_error": 0.0, "hinge_loss_v2": 0.0001937367048046579, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.7729642771326097, "classification_error": 0.0, "hinge_loss_v2": 0.00017958595210649427, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.0317111670578902, "classification_error": 0.0, "hinge_loss_v2": 0.00016638391394959096, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.279178385259005, "classification_error": 0.0, "hinge_loss_v2": 0.00015403962895883843, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.5154612760252117, "classification_error": 0.0, "hinge_loss_v2": 0.00014249600609515694, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 2.7406374597247503, "classification_error": 0.0, "hinge_loss_v2": 0.00013171509450579606, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 2.9547706446989292, "classification_error": 0.0, "hinge_loss_v2": 0.00012166990968276079, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.1579136284275933, "classification_error": 0.0, "hinge_loss_v2": 0.00011234001713676141, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 3.3501109025866525, "classification_error": 0.0, "hinge_loss_v2": 0.00010370934860823805, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 3.5319423371994567, "classification_error": 0.0, "hinge_loss_v2": 9.717950379274239e-05, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 3.7059472063859733, "classification_error": 0.0, "hinge_loss_v2": 9.212587704090743e-05, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 3.8725537999995105, "classification_error": 0.0, "hinge_loss_v2": 8.745687019691664e-05, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 4.031899660615642, "classification_error": 0.0, "hinge_loss_v2": 8.316355660010608e-05, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 4.184137616327224, "classification_error": 0.0, "hinge_loss_v2": 7.923518467908998e-05, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 4.329436420745088, "classification_error": 0.0, "hinge_loss_v2": 7.565828881830442e-05, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 4.467984888859063, "classification_error": 0.0, "hinge_loss_v2": 7.240563067143838e-05, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 4.599992007425949, "classification_error": 0.0, "hinge_loss_v2": 6.94756222859418e-05, "margin_success_fraction": 0.125 }, { "epoch": 220, "local_updates": 1750, "cumulative_learning_time_seconds": 4.726195964362259, "classification_error": 0.0, "hinge_loss_v2": 6.68116208659379e-05, "margin_success_fraction": 0.125 }, { "epoch": 230, "local_updates": 1818, "cumulative_learning_time_seconds": 4.847254531122313, "classification_error": 0.0, "hinge_loss_v2": 6.43588536979344e-05, "margin_success_fraction": 0.25 }, { "epoch": 240, "local_updates": 1878, "cumulative_learning_time_seconds": 4.963937278602572, "classification_error": 0.0, "hinge_loss_v2": 6.205344857297755e-05, "margin_success_fraction": 0.25 }, { "epoch": 250, "local_updates": 1938, "cumulative_learning_time_seconds": 5.076628655250355, "classification_error": 0.0, "hinge_loss_v2": 5.986164768901034e-05, "margin_success_fraction": 0.25 }, { "epoch": 260, "local_updates": 1998, "cumulative_learning_time_seconds": 5.185399343307367, "classification_error": 0.0, "hinge_loss_v2": 5.802779801963283e-05, "margin_success_fraction": 0.25 }, { "epoch": 270, "local_updates": 2058, "cumulative_learning_time_seconds": 5.291211322321556, "classification_error": 0.0, "hinge_loss_v2": 5.6705207173309825e-05, "margin_success_fraction": 0.375 }, { "epoch": 280, "local_updates": 2108, "cumulative_learning_time_seconds": 5.3947583912346895, "classification_error": 0.0, "hinge_loss_v2": 5.543038602914721e-05, "margin_success_fraction": 0.375 }, { "epoch": 290, "local_updates": 2158, "cumulative_learning_time_seconds": 5.496390957326969, "classification_error": 0.0, "hinge_loss_v2": 5.4185384834170895e-05, "margin_success_fraction": 0.375 }, { "epoch": 300, "local_updates": 2208, "cumulative_learning_time_seconds": 5.5961197862314425, "classification_error": 0.0, "hinge_loss_v2": 5.296841680058364e-05, "margin_success_fraction": 0.375 }, { "epoch": 310, "local_updates": 2248, "cumulative_learning_time_seconds": 5.69425501582082, "classification_error": 0.0, "hinge_loss_v2": 5.1763404371042624e-05, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 2288, "cumulative_learning_time_seconds": 5.791133928473194, "classification_error": 0.0, "hinge_loss_v2": 5.054925602505357e-05, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 2328, "cumulative_learning_time_seconds": 5.886732097419332, "classification_error": 0.0, "hinge_loss_v2": 4.932532713608071e-05, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 2368, "cumulative_learning_time_seconds": 5.9810233516296805, "classification_error": 0.0, "hinge_loss_v2": 4.809118217379112e-05, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 2408, "cumulative_learning_time_seconds": 6.073979683355898, "classification_error": 0.0, "hinge_loss_v2": 4.6846424221458666e-05, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 2448, "cumulative_learning_time_seconds": 6.165571137638956, "classification_error": 0.0, "hinge_loss_v2": 4.5590678765554954e-05, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 2488, "cumulative_learning_time_seconds": 6.255765683280468, "classification_error": 0.0, "hinge_loss_v2": 4.432358439090191e-05, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 2528, "cumulative_learning_time_seconds": 6.344580274031629, "classification_error": 0.0, "hinge_loss_v2": 4.314376129579244e-05, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 2568, "cumulative_learning_time_seconds": 6.432163818288281, "classification_error": 0.0, "hinge_loss_v2": 4.2006302538175424e-05, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 2608, "cumulative_learning_time_seconds": 6.518502837597017, "classification_error": 0.0, "hinge_loss_v2": 4.0885890618412826e-05, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 2648, "cumulative_learning_time_seconds": 6.603717269433865, "classification_error": 0.0, "hinge_loss_v2": 3.987239641345279e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 2688, "cumulative_learning_time_seconds": 6.687881103116336, "classification_error": 0.0, "hinge_loss_v2": 3.8871004376435074e-05, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 2728, "cumulative_learning_time_seconds": 6.770977523371524, "classification_error": 0.0, "hinge_loss_v2": 3.78782332364823e-05, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 2768, "cumulative_learning_time_seconds": 6.852990016147446, "classification_error": 0.0, "hinge_loss_v2": 3.6891780268478345e-05, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 2808, "cumulative_learning_time_seconds": 6.933902198321498, "classification_error": 0.0, "hinge_loss_v2": 3.591011869647126e-05, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2848, "cumulative_learning_time_seconds": 7.013697667621463, "classification_error": 0.0, "hinge_loss_v2": 3.493222993779658e-05, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2888, "cumulative_learning_time_seconds": 7.092359866432436, "classification_error": 0.0, "hinge_loss_v2": 3.395742525058872e-05, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2928, "cumulative_learning_time_seconds": 7.1698719539344795, "classification_error": 0.0, "hinge_loss_v2": 3.298522635201155e-05, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2968, "cumulative_learning_time_seconds": 7.246216681468871, "classification_error": 0.0, "hinge_loss_v2": 3.2015284657157266e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 3008, "cumulative_learning_time_seconds": 7.3213762662014625, "classification_error": 0.0, "hinge_loss_v2": 3.104732553552013e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 3048, "cumulative_learning_time_seconds": 7.395332258053383, "classification_error": 0.0, "hinge_loss_v2": 3.0081108472755984e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 3088, "cumulative_learning_time_seconds": 7.468199760218965, "classification_error": 0.0, "hinge_loss_v2": 2.932359882159992e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 3128, "cumulative_learning_time_seconds": 7.5401207167113835, "classification_error": 0.0, "hinge_loss_v2": 2.8573904274231615e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 3168, "cumulative_learning_time_seconds": 7.611084981111562, "classification_error": 0.0, "hinge_loss_v2": 2.782809760783135e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 3208, "cumulative_learning_time_seconds": 7.681081959708453, "classification_error": 0.0, "hinge_loss_v2": 2.7086201953602737e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 3248, "cumulative_learning_time_seconds": 7.750100755100118, "classification_error": 0.0, "hinge_loss_v2": 2.6348250364655486e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 3288, "cumulative_learning_time_seconds": 7.818140227945138, "classification_error": 0.0, "hinge_loss_v2": 2.563976250205784e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 3328, "cumulative_learning_time_seconds": 7.885285963584931, "classification_error": 0.0, "hinge_loss_v2": 2.4970426802787553e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 3368, "cumulative_learning_time_seconds": 7.951551497693911, "classification_error": 0.0, "hinge_loss_v2": 2.4306000454590695e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3408, "cumulative_learning_time_seconds": 8.016926059247055, "classification_error": 0.0, "hinge_loss_v2": 2.3646155837369e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 8.324707806110382 } } }, { "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": 1.1952882000548372e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.015008631711839249, -0.032987210985421456, -0.03156011816487245, -0.011563324869704739, 0.015289318591743983, 0.03326789786532616, 0.031840805044777265, 0.011844011749609418 ], "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": 69120, "restricted_learning_time_to_stable_zero_seconds": 0.8395342802752813, "classification_error_auc": 0.013541666666666667, "local_updates": 3117, "local_edge_updates": 897696, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 6.514303287903622, "clipped_updates": 3025, "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": 0.3118183439873012, "classification_error": 0.25, "hinge_loss_v2": 0.0001859308559544733, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.5591084433836354, "classification_error": 0.125, "hinge_loss_v2": 0.00021248152243282282, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.8395342802752813, "classification_error": 0.0, "hinge_loss_v2": 0.00018861567866208475, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.103122758837804, "classification_error": 0.0, "hinge_loss_v2": 0.0001684228466431706, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.3506207865939173, "classification_error": 0.0, "hinge_loss_v2": 0.0001510124405560308, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.5827073575316126, "classification_error": 0.0, "hinge_loss_v2": 0.0001358461152244027, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 1.800018047329597, "classification_error": 0.0, "hinge_loss_v2": 0.00012257919319489698, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.0031627036029724, "classification_error": 0.0, "hinge_loss_v2": 0.00011097400964022278, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.192738488826083, "classification_error": 0.0, "hinge_loss_v2": 0.00010085221971644793, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 2.3693397396541394, "classification_error": 0.0, "hinge_loss_v2": 9.206864310815561e-05, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 2.5335657084440757, "classification_error": 0.0, "hinge_loss_v2": 8.449708172373433e-05, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 2.686028694766665, "classification_error": 0.0, "hinge_loss_v2": 7.802258409320647e-05, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 2.8275565923804806, "classification_error": 0.0, "hinge_loss_v2": 7.312162552329418e-05, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 2.9611709860166013, "classification_error": 0.0, "hinge_loss_v2": 6.991325154380565e-05, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1193, "cumulative_learning_time_seconds": 3.0882657243103737, "classification_error": 0.0, "hinge_loss_v2": 6.707704621245383e-05, "margin_success_fraction": 0.125 }, { "epoch": 160, "local_updates": 1263, "cumulative_learning_time_seconds": 3.2099502390038555, "classification_error": 0.0, "hinge_loss_v2": 6.451800833469813e-05, "margin_success_fraction": 0.125 }, { "epoch": 170, "local_updates": 1323, "cumulative_learning_time_seconds": 3.32704809766767, "classification_error": 0.0, "hinge_loss_v2": 6.217235048670464e-05, "margin_success_fraction": 0.25 }, { "epoch": 180, "local_updates": 1383, "cumulative_learning_time_seconds": 3.4401759419304905, "classification_error": 0.0, "hinge_loss_v2": 5.9985982478636955e-05, "margin_success_fraction": 0.25 }, { "epoch": 190, "local_updates": 1443, "cumulative_learning_time_seconds": 3.5494088064523033, "classification_error": 0.0, "hinge_loss_v2": 5.795172347779472e-05, "margin_success_fraction": 0.25 }, { "epoch": 200, "local_updates": 1501, "cumulative_learning_time_seconds": 3.6548573484337403, "classification_error": 0.0, "hinge_loss_v2": 5.606361486547484e-05, "margin_success_fraction": 0.375 }, { "epoch": 210, "local_updates": 1551, "cumulative_learning_time_seconds": 3.75727369733134, "classification_error": 0.0, "hinge_loss_v2": 5.427357243546578e-05, "margin_success_fraction": 0.375 }, { "epoch": 220, "local_updates": 1597, "cumulative_learning_time_seconds": 3.8570434957111264, "classification_error": 0.0, "hinge_loss_v2": 5.25470548647593e-05, "margin_success_fraction": 0.5 }, { "epoch": 230, "local_updates": 1637, "cumulative_learning_time_seconds": 3.954891847957257, "classification_error": 0.0, "hinge_loss_v2": 5.082584807425492e-05, "margin_success_fraction": 0.5 }, { "epoch": 240, "local_updates": 1677, "cumulative_learning_time_seconds": 4.050985874832825, "classification_error": 0.0, "hinge_loss_v2": 4.909138696030745e-05, "margin_success_fraction": 0.5 }, { "epoch": 250, "local_updates": 1717, "cumulative_learning_time_seconds": 4.145281905498489, "classification_error": 0.0, "hinge_loss_v2": 4.73420729599185e-05, "margin_success_fraction": 0.5 }, { "epoch": 260, "local_updates": 1757, "cumulative_learning_time_seconds": 4.237731846137764, "classification_error": 0.0, "hinge_loss_v2": 4.557610522148234e-05, "margin_success_fraction": 0.5 }, { "epoch": 270, "local_updates": 1797, "cumulative_learning_time_seconds": 4.328282486477054, "classification_error": 0.0, "hinge_loss_v2": 4.379141169451331e-05, "margin_success_fraction": 0.5 }, { "epoch": 280, "local_updates": 1837, "cumulative_learning_time_seconds": 4.416879607438053, "classification_error": 0.0, "hinge_loss_v2": 4.2068493716440606e-05, "margin_success_fraction": 0.5 }, { "epoch": 290, "local_updates": 1877, "cumulative_learning_time_seconds": 4.503898006207933, "classification_error": 0.0, "hinge_loss_v2": 4.087284049754685e-05, "margin_success_fraction": 0.5 }, { "epoch": 300, "local_updates": 1917, "cumulative_learning_time_seconds": 4.589593706965636, "classification_error": 0.0, "hinge_loss_v2": 3.968294135169839e-05, "margin_success_fraction": 0.5 }, { "epoch": 310, "local_updates": 1957, "cumulative_learning_time_seconds": 4.673954378766445, "classification_error": 0.0, "hinge_loss_v2": 3.8499097017216416e-05, "margin_success_fraction": 0.5 }, { "epoch": 320, "local_updates": 1997, "cumulative_learning_time_seconds": 4.756967361906744, "classification_error": 0.0, "hinge_loss_v2": 3.7321637729271515e-05, "margin_success_fraction": 0.5 }, { "epoch": 330, "local_updates": 2037, "cumulative_learning_time_seconds": 4.838619687296425, "classification_error": 0.0, "hinge_loss_v2": 3.615092189253514e-05, "margin_success_fraction": 0.5 }, { "epoch": 340, "local_updates": 2077, "cumulative_learning_time_seconds": 4.918898095951494, "classification_error": 0.0, "hinge_loss_v2": 3.498733573738492e-05, "margin_success_fraction": 0.5 }, { "epoch": 350, "local_updates": 2117, "cumulative_learning_time_seconds": 4.997789059187537, "classification_error": 0.0, "hinge_loss_v2": 3.3831293676006184e-05, "margin_success_fraction": 0.5 }, { "epoch": 360, "local_updates": 2157, "cumulative_learning_time_seconds": 5.075278800104758, "classification_error": 0.0, "hinge_loss_v2": 3.268323915373191e-05, "margin_success_fraction": 0.5 }, { "epoch": 370, "local_updates": 2197, "cumulative_learning_time_seconds": 5.151353316973134, "classification_error": 0.0, "hinge_loss_v2": 3.154364584598024e-05, "margin_success_fraction": 0.5 }, { "epoch": 380, "local_updates": 2237, "cumulative_learning_time_seconds": 5.225998409151477, "classification_error": 0.0, "hinge_loss_v2": 3.041301908860003e-05, "margin_success_fraction": 0.5 }, { "epoch": 390, "local_updates": 2277, "cumulative_learning_time_seconds": 5.299199706206433, "classification_error": 0.0, "hinge_loss_v2": 2.9291897454023875e-05, "margin_success_fraction": 0.5 }, { "epoch": 400, "local_updates": 2317, "cumulative_learning_time_seconds": 5.370942700935755, "classification_error": 0.0, "hinge_loss_v2": 2.818085440063732e-05, "margin_success_fraction": 0.5 }, { "epoch": 410, "local_updates": 2357, "cumulative_learning_time_seconds": 5.441212787043632, "classification_error": 0.0, "hinge_loss_v2": 2.7080499930537294e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 2397, "cumulative_learning_time_seconds": 5.5099953022628645, "classification_error": 0.0, "hinge_loss_v2": 2.5991482193078932e-05, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 2437, "cumulative_learning_time_seconds": 5.5772755777672, "classification_error": 0.0, "hinge_loss_v2": 2.4914488969428467e-05, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 2477, "cumulative_learning_time_seconds": 5.643038994764479, "classification_error": 0.0, "hinge_loss_v2": 2.3850248967682733e-05, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 2517, "cumulative_learning_time_seconds": 5.7072710492037135, "classification_error": 0.0, "hinge_loss_v2": 2.279953284961048e-05, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 2557, "cumulative_learning_time_seconds": 5.769957425562214, "classification_error": 0.0, "hinge_loss_v2": 2.176315389934622e-05, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 2597, "cumulative_learning_time_seconds": 5.831144568169618, "classification_error": 0.0, "hinge_loss_v2": 2.0817230761122383e-05, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 2637, "cumulative_learning_time_seconds": 5.890987236241468, "classification_error": 0.0, "hinge_loss_v2": 1.991369993204e-05, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 2677, "cumulative_learning_time_seconds": 5.949479329711978, "classification_error": 0.0, "hinge_loss_v2": 1.9026335115773365e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 2717, "cumulative_learning_time_seconds": 6.006605070865005, "classification_error": 0.0, "hinge_loss_v2": 1.8154498879820886e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 2757, "cumulative_learning_time_seconds": 6.0623490735487335, "classification_error": 0.0, "hinge_loss_v2": 1.730404271437466e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 2797, "cumulative_learning_time_seconds": 6.116822445999611, "classification_error": 0.0, "hinge_loss_v2": 1.65479686630102e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 2837, "cumulative_learning_time_seconds": 6.170124399645404, "classification_error": 0.0, "hinge_loss_v2": 1.5811989788897868e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 2877, "cumulative_learning_time_seconds": 6.222245535782997, "classification_error": 0.0, "hinge_loss_v2": 1.5094619212634528e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 2917, "cumulative_learning_time_seconds": 6.273184704542784, "classification_error": 0.0, "hinge_loss_v2": 1.4433190212757812e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 2957, "cumulative_learning_time_seconds": 6.323153816280062, "classification_error": 0.0, "hinge_loss_v2": 1.3912273870138788e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 2997, "cumulative_learning_time_seconds": 6.3722509901376245, "classification_error": 0.0, "hinge_loss_v2": 1.3404145645774323e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 3037, "cumulative_learning_time_seconds": 6.420475225620312, "classification_error": 0.0, "hinge_loss_v2": 1.2908401540197525e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 3077, "cumulative_learning_time_seconds": 6.467825991396087, "classification_error": 0.0, "hinge_loss_v2": 1.242472612299179e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3117, "cumulative_learning_time_seconds": 6.514303287903622, "classification_error": 0.0, "hinge_loss_v2": 1.1952882000548372e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 