diff options
| -rw-r--r-- | results/coupled_ladder/p0_clean_lr1e-2.json | 7209 | ||||
| -rw-r--r-- | results/coupled_ladder/p0_clean_lr3e-2.json | 9601 | ||||
| -rw-r--r-- | results/coupled_ladder/p0_clean_lr3e-3.json | 9601 | ||||
| -rw-r--r-- | results/coupled_ladder/p0_clean_small_lr1e-2.json | 7209 |
4 files changed, 33620 insertions, 0 deletions
diff --git a/results/coupled_ladder/p0_clean_lr1e-2.json b/results/coupled_ladder/p0_clean_lr1e-2.json new file mode 100644 index 0000000..1ae31fb --- /dev/null +++ b/results/coupled_ladder/p0_clean_lr1e-2.json @@ -0,0 +1,7209 @@ +{ + "analysis": "digital_coupled_learning_size_ladder", + "confirmatory": false, + "autodiff_used": false, + "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", + "protocol": { + "sizes": [ + 16, + 24, + 32 + ], + "rotations_per_input_diameter": 1, + "task_count": 5, + "device_seeds": [ + 20260829 + ], + "methods": [ + "clean" + ], + "epochs": 600, + "record_every": 10, + "learning_time_seconds_by_side": { + "16": 0.01, + "24": 0.01, + "32": 0.01 + }, + "calibration_observations": 16, + "component_imperfection": { + "gain_standard_deviation": 0.01, + "twin_mismatch_standard_deviation_v": 0.001, + "multiplier_offset_standard_deviation_v_per_s": 2.3 + }, + "pairing": "task, initial gates, and component draw" + }, + "records": [ + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00029651459139310886, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0004317763495113036, + -0.0009348854096360437, + -0.0007244629524165436, + 7.62284005356717e-05, + 0.0009981545139362558, + 0.0015012635740608848, + 0.0012908411168414125, + 0.0004901497638890862 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 250, + "restricted_updates_to_zero_error": 2000, + "classification_error_auc": 0.309375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 3087, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032402910447986517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003228334965978098, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003216824717148834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032055741590183734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003194457615784138, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003183387739005727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003172301163315352, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.000316114919450638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003149891767094205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003138493554703104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031269215405301063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003115143636950834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003103128130393658, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030908438391478565, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003078260892290178, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030653518914559646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003052092703488734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003038460781780816, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.000302442566797929, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030099188137801486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002994752695303504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029784193676848274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029598117709568155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002942585143192395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029486348266259893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029733710144260237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003011439171255688, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003058058494179566, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030823646354157587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030801207728020847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030738426615172605, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030679757904710273, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003062473351232018, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030572937442282513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030523999923192004, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003047759222853819, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003043342209650815, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030391229675210855, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030350783929526204, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003031187945424833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003027433364540459, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030237984187790644, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003020268682204486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030168313359132015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.000301347499140278, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030101895333798127, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003006965979821958, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003003796357365551, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003000673590315273, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029975914017681143, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029945442254998805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002991527134317485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002988535759333701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002985566205215206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002982615025695492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029796791741901906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002976755958832472, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002973843002438175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029709382068639185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.000296803972127985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029651459139310886, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.796641532331705 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00021325906543677995, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0035126552297802816, + -0.005781664378571166, + -0.004893405694304881, + -0.0013682090673289848, + 0.002728913128305921, + 0.004997922277096778, + 0.0041096635928304925, + 0.0005844669658545687 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 260, + "restricted_updates_to_zero_error": 2080, + "classification_error_auc": 0.12916666666666668, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 3048, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240476056485139, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031932854176367593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031482449005643625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003104639041703837, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030619802977999643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030199269984501154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029782305659357207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029367015020560213, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028951875080468763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002853559542702237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028117031655431663, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002769513466442183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.000272689241874237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026837476747092, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002639991631281831, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002595538946073575, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002550299473877923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002504161813366943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024569606109176533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002408419378966042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023588462223124058, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023192786071540237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022823027914749516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002248194393597578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022292475881290552, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022163802809799306, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022078509914186833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022024410546918292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021993249828247626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021979754191448538, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002198090687716557, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002199543551255934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022023485597655502, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.000220664662871221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002212707610488742, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022209547423007216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022279114365165786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002232535524222546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022364286286883424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022397059267086105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022425706718912707, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002245250372450515, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022479608527054996, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022508893306144148, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022541893377226572, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022579814301183632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022556832042183305, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002248011314529619, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022402263903158664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022323498226296682, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022243962354325525, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022163755209479662, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.000220829428582351, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002200156911376292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021919662611941487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021837241680232593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021744486956654576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021633905895614505, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002152792477469381, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021425522913053686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021325906543677995, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.86948773637414 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 8.1700232575735e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.006804724890539571, + -0.014299964900917228, + -0.01308709380330933, + -0.0038765950372842972, + 0.007936146136241162, + 0.01543138614661882, + 0.01421851504901106, + 0.0050080162829860275 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 210, + "restricted_updates_to_zero_error": 1680, + "classification_error_auc": 0.08541666666666667, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2402, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240635554968687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003135582529122144, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030373379648535303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029440872063373933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028545973285890936, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002768013577110671, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026837297108404094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026013050456597366, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002520411288344743, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.000244079849851242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023622733354564313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022846850654203646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022079161836656696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021318753179442793, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020564906208946695, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001981702405610817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019074545864787828, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018336856950867917, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017603217014151937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016882313566829799, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016299284352986088, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015813269772242775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001535639743719702, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014923525611164925, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014535334460653125, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014184896436110207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001386232839386873, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001360199859015958, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013362302235508662, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013134154859534983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012914769205503765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012702274050094262, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.000124954214515263, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012293384252631297, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012095617147202516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011901762123936333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011711584558965889, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011524930513402907, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011341698415622493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011161820259428765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010985249254350914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010811952223796107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010641904461093425, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001047508644330054, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010311481763320188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010151074693896047, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 9.993847934211857e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 9.839787707533506e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 9.688880216737145e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 9.541110919776196e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 9.396464095397362e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 9.254922407230319e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 9.123338701818178e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 8.996087398505833e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 8.871205335365152e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 8.74866678052505e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 8.628443391724406e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 8.51050384595913e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 8.394813490926595e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 8.281334030620888e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 8.1700232575735e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.785678334534168 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.966932818554489e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.008139407108803398, + -0.019201823625224268, + -0.018720787110364207, + -0.006978082230631483, + 0.009147573754371058, + 0.020209990270791955, + 0.019728953755931866, + 0.007986248876199253 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 130, + "restricted_updates_to_zero_error": 1040, + "classification_error_auc": 0.035416666666666666, + "local_updates": 4358, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 43.5799999999999, + "clipped_updates": 2514, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401941327637253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030566023306699693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000288989152413805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002736107563882208, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002592580050977967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024574757210430614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023295159015265728, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002207795200734643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020916635638036228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019806484140717965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018744023833481738, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001772667585438072, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016752508797506166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001582006873400264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014928269119678523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014076331563678198, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013263770479826574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012490410426247442, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001175641628367481, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011076339810096087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001053412442971979, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010095127764173397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 9.696113717375987e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 9.329157914435735e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 8.989071914780293e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 8.672392715448467e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 8.376739830619033e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 8.10148913195918e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 7.859389644575638e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 7.64071922351123e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 7.446441974610151e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 7.28187585313842e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 7.128288502234711e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 6.984164291621046e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 6.848410829932897e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 6.720229731429285e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 6.599024076044321e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 6.485467590190015e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 6.383900115360992e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 6.28771300826416e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 6.19663150074899e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 6.110410604146812e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 6.028826161731e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 5.9516681958500905e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 5.878738644467848e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 5.809848679398553e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3674, + "classification_error": 0.0, + "hinge_loss_v2": 5.744605408949198e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 470, + "local_updates": 3736, + "classification_error": 0.0, + "hinge_loss_v2": 5.681944321288043e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 480, + "local_updates": 3796, + "classification_error": 0.0, + "hinge_loss_v2": 5.6212974072536196e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 490, + "local_updates": 3856, + "classification_error": 0.0, + "hinge_loss_v2": 5.562475354709523e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 500, + "local_updates": 3916, + "classification_error": 0.0, + "hinge_loss_v2": 5.505333001581446e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 510, + "local_updates": 3975, + "classification_error": 0.0, + "hinge_loss_v2": 5.4497527643705844e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 520, + "local_updates": 4025, + "classification_error": 0.0, + "hinge_loss_v2": 5.395215469253833e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 530, + "local_updates": 4075, + "classification_error": 0.0, + "hinge_loss_v2": 5.341277355396377e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 540, + "local_updates": 4118, + "classification_error": 0.0, + "hinge_loss_v2": 5.287811685547357e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 4158, + "classification_error": 0.0, + "hinge_loss_v2": 5.234413099319108e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 4198, + "classification_error": 0.0, + "hinge_loss_v2": 5.18101840929482e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 4238, + "classification_error": 0.0, + "hinge_loss_v2": 5.1275997894150354e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 4278, + "classification_error": 0.0, + "hinge_loss_v2": 5.0741300698741895e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 4318, + "classification_error": 0.0, + "hinge_loss_v2": 5.020582998997836e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 4358, + "classification_error": 0.0, + "hinge_loss_v2": 4.966932818554489e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 14.961204819381237 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 3.1414155096817253e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.009567599424409212, + -0.02376679217201738, + -0.02363592618213295, + -0.009251660976777126, + 0.010959895971524136, + 0.025159088719132056, + 0.025028222729247596, + 0.0106439575238918 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.020833333333333332, + "local_updates": 3427, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 34.27000000000175, + "clipped_updates": 1663, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240184941791882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002959105090152451, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002713500881944963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002495279234876635, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002299004363586548, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021209397641268202, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019584524702813587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018096348248720033, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016730605143498592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015476254803214776, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001432443675378845, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013267789329174937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012300008695377703, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001141556650010384, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010609527826111229, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 9.877426261967138e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 9.21516460158575e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 8.618920648979599e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 8.085048733048136e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1514, + "classification_error": 0.0, + "hinge_loss_v2": 7.608732484740805e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 200, + "local_updates": 1574, + "classification_error": 0.0, + "hinge_loss_v2": 7.175060067494314e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 210, + "local_updates": 1634, + "classification_error": 0.0, + "hinge_loss_v2": 6.795596883376942e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 220, + "local_updates": 1694, + "classification_error": 0.0, + "hinge_loss_v2": 6.52918370335828e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 230, + "local_updates": 1754, + "classification_error": 0.0, + "hinge_loss_v2": 6.295991508001224e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 240, + "local_updates": 1814, + "classification_error": 0.0, + "hinge_loss_v2": 6.089365512397616e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 250, + "local_updates": 1874, + "classification_error": 0.0, + "hinge_loss_v2": 5.904238714431823e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 260, + "local_updates": 1934, + "classification_error": 0.0, + "hinge_loss_v2": 5.7463317677423553e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 270, + "local_updates": 1994, + "classification_error": 0.0, + "hinge_loss_v2": 5.615503554483112e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 280, + "local_updates": 2054, + "classification_error": 0.0, + "hinge_loss_v2": 5.493875863996609e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 290, + "local_updates": 2114, + "classification_error": 0.0, + "hinge_loss_v2": 5.380073552625033e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 300, + "local_updates": 2174, + "classification_error": 0.0, + "hinge_loss_v2": 5.2730540005230126e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 310, + "local_updates": 2234, + "classification_error": 0.0, + "hinge_loss_v2": 5.1720241470625457e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 320, + "local_updates": 2294, + "classification_error": 0.0, + "hinge_loss_v2": 5.0763778371206805e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 330, + "local_updates": 2346, + "classification_error": 0.0, + "hinge_loss_v2": 4.984960862474363e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 340, + "local_updates": 2387, + "classification_error": 0.0, + "hinge_loss_v2": 4.895128549905598e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 2427, + "classification_error": 0.0, + "hinge_loss_v2": 4.808113887682099e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2467, + "classification_error": 0.0, + "hinge_loss_v2": 4.73056966741268e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2507, + "classification_error": 0.0, + "hinge_loss_v2": 4.654756696070116e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2547, + "classification_error": 0.0, + "hinge_loss_v2": 4.5804305842720965e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2587, + "classification_error": 0.0, + "hinge_loss_v2": 4.5073888676339406e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2627, + "classification_error": 0.0, + "hinge_loss_v2": 4.4354641353799905e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2667, + "classification_error": 0.0, + "hinge_loss_v2": 4.364518245738035e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2707, + "classification_error": 0.0, + "hinge_loss_v2": 4.294437463692079e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2747, + "classification_error": 0.0, + "hinge_loss_v2": 4.225128385035071e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2787, + "classification_error": 0.0, + "hinge_loss_v2": 4.1565144481794705e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2827, + "classification_error": 0.0, + "hinge_loss_v2": 4.088533127719779e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2867, + "classification_error": 0.0, + "hinge_loss_v2": 4.02113357206987e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2907, + "classification_error": 0.0, + "hinge_loss_v2": 3.9542745981579536e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2947, + "classification_error": 0.0, + "hinge_loss_v2": 3.887923018887186e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2987, + "classification_error": 0.0, + "hinge_loss_v2": 3.8220522494319325e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3027, + "classification_error": 0.0, + "hinge_loss_v2": 3.75664114687085e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3067, + "classification_error": 0.0, + "hinge_loss_v2": 3.691673044867263e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3107, + "classification_error": 0.0, + "hinge_loss_v2": 3.6271349512522445e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3147, + "classification_error": 0.0, + "hinge_loss_v2": 3.5630168815903296e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3187, + "classification_error": 0.0, + "hinge_loss_v2": 3.4993113062362094e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3227, + "classification_error": 0.0, + "hinge_loss_v2": 3.436012692132645e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3267, + "classification_error": 0.0, + "hinge_loss_v2": 3.375999929717481e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3307, + "classification_error": 0.0, + "hinge_loss_v2": 3.316612271569901e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3347, + "classification_error": 0.0, + "hinge_loss_v2": 3.257734829341292e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3387, + "classification_error": 0.0, + "hinge_loss_v2": 3.199343543012206e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3427, + "classification_error": 0.0, + "hinge_loss_v2": 3.1414155096817253e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 13.35690463706851 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0003129539461219271, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.00027637126423313285, + -0.0004819857529156646, + -0.00040947528626289476, + -0.0001013155122258913, + 0.00026197775294209413, + 0.00046759224162462587, + 0.00039508177497171726, + 8.69220009349081e-05 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 300, + "restricted_updates_to_zero_error": 2400, + "classification_error_auc": 0.34791666666666665, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2705, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401560333185424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032357924441074045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003231475400796718, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032271928471246737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003222933585023001, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003218687030294749, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032144429859991893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032101914288330835, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003205922304719369, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032016253310139726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031972898045018894, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.000319290441713664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003188457086076347, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031839348123311394, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031793235956191875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031746084559873794, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003169773652845668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031648032628941514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031596824052536625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031543996327982314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031489514357499774, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003143350609667461, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031376417927744674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003131930529169244, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031264383091364424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003121608262184784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003117738454283209, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031055716106627906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031044123511448827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031135943945360543, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031383925125808856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003166670215657707, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.000316525385662225, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031638520159015177, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031624637685476284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003161088482695749, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003159725554463577, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003158374406705338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031570344878216797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003155705270622738, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003154386251242317, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031530769481004253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003151776900912141, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003150485669740897, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031492028340936965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031479279920567944, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003146660759469867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031454007691368325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003144147670071727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031429011267782177, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003141660818560929, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003140426438867426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003139197694659386, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003137974305811549, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003136756004537392, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003135542534840192, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031343336519884274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003133129122014284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031319287212344606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003130732235792159, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003129539461219271, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.16943037882447 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00028196626699904844, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0012887984094728244, + -0.0021034192108396466, + -0.0018268306166001058, + -0.0006210544740619106, + 0.0008075819056619915, + 0.0016222027070288414, + 0.0013456141127893562, + 0.0001398379702510777 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 340, + "restricted_updates_to_zero_error": 2720, + "classification_error_auc": 0.30625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2844, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003243365663269103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003225853465542197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003208615776539097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003191600304252952, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003174758932909703, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031580466991261067, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031414208617234357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003124840046155368, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003108263449652285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003091650099623079, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.000307495816682, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030581443481895944, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003041163355286992, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.000302396757758831, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003006507044035708, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002988729893657818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002970583707870005, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002952018285574063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029329908063391904, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002913474894203793, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002893475939643221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028730561831158305, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028523742810032747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028317442931975604, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028112443023440496, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027883400166399885, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027722172118368316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027607665607122284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002756132929520518, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.375, + "hinge_loss_v2": 0.00027550038399507925, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027578353559436957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002765297473246934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002778350355999894, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027983544930805016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028272305825768635, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002863193811621658, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.000290451433578258, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029311131074402614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002927781415136186, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002922443744401759, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002917159956439175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029119275791865927, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029067442165222777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029016075875275694, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002896515547734516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028914660313993974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028864570620888556, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002881486748557507, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002876553280819399, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002871654926403415, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002866790026783678, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028619569939753646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028571543072880947, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028523805102290264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028476342075475325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002842914062415368, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002838218793734793, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028335471735687934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002828898024687076, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028242702182226234, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028196626699904844, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.94035725668073 