7.949681133031845 } } }, { "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": 0.00025564141497625337, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008499957921626888, -0.0022402570857510684, -0.0017865665581827117, 0.0002453100326128832, 0.002665126936816087, 0.004055388230404522, 0.0036016977028361097, 0.0015698211120405703 ], "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": 20.547399797362193, "classification_error_auc": 0.13645833333333332, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 20.547399797362193, "clipped_updates": 4691, "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": 0.36035815414563865, "classification_error": 0.5, "hinge_loss_v2": 0.00031982166972412113, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7194386072077683, "classification_error": 0.125, "hinge_loss_v2": 0.00032085904751860423, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0778122374633556, "classification_error": 0.0, "hinge_loss_v2": 0.00032004587358887927, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4357365524302281, "classification_error": 0.125, "hinge_loss_v2": 0.00031923751348232756, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7932095924035216, "classification_error": 0.125, "hinge_loss_v2": 0.00031843102303057694, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1502290141077265, "classification_error": 0.125, "hinge_loss_v2": 0.00031762416567896086, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.5067921085398495, "classification_error": 0.25, "hinge_loss_v2": 0.0003168152201875435, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.862895814139595, "classification_error": 0.25, "hinge_loss_v2": 0.00031600283814598557, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.2185367256457167, "classification_error": 0.25, "hinge_loss_v2": 0.0003151859383209441, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.5737110989051657, "classification_error": 0.25, "hinge_loss_v2": 0.00031436362818242525, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.928414851815655, "classification_error": 0.25, "hinge_loss_v2": 0.00031353514542954296, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.282643561499937, "classification_error": 0.25, "hinge_loss_v2": 0.00031269981417439343, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.6363924577283075, "classification_error": 0.25, "hinge_loss_v2": 0.0003118570118064116, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.989656412521923, "classification_error": 0.25, "hinge_loss_v2": 0.0003110061435691166, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.342429925780122, "classification_error": 0.25, "hinge_loss_v2": 0.00031014662262571164, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.69470710667636, "classification_error": 0.25, "hinge_loss_v2": 0.00030927785393608905, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 6.046481650455854, "classification_error": 0.125, "hinge_loss_v2": 0.00030839922066458713, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.397746810137454, "classification_error": 0.125, "hinge_loss_v2": 0.0003075100721215931, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.748495362467015, "classification_error": 0.125, "hinge_loss_v2": 0.0003066097124393364, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.0987195672799785, "classification_error": 0.125, "hinge_loss_v2": 0.0003056973893118316, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.448411119196471, "classification_error": 0.125, "hinge_loss_v2": 0.0003047722822041648, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.797561090277156, "classification_error": 0.125, "hinge_loss_v2": 0.0003038334894655777, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.146159861892045, "classification_error": 0.125, "hinge_loss_v2": 0.0003028800137687652, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.494197043568906, "classification_error": 0.125, "hinge_loss_v2": 0.0003019107452458114, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.84166137595352, "classification_error": 0.125, "hinge_loss_v2": 0.00030092444159724233, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.188540614174752, "classification_error": 0.125, "hinge_loss_v2": 0.00029991970431021746, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.534821386784541, "classification_error": 0.125, "hinge_loss_v2": 0.00029889494992704725, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.880489023920855, "classification_error": 0.125, "hinge_loss_v2": 0.0002978483750459273, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.225527346252074, "classification_error": 0.125, "hinge_loss_v2": 0.0002967779134007221, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.569918403353505, "classification_error": 0.125, "hinge_loss_v2": 0.00029568118294683087, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.913642146058766, "classification_error": 0.125, "hinge_loss_v2": 0.0002945554203780121, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.25667601143612, "classification_error": 0.125, "hinge_loss_v2": 0.00029339739994938354, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.598994390439323, "classification_error": 0.125, "hinge_loss_v2": 0.00029220333300059, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.940567935499939, "classification_error": 0.125, "hinge_loss_v2": 0.0002909687444697892, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.281362645947318, "classification_error": 0.125, "hinge_loss_v2": 0.00028968832372593654, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.621338639119918, "classification_error": 0.125, "hinge_loss_v2": 0.00028835575104972205, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.960448467435855, "classification_error": 0.125, "hinge_loss_v2": 0.00028696351241996453, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 13.29863476435206, "classification_error": 0.25, "hinge_loss_v2": 0.0002855027444381646, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.635899104033752, "classification_error": 0.125, "hinge_loss_v2": 0.000284132010292649, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 13.972527878621415, "classification_error": 0.125, "hinge_loss_v2": 0.0002829251142281308, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 14.308542374963938, "classification_error": 0.125, "hinge_loss_v2": 0.0002817446408846443, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.643922992086427, "classification_error": 0.125, "hinge_loss_v2": 0.00028057335638828704, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 14.978649848714472, "classification_error": 0.125, "hinge_loss_v2": 0.0002793988102363626, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 15.312702424486753, "classification_error": 0.125, "hinge_loss_v2": 0.000278211617500439, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 15.64605916560004, "classification_error": 0.125, "hinge_loss_v2": 0.0002770042344023583, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 15.978697028938141, "classification_error": 0.125, "hinge_loss_v2": 0.0002757700505970493, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 16.310590928024958, "classification_error": 0.125, "hinge_loss_v2": 0.0002745026644010935, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 16.6417130261752, "classification_error": 0.125, "hinge_loss_v2": 0.0002731952289104459, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 16.972031791250235, "classification_error": 0.0, "hinge_loss_v2": 0.00027183975704133024, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 17.301510670957676, "classification_error": 0.0, "hinge_loss_v2": 0.0002704262443567953, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 17.630118987367442, "classification_error": 0.0, "hinge_loss_v2": 0.0002690120026755291, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 17.957909105513504, "classification_error": 0.0, "hinge_loss_v2": 0.000267683048032835, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 18.284918496937202, "classification_error": 0.0, "hinge_loss_v2": 0.000266381795495647, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 18.611131187231457, "classification_error": 0.0, "hinge_loss_v2": 0.00026503992351412076, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 18.936519827224863, "classification_error": 0.0, "hinge_loss_v2": 0.0002636503884128366, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 19.26104754274435, "classification_error": 0.0, "hinge_loss_v2": 0.00026219873592054195, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 19.584470068501073, "classification_error": 0.0, "hinge_loss_v2": 0.0002605524017833991, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 19.906663299133093, "classification_error": 0.125, "hinge_loss_v2": 0.0002588042765219802, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 20.227598624063432, "classification_error": 0.125, "hinge_loss_v2": 0.0002569926876005049, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 20.547399797362193, "classification_error": 0.125, "hinge_loss_v2": 0.00025564141497625337, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 16.295840047299862 } } }, { "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": 0.0, "hinge_loss_v2": 0.00013196166059830275, "margin_success_fraction": 0.0, "outputs_v": [ -0.005150427087629361, -0.009974064754277728, -0.008638966855919472, -0.0019272156343171643, 0.006229536072188818, 0.011053173738837102, 0.00971807584047879, 0.0030063246188766213 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 360, "restricted_updates_to_stable_zero_error": 2880, "restricted_edge_updates_to_stable_zero_error": 1474560, "restricted_learning_time_to_stable_zero_seconds": 11.576451626623058, "classification_error_auc": 0.07708333333333334, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 17.57862101675068, "clipped_updates": 4692, "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": 0.3572301890543031, "classification_error": 0.5, "hinge_loss_v2": 0.0003080769292243836, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7084886884795077, "classification_error": 0.0, "hinge_loss_v2": 0.00031148435895524574, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0609242556388196, "classification_error": 0.0, "hinge_loss_v2": 0.0003083680147695619, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4115883877458368, "classification_error": 0.0, "hinge_loss_v2": 0.000305286504370344, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7604781324798922, "classification_error": 0.125, "hinge_loss_v2": 0.0003022293711026464, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1075884035841543, "classification_error": 0.125, "hinge_loss_v2": 0.0002991884806740206, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4529120733528935, "classification_error": 0.125, "hinge_loss_v2": 0.0002961573995515968, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.796440040656068, "classification_error": 0.125, "hinge_loss_v2": 0.00029313093458409106, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.1381612765704623, "classification_error": 0.125, "hinge_loss_v2": 0.00029010479132195616, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.4780628490801084, "classification_error": 0.125, "hinge_loss_v2": 0.00028707531961623617, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.8161299277703757, "classification_error": 0.125, "hinge_loss_v2": 0.00028403932324427123, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.152345768941481, "classification_error": 0.125, "hinge_loss_v2": 0.0002809939163235029, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.486691681082649, "classification_error": 0.125, "hinge_loss_v2": 0.00027793641370115325, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.819146970155088, "classification_error": 0.125, "hinge_loss_v2": 0.0002748642457609078, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.149688863606718, "classification_error": 0.125, "hinge_loss_v2": 0.00027177489047018545, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.478292411459167, "classification_error": 0.125, "hinge_loss_v2": 0.0002686658172245804, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.804930362138206, "classification_error": 0.125, "hinge_loss_v2": 0.00026553443829157463, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.129573009926853, "classification_error": 0.125, "hinge_loss_v2": 0.000262378064531477, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.4521880099592215, "classification_error": 0.125, "hinge_loss_v2": 0.0002591938626642727, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.7727401554834445, "classification_error": 0.125, "hinge_loss_v2": 0.0002559788117162271, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.09119111062239, "classification_error": 0.125, "hinge_loss_v2": 0.00025272965645946273, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.407499089942339, "classification_error": 0.125, "hinge_loss_v2": 0.00024944285567554767, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.721618473650512, "classification_error": 0.125, "hinge_loss_v2": 0.00024611452294225213, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.03349934397113, "classification_error": 0.125, "hinge_loss_v2": 0.00024274035736209927, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.34308692389512, "classification_error": 0.125, "hinge_loss_v2": 0.0002393155612158381, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 8.650320893630223, "classification_error": 0.125, "hinge_loss_v2": 0.00023583474092256926, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.9551345520661, "classification_error": 0.125, "hinge_loss_v2": 0.00023229178691450597, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.257453779486903, "classification_error": 0.125, "hinge_loss_v2": 0.0002286797271023056, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 9.55719574222326, "classification_error": 0.125, "hinge_loss_v2": 0.00022499054759011529, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 9.854267257832664, "classification_error": 0.125, "hinge_loss_v2": 0.00022121497341338322, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.148562707501119, "classification_error": 0.125, "hinge_loss_v2": 0.00021734220185686947, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 10.439961335645222, "classification_error": 0.125, "hinge_loss_v2": 0.00021335958262804744, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 10.728323707293363, "classification_error": 0.125, "hinge_loss_v2": 0.00020925224568057652, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.01354869775932, "classification_error": 0.125, "hinge_loss_v2": 0.00020537981795671825, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 11.296029050896783, "classification_error": 0.125, "hinge_loss_v2": 0.0002021854127765837, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 11.576451626623058, "classification_error": 0.0, "hinge_loss_v2": 0.0001993430429785351, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 11.854874830979535, "classification_error": 0.0, "hinge_loss_v2": 0.0001965114230071739, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 12.131237357076168, "classification_error": 0.0, "hinge_loss_v2": 0.00019367339713646401, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 12.405476533887256, "classification_error": 0.0, "hinge_loss_v2": 0.00019081630391928206, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 12.677527575523875, "classification_error": 0.0, "hinge_loss_v2": 0.00018793041140195135, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 12.947322793481861, "classification_error": 0.0, "hinge_loss_v2": 0.00018500781091696444, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 13.21479074038434, "classification_error": 0.0, "hinge_loss_v2": 0.0001820416197363445, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 13.479855247589343, "classification_error": 0.0, "hinge_loss_v2": 0.00017902538617091496, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 13.742434309700336, "classification_error": 0.0, "hinge_loss_v2": 0.00017595261997378498, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 14.002438755206112, "classification_error": 0.0, "hinge_loss_v2": 0.00017281639005386804, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 14.259770622158305, "classification_error": 0.0, "hinge_loss_v2": 0.0001696089430730577, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 14.514321127767078, "classification_error": 0.0, "hinge_loss_v2": 0.00016632130204318287, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 14.765968075924636, "classification_error": 0.0, "hinge_loss_v2": 0.00016294280434149327, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 15.014572478562275, "classification_error": 0.0, "hinge_loss_v2": 0.0001594605337903968, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 15.259975254284377, "classification_error": 0.0, "hinge_loss_v2": 0.00015590196123631652, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 15.502391446818805, "classification_error": 0.0, "hinge_loss_v2": 0.0001528716056282032, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 15.742180728816068, "classification_error": 0.0, "hinge_loss_v2": 0.00015005449196196522, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 15.979636459163137, "classification_error": 0.0, "hinge_loss_v2": 0.00014752394387001106, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 16.21482089456118, "classification_error": 0.0, "hinge_loss_v2": 0.0001449873208233669, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 16.447664392674145, "classification_error": 0.0, "hinge_loss_v2": 0.00014243187283384225, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 16.678117161730057, "classification_error": 0.0, "hinge_loss_v2": 0.00013991356292184624, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 16.906193470534646, "classification_error": 0.0, "hinge_loss_v2": 0.00013759630421158057, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 17.13221338986522, "classification_error": 0.0, "hinge_loss_v2": 0.00013561449703618315, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 17.356333289726102, "classification_error": 0.0, "hinge_loss_v2": 0.00013379140941551014, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 17.57862101675068, "classification_error": 0.0, "hinge_loss_v2": 0.00013196166059830275, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 16.800113279372454 } } }, { "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": 6.882917018510269e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.008568978068795474, -0.016711585695547954, -0.014862940495661447, -0.004105953755213554, 0.009258077583508884, 0.017400685210261446, 0.015552040010375023, 0.004795053269927019 ], "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": 122880, "restricted_learning_time_to_stable_zero_seconds": 1.0326085673679164, "classification_error_auc": 0.014583333333333334, "local_updates": 4800, "local_edge_updates": 2457600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 14.027042890956652, "clipped_updates": 4694, "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": 0.3518970668280878, "classification_error": 0.5, "hinge_loss_v2": 0.000289303448814009, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6894114200386644, "classification_error": 0.125, "hinge_loss_v2": 0.0002973619065244528, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0326085673679164, "classification_error": 0.0, "hinge_loss_v2": 0.00029069153688982864, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3719161845886325, "classification_error": 0.0, "hinge_loss_v2": 0.00028419665512538646, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7073492368721452, "classification_error": 0.0, "hinge_loss_v2": 0.0002778459683450942, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.0389160467015714, "classification_error": 0.0, "hinge_loss_v2": 0.0002716152721280508, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.3666187356418305, "classification_error": 0.0, "hinge_loss_v2": 0.00026548563535224606, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.6904535741199154, "classification_error": 0.0, "hinge_loss_v2": 0.0002594420586251586, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.0104112491208137, "classification_error": 0.0, "hinge_loss_v2": 0.000253472478937329, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.3264770565270663, "classification_error": 0.0, "hinge_loss_v2": 0.00024756702766483816, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.6386310221231963, "classification_error": 0.0, "hinge_loss_v2": 0.00024171747385539187, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.9468479528446654, "classification_error": 0.0, "hinge_loss_v2": 0.00023591680267686676, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.251097417505276, "classification_error": 0.0, "hinge_loss_v2": 0.00023015889192749958, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.5513436538347625, "classification_error": 0.0, "hinge_loss_v2": 0.00022443825895723194, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.847545396046919, "classification_error": 0.0, "hinge_loss_v2": 0.00021874985718561444, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.139655614169774, "classification_error": 0.0, "hinge_loss_v2": 0.00021308890630055522, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.4276211528008025, "classification_error": 0.0, "hinge_loss_v2": 0.0002074507436631084, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.71138225254261, "classification_error": 0.0, "hinge_loss_v2": 0.00020183068675947544, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 5.990871931781027, "classification_error": 0.0, "hinge_loss_v2": 0.00019622389795255198, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.266015199207244, "classification_error": 0.0, "hinge_loss_v2": 0.00019062524342009483, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.5367280578744555, "classification_error": 0.0, "hinge_loss_v2": 0.00018502913806842688, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 6.802916248621953, "classification_error": 0.0, "hinge_loss_v2": 0.00017942936733510398, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.064473662917154, "classification_error": 0.0, "hinge_loss_v2": 0.0001738188749899867, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.321316078656917, "classification_error": 0.0, "hinge_loss_v2": 0.00016854387156694828, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 7.574121812543053, "classification_error": 0.0, "hinge_loss_v2": 0.00016429691738289716, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 7.823132851694496, "classification_error": 0.0, "hinge_loss_v2": 0.00016004513673853723, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.068261781136089, "classification_error": 0.0, "hinge_loss_v2": 0.0001557873066827906, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 8.309413222079673, "classification_error": 0.0, "hinge_loss_v2": 0.00015152203930571972, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 8.546482539911915, "classification_error": 0.0, "hinge_loss_v2": 0.00014724774722264632, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 8.779354231594017, "classification_error": 0.0, "hinge_loss_v2": 0.00014296262084655364, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 9.007899911182726, "classification_error": 0.0, "hinge_loss_v2": 0.00013866462876481188, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 9.23197579264339, "classification_error": 0.0, "hinge_loss_v2": 0.00013435156047765962, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 9.451419548417183, "classification_error": 0.0, "hinge_loss_v2": 0.00013002114344126426, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 9.666391186982178, "classification_error": 0.0, "hinge_loss_v2": 0.00012618643661095293, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 9.87767170077811, "classification_error": 0.0, "hinge_loss_v2": 0.00012268671899932915, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 10.085338394194345, "classification_error": 0.0, "hinge_loss_v2": 0.00011926703379863476, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 10.289324547016834, "classification_error": 0.0, "hinge_loss_v2": 0.0001159155436166844, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 10.489564931517103, "classification_error": 0.0, "hinge_loss_v2": 0.00011262453558825953, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 10.685994763597515, "classification_error": 0.0, "hinge_loss_v2": 0.0001093891113471828, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 10.878548515526408, "classification_error": 0.0, "hinge_loss_v2": 0.00010620629208889564, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 11.067159602312689, "classification_error": 0.0, "hinge_loss_v2": 0.00010307439658609199, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 11.251759643021435, "classification_error": 0.0, "hinge_loss_v2": 9.999262353265306e-05, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 11.432277695549422, "classification_error": 0.0, "hinge_loss_v2": 9.696077533129933e-05, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 11.608768416595591, "classification_error": 0.0, "hinge_loss_v2": 9.432310580066762e-05, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 11.781807427558325, "classification_error": 0.0, "hinge_loss_v2": 9.200498870813408e-05, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 11.951441547080561, "classification_error": 0.0, "hinge_loss_v2": 8.973113806668262e-05, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 12.117630469846448, "classification_error": 0.0, "hinge_loss_v2": 8.750147996514827e-05, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 12.280330977465768, "classification_error": 0.0, "hinge_loss_v2": 8.531598823387735e-05, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 12.43975795673537, "classification_error": 0.0, "hinge_loss_v2": 8.345721769176672e-05, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 12.596309700286401, "classification_error": 0.0, "hinge_loss_v2": 8.169039821929495e-05, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 12.750077234820257, "classification_error": 0.0, "hinge_loss_v2": 8.003274993525784e-05, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 12.901114925629512, "classification_error": 0.0, "hinge_loss_v2": 7.842744333107216e-05, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 13.049663888458065, "classification_error": 0.0, "hinge_loss_v2": 7.702134365219023e-05, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 13.1959026082679, "classification_error": 0.0, "hinge_loss_v2": 7.564781134450718e-05, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 13.339812525955, "classification_error": 0.0, "hinge_loss_v2": 7.43030907810963e-05, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 13.48141144257022, "classification_error": 0.0, "hinge_loss_v2": 7.307360518529151e-05, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 13.620908791398087, "classification_error": 0.0, "hinge_loss_v2": 7.196490883413146e-05, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 13.758343260367463, "classification_error": 0.0, "hinge_loss_v2": 7.088890293871787e-05, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 13.893719266387063, "classification_error": 0.0, "hinge_loss_v2": 6.98440212420135e-05, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 14.027042890956652, "classification_error": 0.0, "hinge_loss_v2": 6.882917018510269e-05, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 16.352963414043188 } } }, { "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": 4.851457946080507e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.010302137956041624, -0.02086755164828802, -0.018898163846033378, -0.00554761521426636, 0.011363523923645619, 0.021928937615891986, 0.019959549813637345, 0.006609001181870355 ], "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": 81920, "restricted_learning_time_to_stable_zero_seconds": 0.6620477329607559, "classification_error_auc": 0.008333333333333333, "local_updates": 4276, "local_edge_updates": 2189312, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 11.174836717420039, "clipped_updates": 4171, "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": 0.34493932832974744, "classification_error": 0.25, "hinge_loss_v2": 0.0002660817044149696, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6620477329607559, "classification_error": 0.0, "hinge_loss_v2": 0.00027864380251719134, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.9926391519779253, "classification_error": 0.0, "hinge_loss_v2": 0.00026774180646961694, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3166041759385783, "classification_error": 0.0, "hinge_loss_v2": 0.00025733090015659006, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.634019172985497, "classification_error": 0.0, "hinge_loss_v2": 0.00024734436735281763, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.9449463773571511, "classification_error": 0.0, "hinge_loss_v2": 0.00023773074188677935, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.249435415407989, "classification_error": 0.0, "hinge_loss_v2": 0.00022845000519323722, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.5475245482375097, "classification_error": 0.0, "hinge_loss_v2": 0.0002194707695990818, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.8392416674098593, "classification_error": 0.0, "hinge_loss_v2": 0.0002107681759520526, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.124605067644185, "classification_error": 0.0, "hinge_loss_v2": 0.00020232231110032986, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.4036240098398527, "classification_error": 0.0, "hinge_loss_v2": 0.00019411700462815024, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.676299078397468, "classification_error": 0.0, "hinge_loss_v2": 0.00018613890246915163, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 3.9426223277093086, "classification_error": 0.0, "hinge_loss_v2": 0.00017837674235819112, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.202577203191282, "classification_error": 0.0, "hinge_loss_v2": 0.00017082077577509382, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.456138211560643, "classification_error": 0.0, "hinge_loss_v2": 0.00016346229530767676, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 4.703270302365882, "classification_error": 0.0, "hinge_loss_v2": 0.0001562932367975036, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 4.943927906977024, "classification_error": 0.0, "hinge_loss_v2": 0.0001493058334049148, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.1780535609546, "classification_error": 0.0, "hinge_loss_v2": 0.00014249230479311, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 5.405582526894475, "classification_error": 0.0, "hinge_loss_v2": 0.0001360098328619503, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 5.627452159961377, "classification_error": 0.0, "hinge_loss_v2": 0.00013127497467685677, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 5.844361130730183, "classification_error": 0.0, "hinge_loss_v2": 0.00012666609567849328, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 6.056293442762092, "classification_error": 0.0, "hinge_loss_v2": 0.00012218510930278408, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 6.263233859640251, "classification_error": 0.0, "hinge_loss_v2": 0.00011783401149927835, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 6.465168136812732, "classification_error": 0.0, "hinge_loss_v2": 0.00011361483114064738, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 6.662083240797997, "classification_error": 0.0, "hinge_loss_v2": 0.00010952958852863837, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 6.853967560893312, "classification_error": 0.0, "hinge_loss_v2": 0.00010558026125887594, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 7.0408111199176915, "classification_error": 0.0, "hinge_loss_v2": 0.00010176875685815275, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 7.2226057922548375, "classification_error": 0.0, "hinge_loss_v2": 9.809689161389688e-05, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 7.3993455395381424, "classification_error": 0.0, "hinge_loss_v2": 9.456637488004224e-05, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 7.571026676704624, "classification_error": 0.0, "hinge_loss_v2": 9.117879786720082e-05, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 7.7376481837502205, "classification_error": 0.0, "hinge_loss_v2": 8.793562551076787e-05, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 7.899212081178245, "classification_error": 0.0, "hinge_loss_v2": 8.48381894703909e-05, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 8.055723889567775, "classification_error": 0.0, "hinge_loss_v2": 8.188767967811145e-05, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 8.207193195476407, "classification_error": 0.0, "hinge_loss_v2": 7.908513118049556e-05, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 8.353634346427135, "classification_error": 0.0, "hinge_loss_v2": 7.643140241455363e-05, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 8.495173948277678, "classification_error": 0.0, "hinge_loss_v2": 7.403367820711605e-05, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 8.632357722641947, "classification_error": 0.0, "hinge_loss_v2": 7.18732284812049e-05, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3039, "cumulative_learning_time_seconds": 8.765623194615142, "classification_error": 0.0, "hinge_loss_v2": 6.996086056445776e-05, "margin_success_fraction": 0.125 }, { "epoch": 390, "local_updates": 3109, "cumulative_learning_time_seconds": 8.89546631986651, "classification_error": 0.0, "hinge_loss_v2": 6.816649357659286e-05, "margin_success_fraction": 0.125 }, { "epoch": 400, "local_updates": 3179, "cumulative_learning_time_seconds": 9.022438269389164, "classification_error": 0.0, "hinge_loss_v2": 6.686402085007888e-05, "margin_success_fraction": 0.125 }, { "epoch": 410, "local_updates": 3249, "cumulative_learning_time_seconds": 9.146995816637235, "classification_error": 0.0, "hinge_loss_v2": 6.563805246538792e-05, "margin_success_fraction": 0.125 }, { "epoch": 420, "local_updates": 3319, "cumulative_learning_time_seconds": 9.269184874176633, "classification_error": 0.0, "hinge_loss_v2": 6.44722522718923e-05, "margin_success_fraction": 0.125 }, { "epoch": 430, "local_updates": 3389, "cumulative_learning_time_seconds": 9.389048274996552, "classification_error": 0.0, "hinge_loss_v2": 6.336142345649986e-05, "margin_success_fraction": 0.125 }, { "epoch": 440, "local_updates": 3459, "cumulative_learning_time_seconds": 9.5066265406633, "classification_error": 0.0, "hinge_loss_v2": 6.230159719639733e-05, "margin_success_fraction": 0.125 }, { "epoch": 450, "local_updates": 3521, "cumulative_learning_time_seconds": 9.622128093423523, "classification_error": 0.0, "hinge_loss_v2": 6.128366963793457e-05, "margin_success_fraction": 0.25 }, { "epoch": 460, "local_updates": 3581, "cumulative_learning_time_seconds": 9.735885012991474, "classification_error": 0.0, "hinge_loss_v2": 6.029362713530569e-05, "margin_success_fraction": 0.25 }, { "epoch": 470, "local_updates": 3641, "cumulative_learning_time_seconds": 9.847907584702723, "classification_error": 0.0, "hinge_loss_v2": 5.9330907434118586e-05, "margin_success_fraction": 0.25 }, { "epoch": 480, "local_updates": 3701, "cumulative_learning_time_seconds": 9.958199875973378, "classification_error": 0.0, "hinge_loss_v2": 5.83954005334808e-05, "margin_success_fraction": 0.25 }, { "epoch": 490, "local_updates": 3761, "cumulative_learning_time_seconds": 10.066766423501935, "classification_error": 0.0, "hinge_loss_v2": 5.7487000258216876e-05, "margin_success_fraction": 0.25 }, { "epoch": 500, "local_updates": 3821, "cumulative_learning_time_seconds": 10.17361221629262, "classification_error": 0.0, "hinge_loss_v2": 5.660559993799289e-05, "margin_success_fraction": 0.25 }, { "epoch": 510, "local_updates": 3875, "cumulative_learning_time_seconds": 10.278837957058814, "classification_error": 0.0, "hinge_loss_v2": 5.574677397504454e-05, "margin_success_fraction": 0.375 }, { "epoch": 520, "local_updates": 3925, "cumulative_learning_time_seconds": 10.382782370830338, "classification_error": 0.0, "hinge_loss_v2": 5.490005083388999e-05, "margin_success_fraction": 0.375 }, { "epoch": 530, "local_updates": 3975, "cumulative_learning_time_seconds": 10.485476326332403, "classification_error": 0.0, "hinge_loss_v2": 5.406390290722914e-05, "margin_success_fraction": 0.375 }, { "epoch": 540, "local_updates": 4025, "cumulative_learning_time_seconds": 10.586920971310409, "classification_error": 0.0, "hinge_loss_v2": 5.3237492975940606e-05, "margin_success_fraction": 0.375 }, { "epoch": 550, "local_updates": 4075, "cumulative_learning_time_seconds": 10.687115712641663, "classification_error": 0.0, "hinge_loss_v2": 5.242016776725339e-05, "margin_success_fraction": 0.375 }, { "epoch": 560, "local_updates": 4116, "cumulative_learning_time_seconds": 10.786248728297588, "classification_error": 0.0, "hinge_loss_v2": 5.1605118270188054e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 4156, "cumulative_learning_time_seconds": 10.884564271289907, "classification_error": 0.0, "hinge_loss_v2": 5.078221431144024e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 4196, "cumulative_learning_time_seconds": 10.982049499263198, "classification_error": 0.0, "hinge_loss_v2": 4.996787207086717e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 4236, "cumulative_learning_time_seconds": 11.078789530447615, "classification_error": 0.0, "hinge_loss_v2": 4.924290841696043e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 4276, "cumulative_learning_time_seconds": 11.174836717420039, "classification_error": 0.0, "hinge_loss_v2": 4.851457946080507e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 15.594536293298006 } } }, { "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": 3.4990130927648784e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.011503168046845202, -0.02429763853570649, -0.02253148180440706, -0.007239288512865566, 0.012620981907163764, 0.02541545239602494, 0.023649295664725567, 0.008357102373184155 ], "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": 81920, "restricted_learning_time_to_stable_zero_seconds": 0.6260967809522561, "classification_error_auc": 0.008333333333333333, "local_updates": 3766, "local_edge_updates": 1928192, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 9.298199313005881, "clipped_updates": 3661, "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": 0.336420753168674, "classification_error": 0.25, "hinge_loss_v2": 0.00024008647930695516, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6260967809522561, "classification_error": 0.0, "hinge_loss_v2": 0.0002573249649162944, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 0.9415409413242803, "classification_error": 0.0, "hinge_loss_v2": 0.00024197377062907063, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.2471860973627529, "classification_error": 0.0, "hinge_loss_v2": 0.00022769966815798084, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.5432530306541983, "classification_error": 0.0, "hinge_loss_v2": 0.00021436772425543173, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 1.829938037813843, "classification_error": 0.0, "hinge_loss_v2": 0.00020187330093921033, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.1074169810601986, "classification_error": 0.0, "hinge_loss_v2": 0.00019013428916918242, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.375848552923614, "classification_error": 0.0, "hinge_loss_v2": 0.00017908539077915572, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.635376886874122, "classification_error": 0.0, "hinge_loss_v2": 0.00016867387468842555, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 2.886133608582917, "classification_error": 0.0, "hinge_loss_v2": 0.00015885640749646607, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.1282393959200543, "classification_error": 0.0, "hinge_loss_v2": 0.000149596676846641, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.361805096726707, "classification_error": 0.0, "hinge_loss_v2": 0.00014086360789140957, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 3.5869324401743277, "classification_error": 0.0, "hinge_loss_v2": 0.00013263003098716426, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 3.8037143693389774, "classification_error": 0.0, "hinge_loss_v2": 0.00012487170024906742, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.012235019497159, "classification_error": 0.0, "hinge_loss_v2": 0.00011756659301263457, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 4.212569369489523, "classification_error": 0.0, "hinge_loss_v2": 0.00011069444310234566, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 4.405222219101633, "classification_error": 0.0, "hinge_loss_v2": 0.00010538015195661144, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 4.591888898625073, "classification_error": 0.0, "hinge_loss_v2": 0.00010100278230903963, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 4.772813331745535, "classification_error": 0.0, "hinge_loss_v2": 9.687735690364706e-05, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 4.948093288983478, "classification_error": 0.0, "hinge_loss_v2": 9.29972498490481e-05, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 5.117831010358617, "classification_error": 0.0, "hinge_loss_v2": 8.935555273468638e-05, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 5.282133299169155, "classification_error": 0.0, "hinge_loss_v2": 8.594503295452959e-05, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 5.4411115430843475, "classification_error": 0.0, "hinge_loss_v2": 8.275811694243757e-05, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 5.594881668772101, "classification_error": 0.0, "hinge_loss_v2": 