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00023465767218430964, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.003296589441414588, + -0.005154443089524063, + -0.004543941703992971, + -0.0018227087166179379, + 0.0014151944949739037, + 0.0032730481430833513, + 0.0026625467575521755, + -5.868622982285743e-05 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 360, + "restricted_updates_to_zero_error": 2880, + "classification_error_auc": 0.16770833333333332, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2784, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032432979311121255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003204254646312642, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031660898243676406, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128676630085014, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003091899888540942, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030556537400004637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003019839587754389, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002984364299701949, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002949138641783378, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002914075941977464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002879091010344465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002844099377412795, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028090169654844724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002773760382459281, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027382481347634026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027024032049146457, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002666157636763285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026294600093143756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025922869082341596, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025546595726985504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002516666441505904, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002478490582050914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002440833061649269, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024053264953527323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.000236873602824516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023449045517856337, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023217254552621437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023005782060528507, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022868413187431536, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022747485248516544, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022642467464160397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022553042867705316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022479110868903445, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002242079641571276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.000223784671354427, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022352760606808223, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002234462507267199, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022355378700245117, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022386795359779002, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022441229568853857, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022521801048876286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002263267243046531, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002276257078976879, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002287299378117391, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023002129050129333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002314847549391912, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023310409094754315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.000234863285871276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023674789248116806, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023809392337189453, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023877070869622805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023863684241013397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002382581410367928, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023786428987881823, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023745472513658802, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023702906400195357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023658710142874593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002361287990388447, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023565427172978002, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023516377195049223, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023465767218430964, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.07625453174114 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00014250745580351095, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.004102138919605813, + -0.008782560533873496, + -0.007886332844917854, + -0.0019384538779549376, + 0.005576889535522073, + 0.010257311149789783, + 0.009361083460834141, + 0.0034132044938713912 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 320, + "restricted_updates_to_zero_error": 2560, + "classification_error_auc": 0.125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2376, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032463874208215357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003177295447728206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000311049910884606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000304572559871551, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029827324297872405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002921302408698432, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002861239427935623, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002802364975052371, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002744515303972723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026875392567321077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002631296772527892, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025756581770636087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025205044106681445, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.000246572842748451, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024112380725715342, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023569607981798073, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023028505690562154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002248897141631704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021951374328657667, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021416676960848435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002088653421201759, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020390767079922584, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001992626710287126, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019462998346148102, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019123293049202984, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018824696458246906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001853494857848166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001825249545456619, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001797571091072354, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017751850968683526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001755499948796581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001736756353881686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001718877387068841, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017017952223987668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016854501106860692, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016697895809890062, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001654767664409851, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001640344238849507, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001626484466371108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001613158312906475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016003401433783732, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015880083868896876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015761452680994445, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001564736602309069, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015537716531566087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001543243053195625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001533146789034044, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001523482254138756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015142523738468164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001505463808506293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014971272418573257, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014892577625024106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014818753461434708, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001475005444400242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001468679681168747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014629366475175525, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014565656074148369, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014486121754151554, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014407352727604736, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001432899934742644, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014250745580351095, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.42127671837807 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 8.554990782339003e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005065428213815726, + -0.012863460422310069, + -0.012435868337280775, + -0.004033129602974389, + 0.007422545391130048, + 0.015220577599624446, + 0.014792985514595236, + 0.006390246780288711 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 250, + "restricted_updates_to_zero_error": 2000, + "classification_error_auc": 0.06666666666666667, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2348, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003248526415291286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031414694271827157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030394169598134933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029418209202911245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028482054829478867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027581559057297887, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002671309461191307, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002587348165969342, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025059930885194874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024270000930476919, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023501569405939883, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022752817147687096, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022022225632347824, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021308587334497168, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.000206110281075739, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001992903908330583, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001926251276862615, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018611773711318925, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017977588402143715, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017361132836763083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00016782173515009875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00016267419775225708, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001575884289889302, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00015261022421204587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001492186527275097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.000145966708602195, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014283673985435725, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013981918711949946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013690536486412103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013408735051998534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013135789431851835, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001287103532555446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012652231850993396, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012442882570032766, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012240854415382937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012045612084842873, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011856679130680765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011673631385885004, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011496090857818363, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011323720262008637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011156218281710042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010993315381447176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010834770108383785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010680365823698539, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010529907813318307, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010383220733519032, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010240146352262025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010100541551781804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 9.96427656200408e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 9.83123339794241e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 9.701304477351123e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 9.574391397677802e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 9.450403853798834e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 9.329258680186695e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 9.210879003069219e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 9.095193486234035e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 8.982135621866561e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 8.871643216956626e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 8.763657861320253e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 8.658124452019977e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 8.554990782339003e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.025599133223295 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00031814520330927305, + "margin_success_fraction": 0.0, + "outputs_v": [ + -7.414348538709037e-05, + -0.00018464046787461386, + -0.0001491785668411849, + 1.1469117035173282e-05, + 0.00020319734930365763, + 0.0003136943317910701, + 0.00027823243075764115, + 0.00011758474688142173 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 340, + "restricted_updates_to_zero_error": 2720, + "classification_error_auc": 0.29270833333333335, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2408, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240069249745266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003237943001331389, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.000323582059626214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003233699680931984, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003231577790911341, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000322945231806322, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032273204731880296, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003225179243216878, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.000322302534178203, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032208551517651896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032186646581623956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003216449369310223, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032142042242128274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032119234834350295, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032096006008764256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.000320722807390102, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003204797270139651, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032022982315307055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031997194612507813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003197047709944758, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031942677998118894, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031913625704229405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003188313123561049, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031850997404062016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031817042669694915, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003178115708063262, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003174342979436924, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031704442403560307, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003166596783865035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031632737796137317, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031582734747338163, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031564877017136166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003161578476745934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003173994255164435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003195843693331972, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003196792469303151, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003196167189440522, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003195543085570561, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003194920127719838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031942982865841216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003193677533512837, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003193057840493906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003192439180139036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031918215256691504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031912048509004815, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003190589130230634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003189974338625169, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003189360451604479, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031887474452309034, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003188135296096178, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031875239813091967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003186913478484004, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003186303765728109, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003185694821630997, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031850866252530047, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003184479156114439, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003183872394184791, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003183266319872409, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031826609140143177, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031820561578661956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031814520330927305, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.31440119817853 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00030115232273485827, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.00047916156135857646, + -0.0009189680172130843, + -0.0007806624890961122, + -0.00014526247962745598, + 0.0006150233031781416, + 0.001054829759032705, + 0.0009165242309157606, + 0.00028112422144704885 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 380, + "restricted_updates_to_zero_error": 3040, + "classification_error_auc": 0.30416666666666664, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2542, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401137943395097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.000323164477000303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032232097831801104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003214799310937847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032064034509929405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003198011795023035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003189613285288106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031811960508616353, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031727472190789727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031642526970070633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003155696916839439, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031470625381713045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.000313833009922298, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003129477608497911, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003120480068560612, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031113089255304825, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031019314432901467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030923100137119307, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003082401439962934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030721562818709057, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030615184554328985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003050425482941734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030388101984260725, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003026605540118175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003013755770417412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003000241080298859, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002986130399799564, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029716948259032996, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002958740893758256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002947255417206678, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002941235703321867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029421887716405445, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002945586387115767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002951746920550909, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029616439834586814, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002976809982519618, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002999759407891051, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003026806657882164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003058716027498254, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030612906498207585, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030588754166043045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030564654537485234, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030540606343663695, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003051660834188268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003049265931499121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003046875807076839, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030444903441322643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030421094282502754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030397329473326646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003037360791542011, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003034992853246818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003032629026968138, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030302692093271916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003027913298994361, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030255611966391137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030232128048812983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003020868028243392, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003018526773103806, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030161889476513755, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030138544618407, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030115232273485827, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.69040451198816 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0002746679242783442, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0012776695440805397, + -0.0022597364558202826, + -0.0019614203340731218, + -0.0005574707170839244, + 0.0011296977504035022, + 0.002111764662143384, + 0.0018134485403960565, + 0.00040949892340702565 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 440, + "restricted_updates_to_zero_error": 3520, + "classification_error_auc": 0.26666666666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2674, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401500008601017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003221054400679755, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.00032021077539335957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003183286935139351, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031645682554018033, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003145927190136003, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031273380757834094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003108773768754719, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003090205258913818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003071601229023999, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003052927550884066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003034146708710243, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030152171412667784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.375, + "hinge_loss_v2": 0.000299609249739512, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002976720806879219, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002957043583498808, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029369949059204065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029165005760653333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002895477554315526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002873834054007219, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002851471013556214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028282862821870064, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028041839944179046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027790937123297645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002753007782074359, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002726052330200118, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002703580194845618, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00026839449312900663, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002664180505469974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002652862055145071, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00026436782072095094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00026403048671550487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002638002423818649, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002636908144829367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026371994643815386, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026391080355870624, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002642940263510407, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002649108042538123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026581760633700974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002670936988319145, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026885354321643136, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027066311104506706, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027290092890621244, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027548795683529805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027784757013780574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028049175166917396, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002817147735030666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028120230903171166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002806913763860497, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028018194228746074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027967397326801775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002791674364841791, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002786622996995393, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027815853126789884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027765610011668636, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.000277154975730694, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027665512813613755, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002761565278850155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027565914603974316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027516295415808465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002746679242783442, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.35715426504612 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00023910326113832055, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.002425124867899253, + -0.004194054298722105, + -0.0036680436771028557, + -0.0011552228912338203, + 0.0018724317223359765, + 0.003641361153158773, + 0.0031153505315394403, + 0.0006025297456704881 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 520, + "restricted_updates_to_zero_error": 4160, + "classification_error_auc": 0.19791666666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2609, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240067055557467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003206259489659352, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003172896854094783, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031399331256748593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031073221889730174, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003075017375183092, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003042970964216396, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030111336415376865, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029794539009927535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002947877385200045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029163461564960967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002884797894853574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.000285316502618203, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002821373797608818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027893433401883814, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027569848015893356, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002724200704555705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026908848132624157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002656923006295589, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002622196024604116, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025865855894820867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002549986436711817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.000251232853967884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002473616518170271, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024367116265661717, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024079766293661753, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002380644093813089, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023528701746995434, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023363883071009646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023196340550071478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002302633644982706, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022933868219942953, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022847431543084398, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022767271841869934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022693692387610212, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022627064284466166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022567839176893193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022516565544809477, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002247390979005318, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022440683815003337, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022417881536491622, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022406727907194494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022408745769418852, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002242584864674479, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022460472084430045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022515763583850435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002259586432813923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022653506330546974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022725206562801268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022817624765709927, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022932922992082236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023073525352632185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023242136069469952, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023400772001112423, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023517756158512263, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002364465087786908, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023779584571934263, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002385611829026804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023872660523333175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.000238908670152222, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023910326113832055, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.34205266460776 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00017048338352703075, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0024021870518969313, + -0.006182668258698287, + -0.005373516282945745, + -0.00044872137801393874, + 0.0057068383926939525, + 0.009487319599495364, + 0.008678167623742739, + 0.0037533727188109878 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 400, + "restricted_updates_to_zero_error": 3200, + "classification_error_auc": 0.16458333333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2550, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240068715372468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003187448213889877, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003135882282949188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000308528492902559, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030355723182935875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029866620442036085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029384723841776835, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002890921539045239, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028439268515174237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.000279740400450443, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002751266207604304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027054233925193863, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026597814584780437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002614241641683531, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002568700135841621, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025230481756346687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024771729297422756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024309597621905799, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023842967507596842, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023370828540331202, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022892418595476123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022407452727070593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002191648565585091, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021481192555401106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021124495436219778, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020792055018830244, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020447925091766168, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020186231645785604, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019976640817508112, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001976643926115365, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019554598331443865, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019365237153738012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019224863367995078, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001908858086825886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018956357504614432, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018828171607142982, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018704012278326465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001858387980701491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018467786220448655, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018355755995160404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001824782695305248, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001814405137575009, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018044497379014122, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017949250600004596, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017858416264349277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001777212171819468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001769051953405756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017613791329823512, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017542152455373016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017475857858644455, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001741520936199958, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001736056473045342, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017312349085666154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001727106931523398, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001723733234014264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017211868350683533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017195560417170952, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017153126589526522, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017113888946773413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001707898167229002, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017048338352703075, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.38068014383316 + } + } + } + ], + "summary": { + "16": { + "nodes": 256, + "learnable_edges": 512, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.11604166666666668, + "mean_restricted_epochs_to_zero_error": 188.0, + "median_wall_seconds": 15.785678334534168 + } + } + }, + "24": { + "nodes": 576, + "learnable_edges": 1152, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.20270833333333335, + "mean_restricted_epochs_to_zero_error": 314.0, + "median_wall_seconds": 37.07625453174114 + } + } + }, + "32": { + "nodes": 1024, + "learnable_edges": 2048, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.24520833333333333, + "mean_restricted_epochs_to_zero_error": 416.0, + "median_wall_seconds": 67.35715426504612 + } + } + } + } +} diff --git a/results/coupled_ladder/p0_clean_lr3e-2.json b/results/coupled_ladder/p0_clean_lr3e-2.json new file mode 100644 index 0000000..eded558 --- /dev/null +++ b/results/coupled_ladder/p0_clean_lr3e-2.json @@ -0,0 +1,9601 @@ +{ + "analysis": "digital_coupled_learning_size_ladder", + "confirmatory": false, + "autodiff_used": false, + "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", + "protocol": { + "sizes": [ + 12, + 16, + 24, + 32 + ], + "rotations_per_input_diameter": 1, + "task_count": 5, + "device_seeds": [ + 20260829 + ], + "methods": [ + "clean" + ], + "epochs": 600, + "record_every": 10, + "learning_time_seconds_by_side": { + "12": 0.03, + "16": 0.03, + "24": 0.03, + "32": 0.03 + }, + "calibration_observations": 16, + "component_imperfection": { + "gain_standard_deviation": 0.01, + "twin_mismatch_standard_deviation_v": 0.001, + "multiplier_offset_standard_deviation_v_per_s": 2.3 + }, + "pairing": "task, initial gates, and component draw" + }, + "records": [ + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00018258563436518094, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0028248298118685733, + -0.005752799349882404, + -0.004217854735908161, + 0.0008808542926794782, + 0.00655657313752811, + 0.009484542675541968, + 0.00794959806156778, + 0.0028508890329801695 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 80, + "restricted_updates_to_zero_error": 640, + "classification_error_auc": 0.19375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4301, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003242426037774888, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031735973580785065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003108301441870538, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003039687909682905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002968015676263142, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028941205619718966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002810254916425724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027280170525057656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002761722830341495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002809494125168094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028118092253571754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002806132735855998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027986170399620905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027902931300685256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002778997512993314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002767249540673643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027544794491086093, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002740510425410046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002725333035669632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002709078706259075, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.000269186442803844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002673800383835379, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026549780804672324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.000263546668135038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026153131546163166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025945439116147853, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025731529837859097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002551121487021063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002528446632595209, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002505088105999179, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024809886331362413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002456072278847035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024356801371795838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024168531003222702, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023975173278751645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002377664546801856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002357277474982016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023363304513378068, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023147895935612305, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002292612481453395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022697473321003412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022461315871645336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022216897666418328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021963303451606395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.000216994125330326, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021452851926155657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021246084151229478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021068113537631449, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020885452840112016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002069780293475468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020505392677702255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020308062934620602, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020105588655874206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019897683665050166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019684001090893493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019464120523156165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019237571485894876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019003810787164143, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018762204143545834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018512014098953723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018258563436518094, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.570647768676281 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.0763057734508556e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.010901957995871348, + -0.022770456440900838, + -0.021217892679587624, + -0.007153737506860325, + 0.011183417720417366, + 0.023051916165446662, + 0.021499352404133643, + 0.0074351972314062875 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 70, + "restricted_updates_to_zero_error": 560, + "classification_error_auc": 0.03229166666666667, + "local_updates": 3838, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 115.1400000000036, + "clipped_updates": 3115, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.625, + "hinge_loss_v2": 0.0003245448686543701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002973977141374866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002729003594239391, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002487071894151109, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002244744831948265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019994164769064908, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001765973555824165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.000161499128862659, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015188319696092062, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014460501204281316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001378160340249735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013137827084642266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012527459916189992, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001195247454505579, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011416869145060724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010799441421426449, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010169286094148178, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.56511331316157e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 9.121100309102118e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.750656345937617e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.387268643768566e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 8.030491748267186e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.68047030966332e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.374998869621725e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.135578538434789e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 6.977604772298078e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 6.827980117125678e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.686444075580444e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.552758744077057e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.426681043579388e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.307959725417794e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 6.19595259559022e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 320, + "local_updates": 2558, + "classification_error": 0.0, + "hinge_loss_v2": 6.089974720754215e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 330, + "local_updates": 2624, + "classification_error": 0.0, + "hinge_loss_v2": 5.988878136394183e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 340, + "local_updates": 2684, + "classification_error": 0.0, + "hinge_loss_v2": 5.890244303434676e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 350, + "local_updates": 2744, + "classification_error": 0.0, + "hinge_loss_v2": 5.7934022436790976e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 360, + "local_updates": 2804, + "classification_error": 0.0, + "hinge_loss_v2": 5.698437174747241e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 370, + "local_updates": 2864, + "classification_error": 0.0, + "hinge_loss_v2": 5.60536081447066e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 380, + "local_updates": 2924, + "classification_error": 0.0, + "hinge_loss_v2": 5.514172696082454e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 2983, + "classification_error": 0.0, + "hinge_loss_v2": 5.4246893166791085e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 400, + "local_updates": 3033, + "classification_error": 0.0, + "hinge_loss_v2": 5.3443440125468375e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 410, + "local_updates": 3078, + "classification_error": 0.0, + "hinge_loss_v2": 5.28477694001037e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 3118, + "classification_error": 0.0, + "hinge_loss_v2": 5.224290446164183e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 3158, + "classification_error": 0.0, + "hinge_loss_v2": 5.162849410296593e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 3198, + "classification_error": 0.0, + "hinge_loss_v2": 5.1005192491379394e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 3238, + "classification_error": 0.0, + "hinge_loss_v2": 5.037326521451078e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 3278, + "classification_error": 0.0, + "hinge_loss_v2": 4.973258834114562e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 3318, + "classification_error": 0.0, + "hinge_loss_v2": 4.9082817413353654e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3358, + "classification_error": 0.0, + "hinge_loss_v2": 4.842346690182156e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3398, + "classification_error": 0.0, + "hinge_loss_v2": 4.775392815274786e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3438, + "classification_error": 0.0, + "hinge_loss_v2": 4.7073510193783666e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3478, + "classification_error": 0.0, + "hinge_loss_v2": 4.638141825573791e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3518, + "classification_error": 0.0, + "hinge_loss_v2": 4.568408742589728e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3558, + "classification_error": 0.0, + "hinge_loss_v2": 4.510169980407455e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3598, + "classification_error": 0.0, + "hinge_loss_v2": 4.450970940765053e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3638, + "classification_error": 0.0, + "hinge_loss_v2": 4.390895353072334e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3678, + "classification_error": 0.0, + "hinge_loss_v2": 4.329946754067647e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3718, + "classification_error": 0.0, + "hinge_loss_v2": 4.268085470126494e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3758, + "classification_error": 0.0, + "hinge_loss_v2": 4.2052475647294395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3798, + "classification_error": 0.0, + "hinge_loss_v2": 4.1413525790071006e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3838, + "classification_error": 0.0, + "hinge_loss_v2": 4.0763057734508556e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 8.628774646669626 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 7.431947430802555e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.015220051054501943, + -0.03481918667150907, + -0.03396029947831106, + -0.013146513944134575, + 0.015429736649424514, + 0.03502887226643159, + 0.03416998507323357, + 0.013356199539057145 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 320, + "classification_error_auc": 0.015625, + "local_updates": 2871, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 86.1300000000025, + "clipped_updates": 2334, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032483963415872786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002671956350247817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022077589296499328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018007598944122592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014453509440156794, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011427417164683685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 9.201946808206681e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 7.966023013392841e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 7.071740828684663e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 6.509397294102371e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 6.106472113813378e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 879, + "classification_error": 0.0, + "hinge_loss_v2": 5.787924344965927e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 120, + "local_updates": 944, + "classification_error": 0.0, + "hinge_loss_v2": 5.5231627540437285e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 130, + "local_updates": 991, + "classification_error": 0.0, + "hinge_loss_v2": 5.282573992992758e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 140, + "local_updates": 1031, + "classification_error": 0.0, + "hinge_loss_v2": 5.052802987491237e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 1071, + "classification_error": 0.0, + "hinge_loss_v2": 4.827015104771848e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 1111, + "classification_error": 0.0, + "hinge_loss_v2": 4.5980790234830945e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1151, + "classification_error": 0.0, + "hinge_loss_v2": 4.364577531240109e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1191, + "classification_error": 0.0, + "hinge_loss_v2": 4.124959836172212e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1231, + "classification_error": 0.0, + "hinge_loss_v2": 3.8774873589206086e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1271, + "classification_error": 0.0, + "hinge_loss_v2": 3.687056849794829e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1311, + "classification_error": 0.0, + "hinge_loss_v2": 3.5445047236554895e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1351, + "classification_error": 0.0, + "hinge_loss_v2": 3.401068527105577e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1391, + "classification_error": 0.0, + "hinge_loss_v2": 3.2548093187921336e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1431, + "classification_error": 0.0, + "hinge_loss_v2": 3.104228556999584e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1471, + "classification_error": 0.0, + "hinge_loss_v2": 2.9740094799315943e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1511, + "classification_error": 0.0, + "hinge_loss_v2": 2.8893365168923704e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1551, + "classification_error": 0.0, + "hinge_loss_v2": 2.8051537132898672e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1591, + "classification_error": 0.0, + "hinge_loss_v2": 2.7214496897354806e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1631, + "classification_error": 0.0, + "hinge_loss_v2": 2.6381946943449113e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1671, + "classification_error": 0.0, + "hinge_loss_v2": 2.555344029394255e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1711, + "classification_error": 0.0, + "hinge_loss_v2": 2.472843289820774e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1751, + "classification_error": 0.0, + "hinge_loss_v2": 2.3906319723823227e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1791, + "classification_error": 0.0, + "hinge_loss_v2": 2.3086453436701173e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1831, + "classification_error": 0.0, + "hinge_loss_v2": 2.226815038576049e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1871, + "classification_error": 0.0, + "hinge_loss_v2": 2.1450688095728392e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1911, + "classification_error": 0.0, + "hinge_loss_v2": 2.0633297022069196e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1951, + "classification_error": 0.0, + "hinge_loss_v2": 1.9815148141660417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1991, + "classification_error": 0.0, + "hinge_loss_v2": 1.899533716766568e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2031, + "classification_error": 0.0, + "hinge_loss_v2": 1.817286569607612e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2071, + "classification_error": 0.0, + "hinge_loss_v2": 1.7447311089748055e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2111, + "classification_error": 0.0, + "hinge_loss_v2": 1.6874805930906377e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2151, + "classification_error": 0.0, + "hinge_loss_v2": 1.630826799635858e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2191, + "classification_error": 0.0, + "hinge_loss_v2": 1.5748008084814782e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2231, + "classification_error": 0.0, + "hinge_loss_v2": 1.5194185532965397e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2271, + "classification_error": 0.0, + "hinge_loss_v2": 1.4646871987100278e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2311, + "classification_error": 0.0, + "hinge_loss_v2": 1.410608807357525e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2351, + "classification_error": 0.0, + "hinge_loss_v2": 1.3571827226495287e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2391, + "classification_error": 0.0, + "hinge_loss_v2": 1.3044071362133487e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2431, + "classification_error": 0.0, + "hinge_loss_v2": 1.252279825670509e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2471, + "classification_error": 0.0, + "hinge_loss_v2": 1.2007982356940148e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2511, + "classification_error": 0.0, + "hinge_loss_v2": 1.1503413106989765e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2551, + "classification_error": 0.0, + "hinge_loss_v2": 1.101479138238573e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2591, + "classification_error": 0.0, + "hinge_loss_v2": 1.0530061129387486e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2631, + "classification_error": 0.0, + "hinge_loss_v2": 1.0049648095929147e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2671, + "classification_error": 0.0, + "hinge_loss_v2": 9.573888868516832e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2711, + "classification_error": 0.0, + "hinge_loss_v2": 9.103028323537095e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2751, + "classification_error": 0.0, + "hinge_loss_v2": 8.637257252870985e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2791, + "classification_error": 0.0, + "hinge_loss_v2": 8.181325745466264e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2831, + "classification_error": 0.0, + "hinge_loss_v2": 7.803454791308066e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2871, + "classification_error": 0.0, + "hinge_loss_v2": 7.431947430802555e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.545525908470154 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 6.559694137624818e-07, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017145401163750684, + -0.040864116745921025, + -0.040617496662934266, + -0.016550007614650253, + 0.01723994172671217, + 0.040958657308882596, + 0.040712037225895725, + 0.01664454817761174 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 30, + "restricted_updates_to_zero_error": 240, + "classification_error_auc": 0.011458333333333333, + "local_updates": 2637, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 79.11000000000223, + "clipped_updates": 2139, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003250873759753253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023097902766005418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001672667226829477, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012113730814877869, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 8.923868748781581e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 399, + "classification_error": 0.0, + "hinge_loss_v2": 6.883814617952245e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 60, + "local_updates": 461, + "classification_error": 0.0, + "hinge_loss_v2": 5.599146250509975e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 70, + "local_updates": 517, + "classification_error": 0.0, + "hinge_loss_v2": 4.9285752595850873e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 557, + "classification_error": 0.0, + "hinge_loss_v2": 4.5587816481813965e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 597, + "classification_error": 0.0, + "hinge_loss_v2": 4.2083870326895856e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 637, + "classification_error": 0.0, + "hinge_loss_v2": 3.8720798055385694e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 677, + "classification_error": 0.0, + "hinge_loss_v2": 3.5480472418090276e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 717, + "classification_error": 0.0, + "hinge_loss_v2": 3.241991788508286e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 757, + "classification_error": 0.0, + "hinge_loss_v2": 2.972717028055712e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 797, + "classification_error": 0.0, + "hinge_loss_v2": 2.721135251095542e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 837, + "classification_error": 0.0, + "hinge_loss_v2": 2.4796058349643637e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 877, + "classification_error": 0.0, + "hinge_loss_v2": 2.245785670967969e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 917, + "classification_error": 0.0, + "hinge_loss_v2": 2.019109155059421e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 957, + "classification_error": 0.0, + "hinge_loss_v2": 1.8134359758469034e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 997, + "classification_error": 0.0, + "hinge_loss_v2": 1.6432147250487487e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1037, + "classification_error": 0.0, + "hinge_loss_v2": 1.478167942097719e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1077, + "classification_error": 0.0, + "hinge_loss_v2": 1.3186141649229066e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1117, + "classification_error": 0.0, + "hinge_loss_v2": 1.1669351366449258e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1157, + "classification_error": 0.0, + "hinge_loss_v2": 1.063930764429569e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1197, + "classification_error": 0.0, + "hinge_loss_v2": 9.680897513420455e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1237, + "classification_error": 0.0, + "hinge_loss_v2": 8.774904111819171e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1277, + "classification_error": 0.0, + "hinge_loss_v2": 7.917257888496384e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1317, + "classification_error": 0.0, + "hinge_loss_v2": 7.317464258286851e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1357, + "classification_error": 0.0, + "hinge_loss_v2": 6.842626576737572e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1397, + "classification_error": 0.0, + "hinge_loss_v2": 6.398612005103167e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1437, + "classification_error": 0.0, + "hinge_loss_v2": 5.982261576495765e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1477, + "classification_error": 0.0, + "hinge_loss_v2": 5.590950695385097e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1517, + "classification_error": 0.0, + "hinge_loss_v2": 5.222489738396192e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1557, + "classification_error": 0.0, + "hinge_loss_v2": 4.875051465037572e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1597, + "classification_error": 0.0, + "hinge_loss_v2": 4.547106733326439e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1637, + "classification_error": 0.0, + "hinge_loss_v2": 4.240424228806526e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1677, + "classification_error": 0.0, + "hinge_loss_v2": 3.954787675655622e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1717, + "classification_error": 0.0, + "hinge_loss_v2": 3.683509439212348e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1757, + "classification_error": 0.0, + "hinge_loss_v2": 3.4261341922833745e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1797, + "classification_error": 0.0, + "hinge_loss_v2": 3.1822210274199593e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1837, + "classification_error": 0.0, + "hinge_loss_v2": 2.9513408488146407e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1877, + "classification_error": 0.0, + "hinge_loss_v2": 2.7330740498303586e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1917, + "classification_error": 0.0, + "hinge_loss_v2": 2.5270085182440305e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1957, + "classification_error": 0.0, + "hinge_loss_v2": 2.332737961338595e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1997, + "classification_error": 0.0, + "hinge_loss_v2": 2.149860524054798e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2037, + "classification_error": 0.0, + "hinge_loss_v2": 1.977977669447211e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2077, + "classification_error": 0.0, + "hinge_loss_v2": 1.8166932933480186e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2117, + "classification_error": 0.0, + "hinge_loss_v2": 1.665613050244173e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2157, + "classification_error": 0.0, + "hinge_loss_v2": 1.52434387281162e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2197, + "classification_error": 0.0, + "hinge_loss_v2": 1.3924936723431546e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2237, + "classification_error": 0.0, + "hinge_loss_v2": 1.2984203747469028e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2277, + "classification_error": 0.0, + "hinge_loss_v2": 1.2155142049622933e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2317, + "classification_error": 0.0, + "hinge_loss_v2": 1.1372759183655784e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2357, + "classification_error": 0.0, + "hinge_loss_v2": 1.0635153409378787e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2397, + "classification_error": 0.0, + "hinge_loss_v2": 9.94032697536683e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2437, + "classification_error": 0.0, + "hinge_loss_v2": 9.286262619389734e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2477, + "classification_error": 0.0, + "hinge_loss_v2": 8.670969796432125e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2517, + "classification_error": 0.0, + "hinge_loss_v2": 8.092509050015411e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2557, + "classification_error": 0.0, + "hinge_loss_v2": 7.549003761613219e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2597, + "classification_error": 0.0, + "hinge_loss_v2": 7.038645197401449e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2637, + "classification_error": 0.0, + "hinge_loss_v2": 6.559694137624818e-07, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.275109734386206 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.187811882758426e-08, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01786372068908848, + -0.04309039301958545, + -0.04307014977978674, + -0.017814849185020104, + 0.017881296198109492, + 0.04310796852860663, + 0.04308772528880794, + 0.017832424694041227 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 160, + "classification_error_auc": 0.009375, + "local_updates": 2573, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 77.19000000000216, + "clipped_updates": 2126, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032519745370874315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019318741898276124, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001225223827510784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 8.295546604272963e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 312, + "classification_error": 0.0, + "hinge_loss_v2": 6.223539113310797e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 50, + "local_updates": 371, + "classification_error": 0.0, + "hinge_loss_v2": 5.033074585093855e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 60, + "local_updates": 413, + "classification_error": 0.0, + "hinge_loss_v2": 4.16730088152367e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 453, + "classification_error": 0.0, + "hinge_loss_v2": 3.38928346962493e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 493, + "classification_error": 0.0, + "hinge_loss_v2": 2.8993099488177203e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 533, + "classification_error": 0.0, + "hinge_loss_v2": 2.54633337141121e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 573, + "classification_error": 0.0, + "hinge_loss_v2": 2.238319455000773e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 613, + "classification_error": 0.0, + "hinge_loss_v2": 1.961352175035432e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 653, + "classification_error": 0.0, + "hinge_loss_v2": 1.710081365856092e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 693, + "classification_error": 0.0, + "hinge_loss_v2": 1.4818584392306708e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 733, + "classification_error": 0.0, + "hinge_loss_v2": 1.2750876046817579e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 773, + "classification_error": 0.0, + "hinge_loss_v2": 1.0886523071516108e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 813, + "classification_error": 0.0, + "hinge_loss_v2": 9.216481130351191e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 853, + "classification_error": 0.0, + "hinge_loss_v2": 7.732316312441155e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 893, + "classification_error": 0.0, + "hinge_loss_v2": 6.425293712651599e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 933, + "classification_error": 0.0, + "hinge_loss_v2": 5.506244644749377e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 973, + "classification_error": 0.0, + "hinge_loss_v2": 4.742324019494352e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1013, + "classification_error": 0.0, + "hinge_loss_v2": 4.071159422486712e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1053, + "classification_error": 0.0, + "hinge_loss_v2": 3.476833153602597e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1093, + "classification_error": 0.0, + "hinge_loss_v2": 2.951460555593272e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1133, + "classification_error": 0.0, + "hinge_loss_v2": 2.489463350089618e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1173, + "classification_error": 0.0, + "hinge_loss_v2": 2.0859099417837598e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1213, + "classification_error": 0.0, + "hinge_loss_v2": 1.7360240885133082e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1253, + "classification_error": 0.0, + "hinge_loss_v2": 1.4350541855669934e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1293, + "classification_error": 0.0, + "hinge_loss_v2": 1.1782672677599192e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1333, + "classification_error": 0.0, + "hinge_loss_v2": 9.609915387422285e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1373, + "classification_error": 0.0, + "hinge_loss_v2": 7.786779418454177e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1413, + "classification_error": 0.0, + "hinge_loss_v2": 6.269661853699077e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1453, + "classification_error": 0.0, + "hinge_loss_v2": 5.017463269701082e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1493, + "classification_error": 0.0, + "hinge_loss_v2": 3.992100534906544e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1533, + "classification_error": 0.0, + "hinge_loss_v2": 3.320117988460797e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1573, + "classification_error": 0.0, + "hinge_loss_v2": 2.809260324597074e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1613, + "classification_error": 0.0, + "hinge_loss_v2": 2.379385362172165e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1653, + "classification_error": 0.0, + "hinge_loss_v2": 2.0141204146397346e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1693, + "classification_error": 0.0, + "hinge_loss_v2": 1.7029434270420016e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1733, + "classification_error": 0.0, + "hinge_loss_v2": 1.4378645489940237e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1773, + "classification_error": 0.0, + "hinge_loss_v2": 1.212312012427966e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1813, + "classification_error": 0.0, + "hinge_loss_v2": 1.0206936671635534e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1853, + "classification_error": 0.0, + "hinge_loss_v2": 8.758371124458244e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1893, + "classification_error": 0.0, + "hinge_loss_v2": 7.837415121698584e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1933, + "classification_error": 0.0, + "hinge_loss_v2": 7.01833965412813e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 1973, + "classification_error": 0.0, + "hinge_loss_v2": 6.286583720354558e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2013, + "classification_error": 0.0, + "hinge_loss_v2": 5.631374479298373e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2053, + "classification_error": 0.0, + "hinge_loss_v2": 5.0440743017097223e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2093, + "classification_error": 0.0, + "hinge_loss_v2": 4.517408299933002e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2133, + "classification_error": 0.0, + "hinge_loss_v2": 4.045065317279311e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2173, + "classification_error": 0.0, + "hinge_loss_v2": 3.621474178098015e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2213, + "classification_error": 0.0, + "hinge_loss_v2": 3.24166792467774e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2253, + "classification_error": 0.0, + "hinge_loss_v2": 2.9011942491091766e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2293, + "classification_error": 0.0, + "hinge_loss_v2": 2.5960511108026032e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2333, + "classification_error": 0.0, + "hinge_loss_v2": 2.3226367132420903e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2373, + "classification_error": 0.0, + "hinge_loss_v2": 2.0777081887734456e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2413, + "classification_error": 0.0, + "hinge_loss_v2": 1.8583460100337762e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2453, + "classification_error": 0.0, + "hinge_loss_v2": 1.6619225277524635e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2493, + "classification_error": 0.0, + "hinge_loss_v2": 1.486073746310052e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2533, + "classification_error": 0.0, + "hinge_loss_v2": 1.3286738130130731e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2573, + "classification_error": 0.0, + "hinge_loss_v2": 1.187811882758426e-08, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.174084506928921 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.0002568382604155378, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0006823599332010932, + -0.0019756164605153337, + -0.0014014757192348792, + 0.0007037384311092132, + 0.003106820092944995, + 0.00440007662025918, + 0.0038259358789787534, + 0.0017207217286347165 