7.978689377507482e-05, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 5.743564036227314, "classification_error": 0.0, "hinge_loss_v2": 7.702313517977875e-05, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 5.8872832788464455, "classification_error": 0.0, "hinge_loss_v2": 7.445832843510067e-05, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 6.026168095084511, "classification_error": 0.0, "hinge_loss_v2": 7.208371902721225e-05, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 6.160350997220653, "classification_error": 0.0, "hinge_loss_v2": 6.9890360264579e-05, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2313, "cumulative_learning_time_seconds": 6.290140927383611, "classification_error": 0.0, "hinge_loss_v2": 6.78579200022831e-05, "margin_success_fraction": 0.125 }, { "epoch": 300, "local_updates": 2383, "cumulative_learning_time_seconds": 6.416173163509406, "classification_error": 0.0, "hinge_loss_v2": 6.595204337292876e-05, "margin_success_fraction": 0.125 }, { "epoch": 310, "local_updates": 2453, "cumulative_learning_time_seconds": 6.53855302890146, "classification_error": 0.0, "hinge_loss_v2": 6.416623078599525e-05, "margin_success_fraction": 0.125 }, { "epoch": 320, "local_updates": 2523, "cumulative_learning_time_seconds": 6.657349004871706, "classification_error": 0.0, "hinge_loss_v2": 6.249578838179987e-05, "margin_success_fraction": 0.125 }, { "epoch": 330, "local_updates": 2591, "cumulative_learning_time_seconds": 6.77264544892965, "classification_error": 0.0, "hinge_loss_v2": 6.0935674961324704e-05, "margin_success_fraction": 0.25 }, { "epoch": 340, "local_updates": 2651, "cumulative_learning_time_seconds": 6.884978685376835, "classification_error": 0.0, "hinge_loss_v2": 5.945554224747806e-05, "margin_success_fraction": 0.25 }, { "epoch": 350, "local_updates": 2711, "cumulative_learning_time_seconds": 6.994605451368088, "classification_error": 0.0, "hinge_loss_v2": 5.804062664959808e-05, "margin_success_fraction": 0.25 }, { "epoch": 360, "local_updates": 2763, "cumulative_learning_time_seconds": 7.101765512428155, "classification_error": 0.0, "hinge_loss_v2": 5.667732834117934e-05, "margin_success_fraction": 0.375 }, { "epoch": 370, "local_updates": 2813, "cumulative_learning_time_seconds": 7.206960459958967, "classification_error": 0.0, "hinge_loss_v2": 5.5340865670902795e-05, "margin_success_fraction": 0.375 }, { "epoch": 380, "local_updates": 2863, "cumulative_learning_time_seconds": 7.310201467644645, "classification_error": 0.0, "hinge_loss_v2": 5.402967974715058e-05, "margin_success_fraction": 0.375 }, { "epoch": 390, "local_updates": 2913, "cumulative_learning_time_seconds": 7.411479148396241, "classification_error": 0.0, "hinge_loss_v2": 5.274310135005119e-05, "margin_success_fraction": 0.375 }, { "epoch": 400, "local_updates": 2963, "cumulative_learning_time_seconds": 7.51080389976237, "classification_error": 0.0, "hinge_loss_v2": 5.157209127339913e-05, "margin_success_fraction": 0.375 }, { "epoch": 410, "local_updates": 3006, "cumulative_learning_time_seconds": 7.608617824416213, "classification_error": 0.0, "hinge_loss_v2": 5.059942742392362e-05, "margin_success_fraction": 0.5 }, { "epoch": 420, "local_updates": 3046, "cumulative_learning_time_seconds": 7.705383117226776, "classification_error": 0.0, "hinge_loss_v2": 4.96206548212633e-05, "margin_success_fraction": 0.5 }, { "epoch": 430, "local_updates": 3086, "cumulative_learning_time_seconds": 7.801102733215334, "classification_error": 0.0, "hinge_loss_v2": 4.863402854640039e-05, "margin_success_fraction": 0.5 }, { "epoch": 440, "local_updates": 3126, "cumulative_learning_time_seconds": 7.895824012547292, "classification_error": 0.0, "hinge_loss_v2": 4.773615183467591e-05, "margin_success_fraction": 0.5 }, { "epoch": 450, "local_updates": 3166, "cumulative_learning_time_seconds": 7.989652510971168, "classification_error": 0.0, "hinge_loss_v2": 4.6849346281677234e-05, "margin_success_fraction": 0.5 }, { "epoch": 460, "local_updates": 3206, "cumulative_learning_time_seconds": 8.0825765404957, "classification_error": 0.0, "hinge_loss_v2": 4.596738053441521e-05, "margin_success_fraction": 0.5 }, { "epoch": 470, "local_updates": 3246, "cumulative_learning_time_seconds": 8.174666111768914, "classification_error": 0.0, "hinge_loss_v2": 4.516015320803445e-05, "margin_success_fraction": 0.5 }, { "epoch": 480, "local_updates": 3286, "cumulative_learning_time_seconds": 8.265979322449814, "classification_error": 0.0, "hinge_loss_v2": 4.435812189731867e-05, "margin_success_fraction": 0.5 }, { "epoch": 490, "local_updates": 3326, "cumulative_learning_time_seconds": 8.35650791241504, "classification_error": 0.0, "hinge_loss_v2": 4.3560647957625485e-05, "margin_success_fraction": 0.5 }, { "epoch": 500, "local_updates": 3366, "cumulative_learning_time_seconds": 8.446243693465682, "classification_error": 0.0, "hinge_loss_v2": 4.276720772244618e-05, "margin_success_fraction": 0.5 }, { "epoch": 510, "local_updates": 3406, "cumulative_learning_time_seconds": 8.535178524511315, "classification_error": 0.0, "hinge_loss_v2": 4.1977372555769195e-05, "margin_success_fraction": 0.5 }, { "epoch": 520, "local_updates": 3446, "cumulative_learning_time_seconds": 8.623304287621815, "classification_error": 0.0, "hinge_loss_v2": 4.119079226208642e-05, "margin_success_fraction": 0.5 }, { "epoch": 530, "local_updates": 3486, "cumulative_learning_time_seconds": 8.710612864754324, "classification_error": 0.0, "hinge_loss_v2": 4.040718129209822e-05, "margin_success_fraction": 0.5 }, { "epoch": 540, "local_updates": 3526, "cumulative_learning_time_seconds": 8.79709611496863, "classification_error": 0.0, "hinge_loss_v2": 3.962630727466519e-05, "margin_success_fraction": 0.5 }, { "epoch": 550, "local_updates": 3566, "cumulative_learning_time_seconds": 8.882745851948425, "classification_error": 0.0, "hinge_loss_v2": 3.8847981482908716e-05, "margin_success_fraction": 0.5 }, { "epoch": 560, "local_updates": 3606, "cumulative_learning_time_seconds": 8.967553821647584, "classification_error": 0.0, "hinge_loss_v2": 3.807205090712126e-05, "margin_success_fraction": 0.5 }, { "epoch": 570, "local_updates": 3646, "cumulative_learning_time_seconds": 9.051511679880326, "classification_error": 0.0, "hinge_loss_v2": 3.729839166140533e-05, "margin_success_fraction": 0.5 }, { "epoch": 580, "local_updates": 3686, "cumulative_learning_time_seconds": 9.134610969671927, "classification_error": 0.0, "hinge_loss_v2": 3.6526903496373605e-05, "margin_success_fraction": 0.5 }, { "epoch": 590, "local_updates": 3726, "cumulative_learning_time_seconds": 9.216843098182006, "classification_error": 0.0, "hinge_loss_v2": 3.575750522837537e-05, "margin_success_fraction": 0.5 }, { "epoch": 600, "local_updates": 3766, "cumulative_learning_time_seconds": 9.298199313005881, "classification_error": 0.0, "hinge_loss_v2": 3.4990130927648784e-05, "margin_success_fraction": 0.5 } ], "status": "completed", "wall_seconds": 14.283840335905552 } } }, { "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": 0.125, "hinge_loss_v2": 0.0003012379824857055, "margin_success_fraction": 0.0, "outputs_v": [ -8.891671914706967e-05, -0.0005483937988703391, -0.00043487913909429077, 0.00018513191201249835, 0.0009484452895327233, 0.0014079223692559928, 0.0012944077094799167, 0.0006743966583732108 ], "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": 21.216627187479794, "classification_error_auc": 0.40520833333333334, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 21.216627187479794, "clipped_updates": 4667, "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": 0.36017162491322113, "classification_error": 0.5, "hinge_loss_v2": 0.00032259335416667313, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.719550227065813, "classification_error": 0.125, "hinge_loss_v2": 0.0003226605779073151, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0788571397390672, "classification_error": 0.25, "hinge_loss_v2": 0.0003223405460413416, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4379856591415443, "classification_error": 0.25, "hinge_loss_v2": 0.0003220206683161785, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.796935251643534, "classification_error": 0.375, "hinge_loss_v2": 0.00032170074515187853, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1557053351361115, "classification_error": 0.375, "hinge_loss_v2": 0.00032138059093834856, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.5142952779249423, "classification_error": 0.375, "hinge_loss_v2": 0.000321060031996067, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.8727043973985382, "classification_error": 0.5, "hinge_loss_v2": 0.00032073890470681163, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.23093195845153, "classification_error": 0.5, "hinge_loss_v2": 0.00032041705379013725, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.588977171640358, "classification_error": 0.5, "hinge_loss_v2": 0.00032009433070305266, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.946839191044915, "classification_error": 0.5, "hinge_loss_v2": 0.0003197705921417543, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.30451711180548, "classification_error": 0.5, "hinge_loss_v2": 0.0003194456986253435, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.662009967299038, "classification_error": 0.5, "hinge_loss_v2": 0.00031911951314223295, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 5.019316725913154, "classification_error": 0.5, "hinge_loss_v2": 0.00031879189984042864, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.376436287368549, "classification_error": 0.5, "hinge_loss_v2": 0.0003184627227428979, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.73336747853312, "classification_error": 0.5, "hinge_loss_v2": 0.0003181318444691561, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 6.090109048660148, "classification_error": 0.5, "hinge_loss_v2": 0.0003177991249434258, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.446659663971701, "classification_error": 0.5, "hinge_loss_v2": 0.000317464420068777, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.803017901493744, "classification_error": 0.5, "hinge_loss_v2": 0.0003171275803451306, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.159182242032405, "classification_error": 0.5, "hinge_loss_v2": 0.00031678844940683724, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.515151062159764, "classification_error": 0.5, "hinge_loss_v2": 0.00031644686245288587, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.870922625052173, "classification_error": 0.5, "hinge_loss_v2": 0.00031610264453921623, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.226495069992676, "classification_error": 0.5, "hinge_loss_v2": 0.00031575560869813945, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.581866400310659, "classification_error": 0.375, "hinge_loss_v2": 0.0003154055538443499, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.937034469483988, "classification_error": 0.375, "hinge_loss_v2": 0.0003150522624199314, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.291996965069092, "classification_error": 0.375, "hinge_loss_v2": 0.00031469549772226025, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.646751390049507, "classification_error": 0.375, "hinge_loss_v2": 0.0003143350008479761, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 10.001295041098427, "classification_error": 0.375, "hinge_loss_v2": 0.00031397048717307196, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.355624983129621, "classification_error": 0.375, "hinge_loss_v2": 0.0003136016422731249, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.709738019355623, "classification_error": 0.375, "hinge_loss_v2": 0.00031322811716793814, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 11.063630655870183, "classification_error": 0.375, "hinge_loss_v2": 0.0003128495227511232, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.417299059508347, "classification_error": 0.375, "hinge_loss_v2": 0.0003124654232366126, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.770739007388762, "classification_error": 0.375, "hinge_loss_v2": 0.0003120753284205955, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 12.123945826077668, "classification_error": 0.375, "hinge_loss_v2": 0.0003116786845194068, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.476914317685727, "classification_error": 0.375, "hinge_loss_v2": 0.00031127486330333816, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.829638669350414, "classification_error": 0.375, "hinge_loss_v2": 0.0003108631492085274, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 13.182112341367134, "classification_error": 0.5, "hinge_loss_v2": 0.0003104427240857412, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 13.534327927560874, "classification_error": 0.5, "hinge_loss_v2": 0.00031001264926101856, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.88627697910336, "classification_error": 0.5, "hinge_loss_v2": 0.0003095718446899416, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 14.237949779512592, "classification_error": 0.5, "hinge_loss_v2": 0.000309119065289948, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 14.589335053434539, "classification_error": 0.5, "hinge_loss_v2": 0.00030865287524760245, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.940419584033284, "classification_error": 0.5, "hinge_loss_v2": 0.0003081716226653968, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 15.291187701770298, "classification_error": 0.5, "hinge_loss_v2": 0.00030767342027578765, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 15.641620588184534, "classification_error": 0.5, "hinge_loss_v2": 0.0003071561451505368, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 15.991695306849484, "classification_error": 0.5, "hinge_loss_v2": 0.00030661748595545206, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 16.34138342034276, "classification_error": 0.5, "hinge_loss_v2": 0.0003060551010614249, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 16.690759208917854, "classification_error": 0.5, "hinge_loss_v2": 0.00030560871069798643, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 17.039951461668732, "classification_error": 0.5, "hinge_loss_v2": 0.00030518879482751584, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 17.38895536334851, "classification_error": 0.5, "hinge_loss_v2": 0.0003047697264715808, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 17.73776552929512, "classification_error": 0.375, "hinge_loss_v2": 0.0003043488888930825, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 18.08637564942108, "classification_error": 0.25, "hinge_loss_v2": 0.0003039232427074638, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 18.4347780851921, "classification_error": 0.25, "hinge_loss_v2": 0.0003034890293580737, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 18.782963247839703, "classification_error": 0.25, "hinge_loss_v2": 0.0003030412925692067, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 19.130947885134784, "classification_error": 0.25, "hinge_loss_v2": 0.0003026957906884038, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 19.478812424558495, "classification_error": 0.25, "hinge_loss_v2": 0.00030243096450135456, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 19.826570261521795, "classification_error": 0.25, "hinge_loss_v2": 0.0003021837901881588, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 20.174232208012032, "classification_error": 0.25, "hinge_loss_v2": 0.00030195796023971315, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 20.521812476917116, "classification_error": 0.125, "hinge_loss_v2": 0.00030175886099478844, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 20.869329939029686, "classification_error": 0.125, "hinge_loss_v2": 0.000301594432425098, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 21.216627187479794, "classification_error": 0.125, "hinge_loss_v2": 0.0003012379824857055, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 39.19947765767574 } } }, { "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": 0.00023825002130287105, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008707254497488659, -0.002778193787982497, -0.0023665155065239196, 0.00012315384068312119, 0.0032323997158691664, 0.005139868054102825, 0.004728189772644276, 0.0022385204254372626 ], "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": 20.076291737251317, "classification_error_auc": 0.134375, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 20.076291737251317, "clipped_updates": 4668, "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": 0.35929237472308234, "classification_error": 0.5, "hinge_loss_v2": 0.0003187984303634975, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.715265715495042, "classification_error": 0.125, "hinge_loss_v2": 0.00031885629697569264, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0721868066989018, "classification_error": 0.125, "hinge_loss_v2": 0.0003175989435171038, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4283995068923512, "classification_error": 0.125, "hinge_loss_v2": 0.0003163459425566431, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.783902688462748, "classification_error": 0.125, "hinge_loss_v2": 0.00031509645033602493, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1386949788672704, "classification_error": 0.125, "hinge_loss_v2": 0.00031384968050427136, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4927747573553716, "classification_error": 0.125, "hinge_loss_v2": 0.0003126048961473639, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.846140150694445, "classification_error": 0.125, "hinge_loss_v2": 0.00031136140250655626, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.1987890278243616, "classification_error": 0.125, "hinge_loss_v2": 0.0003101185402868146, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.550718993351739, "classification_error": 0.125, "hinge_loss_v2": 0.00030887567946441633, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.901927379777933, "classification_error": 0.125, "hinge_loss_v2": 0.0003076322135086543, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.252411238334876, "classification_error": 0.125, "hinge_loss_v2": 0.0003063875539372705, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.602167328279782, "classification_error": 0.125, "hinge_loss_v2": 0.00030514112512834924, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.951192104472344, "classification_error": 0.125, "hinge_loss_v2": 0.0003038923593131513, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.2994817030255135, "classification_error": 0.125, "hinge_loss_v2": 0.0003026406916745964, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.647031924782199, "classification_error": 0.125, "hinge_loss_v2": 0.0003013855554746672, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.9938382163234305, "classification_error": 0.125, "hinge_loss_v2": 0.0003001263771307632, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.339895648157009, "classification_error": 0.125, "hinge_loss_v2": 0.0002988625711557618, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.685198889666991, "classification_error": 0.125, "hinge_loss_v2": 0.00029759353486877554, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.029742180320091, "classification_error": 0.125, "hinge_loss_v2": 0.0002963186427729394, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.373519296521418, "classification_error": 0.125, "hinge_loss_v2": 0.0002950372404825207, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.7165235133833585, "classification_error": 0.125, "hinge_loss_v2": 0.00029374863806307447, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.058747560510911, "classification_error": 0.125, "hinge_loss_v2": 0.0002924521026246816, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.40018357070494, "classification_error": 0.125, "hinge_loss_v2": 0.00029114684997760706, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.74082302022931, "classification_error": 0.125, "hinge_loss_v2": 0.0002898320351206973, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.080656658961562, "classification_error": 0.125, "hinge_loss_v2": 0.00028850674128270027, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.419674428326987, "classification_error": 0.125, "hinge_loss_v2": 0.00028716996717258626, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.757865364370511, "classification_error": 0.125, "hinge_loss_v2": 0.0002858206120128148, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.095217482606127, "classification_error": 0.125, "hinge_loss_v2": 0.00028445745782380676, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.4317176403368, "classification_error": 0.125, "hinge_loss_v2": 0.00028307914829222105, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.767351370870355, "classification_error": 0.125, "hinge_loss_v2": 