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.215625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4230, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032402910447986517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032050085029904665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031721278221347475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031388947812859897, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031043305225406223, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003068025599195245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003030514410118336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002994529579993731, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002947225773709588, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003025698825641042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003037625796337218, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030258211325823745, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003015615553020629, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030064481638542614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029979306058029135, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029897959079996906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002981862407466159, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029740078006203696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.000296614899857491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002958234098030253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002950231975139026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002942125135145701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002933905026434858, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029255687946049957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029171170524891824, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002908552364546264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028998782312668553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000289109842142592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028822165411052206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028732360417544375, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002864159849158204, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002854989749737695, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002845726860744301, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002836371622206166, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028269238039102263, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002817382519284207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002807746240576169, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027980128114804906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027881794545274647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027782427713013576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027681987339889285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027580426669682916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027477692171720854, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002737372311834939, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027268451019721074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002716179889536586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002705368035320866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026943998132580903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026832643077520185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026719492550164505, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026604408112403035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002649943776179833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026412910323604324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002632541177193397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026236929647802207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026147447836910934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002605694674136884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025965403448368176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025872709591733776, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002577883408152757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002568382604155378, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.999200839549303 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00010231633873812265, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005816674080144413, + -0.012022543782773398, + -0.01062587446020799, + -0.002444816059456456, + 0.007728278362887253, + 0.013934148065516405, + 0.012537478742950914, + 0.004356420342199352 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.04583333333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4212, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240476056485139, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031030635913986487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029769628910996553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002852979410401425, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027273523650226696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002597914646525886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024632821940520107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023279368138208866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022308577625518625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021971288571497543, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002187104719568241, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021913680088239215, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022058620356801134, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022119621057480838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022174326968473973, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002225931736510042, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022022458900184465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021774807721727167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002152178958856493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021264242477399379, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020954539124029, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002066141878575549, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020375415823488516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020090471179144164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019804143983919394, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001951445923203612, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019220039595021783, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018929465403880207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.000186941922744327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018456538075437527, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018216018073098845, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017972312245006532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017735555744992056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017515956889017426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017292487897149704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017064838620200966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001683263128106818, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016587361415414077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016323313373610668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016042293872181465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015745577537041114, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001543408880510986, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015101383329489167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014781537903736633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014499299832436175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014212136929215406, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013920038389580243, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013623032882316218, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013321167195556085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001302989043252927, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012755895868164465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012485690915097465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001221889194822372, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001195520595532121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011694406053790274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001143631143464528, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011180773462227581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010927665017357782, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010676871870297949, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010451307675771605, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010231633873812265, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 16.047144696116447 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.103553080867084e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01064110190765205, + -0.022559578982949968, + -0.021259566819195136, + -0.007502594910665211, + 0.010652689175808722, + 0.022571166251106667, + 0.021271154087351918, + 0.007514182178821993 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 70, + "restricted_updates_to_zero_error": 560, + "classification_error_auc": 0.029166666666666667, + "local_updates": 3801, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 114.03000000000355, + "clipped_updates": 3007, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240635554968687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029414072677525594, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002681288574875964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024391389099531465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022073651488105012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001982872090038186, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017641657332834323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015840034953564763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014541904449646173, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013568441644718797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012862617219499184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012231068897347743, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001164464250940768, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011093767934737998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010575073040287252, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010087147096004164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 9.629152320253249e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.209800871916147e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 8.833841590316345e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.479711400050167e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.146432533742318e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 7.83642035890129e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.537196568829901e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.255387452789996e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.041383766344297e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 6.835353860728985e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 6.636027932865666e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.443450415359231e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.318142213082494e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.206071949097758e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.101238662837389e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2475, + "classification_error": 0.0, + "hinge_loss_v2": 6.003357706427741e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 320, + "local_updates": 2542, + "classification_error": 0.0, + "hinge_loss_v2": 5.9104878394652203e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 330, + "local_updates": 2602, + "classification_error": 0.0, + "hinge_loss_v2": 5.820184864822655e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 340, + "local_updates": 2662, + "classification_error": 0.0, + "hinge_loss_v2": 5.732168124235731e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 350, + "local_updates": 2722, + "classification_error": 0.0, + "hinge_loss_v2": 5.648346409586983e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 360, + "local_updates": 2782, + "classification_error": 0.0, + "hinge_loss_v2": 5.5675979346084993e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 370, + "local_updates": 2842, + "classification_error": 0.0, + "hinge_loss_v2": 5.503768613486093e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 380, + "local_updates": 2899, + "classification_error": 0.0, + "hinge_loss_v2": 5.444940891468072e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 2949, + "classification_error": 0.0, + "hinge_loss_v2": 5.387992864246092e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 400, + "local_updates": 2999, + "classification_error": 0.0, + "hinge_loss_v2": 5.3321935189709553e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 3041, + "classification_error": 0.0, + "hinge_loss_v2": 5.2765632022635305e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 3081, + "classification_error": 0.0, + "hinge_loss_v2": 5.220022592834417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 3121, + "classification_error": 0.0, + "hinge_loss_v2": 5.162652640921591e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 3161, + "classification_error": 0.0, + "hinge_loss_v2": 5.104553066043118e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 3201, + "classification_error": 0.0, + "hinge_loss_v2": 5.045803557727395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 3241, + "classification_error": 0.0, + "hinge_loss_v2": 4.986465603851787e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 3281, + "classification_error": 0.0, + "hinge_loss_v2": 4.9265848625043416e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3321, + "classification_error": 0.0, + "hinge_loss_v2": 4.866193589925141e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3361, + "classification_error": 0.0, + "hinge_loss_v2": 4.8053128674228664e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3401, + "classification_error": 0.0, + "hinge_loss_v2": 4.743954512404442e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3441, + "classification_error": 0.0, + "hinge_loss_v2": 4.682111527820944e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3481, + "classification_error": 0.0, + "hinge_loss_v2": 4.619775823088088e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3521, + "classification_error": 0.0, + "hinge_loss_v2": 4.556961924260963e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3561, + "classification_error": 0.0, + "hinge_loss_v2": 4.4937037175451364e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3601, + "classification_error": 0.0, + "hinge_loss_v2": 4.4299909464622824e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3641, + "classification_error": 0.0, + "hinge_loss_v2": 4.365797670633669e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3681, + "classification_error": 0.0, + "hinge_loss_v2": 4.3010937987070824e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3721, + "classification_error": 0.0, + "hinge_loss_v2": 4.2358450183273394e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3761, + "classification_error": 0.0, + "hinge_loss_v2": 4.170012599730556e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3801, + "classification_error": 0.0, + "hinge_loss_v2": 4.103553080867084e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 14.126748714596033 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.5060872133284416e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.013686178781082192, + -0.030855066025738398, + -0.029801402362545526, + -0.011142409675222203, + 0.014191727180217883, + 0.031360614424874145, + 0.03030695076168133, + 0.011647958074358089 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 50, + "restricted_updates_to_zero_error": 400, + "classification_error_auc": 0.014583333333333334, + "local_updates": 3048, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 91.4400000000027, + "clipped_updates": 2438, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401941327637253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002732268860922171, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023259582448677512, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019780549511054518, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016737954695325005, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014074527302371985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011767576616189119, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010093101260345052, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 8.977497232631865e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 8.08961463119406e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 7.434185886239704e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 6.967729448378368e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 6.581198973435893e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 6.265166201858708e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 6.0090128689049884e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1198, + "classification_error": 0.0, + "hinge_loss_v2": 5.792771574152817e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 160, + "local_updates": 1260, + "classification_error": 0.0, + "hinge_loss_v2": 5.6036606231765244e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 170, + "local_updates": 1319, + "classification_error": 0.0, + "hinge_loss_v2": 5.431672543447179e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 180, + "local_updates": 1368, + "classification_error": 0.0, + "hinge_loss_v2": 5.2694080354425696e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 190, + "local_updates": 1408, + "classification_error": 0.0, + "hinge_loss_v2": 5.1095823137614735e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1448, + "classification_error": 0.0, + "hinge_loss_v2": 4.9492547527511116e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1488, + "classification_error": 0.0, + "hinge_loss_v2": 4.787737849818417e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1528, + "classification_error": 0.0, + "hinge_loss_v2": 4.624357112621882e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1568, + "classification_error": 0.0, + "hinge_loss_v2": 4.4584137048740566e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1608, + "classification_error": 0.0, + "hinge_loss_v2": 4.289157907588909e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1648, + "classification_error": 0.0, + "hinge_loss_v2": 4.1157655602607575e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1688, + "classification_error": 0.0, + "hinge_loss_v2": 3.9373152207598526e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1728, + "classification_error": 0.0, + "hinge_loss_v2": 3.7863010679396e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1768, + "classification_error": 0.0, + "hinge_loss_v2": 3.648144862207029e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1808, + "classification_error": 0.0, + "hinge_loss_v2": 3.510360584701723e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1848, + "classification_error": 0.0, + "hinge_loss_v2": 3.372149681769409e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1888, + "classification_error": 0.0, + "hinge_loss_v2": 3.280845689165934e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1928, + "classification_error": 0.0, + "hinge_loss_v2": 3.2005445483398654e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1968, + "classification_error": 0.0, + "hinge_loss_v2": 3.131196836564116e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 2008, + "classification_error": 0.0, + "hinge_loss_v2": 3.062473646338203e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 2048, + "classification_error": 0.0, + "hinge_loss_v2": 2.994344798620138e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2088, + "classification_error": 0.0, + "hinge_loss_v2": 2.9267846972424375e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2128, + "classification_error": 0.0, + "hinge_loss_v2": 2.8597715176622843e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2168, + "classification_error": 0.0, + "hinge_loss_v2": 2.7932867234035184e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2208, + "classification_error": 0.0, + "hinge_loss_v2": 2.7273147523673264e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2248, + "classification_error": 0.0, + "hinge_loss_v2": 2.6618427918689444e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2288, + "classification_error": 0.0, + "hinge_loss_v2": 2.5968605848659882e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2328, + "classification_error": 0.0, + "hinge_loss_v2": 2.532513251480792e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2368, + "classification_error": 0.0, + "hinge_loss_v2": 2.4723645639097863e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2408, + "classification_error": 0.0, + "hinge_loss_v2": 2.4126983301855547e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2448, + "classification_error": 0.0, + "hinge_loss_v2": 2.353442817257261e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2488, + "classification_error": 0.0, + "hinge_loss_v2": 2.2945581799560268e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2528, + "classification_error": 0.0, + "hinge_loss_v2": 2.236023219702548e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2568, + "classification_error": 0.0, + "hinge_loss_v2": 2.1778275603448287e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2608, + "classification_error": 0.0, + "hinge_loss_v2": 2.119967034683622e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2648, + "classification_error": 0.0, + "hinge_loss_v2": 2.06244097648419e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2688, + "classification_error": 0.0, + "hinge_loss_v2": 2.005250640398002e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2728, + "classification_error": 0.0, + "hinge_loss_v2": 1.9483982869745874e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2768, + "classification_error": 0.0, + "hinge_loss_v2": 1.8918866581143836e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2808, + "classification_error": 0.0, + "hinge_loss_v2": 1.835718680873893e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2848, + "classification_error": 0.0, + "hinge_loss_v2": 1.7798973048240034e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2888, + "classification_error": 0.0, + "hinge_loss_v2": 1.7244254183139597e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2928, + "classification_error": 0.0, + "hinge_loss_v2": 1.669305812893835e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2968, + "classification_error": 0.0, + "hinge_loss_v2": 1.614541179338618e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3008, + "classification_error": 0.0, + "hinge_loss_v2": 1.5601341271330628e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3048, + "classification_error": 0.0, + "hinge_loss_v2": 1.5060872133284416e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 12.798945158720016 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 3.8161263867379855e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.015735410638545666, + -0.037033943144275355, + -0.0365368226854986, + -0.014535255684833742, + 0.01608253830219017, + 0.03738107080791975, + 0.036883950349143046, + 0.014882383348478023 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 320, + "classification_error_auc": 0.010416666666666666, + "local_updates": 2742, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 82.26000000000235, + "clipped_updates": 2156, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240184941791882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002490323752783041, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019541083757199874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00015446609685943965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012283202827442454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 9.870573736957001e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 8.084530500530068e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 70, + "local_updates": 544, + "classification_error": 0.0, + "hinge_loss_v2": 6.788627207173558e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 80, + "local_updates": 604, + "classification_error": 0.0, + "hinge_loss_v2": 6.075528558907463e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 90, + "local_updates": 664, + "classification_error": 0.0, + "hinge_loss_v2": 5.6038782016086105e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 100, + "local_updates": 724, + "classification_error": 0.0, + "hinge_loss_v2": 5.260192878392913e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 110, + "local_updates": 781, + "classification_error": 0.0, + "hinge_loss_v2": 4.9722452191381266e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 120, + "local_updates": 822, + "classification_error": 0.0, + "hinge_loss_v2": 4.7191550579778894e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 862, + "classification_error": 0.0, + "hinge_loss_v2": 4.4935757299763754e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 902, + "classification_error": 0.0, + "hinge_loss_v2": 4.278573973113682e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 942, + "classification_error": 0.0, + "hinge_loss_v2": 4.070950530930863e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 982, + "classification_error": 0.0, + "hinge_loss_v2": 3.868907303633323e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1022, + "classification_error": 0.0, + "hinge_loss_v2": 3.671459958169867e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1062, + "classification_error": 0.0, + "hinge_loss_v2": 3.478092932185972e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1102, + "classification_error": 0.0, + "hinge_loss_v2": 3.292182433889087e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1142, + "classification_error": 0.0, + "hinge_loss_v2": 3.1165986566142003e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1182, + "classification_error": 0.0, + "hinge_loss_v2": 2.9450922799170978e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1222, + "classification_error": 0.0, + "hinge_loss_v2": 2.7771156392022022e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1262, + "classification_error": 0.0, + "hinge_loss_v2": 2.6121992773429385e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1302, + "classification_error": 0.0, + "hinge_loss_v2": 2.4499515935050437e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1342, + "classification_error": 0.0, + "hinge_loss_v2": 2.290054579376438e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1382, + "classification_error": 0.0, + "hinge_loss_v2": 2.132263808113723e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1422, + "classification_error": 0.0, + "hinge_loss_v2": 1.97641256287326e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1462, + "classification_error": 0.0, + "hinge_loss_v2": 1.822420411026292e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1502, + "classification_error": 0.0, + "hinge_loss_v2": 1.6735888303054386e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1542, + "classification_error": 0.0, + "hinge_loss_v2": 1.569253497289233e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1582, + "classification_error": 0.0, + "hinge_loss_v2": 1.4739827940116238e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1622, + "classification_error": 0.0, + "hinge_loss_v2": 1.382549895192562e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1662, + "classification_error": 0.0, + "hinge_loss_v2": 1.3256898995855452e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1702, + "classification_error": 0.0, + "hinge_loss_v2": 1.272184176809589e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1742, + "classification_error": 0.0, + "hinge_loss_v2": 1.222060060853659e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1782, + "classification_error": 0.0, + "hinge_loss_v2": 1.1734271146319439e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1822, + "classification_error": 0.0, + "hinge_loss_v2": 1.126230781370087e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1862, + "classification_error": 0.0, + "hinge_loss_v2": 1.0804277721690297e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1902, + "classification_error": 0.0, + "hinge_loss_v2": 1.0359820050786395e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1942, + "classification_error": 0.0, + "hinge_loss_v2": 9.92862176020712e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1982, + "classification_error": 0.0, + "hinge_loss_v2": 9.510402572578923e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2022, + "classification_error": 0.0, + "hinge_loss_v2": 9.104905329451332e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2062, + "classification_error": 0.0, + "hinge_loss_v2": 8.71188953706945e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2102, + "classification_error": 0.0, + "hinge_loss_v2": 8.331126870141432e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2142, + "classification_error": 0.0, + "hinge_loss_v2": 7.962397925009078e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2182, + "classification_error": 0.0, + "hinge_loss_v2": 7.605489804842587e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2222, + "classification_error": 0.0, + "hinge_loss_v2": 7.260194283259734e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2262, + "classification_error": 0.0, + "hinge_loss_v2": 6.926306386431345e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2302, + "classification_error": 0.0, + "hinge_loss_v2": 6.603623288487844e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2342, + "classification_error": 0.0, + "hinge_loss_v2": 6.291943448055441e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2382, + "classification_error": 0.0, + "hinge_loss_v2": 5.9942766702488115e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2422, + "classification_error": 0.0, + "hinge_loss_v2": 5.7161568377624555e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2462, + "classification_error": 0.0, + "hinge_loss_v2": 5.447660122216018e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2502, + "classification_error": 0.0, + "hinge_loss_v2": 5.188447484010799e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2542, + "classification_error": 0.0, + "hinge_loss_v2": 4.938264764623178e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2582, + "classification_error": 0.0, + "hinge_loss_v2": 4.696903546407035e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2622, + "classification_error": 0.0, + "hinge_loss_v2": 4.464179340705525e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2662, + "classification_error": 0.0, + "hinge_loss_v2": 4.239919562968314e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2702, + "classification_error": 0.0, + "hinge_loss_v2": 4.023957007156456e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2742, + "classification_error": 0.0, + "hinge_loss_v2": 3.8161263867379855e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 12.271808542311192 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00029851831916868237, + "margin_success_fraction": 0.0, + "outputs_v": [ + -2.2674780783826787e-06, + -0.0004891503626501259, + -0.00031341750899555043, + 0.00042198916056937485, + 0.0012862783928729582, + 0.0017731612774446737, + 0.001597428423790126, + 0.0008620217542251174 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 140, + "restricted_updates_to_zero_error": 1120, + "classification_error_auc": 0.25104166666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4102, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401560333185424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003227009352817819, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032141667922771236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003201313892377962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003188154883490532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031743689538033567, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003159609649788582, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003143724466445713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031282536406647735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003107903470440567, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003133205959556495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031559907154091426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003152124335190693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031483429691651606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031446342229298597, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00031409873229258666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003137392907034704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031338428420325077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031303300644232085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003126848441634639, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031233926509600214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031199580739706785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031165407044216346, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003113137067928232, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003109744151913908, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.000310635934452185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003102980381350308, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003099605299017121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030962323946850045, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030928601880442534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.000308948737548578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030861128371271476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003082735602092943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003079354824227778, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003075969764301653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030725797745346963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030691842851429554, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030657827926446513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030623748496990896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003058960056279637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.000305553805200666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003052108509489108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030486711285418607, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003045225631163282, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003041771757171887, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030383092604136316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030348379050680087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030313574611055187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030278677063493183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030243684222677514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030208593915445603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003017340396387014, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030138112170321313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003010271630420545, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003006721409010976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003003160319712127, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002999588122910532, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002996004571576811, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029924094104331943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029888023751684957, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029851831916868237, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.292620338499546 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0002310047140857975, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0016418891351772658, + -0.003554813967236642, + -0.0028791951230875135, + -1.0800958637785518e-05, + 0.003370102126809743, + 0.005283026958869064, + 0.004607408114720046, + 0.0017390139502702628 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 170, + "restricted_updates_to_zero_error": 1360, + "classification_error_auc": 0.14791666666666667, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4149, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003243365663269103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031911835457190446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031407790662591536, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030909035184677327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003040402695252149, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000298805999772128, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002932611249340963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028734933703615983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002813692282367333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002762194735122645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.000275725927875797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002793367058449864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028885597821877895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002904737954925894, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002889666467417226, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.000287495625808747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002860558036916769, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028464282097675906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028325285819760803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028188256400369245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002805289927727713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027918950841002794, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027786182896178107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002765439441329184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002752340578443066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002739305679546593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027263203855971193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002713371755378093, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027004480487452634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026875385335485173, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026746333125799105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026617231672790265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026487994152349847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026358537787619083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026228782619996385, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026098650341014495, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025968063161164036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002583694269150758, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002570520881292211, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025572778505920967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025439564611044827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025305474485537763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025170408516074895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025034258439201457, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024896905470561854, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024758218097274204, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024638012910072526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024531377548961007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002442433158648859, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024316858926615292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002420890260543681, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002410040077338852, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023991422948175574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023881953140234523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023771975128222646, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023661472352650055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002355042781743036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023438823992541976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023326642716433693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002321386509682737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002310047140857975, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.05107584968209 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00014884122468315238, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.004249474087150706, + -0.008457142184715355, + -0.007189930845356601, + -0.0011901552852779385, + 0.006027597343621266, + 0.010235265441185776, + 0.008968054101826939, + 0.0029682785417483037 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.05, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4128, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032432979311121255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128020530341987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003018828970455268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029128982234805827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002807811324470612, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027013268323671885, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025916301830812067, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024789655854922277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023702492819579246, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023013494684241106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022641410040704428, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022408881856675458, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002231893361207591, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022397192346470412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002268395607149358, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002302866929612503, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002350932788517296, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023661902886644713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023535234167787933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023394746071331914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002324035793867547, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023065803714538764, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022782101127530064, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022504092189340848, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022230938585507187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021961886106128405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021696249387630486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021433396202121747, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021172742569332026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020913736800452906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020655842847954676, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020398272354441586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020140761051799924, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019933729084244388, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019732627941831157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019532469760902665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019333102499043513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019134390798043578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018936213534249117, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001873844633368497, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018541004832342821, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018343800871780397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001814675055415422, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.000179497753986784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017752801006670668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017559714327507452, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017382390557055995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017204861872627418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001702706320561638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016848930207427309, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016670395058395685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016491385347795304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016311822516459478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016131620092326723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015950681641712917, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015768895946472388, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015586137087858444, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015402262314705465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015217105838817994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001503397975672705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014884122468315238, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.09360067918897 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 6.89020884883433e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.006792841728765209, + -0.01547110919795111, + -0.014597086160601958, + -0.004682763458170536, + 0.008464183132002479, + 0.01714245060118824, + 0.016268427563839227, + 0.0063541048614076945 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 110, + "restricted_updates_to_zero_error": 880, + "classification_error_auc": 0.04375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 3994, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032463874208215357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030447979520073027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002859826847887784, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026859110305975755, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002518854306029664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023554961401937578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021942077610000326, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020397909007203863, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019131141805288137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001825769006435082, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017551160317997715, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001700902878254427, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016533933714239757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016113319480392418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001573897560349539, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001540604253111001, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001511251837665061, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014859240992751683, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014650407788582576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014437662358620347, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001419532125973626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013952617594373723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001370378580153638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013445288817031287, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013175276125671701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001289716311888221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012656235060692523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012404765377111546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012143663540452558, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011873752395991896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011595660360745922, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011309749979568313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001101608086012976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010714369770105191, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010418136618089757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010175869196647996, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 9.936352256647842e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 9.707782802917159e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 9.484991716876296e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 9.328264364057036e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 9.177638771334927e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 9.032460135790569e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 8.883022476083907e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 8.72916125277852e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 8.582244641690151e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 8.441695082442553e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 8.30703718041275e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 8.177874079348638e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 8.053869980390922e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 7.934737031711309e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 7.820225378984361e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 7.710115536240726e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 7.604212482886387e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 7.502341060091245e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 7.404342355601429e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 7.310070857055495e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 7.219392059576517e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 7.132180518854887e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 7.048318879647366e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 6.96769658310607e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 6.89020884883433e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 37.25560675933957 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.806135869300571e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.009461142070039563, + -0.02047702723257483, + -0.019530300189204042, + -0.0071755408020685585, + 0.009350000439704048, + 0.020365885602239314, + 0.019419158558868554, + 0.00706439917173296 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.025, + "local_updates": 4005, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 120.15000000000379, + "clipped_updates": 3173, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003248526415291286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029406037098078197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026694995550248903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024249680255139478, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022002275797239327, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019912030383942113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00017967133344949827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00016270503263191176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00014923986762926315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013981610401315737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001313349293586216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012433309377674303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011844762207759111, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001130995050657587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010819595100459516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001036704241754137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 9.947451375597212e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.557232444880345e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 9.193659392548726e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.854599042037236e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.538325018885914e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 8.2516211476574e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.989026209649123e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.742097443120935e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.510048798878683e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 7.292173631273478e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 7.087824095992502e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.910362518271277e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.746789360892409e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.59194873087059e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.458724078792837e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2479, + "classification_error": 0.0, + "hinge_loss_v2": 6.34289670766163e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 320, + "local_updates": 2549, + "classification_error": 0.0, + "hinge_loss_v2": 6.232874651451142e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 330, + "local_updates": 2619, + "classification_error": 0.0, + "hinge_loss_v2": 6.120602194832126e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 340, + "local_updates": 2689, + "classification_error": 0.0, + "hinge_loss_v2": 6.0249310301993775e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 350, + "local_updates": 2759, + "classification_error": 0.0, + "hinge_loss_v2": 5.936827015745427e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 360, + "local_updates": 2829, + "classification_error": 0.0, + "hinge_loss_v2": 5.850821294682016e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 370, + "local_updates": 2899, + "classification_error": 0.0, + "hinge_loss_v2": 5.792131258004333e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 380, + "local_updates": 2967, + "classification_error": 0.0, + "hinge_loss_v2": 5.745263435618554e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 390, + "local_updates": 3027, + "classification_error": 0.0, + "hinge_loss_v2": 5.699803215294507e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 400, + "local_updates": 3087, + "classification_error": 0.0, + "hinge_loss_v2": 5.6553215137670034e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 410, + "local_updates": 3147, + "classification_error": 0.0, + "hinge_loss_v2": 5.611739639138043e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 420, + "local_updates": 3207, + "classification_error": 0.0, + "hinge_loss_v2": 5.569001471498384e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 430, + "local_updates": 3267, + "classification_error": 0.0, + "hinge_loss_v2": 5.527069653332577e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 440, + "local_updates": 3327, + "classification_error": 0.0, + "hinge_loss_v2": 5.4859218950434685e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 450, + "local_updates": 3387, + "classification_error": 0.0, + "hinge_loss_v2": 5.445547624016073e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 460, + "local_updates": 3443, + "classification_error": 0.0, + "hinge_loss_v2": 5.405848816205305e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 470, + "local_updates": 3485, + "classification_error": 0.0, + "hinge_loss_v2": 5.366067213357285e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3525, + "classification_error": 0.0, + "hinge_loss_v2": 5.325753425476673e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3565, + "classification_error": 0.0, + "hinge_loss_v2": 5.2849029070226554e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3605, + "classification_error": 0.0, + "hinge_loss_v2": 5.243525098054248e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3645, + "classification_error": 0.0, + "hinge_loss_v2": 5.201636105351555e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3685, + "classification_error": 0.0, + "hinge_loss_v2": 5.159257498643431e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3725, + "classification_error": 0.0, + "hinge_loss_v2": 5.116415130508836e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3765, + "classification_error": 0.0, + "hinge_loss_v2": 5.073138018860622e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3805, + "classification_error": 0.0, + "hinge_loss_v2": 5.029457321743271e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3845, + "classification_error": 0.0, + "hinge_loss_v2": 4.985405424671735e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3885, + "classification_error": 0.0, + "hinge_loss_v2": 4.94101515178932e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3925, + "classification_error": 0.0, + "hinge_loss_v2": 4.896319104302903e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3965, + "classification_error": 0.0, + "hinge_loss_v2": 4.851349123301707e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 4005, + "classification_error": 0.0, + "hinge_loss_v2": 4.806135869300571e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 34.00541375204921 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.00031085488867019776, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.00011938576792328015, + -0.00013330049722218296, + -5.104958879639798e-05, + 0.00031795702656234326, + 0.0007575602781822455, + 0.0010102465433277363, + 0.0009279956349018403, + 0.0005589890195432379 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 120, + "restricted_updates_to_zero_error": 960, + "classification_error_auc": 0.275, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4003, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240069249745266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032336466286564587, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032272244743701756, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032207235629375987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032140424328963823, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032070405769563006, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199512145281582, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003191149332517311, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003181531263365796, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031705063830261626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003158871788908152, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031726836440227864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003193744046082421, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003191900881384891, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031900665628729923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031882403849417366, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003186421689011462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003184609860294768, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003182804324783631, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003181004546440921, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003179210024583154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003177420291440786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003175634909884389, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031738534713051606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031720755936391626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003170300919526089, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.000316852911459247, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031667598658517476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000316499288021267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003163227883088967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003161464617103236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003159702840878709, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003157942327912946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.000315618286552777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031544242538904466, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031526663051010206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031509088423415266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031491516990827205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.000314739471834437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031456377520057514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031438806601624355, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003142123310526667, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031403655778681106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031386073434921653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003136848494753563, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003135088924602359, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031333285311606156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031315672173272494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003129804890409371, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128041461777978, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031262768465469524, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003124510963272704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031227437336742994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031209750823714015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031192049366397454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031174332261824534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031156598829160055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031138848407702077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003112108035500809, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003110329404513998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031085488867019776, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.19815764948726 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00027338179200106223, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0005377224680724046, + -0.0015536219851861877, + -0.0012381382715900557, + 0.00022392259199946474, + 0.0019761051807061225, + 0.0029920046978198778, + 0.002676520984223746, + 0.0012144601206344197 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 130, + "restricted_updates_to_zero_error": 1040, + "classification_error_auc": 0.178125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4048, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401137943395097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032146836182159443, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031894035049331935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031639647260779533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031379757452427813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000311089809146256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030819467227707323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030499557122758364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003013366585753901, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029717942201841626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.000294151436913847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029511907341183666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029969779281375684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030555951748324333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030484318016245023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030413107407648867, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.000303422889948152, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030271833712255844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003020171422355275, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030131904797152083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00030062381190445174, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029993120541523335, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00029924101268028895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002985530297257083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002978670635421267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002971829312556931, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002965004593507985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002958194829406123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029513984508161063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002944613961285849, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029378399312682973, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029310749923839804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002924317831994284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002917567188058301, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029108218442460267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029040806252830656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002897342392502184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.000289060603957875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028838704884269364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028771346852350134, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002870397596617624, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002863658205864221, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028569155092613146, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002850168512468242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002843416226923642, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028366576662609697, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002829891842709792, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002823117763458882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002816334426955907, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002809540819116912, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002802735909416737, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027959186468296167, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002789087955585997, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027822427307084413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002775381833286071, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027685040854417205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027616082649410765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027546930993865946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027477572599314613, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002740799354439998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027338179200106223, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.22109032049775 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00022070561238181994, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0018228701640203848, + -0.0040319760994951825, + -0.0033540842269145776, + -0.00018629441141373992, + 0.0036157450358342835, + 0.0058248509713089425, + 0.005146959098728421, + 0.0019791692832275554 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 150, + "restricted_updates_to_zero_error": 1200, + "classification_error_auc": 0.08958333333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4093, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401500008601017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.000318310148454508, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031270041188802007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030711463570669317, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030146623325884433, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029564068470265477, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00028947816441805965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028275818953157325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002752461682393161, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00026841648048695117, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002643608515686632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002636512410783427, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002641995383431228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026689088360837813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.000272427825610735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002795967674735526, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002797441627300472, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002782338729203872, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002767355642348642, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027524842878639286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027377170078549226, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002723046529045025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027084659282945804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026939685997648757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00026795482235006027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002665198735210542, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002650914297027048, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002636689269023817, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002622518181267158, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002608395706166995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002594316630882367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002580275829518589, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025662682348307105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025522888091194964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025383325139684824, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025243942784251893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00025104689651717446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002496551334158197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002482636003082657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002468717403991533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002454789735133425, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024408469070273458, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024268824814866876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00024128896020639886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002398860924721012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023847885080995502, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023706637035349955, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002356477040692038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023429924169678876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023317196788912893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023204368334684962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023091442777305765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022978447257719815, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022865369846603408, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002275219880133969, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002263892252283303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022525529512870207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022412008331814485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022298347563952072, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022184535728774063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022070561238181994, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.3146066442132 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00016384308962606568, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0035858021138118756, + -0.007361127952336538, + -0.006285375852400882, + -0.0009887068043957226, + 0.005426162298759307, + 0.009201488137284108, + 0.008125736037348286, + 0.0028290669893430986 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 180, + "restricted_updates_to_zero_error": 1440, + "classification_error_auc": 0.06875, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4069, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240067055557467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031396703648019735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030425024411078535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002947245723276775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028524027425499293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027561197712392175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002655989814579801, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025490602640608414, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002436444249232026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023528433676485008, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023023677861094155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022762722389591962, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022561014314489633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002243086059803767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002239470535186113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022495235682328007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002269115963080023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023021393952761516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023437865455196242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023751974234547434, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002379205957384706, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023714025384051447, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023478851573061977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023246158227145338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00023015788024474188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022787589173730227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002256141446858537, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022337120329381113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00022114565817894847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021893611609066777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002167411890089489, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002145594824022629, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002123895698512832, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00021022982309288338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002080789531468227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002059353937833464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020379748894168716, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020166346753273321, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001995314132496686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019775419370556381, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001960411217819185, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019433562900837635, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019263735931709282, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019094597315594942, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018925995088873087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018758006274204148, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018590613182271155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018423786797990046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018257498871290584, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018091721881785156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017926428843751066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017761593144519853, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017597188394179977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001743318827426329, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017269566384330647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001712015622423663, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016972433997435108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016825007155745302, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016677856993830122, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001653096425521947, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016384308962606568, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.31819346174598 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00010002974768563385, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005286277495393177, + -0.01185502196151636, + -0.010835353726627084, + -0.0028245806136025786, + 0.007484695133041119, + 0.01405343959916433, + 0.01303377136427497, + 0.005022998251250521 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 140, + "restricted_updates_to_zero_error": 1120, + "classification_error_auc": 0.058333333333333334, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 144.0000000000047, + "clipped_updates": 4050, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240068715372468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030849364456624084, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029378602491372184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027965914527163866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026588171146766954, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025219746407919674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002383167422480319, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022396707825709727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021123848431399935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020183917611533227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019552329776295158, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019082862858877308, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001869715294546086, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018347657974807603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018035033034324163, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017761118930542804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017529371843048473, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017345658916955491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001721976714103391, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001712988542775648, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017020021790532862, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016946805876820274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016906937084895928, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016895368637522294, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001690518875243933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016927881724228987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016954000921346049, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016841149522287926, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001666209670080633, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016411382561456371, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001615955458436905, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015906776276661036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015654210173187506, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015436386608049367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015218041403619094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014999412085831324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014780714006319516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001456213753628473, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001434384611480462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014125975471851292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013908633700815225, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013691901599770462, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013475833521036656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013260458823163767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013045780920235015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001283178193748509, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012618421649809115, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012405635699694288, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012193338486106306, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011981422319745318, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011769755727163023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011560731619683322, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011366298691542698, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011172914968552052, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010980415628608276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010788622706651475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001060987001533715, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010453091523706268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010299905416656919, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001014996147082875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010002974768563385, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.2621635645628 + } + } + } + ], + "summary": { + "12": { + "nodes": 144, + "learnable_edges": 288, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.052500000000000005, + "mean_restricted_epochs_to_zero_error": 48.0, + "median_wall_seconds": 7.545525908470154 + } + } + }, + "16": { + "nodes": 256, + "learnable_edges": 512, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.06312500000000001, + "mean_restricted_epochs_to_zero_error": 74.0, + "median_wall_seconds": 14.126748714596033 + } + } + }, + "24": { + "nodes": 576, + "learnable_edges": 1152, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.10354166666666667, + "mean_restricted_epochs_to_zero_error": 126.0, + "median_wall_seconds": 37.09360067918897 + } + } + }, + "32": { + "nodes": 1024, + "learnable_edges": 2048, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.075, + "zero_error_fraction": 0.6, + "mean_classification_error_auc": 0.13395833333333335, + "mean_restricted_epochs_to_zero_error": 144.0, + "median_wall_seconds": 67.2621635645628 + } + } + } + } +} diff --git a/results/coupled_ladder/p0_clean_lr3e-3.json b/results/coupled_ladder/p0_clean_lr3e-3.json new file mode 100644 index 0000000..864bbfc --- /dev/null +++ b/results/coupled_ladder/p0_clean_lr3e-3.json @@ -0,0 +1,9601 @@ +{ + "analysis": "digital_coupled_learning_size_ladder", + "confirmatory": false, + "autodiff_used": false, + "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", + "protocol": { + "sizes": [ + 12, + 16, + 24, + 32 + ], + "rotations_per_input_diameter": 1, + "task_count": 5, + "device_seeds": [ + 20260829 + ], + "methods": [ + "clean" + ], + "epochs": 600, + "record_every": 10, + "learning_time_seconds_by_side": { + "12": 0.003, + "16": 0.003, + "24": 0.003, + "32": 0.003 + }, + "calibration_observations": 16, + "component_imperfection": { + "gain_standard_deviation": 0.01, + "twin_mismatch_standard_deviation_v": 0.001, + "multiplier_offset_standard_deviation_v_per_s": 2.3 + }, + "pairing": "task, initial gates, and component draw" + }, + "records": [ + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.00027703053819086725, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0019466556841049032, + 0.0004079078160770244, + 4.5254968037394816e-05, + 0.0010711342599342144, + 0.002884599515932118, + 0.004423347383959969, + 0.004786000231999599, + 0.003760120940102807 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.503125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003242426037774888, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032349608564478585, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003227704224438562, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003220603214376509, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003213617384621595, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003206715766265989, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031998745754452656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031930754760555586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003186304260272676, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003179549846277376, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003172803516839027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031660583407982444, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003159308733440184, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031525501223402, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.000314577869330469, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031389911971356103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031321848025841624, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031253569843805345, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031185054378995953, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003111628014051942, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003104722669528435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003097787428693842, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030908203543072803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030838195249145874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003076783017259031, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030697088924314916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003062595184758726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003055439892628857, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003048240970595017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003040996322190878, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030337037929446613, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003026361163098284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030189661395262654, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030115163463102144, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003004009313356658, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029964424623504267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029888130892091335, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002981118342045454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029733551934478205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002965520405653995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029576104869088603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.000294962163696294, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002941549679272135, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002933389976995364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029251373293413504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002916785844176218, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002908328782049871, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028997583659075255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002891065549684557, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028822397376937367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002873268445127188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028641368880176493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028548274884869295, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028453192778584726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028355871759419283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028256011191242687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028153250022881575, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002804715389302874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027937199329280043, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027822754261762003, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027703053819086725, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.508424956351519 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0001757261882629016, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0003794340070737978, + -0.004863147683270536, + -0.00523239932668465, + -0.0012708863325326392, + 0.004700790714728564, + 0.009184504390925358, + 0.009553756034339528, + 0.00559224304018735 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 580, + "restricted_updates_to_zero_error": 4640, + "classification_error_auc": 0.265625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 173, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.625, + "hinge_loss_v2": 0.0003245448686543701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003215785888930734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031871092930375774, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031592123525639915, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003131936345234428, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003105158855181304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003078785058119291, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030527411201385963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030269691930489315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003001423617258014, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029760680388891936, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029508732196548084, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.000292581537202331, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002900874892941123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028760354001164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.000285128299811288, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002826605719084632, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028019930962941967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027774358386367827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002752925582031816, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002728454699328873, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027040161547593674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002679603392287018, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026552102497241125, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002630830892384763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002606459761485432, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025820915335918946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025577210882343304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025333434814343647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025089539233599486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.000248454775868429, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002460120448504059, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024356675528923604, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024111847133438945, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002386667634526164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023621120648946095, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023375137758699442, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023128685394199164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002288172104040256, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002263420169293956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002238608359243847, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022137321953028417, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021887870692217378, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021637682171348437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021386706957818606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021134893622109214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020882188584412384, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020628536027125297, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020373877890761768, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020118153971874453, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019861302142502372, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001960325871158359, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001934395894994888, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019083337802218043, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001882126022831943, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018561660124051475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018309166498592437, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018086153750582922, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001790654343847344, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001773619433796626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001757261882629016, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.518304720520973 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 9.2379081803022e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0037226625197049334, + -0.011532140196595486, + -0.011597692365199891, + -0.003880919454192777, + 0.007097797622911323, + 0.014907275299801959, + 0.014972827468406447, + 0.007256054557399194 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 300, + "restricted_updates_to_zero_error": 2400, + "classification_error_auc": 0.09479166666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 160, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032483963415872786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031819361094537885, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003118564366670889, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003057737782449345, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002999037173694015, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029421375948522876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002886785853740088, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.000283278356098193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027799743198037485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027282340237472344, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026774634933850465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002627582877102511, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002578527384715443, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025302440296761866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002482689135572006, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024358264225548079, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002389625534378683, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002344060900634269, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022991108543438994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022547569444001907, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022109833969390918, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021677766908021837, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021251252206295506, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020830190274929105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002041449581818235, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020004096070322464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019598929351749092, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019198943878627502, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001880409677622808, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018414353258627977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018029685946901157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017650074305044974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017275504178194194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016905967421485096, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016541461610566997, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016181989826394386, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015827560507739627, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015478187364985536, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001513388934827252, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001479469066212105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014460620817307262, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001413171470916811, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013808012709755463, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013489560759511604, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001317641044251091, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001286861902800866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012566249460187835, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012269370277769118, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011978055445700853, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011692384082553377, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011412440069594383, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011138311530767637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010870090176887892, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001061443111931858, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010373957909754069, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010142925890338101, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 9.920018163382609e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 9.704292360271828e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 9.535631182782842e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 9.383172229808955e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 9.2379081803022e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.520906783640385 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 5.6267504219858623e-05, + "margin_success_fraction": 0.25, + "outputs_v": [ + -0.006036563680220319, + -0.016652709686490658, + -0.0164930043064396, + -0.005651000785716953, + 0.00952220225653469, + 0.02013834826280514, + 0.019978642882754083, + 0.009136639362031407 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 190, + "restricted_updates_to_zero_error": 1520, + "classification_error_auc": 0.053125, + "local_updates": 4617, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 13.851000000000413, + "clipped_updates": 9, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003250873759753253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003133839344551481, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003024335101896486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002921158223533046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028233773315738546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002730266539948365, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026412563218225374, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002555896687750093, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002473829452149309, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023947672516457696, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023184776056578906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002244770759093797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002173490372861958, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002104506366162971, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020377093899821524, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001973006541131196, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019103180228391512, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018495745300579398, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017907151916909193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001733685942524623, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001678438228166351, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016249279692901857, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001573114728850492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015229610390364058, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014744318546610935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001427494107191448, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013821163393215239, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001338268404320622, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012959212176854933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012550465511486662, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012156168610379242, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011776051444922193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011409848182277604, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011057296155012712, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010718134976953411, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010392105776048338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010078950520627, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 9.778411420368744e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 9.490230387689325e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 9.214148549236491e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 8.949905800772519e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 8.697240401960809e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 8.455888610408708e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 8.225584356749295e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 8.006058964514157e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 7.79704092000782e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 7.598255698336364e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 7.409425652119247e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 7.230269969251537e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 7.060504705395518e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 3998, + "classification_error": 0.0, + "hinge_loss_v2": 6.899767963178143e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 510, + "local_updates": 4068, + "classification_error": 0.0, + "hinge_loss_v2": 6.747062594393609e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 520, + "local_updates": 4137, + "classification_error": 0.0, + "hinge_loss_v2": 6.601845141166184e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 530, + "local_updates": 4197, + "classification_error": 0.0, + "hinge_loss_v2": 6.462769726943595e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 540, + "local_updates": 4257, + "classification_error": 0.0, + "hinge_loss_v2": 6.32888546451283e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 550, + "local_updates": 4317, + "classification_error": 0.0, + "hinge_loss_v2": 6.199770126903408e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 560, + "local_updates": 4377, + "classification_error": 0.0, + "hinge_loss_v2": 6.0751035151626044e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 570, + "local_updates": 4437, + "classification_error": 0.0, + "hinge_loss_v2": 5.9546454725626384e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 580, + "local_updates": 4497, + "classification_error": 0.0, + "hinge_loss_v2": 5.8382182771977875e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 590, + "local_updates": 4557, + "classification_error": 0.0, + "hinge_loss_v2": 5.7256924823711524e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 600, + "local_updates": 4617, + "classification_error": 0.0, + "hinge_loss_v2": 5.6267504219858623e-05, + "margin_success_fraction": 0.25 + } + ], + "status": "completed", + "wall_seconds": 9.322491973638535 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.2063040192990965e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.007387885849389764, + -0.019993693103346033, + -0.019677775147470294, + -0.006625192435717492, + 0.011518029103364136, + 0.024123836357320377, + 0.023807918401444694, + 0.010755335689691836 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 140, + "restricted_updates_to_zero_error": 1120, + "classification_error_auc": 0.034375, + "local_updates": 4159, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 12.477000000000361, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032519745370874315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030713987667784984, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002906518621235609, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027548439644474356, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026144460783388934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.000248381709924923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023617668548378106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022473464551263416, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021397912658044344, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002038478070307796, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019428927094562075, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018526055153878017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017672525807758903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016865214213264215, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016101399626621373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015378680544048367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014694909136458103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014048140472565487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013436593118885053, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001285861852196129, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012312677191048251, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011797320161376758, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011311174567827293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010852932424703809, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010421341910320269, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010015200610794684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 9.633350297322855e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 9.274672903861597e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 8.938087444036798e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 8.622547662021009e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 8.327040255756875e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 8.050583544995333e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 7.792226483284171e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 7.55104793390896e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 7.326156146110978e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 7.116688380669526e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2874, + "classification_error": 0.0, + "hinge_loss_v2": 6.921433737114584e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 370, + "local_updates": 2944, + "classification_error": 0.0, + "hinge_loss_v2": 6.738372645150576e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 380, + "local_updates": 3014, + "classification_error": 0.0, + "hinge_loss_v2": 6.566745663641617e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 390, + "local_updates": 3083, + "classification_error": 0.0, + "hinge_loss_v2": 6.40591264713679e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 400, + "local_updates": 3143, + "classification_error": 0.0, + "hinge_loss_v2": 6.253833183009983e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 410, + "local_updates": 3203, + "classification_error": 0.0, + "hinge_loss_v2": 6.109137975666302e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 420, + "local_updates": 3263, + "classification_error": 0.0, + "hinge_loss_v2": 5.971265297673635e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 430, + "local_updates": 3323, + "classification_error": 0.0, + "hinge_loss_v2": 5.839749594356287e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 440, + "local_updates": 3383, + "classification_error": 0.0, + "hinge_loss_v2": 5.714203023384462e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 450, + "local_updates": 3443, + "classification_error": 0.0, + "hinge_loss_v2": 5.594300379443598e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 460, + "local_updates": 3503, + "classification_error": 0.0, + "hinge_loss_v2": 5.479766772796871e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 470, + "local_updates": 3563, + "classification_error": 0.0, + "hinge_loss_v2": 5.3703675513687946e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 480, + "local_updates": 3623, + "classification_error": 0.0, + "hinge_loss_v2": 5.2659000531393524e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 490, + "local_updates": 3683, + "classification_error": 0.0, + "hinge_loss_v2": 5.166186854074935e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 500, + "local_updates": 3738, + "classification_error": 0.0, + "hinge_loss_v2": 5.0708577618792176e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 510, + "local_updates": 3788, + "classification_error": 0.0, + "hinge_loss_v2": 4.978512429816128e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 520, + "local_updates": 3838, + "classification_error": 0.0, + "hinge_loss_v2": 4.888912619121912e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 530, + "local_updates": 3879, + "classification_error": 0.0, + "hinge_loss_v2": 4.801254467100447e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3919, + "classification_error": 0.0, + "hinge_loss_v2": 4.714288139934e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3959, + "classification_error": 0.0, + "hinge_loss_v2": 4.6279862623214e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3999, + "classification_error": 0.0, + "hinge_loss_v2": 4.542340962844587e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 4039, + "classification_error": 0.0, + "hinge_loss_v2": 4.4573486374592994e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 4079, + "classification_error": 0.0, + "hinge_loss_v2": 4.3730092789786634e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 4119, + "classification_error": 0.0, + "hinge_loss_v2": 4.289325897590193e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 4159, + "classification_error": 0.0, + "hinge_loss_v2": 4.2063040192990965e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 8.763257592916489 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.0003022853678587295, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0014171712655244306, + 0.0008045628814182526, + 0.0007680985245170913, + 0.0013291385205505546, + 0.002159033248875869, + 0.002771641632981936, + 0.0028081059898830973, + 0.002247065993849634 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.5, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032402910447986517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003236701301218333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003233156965053208, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032296519166848407, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032261807312489686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032227385922283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003219321215585659, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032159247831334064, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032125458839972725, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032091814631757525, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032058287763196615, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032024853499658086, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031991489465534625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031958175336358754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.000319248925677196, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003189162415647257, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031858354430292716, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003182506886212008, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003179175390646893, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031758396854962426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003172498570877876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003169150906599772, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031657956022088904, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031624316082013977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003159057908261601, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031556735124149, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031522774509954983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003148868769343757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003145446523160325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031420097744551314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003138557588038487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.000313508902851049, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003131603157711419, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003128099032602121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003124575703547999, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031210322129835637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031174675944366297, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003113880871890921, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003110271059464481, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003106637161376036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031029781721641294, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030992930771113144, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003095580852808578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030918404677712156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030880708829841873, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003084271052211655, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003080439921847081, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003076576430004444, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.000307267950445179, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003068748058859884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030647809866718516, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003060777151685566, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030567353741646616, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003052654410939589, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030485329275069673, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003044369459553966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030401623605907685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030359097314230834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030316093259775213, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003027258426430671, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003022853678587295, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.72176018357277 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.0002455273642655026, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0015177964525672771, + -0.0007370148093698847, + -0.0008134310210067275, + 0.0013333113980484868, + 0.004445679853634782, + 0.0067004911155719715, + 0.006776907327208842, + 0.004630164908153711 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.32916666666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240476056485139, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.000322616658017292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032120892390742324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003198218128353952, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031845302777359875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003171005286495848, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031576250041175026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003144373250764156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031312355724866003, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031181990267603946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031052519945182493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003092384015342467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003079585642912617, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030668483181784355, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030541642580520504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030415263576964485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.375, + "hinge_loss_v2": 0.000302892810473262, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003016363503902414, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003003827010910292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002991313474330778, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002978818084610102, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029663363293153897, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002953863953892644, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002941396927289902, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002928931411884665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002916463737226472, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029039903771679144, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000289150793001191, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028790131013489695, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002866502689297803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028539735718958054, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028414226964121515, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028288470703777865, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028162437541413973, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028036098547692517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002790942521110485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002778238939845608, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027654963323258655, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002752711951993564, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002739883082147692, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002727007033784154, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002714081143196281, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027011027689652665, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002688069287904533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002674978089442614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026618265678376193, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002648612111511394, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026353320886728744, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.000262198382827012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026085645951678276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025950715582973293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002581501750369687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002567852017587728, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002554118957642566, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002540298844146664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025263875355453086, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002512380366475476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002498272019517692, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024840563753251803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024697263392327643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002455273642655026, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.725522838532925 