0.0002816841633807955, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.10210268233985, "classification_error": 0.125, "hinge_loss_v2": 0.000280270788613299, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.435953811481182, "classification_error": 0.125, "hinge_loss_v2": 0.0002788370776813707, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.768884919443787, "classification_error": 0.125, "hinge_loss_v2": 0.00027738080665800393, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.100873712082638, "classification_error": 0.125, "hinge_loss_v2": 0.00027589941765521073, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.431894960536924, "classification_error": 0.125, "hinge_loss_v2": 0.00027438994923547185, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.76191988819123, "classification_error": 0.125, "hinge_loss_v2": 0.0002728489503213913, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 13.09091537563775, "classification_error": 0.125, "hinge_loss_v2": 0.0002712723738883772, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.418842913192462, "classification_error": 0.125, "hinge_loss_v2": 0.0002696554467545932, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 13.745657196049606, "classification_error": 0.125, "hinge_loss_v2": 0.00026799251326417134, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 14.07130420182181, "classification_error": 0.125, "hinge_loss_v2": 0.00026627685596760547, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.395718498582845, "classification_error": 0.125, "hinge_loss_v2": 0.000264500511425142, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 14.719015914206569, "classification_error": 0.125, "hinge_loss_v2": 0.0002630172424147335, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 15.041473598590718, "classification_error": 0.125, "hinge_loss_v2": 0.0002615964163507863, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 15.363086143464061, "classification_error": 0.125, "hinge_loss_v2": 0.00026016325917611405, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 15.683833927149927, "classification_error": 0.125, "hinge_loss_v2": 0.00025871433095045254, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 16.00369541392839, "classification_error": 0.125, "hinge_loss_v2": 0.00025724579224138883, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 16.32264660428803, "classification_error": 0.125, "hinge_loss_v2": 0.0002557532163935826, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 16.640660306106582, "classification_error": 0.125, "hinge_loss_v2": 0.00025423132819649987, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 16.95770522905639, "classification_error": 0.125, "hinge_loss_v2": 0.0002526736245719042, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 17.27374470958993, "classification_error": 0.125, "hinge_loss_v2": 0.0002510718012698866, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 17.588751330768797, "classification_error": 0.125, "hinge_loss_v2": 0.0002495047990276479, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 17.902845539263225, "classification_error": 0.125, "hinge_loss_v2": 0.00024814248881489115, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 18.21607122891459, "classification_error": 0.125, "hinge_loss_v2": 0.00024677244195770007, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 18.52841334212874, "classification_error": 0.125, "hinge_loss_v2": 0.0002453903101799704, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 18.83985625918566, "classification_error": 0.125, "hinge_loss_v2": 0.0002439947963432956, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 19.15038352638146, "classification_error": 0.125, "hinge_loss_v2": 0.0002425845364346032, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 19.459977737723847, "classification_error": 0.125, "hinge_loss_v2": 0.0002411580721088051, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 19.76862039463041, "classification_error": 0.125, "hinge_loss_v2": 0.0002397138179721177, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 20.076291737251317, "classification_error": 0.125, "hinge_loss_v2": 0.00023825002130287105, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 38.810040570795536 } } }, { "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": 0.0, "hinge_loss_v2": 0.00016623256155199492, "margin_success_fraction": 0.0, "outputs_v": [ -0.002670429932797702, -0.006563328570661636, -0.005719146706156808, -0.0006323946264008562, 0.0057171772887148475, 0.00961007592657881, 0.008765894062074009, 0.0036791419823180016 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 460, "restricted_updates_to_stable_zero_error": 3680, "restricted_edge_updates_to_stable_zero_error": 4239360, "restricted_learning_time_to_stable_zero_seconds": 14.645117809589033, "classification_error_auc": 0.1, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 18.347568744090356, "clipped_updates": 4671, "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": 0.35744683510693925, "classification_error": 0.5, "hinge_loss_v2": 0.0003117969745080508, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7064447611103372, "classification_error": 0.0, "hinge_loss_v2": 0.0003125600301732734, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0593875929155772, "classification_error": 0.0, "hinge_loss_v2": 0.0003098041730651473, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4107573642985651, "classification_error": 0.125, "hinge_loss_v2": 0.00030707265536761383, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7605552783420968, "classification_error": 0.125, "hinge_loss_v2": 0.0003043631833785883, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1087818114843504, "classification_error": 0.125, "hinge_loss_v2": 0.00030167363152371377, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.45543671574516, "classification_error": 0.125, "hinge_loss_v2": 0.00029900202189130684, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.8005190180554176, "classification_error": 0.125, "hinge_loss_v2": 0.00029634650569981217, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.144027016578458, "classification_error": 0.125, "hinge_loss_v2": 0.00029370534643555316, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.4859582738724737, "classification_error": 0.125, "hinge_loss_v2": 0.00029107690442370176, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.826309606698974, "classification_error": 0.125, "hinge_loss_v2": 0.00028845962261608165, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.165077072232489, "classification_error": 0.125, "hinge_loss_v2": 0.0002858520133964057, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.502255950369904, "classification_error": 0.125, "hinge_loss_v2": 0.0002832526462167208, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.837840721771958, "classification_error": 0.125, "hinge_loss_v2": 0.00028066013588868503, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.171825041192164, "classification_error": 0.125, "hinge_loss_v2": 0.0002780731313594413, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.504201705557388, "classification_error": 0.125, "hinge_loss_v2": 0.00027549030480480887, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.834962616155019, "classification_error": 0.125, "hinge_loss_v2": 0.0002729103408713998, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.164098734150694, "classification_error": 0.125, "hinge_loss_v2": 0.00027033192589425613, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.4916000285009945, "classification_error": 0.125, "hinge_loss_v2": 0.00026775373690703623, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.817455415130518, "classification_error": 0.125, "hinge_loss_v2": 0.00026517443024685346, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.141652686002049, "classification_error": 0.125, "hinge_loss_v2": 0.0002625926295346723, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.464178426409513, "classification_error": 0.125, "hinge_loss_v2": 0.00026000691278344905, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.785017918448467, "classification_error": 0.125, "hinge_loss_v2": 0.0002574157983481518, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.104155028145213, "classification_error": 0.125, "hinge_loss_v2": 0.00025481772938216855, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.421572073122189, "classification_error": 0.125, "hinge_loss_v2": 0.00025221105640043756, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 8.737249666901134, "classification_error": 0.125, "hinge_loss_v2": 0.00024959401746704865, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.051166534938496, "classification_error": 0.125, "hinge_loss_v2": 0.00024696471541905317, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.3632992961667, "classification_error": 0.125, "hinge_loss_v2": 0.00024432109140235957, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 9.673622202065824, "classification_error": 0.125, "hinge_loss_v2": 0.00024166089382182898, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 9.982106822944584, "classification_error": 0.125, "hinge_loss_v2": 0.00023898164158610646, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.288721667928664, "classification_error": 0.125, "hinge_loss_v2": 0.000236280580246922, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 10.593431720780723, "classification_error": 0.125, "hinge_loss_v2": 0.00023355462928090442, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 10.89619786757841, "classification_error": 0.125, "hinge_loss_v2": 0.00023080031833074558, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.19697618364143, "classification_error": 0.125, "hinge_loss_v2": 0.00022801370971603396, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 11.495717034664256, "classification_error": 0.125, "hinge_loss_v2": 0.00022519030397891604, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 11.792363928774432, "classification_error": 0.125, "hinge_loss_v2": 0.00022232492476435576, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.086852028946831, "classification_error": 0.125, "hinge_loss_v2": 0.0002194115792582936, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 12.379106193454277, "classification_error": 0.125, "hinge_loss_v2": 0.00021644329147190404, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 12.669038346574762, "classification_error": 0.125, "hinge_loss_v2": 0.00021341190965733274, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 12.956597359446087, "classification_error": 0.125, "hinge_loss_v2": 0.00021047234029331687, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 13.242115908235098, "classification_error": 0.125, "hinge_loss_v2": 0.0002078676396983487, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 13.525836871479035, "classification_error": 0.125, "hinge_loss_v2": 0.00020542395125766432, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 13.807973146571632, "classification_error": 0.125, "hinge_loss_v2": 0.00020331471782850496, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 14.088587453102356, "classification_error": 0.125, "hinge_loss_v2": 0.00020118985781384337, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 14.367647370230916, "classification_error": 0.125, "hinge_loss_v2": 0.00019904619623819532, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 14.645117809589033, "classification_error": 0.0, "hinge_loss_v2": 0.00019688021600486064, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 14.920960466272128, "classification_error": 0.0, "hinge_loss_v2": 0.00019468792391413213, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 15.195133113208696, "classification_error": 0.0, "hinge_loss_v2": 0.00019246467322115758, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 15.467588676416018, "classification_error": 0.0, "hinge_loss_v2": 0.00019020492077091082, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 15.738273996002095, "classification_error": 0.0, "hinge_loss_v2": 0.00018790188329606433, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 16.00712812323068, "classification_error": 0.0, "hinge_loss_v2": 0.00018554703351500532, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 16.274181611875587, "classification_error": 0.0, "hinge_loss_v2": 0.00018338310430875073, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 16.539520411676754, "classification_error": 0.0, "hinge_loss_v2": 0.000181221852732617, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 16.803104253538326, "classification_error": 0.0, "hinge_loss_v2": 0.00017905699231782847, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 17.064966062300055, "classification_error": 0.0, "hinge_loss_v2": 0.00017696855042465608, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 17.32509963872147, "classification_error": 0.0, "hinge_loss_v2": 0.00017486353160589218, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 17.583468246844216, "classification_error": 0.0, "hinge_loss_v2": 0.00017273992116203227, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 17.840032176961667, "classification_error": 0.0, "hinge_loss_v2": 0.0001705954171785062, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 18.094748178792646, "classification_error": 0.0, "hinge_loss_v2": 0.00016842734738980284, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 18.347568744090356, "classification_error": 0.0, "hinge_loss_v2": 0.00016623256155199492, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 38.99590856209397 } } }, { "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": 0.0, "hinge_loss_v2": 0.00010786218612470247, "margin_success_fraction": 0.0, "outputs_v": [ -0.004896938997228095, -0.01099208238786617, -0.009782308740134749, -0.001976287049473391, 0.00785332104590708, 0.013948464436545266, 0.0127386907888139, 0.004932669098152431 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 230, "restricted_updates_to_stable_zero_error": 1840, "restricted_edge_updates_to_stable_zero_error": 2119680, "restricted_learning_time_to_stable_zero_seconds": 7.42111012057851, "classification_error_auc": 0.04583333333333333, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 16.31885641496833, "clipped_updates": 4673, "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": 0.35515428226292134, "classification_error": 0.25, "hinge_loss_v2": 0.000302846739385915, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6942373936009383, "classification_error": 0.0, "hinge_loss_v2": 0.00030404206615504864, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0417252606912741, "classification_error": 0.0, "hinge_loss_v2": 0.0002993232979412435, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3864713396443882, "classification_error": 0.0, "hinge_loss_v2": 0.00029468177641319316, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7284869356679742, "classification_error": 0.125, "hinge_loss_v2": 0.00029011220649894894, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.0677816756607905, "classification_error": 0.125, "hinge_loss_v2": 0.0002856097343872148, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4043635513754475, "classification_error": 0.125, "hinge_loss_v2": 0.0002811698985495491, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.7382389542591103, "classification_error": 0.125, "hinge_loss_v2": 0.0002767885858113197, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.0694127020634636, "classification_error": 0.125, "hinge_loss_v2": 0.00027246199178830534, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.39788805719803, "classification_error": 0.125, "hinge_loss_v2": 0.00026818658508848234, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.7236667366820004, "classification_error": 0.125, "hinge_loss_v2": 0.0002639590747474765, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.046748913426293, "classification_error": 0.125, "hinge_loss_v2": 0.00025977638042378403, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.367133208445764, "classification_error": 0.125, "hinge_loss_v2": 0.0002556356049273873, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.684816673457949, "classification_error": 0.125, "hinge_loss_v2": 0.00025153400869424994, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.999794763164719, "classification_error": 0.125, "hinge_loss_v2": 0.0002474689858500774, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.312061296332131, "classification_error": 0.125, "hinge_loss_v2": 0.0002434380415306382, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.621608404575265, "classification_error": 0.125, "hinge_loss_v2": 0.00023943877014305504, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.9284264675119385, "classification_error": 0.125, "hinge_loss_v2": 0.00023546883426348543, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.232504032662733, "classification_error": 0.125, "hinge_loss_v2": 0.00023152594387124462, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.533827718133847, "classification_error": 0.125, "hinge_loss_v2": 0.00022760783561818595, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.832382095709788, "classification_error": 0.125, "hinge_loss_v2": 0.00022371225182462483, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.128149551487423, "classification_error": 0.125, "hinge_loss_v2": 0.00021983691887917948, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.42111012057851, "classification_error": 0.0, "hinge_loss_v2": 0.000215979524699591, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.71124129166576, "classification_error": 0.0, "hinge_loss_v2": 0.0002121376948843606, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 7.998517776280226, "classification_error": 0.0, "hinge_loss_v2": 0.00020830896715133356, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 8.282911236525752, "classification_error": 0.0, "hinge_loss_v2": 0.00020449076361921044, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.564389963545073, "classification_error": 0.0, "hinge_loss_v2": 0.00020068036044279506, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 8.84291849721603, "classification_error": 0.0, "hinge_loss_v2": 0.00019687485426522967, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 9.118457175270414, "classification_error": 0.0, "hinge_loss_v2": 0.00019307112490554772, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 9.390961597087069, "classification_error": 0.0, "hinge_loss_v2": 0.00018926579366728373, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 9.660381983615336, "classification_error": 0.0, "hinge_loss_v2": 0.00018545517665035337, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 9.926662409944079, "classification_error": 0.0, "hinge_loss_v2": 0.00018163523250373716, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 10.189973592598976, "classification_error": 0.0, "hinge_loss_v2": 0.00017847341463878125, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 10.450626697481624, "classification_error": 0.0, "hinge_loss_v2": 0.0001753867729542452, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 10.708563504283015, "classification_error": 0.0, "hinge_loss_v2": 0.00017227953744373465, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 10.963712123734267, "classification_error": 0.0, "hinge_loss_v2": 0.00016914743215271007, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 11.215989817943536, "classification_error": 0.0, "hinge_loss_v2": 0.00016598548617108844, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 11.465300384159931, "classification_error": 0.0, "hinge_loss_v2": 0.00016278791076879183, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 11.711690158356603, "classification_error": 0.0, "hinge_loss_v2": 0.00015982713107738018, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 11.955507452062331, "classification_error": 0.0, "hinge_loss_v2": 0.0001570977655588684, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 12.197041021803297, "classification_error": 0.0, "hinge_loss_v2": 0.00015447971652255842, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 12.436293539255455, "classification_error": 0.0, "hinge_loss_v2": 0.0001518730192906052, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 12.673235475885912, "classification_error": 0.0, "hinge_loss_v2": 0.00014927618791441273, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 12.907835825501476, "classification_error": 0.0, "hinge_loss_v2": 0.00014668771314475473, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 13.14006184730701, "classification_error": 0.0, "hinge_loss_v2": 0.00014410602307130335, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 13.36987875715158, "classification_error": 0.0, "hinge_loss_v2": 0.00014152943827619286, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 13.597249352228685, "classification_error": 0.0, "hinge_loss_v2": 0.00013895611888851804, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 13.822133549144949, "classification_error": 0.0, "hinge_loss_v2": 