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.0001759385223397283, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0003107882908250925, + -0.004163815291015033, + -0.0041800462816139194, + 0.00027160321319044667, + 0.006583417294272975, + 0.011058020876113045, + 0.011074251866711904, + 0.006622602371907538 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.25625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240635554968687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003208473084429802, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003177041172033214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003146271397875779, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003116103131942316, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030864825660520965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030573618714637785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003028698465094865, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003000454369777452, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002972595656046689, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029450919547167144, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002917916030988658, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028910434121064057, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028644520616595884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028381220945623896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002812035527533467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027861760605874404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027605288856383795, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027350805188247195, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.000270981865360412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.000268473203204664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.000265981033208239, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026350440687438804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002610424507688195, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025859435894962145, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002561593863428581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025373684294758295, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002513260887675417, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024892652937839286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024653761204924724, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002441588223456926, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024178968114864577, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002394297420293683, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002370785889261002, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023473583407194822, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023240111612735762, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023007409847355777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022775446762608858, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.000225441931730085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002231362191014323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022083707678049203, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.000218544269067978, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021625757601579038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021397679184957118, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021170172330438734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020943218786038955, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020716801187197566, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020490902859133085, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002026550760960272, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00020040599513970175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019816162695529183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.000195921811051162, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019368638305145862, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001914551726428339, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018922800169975703, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018700468266916097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018478501730209726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018256879582435805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018035579663975028, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001781457866585309, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001759385223397283, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.790713250637054 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.00011754912424736417, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0017263266949650302, + -0.008465142006626486, + -0.008363813741808529, + -0.0014816986237897178, + 0.008149753649107305, + 0.014888568960768872, + 0.014787240695950887, + 0.007905125577932215 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 420, + "restricted_updates_to_zero_error": 3360, + "classification_error_auc": 0.1125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401941327637253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003183336453397859, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003128280332013566, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003074872594309188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030229777785891886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.000297247589692976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029232605015015717, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028752370111380214, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028283212604905694, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027824382400574435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027375210002761503, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002693509696934151, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026503507585386675, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002607996159121038, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025664027823325104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.000252553186469805, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00024853485075957283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002445821248974196, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002406921687050841, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023686241492847722, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023309054008183172, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002293744387353188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022571220080920966, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022210209149495236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021854253347306377, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002150320911406668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021156945659875804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020815343718181273, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002047829443406913, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020145698371469974, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019817464625058318, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019493510024551157, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019173758420831322, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018858140044838498, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018546590931523474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018239052402380465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001793547060113267, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017635796078111084, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001733998341969656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017047990919926158, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016759780291973072, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016475316417714693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016194567133987376, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015917503054388703, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015644097425628024, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015374326017431264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015108167044891862, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.000148456011218951, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014586611243867293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014331182797605718, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014079303595332306, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001383096392943717, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013586156643631393, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013344877215474426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013107123844492515, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012872897539452548, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001264220219780446, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012415044669943347, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001219143480083058, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011971385441656828, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011754912424736417, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.685163673013449 + } + } + }, + { + "side": 16, + "nodes": 256, + "learnable_edges": 512, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 8.086356107548199e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.003877241104093321, + -0.012498939337258486, + -0.012264603820800968, + -0.003311505122115893, + 0.009115752966371987, + 0.017737451199537208, + 0.017503115683079662, + 0.008550016984394615 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 290, + "restricted_updates_to_zero_error": 2320, + "classification_error_auc": 0.0625, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240184941791882, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003151906492383684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003067434878288128, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002986449004459469, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002908666113635137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002833836676625034, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002761740029283903, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002692180634756374, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026249848717441876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025599982671575187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002497083105619392, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002436116359672284, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002376987893777744, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023195989027515026, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022638605514838304, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002209692787923424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021570233055621713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002105786635210395, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020559233488278743, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020073793606776837, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019601053131799474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001914056036628476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018691900734479346, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018254692589568763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017828583516988524, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017413247073402936, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017008379909314676, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016613699230105827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016228940556134924, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015853855747504964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015488211263362293, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001513178662922314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014784373088913083, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014445772420341373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014115795896570336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013794263375551693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013481002503526476, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013175848018478508, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012878641141231194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001258922904281575, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012307464377660937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012033204872970006, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001176631296541192, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011506655476948638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011254103322302271, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011008531241222909, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010769817549379793, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010537843902364003, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010312495067972237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010093658702641593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 9.88122512861224e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 9.675087109137718e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 9.475139619788536e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 9.281279614647425e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 9.09340578692119e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 8.911418324213991e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 8.735218659379921e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 8.56470921851481e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 8.399793168202091e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 8.240374164625823e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 8.086356107548199e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 15.71917162835598 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.000315973610404428, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0007677677344293532, + 0.0005738385637286958, + 0.0005916351264691477, + 0.0008107324375607183, + 0.0011027862636454888, + 0.001296715434346063, + 0.0012789188716058053, + 0.0010598215605141792 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.5, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401560333185424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032388496820435743, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.000323754786780541, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032362502568553775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032349565242752886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003233666353330346, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032323794348411726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003231095466573535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003229814152644456, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032285352029435524, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032272583325680464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032259832612707994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032247097129197653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032234374149678964, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.000322216609793264, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032208954948838265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032196253409390096, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032183553727653855, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003217085328087399, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003215814945199338, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032145439624819364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032132721179224156, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032119991486374405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003210724790398328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003209448777158004, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032081708405794673, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032068907095656027, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003205608109789936, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003204322763228811, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.000320303438769494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003201742696372963, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003200447397357541, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199148193195374, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003197844780432096, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031965368491661863, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003195224082611878, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031939061566741876, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003192582739539373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003191253491285239, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003189918063516421, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003188576099031197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003187227231527191, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003185871085355363, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003184507275333273, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031831354066303634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003181755074741835, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031803658655685886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031789673556265345, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003177559112411374, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.000317614069495007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031747116545771133, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003173271535979956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031718198785666066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003170356218218952, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003168880089507423, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003167391028456335, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003165888575967948, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003164372282033268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031628417108827225, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031612964472608465, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.000315973610404428, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.89802731573582 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.00029331542100207185, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0011426744950446543, + 0.00038506390458037387, + 0.00045327222421556734, + 0.0013073439453747115, + 0.0024469754370420316, + 0.0032045860275065063, + 0.003136377707871424, + 0.0022823059867121964 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 160, + "classification_error_auc": 0.48125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003243365663269103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003238098583680108, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003232858731074797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00032276445968151303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003222454716501551, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.375, + "hinge_loss_v2": 0.00032172876670795913, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003212142064047482, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032070165587578896, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003201909835808153, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031968206105129136, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031917476264539777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003186689653101719, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003181645483503675, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031766139320351175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031715938322074823, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031665840345307763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003161583404425435, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.000315659082018079, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003151605170956589, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003146625354824741, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003141650276848614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003136678847197923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031317099792974165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031267425880078363, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003121775587838811, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003116807891193101, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031118384066428946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003106866037239346, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031018896788572066, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003096908218578056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003091920533115535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030869254872888064, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030819219325502553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003076908705576772, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030718846269344954, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030668484998299793, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003061799108963121, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030567352195000704, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030516555761877216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030465589026359475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030414439007973664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030363092506807725, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003031153610339935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030259756161867555, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003020773883686145, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030155470084993006, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030102935681533994, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030050121243280583, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029997012258639274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002994359412615562, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002988985220289844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029835771864344463, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029781338577653107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029726537990526806, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002967135603817283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.000296157790712842, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002955979400836649, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029503388516243504, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029446551223113505, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002938927196913609, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029331542100207185, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.824338391423225 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.00025925492865925236, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.001148487072458404, + -0.0005069152337741079, + -0.00034851426278598163, + 0.0015309008449110872, + 0.004030394208556887, + 0.005685796514789343, + 0.005527395543801272, + 0.003647980436104259 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 10, + "restricted_updates_to_zero_error": 80, + "classification_error_auc": 0.24791666666666667, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032432979311121255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.0, + "hinge_loss_v2": 0.00032315141163631464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003219816378376012, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00032082009762630947, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031966642900360377, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031852028135744286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003173813147890845, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031624919946746967, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031512361500998554, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031400424988816317, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031289080085694025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031178297240625673, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031068047623387354, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003095830307382856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.000308490360530873, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030740219596635406, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030631827269086753, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003052383312069641, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003041621164550283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003030893774106622, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030201986669774753, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003009533402170228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002998895567900773, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002988282778189484, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002977692669615436, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029671228982333653, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029565711366603183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029460350713399403, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000293551239999606, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029250008292886685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002914498072689749, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002904001848598031, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028935098787170546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028830198867239686, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028725295972615813, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002862036735291318, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028515390258500116, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002841034194260638, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028305199668533657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002819994072261827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002809454243367764, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002798898219977277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027883237523221294, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027777286054911056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027671105649097424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002756467442999539, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002745797087162358, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002735097389252671, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002724366296714608, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002713601825578933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.000270280207553161, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.000269196524728177, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002681089662473342, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026701737863963916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026592162537656663, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026482158978380674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002637171783137705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026260832420461953, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002614949915488335, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002603771797899354, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025925492865925236, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.85720921680331 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.00021954948493257864, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0007491751877041208, + -0.00205293204393292, + -0.0017889749313606818, + 0.001386424028761074, + 0.005613159191538208, + 0.008415266423175138, + 0.00815130931060265, + 0.004975910350481283 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 10, + "restricted_updates_to_zero_error": 80, + "classification_error_auc": 0.24583333333333332, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032463874208215357, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003225443337969593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00032047222504390493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031842159102368826, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003163916376494898, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003143815999393159, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031239074049025034, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031041834803002935, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030846373604180485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003065262414582551, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003046052234214981, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003027000621055983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003008101575987565, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029893492884250535, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002970738126255733, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002952262626302875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029339174852970474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.000291569755133883, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002897597815839859, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028796134059318087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028617395773357265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002843971707686413, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028263052903102534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028087359284567235, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002791259329988019, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027738713025334937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002756567749119422, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002739344664288159, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027221981307238907, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027051243164071757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026881194723229486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026711799307527163, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.000265430210418469, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026374824848812863, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026207176451478227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026040042383513825, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025873390007440827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002570718754149683, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002554140409578581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002537600971839945, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002521097545225347, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025046273403420594, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024881876821774754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002471776019478492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002455389935530858, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024390271604220312, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024226855848678464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024063632756770995, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023900584929171186, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023737697088281585, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023574956285143174, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002341235212408723, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023249877004759333, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002308752638065745, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022925299032764313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022763197356108803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022601227656244153, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022439400451564634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022277730776159855, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022116238476458609, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021954948493257864, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.795418575406075 + } + } + }, + { + "side": 24, + "nodes": 576, + "learnable_edges": 1152, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.0001798153339303673, + "margin_success_fraction": 0.0, + "outputs_v": [ + 2.1513710664500252e-05, + -0.004070280100797963, + -0.0036934400879438944, + 0.0009312859805415408, + 0.007094796295999961, + 0.011186590107462313, + 0.010809750094608328, + 0.006185024026122865 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 10, + "restricted_updates_to_zero_error": 80, + "classification_error_auc": 0.12916666666666668, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003248526415291286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.0, + "hinge_loss_v2": 0.0003215904428473833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031837677175113456, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003152099285846799, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00031208828686210056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030901028947998694, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003059744451555129, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0003029793250757569, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00030002355974546765, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002971058360215471, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00029422489432348874, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002913795260099501, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002885685709125336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002857909150186149, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028304548829577713, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028033126265122584, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027764725002001474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027499250057677334, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027236610106594735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026976717324633044, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00026719487244604125, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002646483862246366, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002621269331395141, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025962976161417693, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025715614890635706, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002547054001743515, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025227684764030556, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002498698498494842, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002474837910248592, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002451180805166202, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002427721523463791, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002404454648460537, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002381375003914809, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023584776523088562, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023357578940823656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023132112678148412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022908335513536522, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022686207638813517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022465691689117054, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022246752781962965, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022029358565165224, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021813479273250001, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002159908779188351, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002138615972968721, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021174673496628788, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020964610387993424, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020755954672682807, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020548693684340573, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020342817913497228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020138321098592146, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019935200313377912, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001973345604781065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001953309227912153, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019334116529333198, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019136539905037053, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001894037711481948, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018745646459296844, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018552369788332306, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018360572419670785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00018170283012971142, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0001798153339303673, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 