0.00013638399990443292, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 14.044487807477715, "classification_error": 0.0, "hinge_loss_v2": 0.0001338107095639535, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 14.264264399337533, "classification_error": 0.0, "hinge_loss_v2": 0.00013123346310592646, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 14.481410467748072, "classification_error": 0.0, "hinge_loss_v2": 0.0001286489202531528, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 14.69586678889287, "classification_error": 0.0, "hinge_loss_v2": 0.00012605298822044317, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 14.90770230291761, "classification_error": 0.0, "hinge_loss_v2": 0.0001237013085731986, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 15.117043904679766, "classification_error": 0.0, "hinge_loss_v2": 0.00012138059784657583, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 15.323857214517945, "classification_error": 0.0, "hinge_loss_v2": 0.0001190699720276044, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 15.52810484223185, "classification_error": 0.0, "hinge_loss_v2": 0.0001167683232591299, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 15.729746330173077, "classification_error": 0.0, "hinge_loss_v2": 0.00011447437268717739, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 15.928738546607569, "classification_error": 0.0, "hinge_loss_v2": 0.00011219710719742221, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 16.125107591796226, "classification_error": 0.0, "hinge_loss_v2": 0.00011002301005641504, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 16.31885641496833, "classification_error": 0.0, "hinge_loss_v2": 0.00010786218612470247, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 40.15199964120984 } } }, { "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": 7.38853242281031e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.006869518618289494, -0.014913983256688579, -0.013519869003942697, -0.0035038290818127926, 0.00926687616458785, 0.017311340802986935, 0.01591722655024108, 0.005901186628111121 ], "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": 276480, "restricted_learning_time_to_stable_zero_seconds": 1.0188085264719486, "classification_error_auc": 0.010416666666666666, "local_updates": 4800, "local_edge_updates": 5529600, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 14.245945061768978, "clipped_updates": 4674, "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": 0.35215643306542893, "classification_error": 0.25, "hinge_loss_v2": 0.00029169566714717964, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6781307844201725, "classification_error": 0.125, "hinge_loss_v2": 0.0002868909949792104, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0188085264719486, "classification_error": 0.0, "hinge_loss_v2": 0.00028644857099697547, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3552375754286816, "classification_error": 0.0, "hinge_loss_v2": 0.0002796061801197758, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.687526333219256, "classification_error": 0.0, "hinge_loss_v2": 0.00027293562715011453, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.015707085600413, "classification_error": 0.0, "hinge_loss_v2": 0.00026642663754500165, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.339808982443299, "classification_error": 0.0, "hinge_loss_v2": 0.00026006989119183076, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.65985819034746, "classification_error": 0.0, "hinge_loss_v2": 0.00025385691317444606, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 2.975878022310755, "classification_error": 0.0, "hinge_loss_v2": 0.0002477799766286986, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.287889045336983, "classification_error": 0.0, "hinge_loss_v2": 0.00024183201593651557, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.5959091664790175, "classification_error": 0.0, "hinge_loss_v2": 0.00023600654875509023, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 3.8999536974437388, "classification_error": 0.0, "hinge_loss_v2": 0.00023029760557850474, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.200035397512525, "classification_error": 0.0, "hinge_loss_v2": 0.00022469966569075116, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.49616449414374, "classification_error": 0.0, "hinge_loss_v2": 0.00021920759849768806, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 4.788348680206994, "classification_error": 0.0, "hinge_loss_v2": 0.00021381660932515828, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.076593086336715, "classification_error": 0.0, "hinge_loss_v2": 0.00020852218884424557, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.360900226364965, "classification_error": 0.0, "hinge_loss_v2": 0.00020332006533387383, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 5.641269913177402, "classification_error": 0.0, "hinge_loss_v2": 0.00019820615901615537, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 5.9176991416016795, "classification_error": 0.0, "hinge_loss_v2": 0.00019317653769974867, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.190181934046478, "classification_error": 0.0, "hinge_loss_v2": 0.00018822737293841183, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.458709143511576, "classification_error": 0.0, "hinge_loss_v2": 0.0001833548958512497, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 6.723268207218179, "classification_error": 0.0, "hinge_loss_v2": 0.0001785553516501977, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 6.983842842374053, "classification_error": 0.0, "hinge_loss_v2": 0.00017382495176839478, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.240412673366084, "classification_error": 0.0, "hinge_loss_v2": 0.0001691598222636736, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 7.492952776792346, "classification_error": 0.0, "hinge_loss_v2": 0.00016455594686111302, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 7.741433126964457, "classification_error": 0.0, "hinge_loss_v2": 0.00016000910256278, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 7.985852200671459, "classification_error": 0.0, "hinge_loss_v2": 0.0001557965562493785, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 8.226788996568192, "classification_error": 0.0, "hinge_loss_v2": 0.000152334932684197, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 8.464446198030371, "classification_error": 0.0, "hinge_loss_v2": 0.0001489128927912232, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 8.698798737970506, "classification_error": 0.0, "hinge_loss_v2": 0.00014552969372438082, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 8.92981882679121, "classification_error": 0.0, "hinge_loss_v2": 0.00014218456726741425, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 9.157475575581168, "classification_error": 0.0, "hinge_loss_v2": 0.00013887670900177517, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 9.38173453973735, "classification_error": 0.0, "hinge_loss_v2": 0.00013560526885307515, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 9.602557165367648, "classification_error": 0.0, "hinge_loss_v2": 0.00013236934380197104, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 9.819900116043145, "classification_error": 0.0, "hinge_loss_v2": 0.00012916797400809176, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 10.033714451207832, "classification_error": 0.0, "hinge_loss_v2": 0.00012600014430792515, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 10.243944619311439, "classification_error": 0.0, "hinge_loss_v2": 0.00012286479415096565, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 10.450527217824975, "classification_error": 0.0, "hinge_loss_v2": 0.00011976084076139722, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 10.653484702897632, "classification_error": 0.0, "hinge_loss_v2": 0.00011685897268195213, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 10.85319415080461, "classification_error": 0.0, "hinge_loss_v2": 0.00011411980747191767, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 11.04976960085599, "classification_error": 0.0, "hinge_loss_v2": 0.00011155321649280531, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 11.243525584277979, "classification_error": 0.0, "hinge_loss_v2": 0.00010910275394955706, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 11.434479516302796, "classification_error": 0.0, "hinge_loss_v2": 0.00010670089499756284, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 11.622621871839495, "classification_error": 0.0, "hinge_loss_v2": 0.00010434684872986772, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 11.807943065474339, "classification_error": 0.0, "hinge_loss_v2": 0.00010203987550078354, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 11.990433358448279, "classification_error": 0.0, "hinge_loss_v2": 9.977927332731158e-05, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 12.170082753012979, "classification_error": 0.0, "hinge_loss_v2": 9.75643652603245e-05, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 12.34688087151576, "classification_error": 0.0, "hinge_loss_v2": 9.539448744047275e-05, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 12.52081681686037, "classification_error": 0.0, "hinge_loss_v2": 9.326897753702842e-05, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 12.691879010056812, "classification_error": 0.0, "hinge_loss_v2": 9.118716323634197e-05, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 12.86005499931967, "classification_error": 0.0, "hinge_loss_v2": 8.914835039638558e-05, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 13.025331233474223, "classification_error": 0.0, "hinge_loss_v2": 8.715181040899163e-05, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 13.18769279009601, "classification_error": 0.0, "hinge_loss_v2": 8.519676620369964e-05, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 13.347123045567155, "classification_error": 0.0, "hinge_loss_v2": 8.328237617494206e-05, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 13.503611936287811, "classification_error": 0.0, "hinge_loss_v2": 8.145417461359033e-05, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 13.657356427891012, "classification_error": 0.0, "hinge_loss_v2": 7.981659280994384e-05, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 13.808446319497106, "classification_error": 0.0, "hinge_loss_v2": 7.822466494024097e-05, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 13.956885006124187, "classification_error": 0.0, "hinge_loss_v2": 7.667796688735093e-05, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 14.102676186583711, "classification_error": 0.0, "hinge_loss_v2": 7.517608668583829e-05, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 14.245945061768978, "classification_error": 0.0, "hinge_loss_v2": 7.38853242281031e-05, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 39.3480791375041 } } }, { "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": 0.0003123732859789414, "margin_success_fraction": 0.0, "outputs_v": [ 0.00027885430736646066, 3.5343224860096e-05, 8.289025441809983e-05, 0.00039364299097610633, 0.000785566696002965, 0.0010290777785094407, 0.0009815307489513814, 0.0006707780123933471 ], "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": 21.401732016285386, "classification_error_auc": 0.5, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 21.401732016285386, "clipped_updates": 4649, "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": 0.3600940612488301, "classification_error": 0.5, "hinge_loss_v2": 0.0003233548332669279, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7199392461060053, "classification_error": 0.5, "hinge_loss_v2": 0.00032326609688964605, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.079558437520676, "classification_error": 0.5, "hinge_loss_v2": 0.0003230999022550379, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4390848153115245, "classification_error": 0.5, "hinge_loss_v2": 0.0003229335945072396, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.798518129228629, "classification_error": 0.5, "hinge_loss_v2": 0.0003227671337401809, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1578581141505646, "classification_error": 0.5, "hinge_loss_v2": 0.00032260048023493025, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.51710448936664, "classification_error": 0.5, "hinge_loss_v2": 0.0003224335943014535, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.8762569577876325, "classification_error": 0.5, "hinge_loss_v2": 0.00032226643611515493, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.235315205077342, "classification_error": 0.5, "hinge_loss_v2": 0.00032209896554683177, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.594278898696223, "classification_error": 0.5, "hinge_loss_v2": 0.00032193114198456616, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.9531476868471773, "classification_error": 0.5, "hinge_loss_v2": 0.0003217629241458514, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.311921197312228, "classification_error": 0.5, "hinge_loss_v2": 0.0003215942698780899, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.670599036167196, "classification_error": 0.5, "hinge_loss_v2": 0.00032142513594532874, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 5.02918078635962, "classification_error": 0.5, "hinge_loss_v2": 0.00032125547779879424, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.387666006133044, "classification_error": 0.5, "hinge_loss_v2": 0.0003210852493284968, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.746054227278226, "classification_error": 0.5, "hinge_loss_v2": 0.0003209144025926961, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 6.104344953188807, "classification_error": 0.5, "hinge_loss_v2": 0.0003207428875215872, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.46253765669557, "classification_error": 0.5, "hinge_loss_v2": 0.0003205706515909874, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.820631777649095, "classification_error": 0.5, "hinge_loss_v2": 0.00032039763946109024, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.178626720215809, "classification_error": 0.5, "hinge_loss_v2": 0.00032022379257454247, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.536521849846516, "classification_error": 0.5, "hinge_loss_v2": 0.00032004904870715526, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.894316489869259, "classification_error": 0.5, "hinge_loss_v2": 0.00031987334146331333, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.25200991765021, "classification_error": 0.5, "hinge_loss_v2": 0.00031969659970677454, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.609601360255605, "classification_error": 0.5, "hinge_loss_v2": 0.00031951874691579633, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.967089989535673, "classification_error": 0.5, "hinge_loss_v2": 0.00031933970044945937, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.324474916536115, "classification_error": 0.5, "hinge_loss_v2": 0.00031915937070947897, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.681755185124075, "classification_error": 0.5, "hinge_loss_v2": 0.00031897766017870903, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 10.038929764692728, "classification_error": 0.5, "hinge_loss_v2": 0.00031879446231369705, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.39599754178004, "classification_error": 0.5, "hinge_loss_v2": 0.000318609660263986, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.752957310401838, "classification_error": 0.5, "hinge_loss_v2": 0.00031842312538498654, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 11.109807760854768, "classification_error": 0.5, "hinge_loss_v2": 0.0003182347155041299, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.466547466688354, "classification_error": 0.5, "hinge_loss_v2": 0.00031804427289099167, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.82317486947376, "classification_error": 0.5, "hinge_loss_v2": 0.0003178516218710005, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 12.179688260904625, "classification_error": 0.5, "hinge_loss_v2": 0.00031765656600834255, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.536085761646408, "classification_error": 0.5, "hinge_loss_v2": 0.0003174588847663309, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.892365296194889, "classification_error": 0.5, "hinge_loss_v2": 0.0003172583295316852, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 13.248524562799497, "classification_error": 0.5, "hinge_loss_v2": 0.00031705461886191277, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 13.604560997233841, "classification_error": 0.5, "hinge_loss_v2": 0.00031684743278125423, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.96047172882779, "classification_error": 0.5, "hinge_loss_v2": 0.00031663640590891154, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 14.316253526673584, "classification_error": 0.5, "hinge_loss_v2": 0.00031642111915299866, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 14.671902733225533, "classification_error": 0.5, "hinge_loss_v2": 0.00031620108964470193, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 15.027415181541528, "classification_error": 0.5, "hinge_loss_v2": 0.0003159757585223968, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 15.382786091032417, "classification_error": 0.5, "hinge_loss_v2": 0.0003157444761141343, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 15.7380099345839, "classification_error": 0.5, "hinge_loss_v2": 0.0003155064840313354, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 16.09308026696173, "classification_error": 0.5, "hinge_loss_v2": 0.0003152608937302526, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 16.447989499958727, "classification_error": 0.5, "hinge_loss_v2": 0.00031500666133925896, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 16.802728602869962, "classification_error": 0.5, "hinge_loss_v2": 0.00031474255925626013, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 17.157286695988915, "classification_error": 0.5, "hinge_loss_v2": 0.00031446714679185593, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 17.511650487018606, "classification_error": 0.5, "hinge_loss_v2": 0.0003141787463567273, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 17.865803470183156, "classification_error": 0.5, "hinge_loss_v2": 0.0003138754416657707, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 18.21973617263667, "classification_error": 0.5, "hinge_loss_v2": 0.00031359022322755383, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 18.573559515675665, "classification_error": 0.5, "hinge_loss_v2": 0.0003133968110783775, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 18.927300921965326, "classification_error": 0.5, "hinge_loss_v2": 0.0003132016323496949, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 19.280958655606895, "classification_error": 0.5, "hinge_loss_v2": 0.00031300350120479166, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 19.634530348838517, "classification_error": 0.5, "hinge_loss_v2": 0.00031280075137668696, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 19.988012660605733, "classification_error": 0.5, "hinge_loss_v2": 0.0003125909467930108, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 20.34144009915674, "classification_error": 0.5, "hinge_loss_v2": 0.00031249944660644393, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 20.69486108481057, "classification_error": 0.5, "hinge_loss_v2": 0.0003124357173071166, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 21.048286930015244, "classification_error": 0.5, "hinge_loss_v2": 0.0003123919212355403, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 21.401732016285386, "classification_error": 0.5, "hinge_loss_v2": 0.0003123732859789414, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 69.90478528663516 } } }, { "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": 0.00027905863040225676, "margin_success_fraction": 0.0, "outputs_v": [ 0.00019837407997352896, -0.0007851128846588784, -0.0005945753734568349, 0.0006583723236583128, 0.0022397704386606376, 0.0032232574032931005, 0.003032719892091029, 0.001779772194975937 ], "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": 20.80611126746194, "classification_error_auc": 0.25625, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 20.80611126746194, "clipped_updates": 4650, "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": 0.3596119073376147, "classification_error": 0.5, "hinge_loss_v2": 0.00032148440209228316, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7172226424432524, "classification_error": 0.25, "hinge_loss_v2": 0.00032100327763374785, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0754425812111947, "classification_error": 0.25, "hinge_loss_v2": 0.00032034758521517635, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.433293485120725, "classification_error": 0.25, "hinge_loss_v2": 0.000319692440222944, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7907746405102327, "classification_error": 0.25, "hinge_loss_v2": 0.00031903767921563387, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1478852667002784, "classification_error": 0.25, "hinge_loss_v2": 0.00031838313989445734, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.5046245133316063, "classification_error": 0.25, "hinge_loss_v2": 0.0003177286605071162, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.860991457418563, "classification_error": 0.25, "hinge_loss_v2": 0.00031707407923307836, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.2169851000872747, "classification_error": 0.25, "hinge_loss_v2": 0.0003164192335449355, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.5726043629637196, "classification_error": 0.25, "hinge_loss_v2": 0.0003157639595399857, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.9278480841718086, "classification_error": 0.25, "hinge_loss_v2": 0.00031510809123538863, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.282715013895921, "classification_error": 0.25, "hinge_loss_v2": 0.000314451459819435, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.6372038094555705, "classification_error": 0.25, "hinge_loss_v2": 0.0003137938928504324, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.9913130298319786, "classification_error": 0.25, "hinge_loss_v2": 0.00031313521339344156, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.345041129577202, "classification_error": 0.25, "hinge_loss_v2": 0.00031247523908371717, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.698386452025378, "classification_error": 0.25, "hinge_loss_v2": 0.0003118137811038665, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 6.051347221712882, "classification_error": 0.25, "hinge_loss_v2": 0.0003111506430597135, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.403921535898752, "classification_error": 0.25, "hinge_loss_v2": 0.0003104856197372448, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.756107355058452, "classification_error": 0.25, "hinge_loss_v2": 0.0003098184957200199, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 7.10790249220202, "classification_error": 0.25, "hinge_loss_v2": 0.000309149043842691, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.459304600841298, "classification_error": 0.25, "hinge_loss_v2": 0.00030847702345177734, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.810311161398846, "classification_error": 0.25, "hinge_loss_v2": 0.00030780217843932395, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.160919465812297, "classification_error": 0.25, "hinge_loss_v2": 0.0003071242350083668, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.511126600040432, "classification_error": 0.25, "hinge_loss_v2": 0.0003064428991207866, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.860929424118739, "classification_error": 0.25, "hinge_loss_v2": 0.0003057578535678732, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.210324549340212, "classification_error": 0.25, "hinge_loss_v2": 0.00030506875459120183, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.559308312047287, "classification_error": 0.25, "hinge_loss_v2": 0.0003043752279654038, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.907876743408522, "classification_error": 0.25, "hinge_loss_v2": 0.00030367686443446293, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.256025534412112, "classification_error": 0.25, "hinge_loss_v2": 0.00030297321436784265, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.603749995128565, "classification_error": 0.25, "hinge_loss_v2": 0.000302263781470627, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.951045007064922, "classification_error": 0.25, "hinge_loss_v2": 0.0003015480153408549, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.297904967135977, "classification_error": 0.25, "hinge_loss_v2": 0.000300825302614378, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.64432372139164, "classification_error": 0.25, "hinge_loss_v2": 0.0003000949563693974, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.990294486131125, "classification_error": 0.25, "hinge_loss_v2": 0.00029935620337382654, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.335809753359682, "classification_error": 0.25, "hinge_loss_v2": 0.0002986081686422137, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.68086117663583, "classification_error": 0.25, "hinge_loss_v2": 0.00029784985661527707, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 13.025439432122969, "classification_error": 0.25, "hinge_loss_v2": 0.00029708012807142805, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 13.369534047956996, "classification_error": 0.25, "hinge_loss_v2": 0.0002962976716081714, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.71313319266138, "classification_error": 0.25, "hinge_loss_v2": 0.00029550096816807373, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 14.05622340995715, "classification_error": 0.25, "hinge_loss_v2": 0.0002946882465979092, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 14.39878928242051, "classification_error": 0.25, "hinge_loss_v2": 0.0002938574275809807, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.740812999220678, "classification_error": 0.25, "hinge_loss_v2": 0.00029300605242750603, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 15.08227379228727, "classification_error": 0.25, "hinge_loss_v2": 0.00029213119211189497, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 15.4231471884476, "classification_error": 0.25, "hinge_loss_v2": 0.00029122933062940737, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 15.763403998393377, "classification_error": 0.25, "hinge_loss_v2": 0.00029029621541390937, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 16.103008919643802, "classification_error": 0.25, "hinge_loss_v2": 0.00028932666696870717, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 16.44191855652072, "classification_error": 0.25, "hinge_loss_v2": 0.0002883143423446222, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 16.780225492723986, "classification_error": 0.25, "hinge_loss_v2": 0.0002875399218015823, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 17.118109021074744, "classification_error": 0.25, "hinge_loss_v2": 0.0002868009467301726, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 17.455561833363596, "classification_error": 0.25, "hinge_loss_v2": 0.000286048280794247, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 17.792571974391183, "classification_error": 0.25, "hinge_loss_v2": 0.0002852790157168825, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 18.129125235111346, "classification_error": 0.25, "hinge_loss_v2": 0.0002844893887777101, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 18.4652044110325, "classification_error": 0.25, "hinge_loss_v2": 0.0002836744123105898, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 18.800788931849137, "classification_error": 0.25, "hinge_loss_v2": 0.0002828378966694082, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 19.135917573119627, "classification_error": 0.25, "hinge_loss_v2": 0.0002821520151945221, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 19.470678339054437, "classification_error": 0.25, "hinge_loss_v2": 0.00028152952672631505, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 19.805078228484287, "classification_error": 0.25, "hinge_loss_v2": 0.0002809084401678182, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 20.139116894617136, "classification_error": 0.25, "hinge_loss_v2": 0.0002802891860629416, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 20.47279438843062, "classification_error": 0.25, "hinge_loss_v2": 0.00027967233321186225, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 20.80611126746194, "classification_error": 0.25, "hinge_loss_v2": 0.00027905863040225676, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 68.48526994884014 } } }, { "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": 0.00023159599554220246, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005240461145178954, -0.0026652714282268397, -0.0022636318069706174, 0.00044559770630497875, 0.0038753872063047867, 0.006016612520013759, 0.00561497289875762, 0.0029057433854820514 ], "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": 19.866436240143404, "classification_error_auc": 0.140625, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 19.866436240143404, "clipped_updates": 4652, "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": 0.3587311814907091, "classification_error": 0.5, "hinge_loss_v2": 0.00031812974662659465, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7118491336648927, "classification_error": 0.5, "hinge_loss_v2": 0.0003114963040339789, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0681664519039535, "classification_error": 0.125, "hinge_loss_v2": 0.0003160857556039834, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4233969776274344, "classification_error": 0.125, "hinge_loss_v2": 0.0003146341407508626, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7778019109617902, "classification_error": 0.125, "hinge_loss_v2": 0.00031318772836586494, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.131380616212543, "classification_error": 0.125, "hinge_loss_v2": 0.0003117460803341159, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4841322705843085, "classification_error": 0.125, "hinge_loss_v2": 0.0003103087652082449, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.836055858823992, "classification_error": 0.125, "hinge_loss_v2": 0.00030887535674155645, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.18715016713467, "classification_error": 0.125, "hinge_loss_v2": 0.000307445432391671, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.537413776285083, "classification_error": 0.125, "hinge_loss_v2": 0.0003060185717815785, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.886845053828037, "classification_error": 0.125, "hinge_loss_v2": 0.0003045943551037221, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.235442145327761, "classification_error": 0.125, "hinge_loss_v2": 0.0003031723614509153, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.583202964480432, "classification_error": 0.125, "hinge_loss_v2": 0.00030175216705581587, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.930125181993731, "classification_error": 0.125, "hinge_loss_v2": 0.0003003333434181796, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.276206213069411, "classification_error": 0.125, "hinge_loss_v2": 0.00029891545529586846, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.621443203307004, "classification_error": 0.125, "hinge_loss_v2": 0.00029749805853201126, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.965833012815924, "classification_error": 0.125, "hinge_loss_v2": 0.00029608069768596857, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.309372198286344, "classification_error": 0.125, "hinge_loss_v2": 0.00029466290343025986, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.6520569927247255, "classification_error": 0.125, "hinge_loss_v2": 0.00029324418966874047, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.993883282506103, "classification_error": 0.125, "hinge_loss_v2": 0.0002918240503229254, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.3348465813301384, "classification_error": 0.125, "hinge_loss_v2": 0.00029040195572303557, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.674942000587858, "classification_error": 0.125, "hinge_loss_v2": 0.0002889773485275039, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 8.014164215548082, "classification_error": 0.125, "hinge_loss_v2": 0.00028754963907878496, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.352507426651284, "classification_error": 0.125, "hinge_loss_v2": 0.00028611820008341595, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.689965315047631, "classification_error": 0.125, "hinge_loss_v2": 0.00028468236047919177, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 9.026530991327043, "classification_error": 0.125, "hinge_loss_v2": 0.0002832413983207857, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.362196936150479, "classification_error": 0.125, "hinge_loss_v2": 0.00028179453247479465, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.6969549311888, "classification_error": 0.125, "hinge_loss_v2": 0.0002803409128636816, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 10.03079597838679, "classification_error": 0.125, "hinge_loss_v2": 0.00027887960893171646, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.36371020506792, "classification_error": 0.125, "hinge_loss_v2": 0.00027740959591952407, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.695686751740666, "classification_error": 0.125, "hinge_loss_v2": 0.0002759297384210751, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 11.026713638603619, "classification_error": 0.125, "hinge_loss_v2": 0.0002744387705477963, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 11.356777605597845, "classification_error": 0.125, "hinge_loss_v2": 0.00027293527182628617, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.685863919306184, "classification_error": 0.125, "hinge_loss_v2": 0.00027141763769006696, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 12.0139561378872, "classification_error": 0.125, "hinge_loss_v2": 0.0002698840430656016, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 12.341035822310403, "classification_error": 0.125, "hinge_loss_v2": 0.00026833239706063365, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.667082178059417, "classification_error": 0.125, "hinge_loss_v2": 0.0002667602860843527, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 12.992071605620472, "classification_error": 0.125, "hinge_loss_v2": 0.0002651649017849051, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 13.315977129576037, "classification_error": 0.125, "hinge_loss_v2": 0.00026354294886659437, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 13.638767663532104, "classification_error": 0.125, "hinge_loss_v2": 0.0002618905259825699, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 13.96040704902901, "classification_error": 0.125, "hinge_loss_v2": 0.00026020297026014904, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 14.280852776951292, "classification_error": 0.125, "hinge_loss_v2": 0.0002584746523030222, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 14.60005425260775, "classification_error": 0.125, "hinge_loss_v2": 0.0002566987033932247, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 14.917950387558722, "classification_error": 0.125, "hinge_loss_v2": 0.00025486664992826406, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 15.234553376717983, "classification_error": 0.125, "hinge_loss_v2": 0.0002532236727576324, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 15.550179140871432, "classification_error": 0.125, "hinge_loss_v2": 0.0002517970114568996, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 15.864879663114007, "classification_error": 0.125, "hinge_loss_v2": 0.00025035456039639096, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 16.178637621178922, "classification_error": 0.125, "hinge_loss_v2": 0.0002488938262674059, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 16.49143345683364, "classification_error": 0.125, "hinge_loss_v2": 0.00024741178241029834, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 16.8032448456712, "classification_error": 0.125, "hinge_loss_v2": 0.00024590469398914146, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 17.114045983234103, "classification_error": 0.125, "hinge_loss_v2": 0.0002443678671494966, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 17.423806601563577, "classification_error": 0.125, "hinge_loss_v2": 0.00024279527928918455, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 17.732490577936236, "classification_error": 0.125, "hinge_loss_v2": 0.00024117901685460116, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 18.040096073192572, "classification_error": 0.125, "hinge_loss_v2": 0.00023969301862541227, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 18.346780422712836, "classification_error": 0.125, "hinge_loss_v2": 0.0002383611473354762, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 18.652561322228188, "classification_error": 0.125, "hinge_loss_v2": 0.00023702292450233694, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 18.957428511361766, "classification_error": 0.125, "hinge_loss_v2": 0.0002356778504388546, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 19.261371155384612, "classification_error": 0.125, "hinge_loss_v2": 0.00023432539210108128, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 19.5643777871297, "classification_error": 0.125, "hinge_loss_v2": 0.00023296497852740497, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 19.866436240143404, "classification_error": 0.125, "hinge_loss_v2": 0.00023159599554220246, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 68.70890092477202 } } }, { "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": 0.0, "hinge_loss_v2": 0.00018212845307227955, "margin_success_fraction": 0.0, "outputs_v": [ -0.0016648755663689618, -0.005186597079386263, -0.0045348604280459615, -9.144410360761857e-05, 0.005540758874342938, 0.009062480387360156, 0.008410743736019799, 0.003967327411581512 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 560, "restricted_updates_to_stable_zero_error": 4480, "restricted_edge_updates_to_stable_zero_error": 9175040, "restricted_learning_time_to_stable_zero_seconds": 17.581534868646294, "classification_error_auc": 0.12708333333333333, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 18.648614382699215, "clipped_updates": 4654, "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": 0.3575594783862911, "classification_error": 0.25, "hinge_loss_v2": 0.0003136897092665685, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.7052614778611213, "classification_error": 0.5, "hinge_loss_v2": 0.00029817006287531693, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0583280893063882, "classification_error": 0.125, "hinge_loss_v2": 0.0003100605495243668, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.4098272340261664, "classification_error": 0.125, "hinge_loss_v2": 0.00030754819768606374, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7598797491935683, "classification_error": 0.125, "hinge_loss_v2": 0.00030505482497913993, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.1084871266115175, "classification_error": 0.125, "hinge_loss_v2": 0.00030257945730048977, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4556504555651464, "classification_error": 0.125, "hinge_loss_v2": 0.0003001211489403367, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.801370418024126, "classification_error": 0.125, "hinge_loss_v2": 0.0002976789794668171, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.145647282414921, "classification_error": 0.125, "hinge_loss_v2": 0.00029525205064138055, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.4884808958499427, "classification_error": 0.125, "hinge_loss_v2": 0.00029283948334108404, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.8298706746797717, "classification_error": 0.125, "hinge_loss_v2": 0.0002904404144624148, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.169815593210743, "classification_error": 0.125, "hinge_loss_v2": 0.0002880539937795358, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.508314170402462, "classification_error": 0.125, "hinge_loss_v2": 0.0002856793807272116, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.845364454327463, "classification_error": 0.125, "hinge_loss_v2": 0.0002833157410756981, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.180964004137099, "classification_error": 0.125, "hinge_loss_v2": 0.00028096224346086, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.515109869232795, "classification_error": 0.125, "hinge_loss_v2": 0.0002786180557279056, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.84779856528795, "classification_error": 0.125, "hinge_loss_v2": 0.0002762823410409625, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.179026046701675, "classification_error": 0.125, "hinge_loss_v2": 0.0002739542537032514, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.508787674987963, "classification_error": 0.125, "hinge_loss_v2": 0.00027163293462312114, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.837078182509964, "classification_error": 0.125, "hinge_loss_v2": 0.0002693175063496064, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 7.163891630854504, "classification_error": 0.125, "hinge_loss_v2": 0.0002670070675867057, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.489221363001329, "classification_error": 0.125, "hinge_loss_v2": 0.0002647006870773494, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.813059948267779, "classification_error": 0.125, "hinge_loss_v2": 0.0002623973967254049, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 8.135399118793542, "classification_error": 0.125, "hinge_loss_v2": 0.00026009618379535846, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.456229696059436, "classification_error": 0.125, "hinge_loss_v2": 0.0002577959819930168, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 8.7755415055924, "classification_error": 0.125, "hinge_loss_v2": 0.00025549566118427606, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 9.09332327757452, "classification_error": 0.125, "hinge_loss_v2": 0.00025319401544960117, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.40956253051624, "classification_error": 0.125, "hinge_loss_v2": 0.0002508897490951324, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 9.72424543443272, "classification_error": 0.125, "hinge_loss_v2": 0.00024858146014144523, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 10.037356649019628, "classification_error": 0.125, "hinge_loss_v2": 0.0002462676206800639, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 10.348879131080652, "classification_error": 0.125, "hinge_loss_v2": 0.00024394655331465078, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 10.658793903799056, "classification_error": 0.125, "hinge_loss_v2": 0.00024161640267305457, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 10.967079778203733, "classification_error": 0.125, "hinge_loss_v2": 0.00023927510066593924, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 11.273713014115026, "classification_error": 0.125, "hinge_loss_v2": 0.00023692032374655366, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 11.578666903603892, "classification_error": 0.125, "hinge_loss_v2": 0.00023454943984928188, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 11.881911254012905, "classification_error": 0.125, "hinge_loss_v2": 0.00023215944188748666, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 12.18341173901956, "classification_error": 0.125, "hinge_loss_v2": 0.00022974686357974457, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 12.483129073731224, "classification_error": 0.125, "hinge_loss_v2": 0.00022730767181221013, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 12.78101795121838, "classification_error": 0.125, "hinge_loss_v2": 0.00022483712753848057, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 13.077025649616308, "classification_error": 0.125, "hinge_loss_v2": 0.00022232960409435156, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 13.371090174795397, "classification_error": 0.125, "hinge_loss_v2": 0.00021977834740631604, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 13.66313773272784, "classification_error": 0.125, "hinge_loss_v2": 0.00021717515651055582, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 13.95316972842202, "classification_error": 0.125, "hinge_loss_v2": 0.00021473651255966855, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 14.241528100575252, "classification_error": 0.125, "hinge_loss_v2": 0.00021263123282856238, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 14.528363385844624, "classification_error": 0.125, "hinge_loss_v2": 0.0002105205484195535, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 14.813653922994465, "classification_error": 0.125, "hinge_loss_v2": 0.00020839687884964412, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 15.097376206579108, "classification_error": 0.125, "hinge_loss_v2": 0.00020625798159353248, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 15.379504248262752, "classification_error": 0.125, "hinge_loss_v2": 0.00020410125042156466, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 15.660009125932026, "classification_error": 0.125, "hinge_loss_v2": 0.00020192361867364946, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 15.93894674395507, "classification_error": 0.125, "hinge_loss_v2": 0.00019999959239609325, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 16.216430234251256, "classification_error": 0.125, "hinge_loss_v2": 0.0001980885208367114, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 16.49242056860877, "classification_error": 0.125, "hinge_loss_v2": 0.0001961394870108143, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 16.766869072090003, "classification_error": 0.125, "hinge_loss_v2": 0.00019414459095210723, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 17.039818747676872, "classification_error": 0.125, "hinge_loss_v2": 0.00019234521129563178, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 17.31135421352707, "classification_error": 0.125, "hinge_loss_v2": 0.00019058222534597315, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 17.581534868646294, "classification_error": 0.0, "hinge_loss_v2": 0.00018890415852854667, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 17.850368675831792, "classification_error": 0.0, "hinge_loss_v2": 0.00018722039101745503, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 18.117838707063544, "classification_error": 0.0, "hinge_loss_v2": 0.00018553031374804035, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 18.383926990557583, "classification_error": 0.0, "hinge_loss_v2": 0.00018383325190559176, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 18.648614382699215, "classification_error": 0.0, "hinge_loss_v2": 0.00018212845307227955, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 67.99422658979893 } } }, { "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": 0.0, "hinge_loss_v2": 0.00013822262610851678, "margin_success_fraction": 0.0, "outputs_v": [ -0.003014370658776133, -0.008017139798584177, -0.007123903324526781, -0.0008579070487001739, 0.007110313392295453, 0.012113082532103497, 0.011219846058046101, 0.004953849782219577 ], "reached_stable_zero_error": true, "restricted_epochs_to_stable_zero_error": 440, "restricted_updates_to_stable_zero_error": 3520, "restricted_edge_updates_to_stable_zero_error": 7208960, "restricted_learning_time_to_stable_zero_seconds": 13.432356803222579, "classification_error_auc": 0.09791666666666667, "local_updates": 4800, "local_edge_updates": 9830400, "neutral_observations": 0, "neutral_scalar_observations": 0, "cumulative_learning_time_seconds": 17.26492360663416, "clipped_updates": 4656, "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": 0.35606079932756457, "classification_error": 0.25, "hinge_loss_v2": 0.00030807277163291387, "margin_success_fraction": 0.0 }, { "epoch": 20, "local_updates": 160, "cumulative_learning_time_seconds": 0.6970591805055776, "classification_error": 0.25, "hinge_loss_v2": 0.00028190316101076935, "margin_success_fraction": 0.0 }, { "epoch": 30, "local_updates": 240, "cumulative_learning_time_seconds": 1.0456639296160237, "classification_error": 0.125, "hinge_loss_v2": 0.00030255183708728054, "margin_success_fraction": 0.0 }, { "epoch": 40, "local_updates": 320, "cumulative_learning_time_seconds": 1.3924530435008935, "classification_error": 0.125, "hinge_loss_v2": 0.0002987513260579247, "margin_success_fraction": 0.0 }, { "epoch": 50, "local_updates": 400, "cumulative_learning_time_seconds": 1.7370196158944478, "classification_error": 0.125, "hinge_loss_v2": 0.00029499913042772526, "margin_success_fraction": 0.0 }, { "epoch": 60, "local_updates": 480, "cumulative_learning_time_seconds": 2.0793711927257146, "classification_error": 0.125, "hinge_loss_v2": 0.00029129321184457013, "margin_success_fraction": 0.0 }, { "epoch": 70, "local_updates": 560, "cumulative_learning_time_seconds": 2.4195145539689706, "classification_error": 0.125, "hinge_loss_v2": 0.00028763162172210294, "margin_success_fraction": 0.0 }, { "epoch": 80, "local_updates": 640, "cumulative_learning_time_seconds": 2.7574557194243297, "classification_error": 0.125, "hinge_loss_v2": 0.00028401249386999713, "margin_success_fraction": 0.0 }, { "epoch": 90, "local_updates": 720, "cumulative_learning_time_seconds": 3.0931999516681925, "classification_error": 0.125, "hinge_loss_v2": 0.0002804340374527232, "margin_success_fraction": 0.0 }, { "epoch": 100, "local_updates": 800, "cumulative_learning_time_seconds": 3.4267517560700638, "classification_error": 0.125, "hinge_loss_v2": 0.00027689453022321155, "margin_success_fraction": 0.0 }, { "epoch": 110, "local_updates": 880, "cumulative_learning_time_seconds": 3.7581148777370186, "classification_error": 0.125, "hinge_loss_v2": 0.0002733923119801404, "margin_success_fraction": 0.0 }, { "epoch": 120, "local_updates": 960, "cumulative_learning_time_seconds": 4.087292295208815, "classification_error": 0.125, "hinge_loss_v2": 0.00026992577819884777, "margin_success_fraction": 0.0 }, { "epoch": 130, "local_updates": 1040, "cumulative_learning_time_seconds": 4.414286210683918, "classification_error": 0.125, "hinge_loss_v2": 0.0002664933737863541, "margin_success_fraction": 0.0 }, { "epoch": 140, "local_updates": 1120, "cumulative_learning_time_seconds": 4.739098036508694, "classification_error": 0.125, "hinge_loss_v2": 0.00026309358691049486, "margin_success_fraction": 0.0 }, { "epoch": 150, "local_updates": 1200, "cumulative_learning_time_seconds": 5.061728377607134, "classification_error": 0.125, "hinge_loss_v2": 0.00025972494285177476, "margin_success_fraction": 0.0 }, { "epoch": 160, "local_updates": 1280, "cumulative_learning_time_seconds": 5.38217700946515, "classification_error": 0.125, "hinge_loss_v2": 0.00025638599782412664, "margin_success_fraction": 0.0 }, { "epoch": 170, "local_updates": 1360, "cumulative_learning_time_seconds": 5.700442851209466, "classification_error": 0.125, "hinge_loss_v2": 0.00025307533270719216, "margin_success_fraction": 0.0 }, { "epoch": 180, "local_updates": 1440, "cumulative_learning_time_seconds": 6.016523933234156, "classification_error": 0.125, "hinge_loss_v2": 0.0002497915466277513, "margin_success_fraction": 0.0 }, { "epoch": 190, "local_updates": 1520, "cumulative_learning_time_seconds": 6.330417358724628, "classification_error": 0.125, "hinge_loss_v2": 0.0002465332503216765, "margin_success_fraction": 0.0 }, { "epoch": 200, "local_updates": 1600, "cumulative_learning_time_seconds": 6.642119258305139, "classification_error": 0.125, "hinge_loss_v2": 0.00024329905919939643, "margin_success_fraction": 0.0 }, { "epoch": 210, "local_updates": 1680, "cumulative_learning_time_seconds": 6.951624736887085, "classification_error": 0.125, "hinge_loss_v2": 0.0002400875860274669, "margin_success_fraction": 0.0 }, { "epoch": 220, "local_updates": 1760, "cumulative_learning_time_seconds": 7.258927811614524, "classification_error": 0.125, "hinge_loss_v2": 0.00023689743312584212, "margin_success_fraction": 0.0 }, { "epoch": 230, "local_updates": 1840, "cumulative_learning_time_seconds": 7.564021339582278, "classification_error": 0.125, "hinge_loss_v2": 0.00023372718396396427, "margin_success_fraction": 0.0 }, { "epoch": 240, "local_updates": 1920, "cumulative_learning_time_seconds": 7.866896933729783, "classification_error": 0.125, "hinge_loss_v2": 0.00023057539401842098, "margin_success_fraction": 0.0 }, { "epoch": 250, "local_updates": 2000, "cumulative_learning_time_seconds": 8.167544864976083, "classification_error": 0.125, "hinge_loss_v2": 0.00022744058072933813, "margin_success_fraction": 0.0 }, { "epoch": 260, "local_updates": 2080, "cumulative_learning_time_seconds": 8.465953948239116, "classification_error": 0.125, "hinge_loss_v2": 0.0002243212123606287, "margin_success_fraction": 0.0 }, { "epoch": 270, "local_updates": 2160, "cumulative_learning_time_seconds": 8.762111409449979, "classification_error": 0.125, "hinge_loss_v2": 0.0002212156955290206, "margin_success_fraction": 0.0 }, { "epoch": 280, "local_updates": 2240, "cumulative_learning_time_seconds": 9.05600272999669, "classification_error": 0.125, "hinge_loss_v2": 0.00021812236111594152, "margin_success_fraction": 0.0 }, { "epoch": 290, "local_updates": 2320, "cumulative_learning_time_seconds": 9.347611464163826, "classification_error": 0.125, "hinge_loss_v2": 0.0002150394482120299, "margin_success_fraction": 0.0 }, { "epoch": 300, "local_updates": 2400, "cumulative_learning_time_seconds": 9.636919024011268, "classification_error": 0.125, "hinge_loss_v2": 0.00021196508566207015, "margin_success_fraction": 0.0 }, { "epoch": 310, "local_updates": 2480, "cumulative_learning_time_seconds": 9.92390442466556, "classification_error": 0.125, "hinge_loss_v2": 0.00020889727067333223, "margin_success_fraction": 0.0 }, { "epoch": 320, "local_updates": 2560, "cumulative_learning_time_seconds": 10.208543981054016, "classification_error": 0.125, "hinge_loss_v2": 0.00020583384381563091, "margin_success_fraction": 0.0 }, { "epoch": 330, "local_updates": 2640, "cumulative_learning_time_seconds": 10.490810944511297, "classification_error": 0.125, "hinge_loss_v2": 0.00020277245956759924, "margin_success_fraction": 0.0 }, { "epoch": 340, "local_updates": 2720, "cumulative_learning_time_seconds": 10.770675064164525, "classification_error": 0.125, "hinge_loss_v2": 0.00019971055133895284, "margin_success_fraction": 0.0 }, { "epoch": 350, "local_updates": 2800, "cumulative_learning_time_seconds": 11.048102053161102, "classification_error": 0.125, "hinge_loss_v2": 0.00019664528960741304, "margin_success_fraction": 0.0 }, { "epoch": 360, "local_updates": 2880, "cumulative_learning_time_seconds": 11.323052933051052, "classification_error": 0.125, "hinge_loss_v2": 0.00019357353143301063, "margin_success_fraction": 0.0 }, { "epoch": 370, "local_updates": 2960, "cumulative_learning_time_seconds": 11.595483220062352, "classification_error": 0.125, "hinge_loss_v2": 0.00019049175913098837, "margin_success_fraction": 0.0 }, { "epoch": 380, "local_updates": 3040, "cumulative_learning_time_seconds": 11.865341903188241, "classification_error": 0.125, "hinge_loss_v2": 0.00018739600527907738, "margin_success_fraction": 0.0 }, { "epoch": 390, "local_updates": 3120, "cumulative_learning_time_seconds": 12.132570143656983, "classification_error": 0.125, "hinge_loss_v2": 0.00018428176050419722, "margin_success_fraction": 0.0 }, { "epoch": 400, "local_updates": 3200, "cumulative_learning_time_seconds": 12.397116827092207, "classification_error": 0.125, "hinge_loss_v2": 0.0001812891620046657, "margin_success_fraction": 0.0 }, { "epoch": 410, "local_updates": 3280, "cumulative_learning_time_seconds": 12.659171456862195, "classification_error": 0.125, "hinge_loss_v2": 0.0001785904407093586, "margin_success_fraction": 0.0 }, { "epoch": 420, "local_updates": 3360, "cumulative_learning_time_seconds": 12.918871132526169, "classification_error": 0.125, "hinge_loss_v2": 0.0001761176790226435, "margin_success_fraction": 0.0 }, { "epoch": 430, "local_updates": 3440, "cumulative_learning_time_seconds": 13.176521297514574, "classification_error": 0.125, "hinge_loss_v2": 0.00017388042553899495, "margin_success_fraction": 0.0 }, { "epoch": 440, "local_updates": 3520, "cumulative_learning_time_seconds": 13.432356803222579, "classification_error": 0.0, "hinge_loss_v2": 0.00017171968048366616, "margin_success_fraction": 0.0 }, { "epoch": 450, "local_updates": 3600, "cumulative_learning_time_seconds": 13.68637336725306, "classification_error": 0.0, "hinge_loss_v2": 0.00016955695223273376, "margin_success_fraction": 0.0 }, { "epoch": 460, "local_updates": 3680, "cumulative_learning_time_seconds": 13.938549658320566, "classification_error": 0.0, "hinge_loss_v2": 0.0001673908091614651, "margin_success_fraction": 0.0 }, { "epoch": 470, "local_updates": 3760, "cumulative_learning_time_seconds": 14.188862307903342, "classification_error": 0.0, "hinge_loss_v2": 0.00016521958027924694, "margin_success_fraction": 0.0 }, { "epoch": 480, "local_updates": 3840, "cumulative_learning_time_seconds": 14.437285548898805, "classification_error": 0.0, "hinge_loss_v2": 0.00016304129575893286, "margin_success_fraction": 0.0 }, { "epoch": 490, "local_updates": 3920, "cumulative_learning_time_seconds": 14.68379076188917, "classification_error": 0.0, "hinge_loss_v2": 0.00016085360855201943, "margin_success_fraction": 0.0 }, { "epoch": 500, "local_updates": 4000, "cumulative_learning_time_seconds": 14.928345897634676, "classification_error": 0.0, "hinge_loss_v2": 0.00015865368929331822, "margin_success_fraction": 0.0 }, { "epoch": 510, "local_updates": 4080, "cumulative_learning_time_seconds": 15.170914730656389, "classification_error": 0.0, "hinge_loss_v2": 0.00015643808267502458, "margin_success_fraction": 0.0 }, { "epoch": 520, "local_updates": 4160, "cumulative_learning_time_seconds": 15.411455877433058, "classification_error": 0.0, "hinge_loss_v2": 0.00015420250688167404, "margin_success_fraction": 0.0 }, { "epoch": 530, "local_updates": 4240, "cumulative_learning_time_seconds": 15.649921478639111, "classification_error": 0.0, "hinge_loss_v2": 0.0001519415665256188, "margin_success_fraction": 0.0 }, { "epoch": 540, "local_updates": 4320, "cumulative_learning_time_seconds": 15.886358572687854, "classification_error": 0.0, "hinge_loss_v2": 0.0001498893869795499, "margin_success_fraction": 0.0 }, { "epoch": 550, "local_updates": 4400, "cumulative_learning_time_seconds": 16.120893826392045, "classification_error": 0.0, "hinge_loss_v2": 0.00014787226244473395, "margin_success_fraction": 0.0 }, { "epoch": 560, "local_updates": 4480, "cumulative_learning_time_seconds": 16.353502741666713, "classification_error": 0.0, "hinge_loss_v2": 0.00014585097517418345, "margin_success_fraction": 0.0 }, { "epoch": 570, "local_updates": 4560, "cumulative_learning_time_seconds": 16.584165328829133, "classification_error": 0.0, "hinge_loss_v2": 0.00014387142882942992, "margin_success_fraction": 0.0 }, { "epoch": 580, "local_updates": 4640, "cumulative_learning_time_seconds": 16.8129548066193, "classification_error": 0.0, "hinge_loss_v2": 0.00014198152226598787, "margin_success_fraction": 0.0 }, { "epoch": 590, "local_updates": 4720, "cumulative_learning_time_seconds": 17.039879797856074, "classification_error": 0.0, "hinge_loss_v2": 0.00014009870586037168, "margin_success_fraction": 0.0 }, { "epoch": 600, "local_updates": 4800, "cumulative_learning_time_seconds": 17.26492360663416, "classification_error": 0.0, "hinge_loss_v2": 0.00013822262610851678, "margin_success_fraction": 0.0 } ], "status": "completed", "wall_seconds": 68.25723151862621 } } } ], "summary": { "4": { "nodes": 16, "learnable_edges": 32, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.056874999999999995, "stable_zero_error_fraction": 0.8, "mean_restricted_epochs_to_stable_zero_error": 220.0, "mean_restricted_edge_updates_to_stable_zero_error": 48857.6, "mean_restricted_learning_time_to_stable_zero_seconds": 4.152010324660442, "median_wall_seconds": 2.0129530988633633 } } }, "8": { "nodes": 64, "learnable_edges": 128, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.0, "zero_error_fraction": 1.0, "mean_classification_error_auc": 0.04666666666666666, "stable_zero_error_fraction": 1.0, "mean_restricted_epochs_to_stable_zero_error": 142.0, "mean_restricted_edge_updates_to_stable_zero_error": 144614.4, "mean_restricted_learning_time_to_stable_zero_seconds": 3.826156966526297, "median_wall_seconds": 4.142125844955444 } } }, "12": { "nodes": 144, "learnable_edges": 288, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.0, "zero_error_fraction": 1.0, "mean_classification_error_auc": 0.030208333333333337, "stable_zero_error_fraction": 1.0, "mean_restricted_epochs_to_stable_zero_error": 110.0, "mean_restricted_edge_updates_to_stable_zero_error": 253440.0, "mean_restricted_learning_time_to_stable_zero_seconds": 3.675900880139973, "median_wall_seconds": 8.883036889135838 } } }, "16": { "nodes": 256, "learnable_edges": 512, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.04895833333333333, "stable_zero_error_fraction": 0.8, "mean_restricted_epochs_to_stable_zero_error": 206.0, "mean_restricted_edge_updates_to_stable_zero_error": 843776.0, "mean_restricted_learning_time_to_stable_zero_seconds": 6.888920901053235, "median_wall_seconds": 16.295840047299862 } } }, "24": { "nodes": 576, "learnable_edges": 1152, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.05, "zero_error_fraction": 0.6, "mean_classification_error_auc": 0.13916666666666663, "stable_zero_error_fraction": 0.6, "mean_restricted_epochs_to_stable_zero_error": 384.0, "mean_restricted_edge_updates_to_stable_zero_error": 3538944.0, "mean_restricted_learning_time_to_stable_zero_seconds": 12.87559107627412, "median_wall_seconds": 39.19947765767574 } } }, "32": { "nodes": 1024, "learnable_edges": 2048, "methods": { "overclamp_clean": { "trials": 5, "failures": 0, "mean_classification_error": 0.175, "zero_error_fraction": 0.4, "mean_classification_error_auc": 0.224375, "stable_zero_error_fraction": 0.4, "mean_restricted_epochs_to_stable_zero_error": 560.0, "mean_restricted_edge_updates_to_stable_zero_error": 9175040.0, "mean_restricted_learning_time_to_stable_zero_seconds": 18.61763423915192, "median_wall_seconds": 68.48526994884014 } } } } }