36.67316437885165 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199794449433109, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0004371483298962753, + 0.00034701570702327933, + 0.00035983771459749403, + 0.00046810339447897475, + 0.0006083921797324088, + 0.000698524802605377, + 0.0006857027950310512, + 0.0005774371151497926 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.5, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240069249745266, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003239432884313767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032387969645496673, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003238161430573808, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032375262219075325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003236891277408206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032362565352025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032356219326173274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032349874061085614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003234352891187031, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003233718322341884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003233083632960986, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032324487552482564, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032318136201377916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032311781572043666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003230542294570451, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032299059588092, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003229269074843194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003228631565838984, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032279933530969285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003227354355935901, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032267144915729796, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032260736749974356, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032254318188389836, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003224788833229625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032241446256590494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032234991008228827, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032228521604638283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003222203703204586, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003221553624372937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032209018158177194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032202481657158007, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032195925583692025, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003218934873991933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032182749884859834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003217612773205845, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003216948094711082, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003216280814505998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032156107887663005, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003214937868051523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032142618970030433, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003213582714026581, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032129001509590376, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032122140327185233, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032115241769373464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032108303935772433, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003210132484526351, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003209430243177656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032087234539884607, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003208011892020914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032072953224636933, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032065735001351786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003205846168968807, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003205113061481985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003204373898229947, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032036283872473553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032028762234805226, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032021170882150625, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003201350648504115, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003200576556604939, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199794449433109, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.40439873933792 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.5, + "hinge_loss_v2": 0.0003082563282265048, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0006840005587894493, + 0.0003272042360146221, + 0.00037761692020796267, + 0.0008057075446844253, + 0.001360706427550623, + 0.0017175027503252838, + 0.0016670900661320265, + 0.0012389994416555083 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.5, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401137943395097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003237573417892392, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003235036595093183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032325030793552714, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032299726222230864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032274449731201934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032249198790896785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032223970845261286, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003219876330898719, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003217357356464892, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003214839895973802, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032123236803592505, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032098084364209033, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003207293886493571, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003204779748103448, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.000320226573361075, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003199751549837676, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003197236897681041, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003194721471708404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031922049597369153, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031896870423936917, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031871673926568277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003184645675375474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003182121546768311, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003179594653898789, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003177064634125879, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031745311145289285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003171993711305206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003169452029138603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031669056605377287, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031643541851420246, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003161797168993775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031592341637747164, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003156664706004757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003154088316201565, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003151504497998509, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003148912737219353, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031463125009074846, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003143703236307692, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003141084369798651, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031384553057739494, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031358154254701746, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003133164085739791, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031305006177680583, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003127824325732044, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031251344854013374, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031224303426798073, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003119711112088753, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031169759751921937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003114224078966492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003111454534117236, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031086664133478544, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003105858749586956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003103030534182616, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003100180715075594, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003097308194966492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030944118294963703, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030914904254656034, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003088542739122014, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003085567474557955, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003082563282265048, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.12399249151349 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.375, + "hinge_loss_v2": 0.0002895724081840672, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0007729095531567309, + -2.2240158305486535e-05, + 9.31090240992305e-05, + 0.001051387113726876, + 0.0022912478021986926, + 0.0030863975136608546, + 0.00297104833125611, + 0.002012770241628381 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.378125, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032401500008601017, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003234411509628292, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003228687699587274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00032229779604426055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003217281679998591, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.375, + "hinge_loss_v2": 0.00032115982435999217, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00032059270335590664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003200267428568575, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031946188030968197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031889805267664074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031833519637135634, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003177732471928103, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003172121402571517, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031665180992730013, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031609218974011383, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003155332123310151, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031497480935592097, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031441691141030246, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031385944794523314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003133023471801976, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003127455360125668, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031218893992346434, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.375, + "hinge_loss_v2": 0.00031163248287992143, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003110760872330238, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003105196736119486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003099631608136069, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030940646568772365, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003088495030171178, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030829218539297955, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003077344230849176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030717612390557, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003066171930695637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003060575330466298, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030549704340865065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003049356206705127, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003043731581245752, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030380954566864145, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030324466962733734, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003026784125668698, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.375, + "hinge_loss_v2": 0.0003021106531031671, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030154126570350104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030097012048174574, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.375, + "hinge_loss_v2": 0.00030039708298761216, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029982201399022314, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002992447692566506, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029866519932620283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002980831492814763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002974984585174968, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029691096051061603, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029632048258925115, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002957268457090937, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.375, + "hinge_loss_v2": 0.000295129864235941, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002945293457401506, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029392509080750757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029331689287236985, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002927045380802624, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029208780518854725, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.375, + "hinge_loss_v2": 0.000291466465515661, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.375, + "hinge_loss_v2": 0.00029084028295157303, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.375, + "hinge_loss_v2": 0.000290209014044757, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002895724081840672, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 67.02862821519375 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.0002657252723559122, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.0006671517134447247, + -0.0007167318879707507, + -0.0005194508378500162, + 0.0011434303002454405, + 0.0032978183082335855, + 0.004681701909649005, + 0.004484420859528326, + 0.0028215397214328974 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.2520833333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240067055557467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00032298855954402273, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00032197468353142454, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003209649531074227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031995924425508033, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003189574332508664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031795939656293736, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031696501074774866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003159741523448412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003149866977696106, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003140025232039268, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031302150448442464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.000312043516988241, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031106843551611044, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031009613417253565, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003091264862429175, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030815936406741404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003071946389113561, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030623218083201205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030527185854151194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.000304313539265727, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003033570885989207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003024023703539705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030144924640796914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003004975765430409, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029954721828217987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002985980267199785, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002976498543480887, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029670255087528775, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.000295755963042113, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029480993442991934, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029386430526446124, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002929189122139271, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029197358818160575, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029102816209335364, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002900824586800914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.000289136298255778, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002881894964913197, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028724186418512205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002862932070311412, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002853433253854772, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002843920140329207, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002834390619550417, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028248425210187546, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002815273611696615, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028056815938758237, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027960641031710576, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027864187066814846, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027767429013724485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027670341127377404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027572896938149016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002747506924640036, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.000273768301224368, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027278150913089645, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002717900225634438, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027079354105706565, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026979175766287246, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026878435944958673, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002677710281733499, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002667514411482838, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002657252723559122, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 66.63650089129806 + } + } + }, + { + "side": 32, + "nodes": 1024, + "learnable_edges": 2048, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.25, + "hinge_loss_v2": 0.00023846950456194084, + "margin_success_fraction": 0.0, + "outputs_v": [ + 0.00039886070422157083, + -0.0017035265880243622, + -0.0014083003066718836, + 0.0011115999966312684, + 0.004380050900038512, + 0.006482438192284362, + 0.006187211910932022, + 0.0036673116076288426 + ], + "reached_zero_error": false, + "restricted_epochs_to_zero_error": 600, + "restricted_updates_to_zero_error": 4800, + "classification_error_auc": 0.2520833333333333, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 14.400000000000434, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003240068715372468, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003224180415620767, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003208392189319915, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031927016457218295, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003177106419513387, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003161604169048533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003146192574584864, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00031308693365231016, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003115632173646732, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003100478821360358, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003085407029924657, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003070414562686386, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030554991943010194, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003040658708947404, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0003025890898531373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.000301119356087851, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029965644979131946, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029820015138236556, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002967502413211754, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029530649992264637, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002938687071680808, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002924366425151666, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.25, + "hinge_loss_v2": 0.00029101008470626833, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028958881157504373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028817259985152344, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028676122496571453, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028535446085002983, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028395207974070397, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002825538519786426, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002811595458101153, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027976892718784485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027838175957322096, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027699780374043176, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027561681758358277, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002742385559279561, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027286277034691654, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027148920898612856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002701176163971219, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026874773338258205, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002673792968561373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002660120397199141, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026464569076362456, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002632799745896365, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026191461156913076, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.25, + "hinge_loss_v2": 0.000260549317835328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025918380532066656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002578177818459423, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002564509512706049, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002550830137149072, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025371366586617137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002523426013833046, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.25, + "hinge_loss_v2": 0.00025096951141589626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002495940852565035, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024821601114769735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002468349772683537, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002454506729273806, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024406278999700956, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002426710246223169, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002412750792486285, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023987466501422812, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023846950456194084, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 66.96106072887778 + } + } + } + ], + "summary": { + "12": { + "nodes": 144, + "learnable_edges": 288, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.1, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.19020833333333334, + "mean_restricted_epochs_to_zero_error": 362.0, + "median_wall_seconds": 9.508424956351519 + } + } + }, + "16": { + "nodes": 256, + "learnable_edges": 512, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.2, + "zero_error_fraction": 0.4, + "mean_classification_error_auc": 0.2520833333333333, + "mean_restricted_epochs_to_zero_error": 502.0, + "median_wall_seconds": 15.72176018357277 + } + } + }, + "24": { + "nodes": 576, + "learnable_edges": 1152, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.35, + "zero_error_fraction": 0.0, + "mean_classification_error_auc": 0.3208333333333333, + "mean_restricted_epochs_to_zero_error": 130.0, + "median_wall_seconds": 36.824338391423225 + } + } + }, + "32": { + "nodes": 1024, + "learnable_edges": 2048, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.375, + "zero_error_fraction": 0.0, + "mean_classification_error_auc": 0.37645833333333334, + "mean_restricted_epochs_to_zero_error": 600.0, + "median_wall_seconds": 67.02862821519375 + } + } + } + } +} diff --git a/results/coupled_ladder/p0_clean_small_lr1e-2.json b/results/coupled_ladder/p0_clean_small_lr1e-2.json new file mode 100644 index 0000000..2e4dab5 --- /dev/null +++ b/results/coupled_ladder/p0_clean_small_lr1e-2.json @@ -0,0 +1,7209 @@ +{ + "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 + ], + "rotations_per_input_diameter": 1, + "task_count": 5, + "device_seeds": [ + 20260829 + ], + "methods": [ + "clean" + ], + "epochs": 600, + "record_every": 10, + "learning_time_seconds_by_side": { + "4": 0.01, + "8": 0.01, + "12": 0.01 + }, + "calibration_observations": 16, + "component_imperfection": { + "gain_standard_deviation": 0.01, + "twin_mismatch_standard_deviation_v": 0.001, + "multiplier_offset_standard_deviation_v_per_s": 2.3 + }, + "pairing": "task, initial gates, and component draw" + }, + "records": [ + { + "side": 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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.121808151683016e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.009858251782782324, + -0.0217717140025816, + -0.020256869357005658, + -0.0062010932945446295, + 0.012161931197091025, + 0.02407539341689033, + 0.022560548771314498, + 0.008504772708853386 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 90, + "restricted_updates_to_zero_error": 720, + "classification_error_auc": 0.0375, + "local_updates": 2970, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 29.700000000001843, + "clipped_updates": 2330, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032394668630126276, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.000303271688950449, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00026495225688000137, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.00022515521991513593, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018397335817719795, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001437383518591637, + "margin_success_fraction": 0.125 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00010577899076744237, + "margin_success_fraction": 0.125 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 9.386260054782263e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 8.416310571717189e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 7.718373012070188e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 100, + "local_updates": 797, + "classification_error": 0.0, + "hinge_loss_v2": 7.165154699865074e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 110, + "local_updates": 860, + "classification_error": 0.0, + "hinge_loss_v2": 6.68267013781435e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 120, + "local_updates": 920, + "classification_error": 0.0, + "hinge_loss_v2": 6.278567098423298e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 130, + "local_updates": 980, + "classification_error": 0.0, + "hinge_loss_v2": 5.888878087704779e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 140, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 5.742861132531171e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 150, + "local_updates": 1100, + "classification_error": 0.0, + "hinge_loss_v2": 5.6744123050198304e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 160, + "local_updates": 1160, + "classification_error": 0.0, + "hinge_loss_v2": 5.609271629277074e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 170, + "local_updates": 1220, + "classification_error": 0.0, + "hinge_loss_v2": 5.5469084374351724e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 180, + "local_updates": 1275, + "classification_error": 0.0, + "hinge_loss_v2": 5.4886082146514725e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 190, + "local_updates": 1325, + "classification_error": 0.0, + "hinge_loss_v2": 5.43581207060612e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 200, + "local_updates": 1370, + "classification_error": 0.0, + "hinge_loss_v2": 5.383383159979253e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 210, + "local_updates": 1410, + "classification_error": 0.0, + "hinge_loss_v2": 5.329577077896772e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 220, + "local_updates": 1450, + "classification_error": 0.0, + "hinge_loss_v2": 5.276761054678183e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 230, + "local_updates": 1490, + "classification_error": 0.0, + "hinge_loss_v2": 5.225125800739864e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 240, + "local_updates": 1530, + "classification_error": 0.0, + "hinge_loss_v2": 5.17450353440517e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 250, + "local_updates": 1570, + "classification_error": 0.0, + "hinge_loss_v2": 5.124751115950005e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 260, + "local_updates": 1610, + "classification_error": 0.0, + "hinge_loss_v2": 5.075818073439843e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 270, + "local_updates": 1650, + "classification_error": 0.0, + "hinge_loss_v2": 5.027658809828709e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 280, + "local_updates": 1690, + "classification_error": 0.0, + "hinge_loss_v2": 4.980230311930878e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 290, + "local_updates": 1730, + "classification_error": 0.0, + "hinge_loss_v2": 4.933415498204431e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1770, + "classification_error": 0.0, + "hinge_loss_v2": 4.8868734021187657e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1810, + "classification_error": 0.0, + "hinge_loss_v2": 4.840537477161137e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1850, + "classification_error": 0.0, + "hinge_loss_v2": 4.7943735997208354e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1890, + "classification_error": 0.0, + "hinge_loss_v2": 4.7483487918587714e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1930, + "classification_error": 0.0, + "hinge_loss_v2": 4.702431238575442e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1970, + "classification_error": 0.0, + "hinge_loss_v2": 4.656590314854403e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2010, + "classification_error": 0.0, + "hinge_loss_v2": 4.6107966219633204e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2050, + "classification_error": 0.0, + "hinge_loss_v2": 4.565023032741327e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2090, + "classification_error": 0.0, + "hinge_loss_v2": 4.551787624569389e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2130, + "classification_error": 0.0, + "hinge_loss_v2": 4.5347587237652885e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2170, + "classification_error": 0.0, + "hinge_loss_v2": 4.516290255490573e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2210, + "classification_error": 0.0, + "hinge_loss_v2": 4.4977323191652165e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2250, + "classification_error": 0.0, + "hinge_loss_v2": 4.4791492306750405e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2290, + "classification_error": 0.0, + "hinge_loss_v2": 4.4605318898837524e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2330, + "classification_error": 0.0, + "hinge_loss_v2": 4.441866464255384e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2370, + "classification_error": 0.0, + "hinge_loss_v2": 4.4231382209307597e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2410, + "classification_error": 0.0, + "hinge_loss_v2": 4.4043316918692825e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2450, + "classification_error": 0.0, + "hinge_loss_v2": 4.385430627041175e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2490, + "classification_error": 0.0, + "hinge_loss_v2": 4.366417930690015e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2530, + "classification_error": 0.0, + "hinge_loss_v2": 4.34727559106856e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2570, + "classification_error": 0.0, + "hinge_loss_v2": 4.327984603476379e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2610, + "classification_error": 0.0, + "hinge_loss_v2": 4.308524885716472e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2650, + "classification_error": 0.0, + "hinge_loss_v2": 4.2888751849206604e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2690, + "classification_error": 0.0, + "hinge_loss_v2": 4.269012974535377e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2730, + "classification_error": 0.0, + "hinge_loss_v2": 4.248914340076677e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2770, + "classification_error": 0.0, + "hinge_loss_v2": 4.2285538520492474e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2810, + "classification_error": 0.0, + "hinge_loss_v2": 4.2079044241706146e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2850, + "classification_error": 0.0, + "hinge_loss_v2": 4.186937154743952e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2890, + "classification_error": 0.0, + "hinge_loss_v2": 4.165621148668052e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2930, + "classification_error": 0.0, + "hinge_loss_v2": 4.143923317149797e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2970, + "classification_error": 0.0, + "hinge_loss_v2": 4.121808151683016e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 2.024099312722683 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.3830026716215268e-07, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017509656973968557, + -0.04218560951816916, + -0.042102026263645315, + -0.017307869147309835, + 0.017672780859697396, + 0.04234873340389805, + 0.0422651501493741, + 0.01747099303303873 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 306, + "classification_error_auc": 0.0125, + "local_updates": 2555, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 25.550000000001194, + "clipped_updates": 2036, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032344768638183926, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021030567265646274, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00012720997417745234, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 8.281558482167116e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 40, + "local_updates": 306, + "classification_error": 0.0, + "hinge_loss_v2": 6.300139224591228e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 50, + "local_updates": 355, + "classification_error": 0.0, + "hinge_loss_v2": 5.14702569361703e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 60, + "local_updates": 395, + "classification_error": 0.0, + "hinge_loss_v2": 4.163249125420817e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 435, + "classification_error": 0.0, + "hinge_loss_v2": 3.251269317542758e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 475, + "classification_error": 0.0, + "hinge_loss_v2": 2.4444226319196787e-05, + "margin_success_fraction": 0.625 + }, + { + "epoch": 90, + "local_updates": 515, + "classification_error": 0.0, + "hinge_loss_v2": 1.8953119144514136e-05, + "margin_success_fraction": 0.625 + }, + { + "epoch": 100, + "local_updates": 555, + "classification_error": 0.0, + "hinge_loss_v2": 1.4603383090178007e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 595, + "classification_error": 0.0, + "hinge_loss_v2": 1.1852812186112385e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 635, + "classification_error": 0.0, + "hinge_loss_v2": 9.665700424276252e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 675, + "classification_error": 0.0, + "hinge_loss_v2": 7.89270603766154e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 715, + "classification_error": 0.0, + "hinge_loss_v2": 6.441419514397316e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 755, + "classification_error": 0.0, + "hinge_loss_v2": 5.24531816415507e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 795, + "classification_error": 0.0, + "hinge_loss_v2": 4.256241086025754e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 835, + "classification_error": 0.0, + "hinge_loss_v2": 3.445176669811858e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 875, + "classification_error": 0.0, + "hinge_loss_v2": 3.1105010081970368e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 915, + "classification_error": 0.0, + "hinge_loss_v2": 2.859483072038266e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 955, + "classification_error": 0.0, + "hinge_loss_v2": 2.6278664326442178e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 995, + "classification_error": 0.0, + "hinge_loss_v2": 2.4133146394884785e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1035, + "classification_error": 0.0, + "hinge_loss_v2": 2.2144823524287724e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1075, + "classification_error": 0.0, + "hinge_loss_v2": 2.0302925103168564e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1115, + "classification_error": 0.0, + "hinge_loss_v2": 1.8598166110200126e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1155, + "classification_error": 0.0, + "hinge_loss_v2": 1.7022112764829657e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1195, + "classification_error": 0.0, + "hinge_loss_v2": 1.5566849004318866e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1235, + "classification_error": 0.0, + "hinge_loss_v2": 1.4224814325395838e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1275, + "classification_error": 0.0, + "hinge_loss_v2": 1.298873583280274e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1315, + "classification_error": 0.0, + "hinge_loss_v2": 1.1851609160432938e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1355, + "classification_error": 0.0, + "hinge_loss_v2": 1.0806702263155874e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1395, + "classification_error": 0.0, + "hinge_loss_v2": 9.84756767367586e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1435, + "classification_error": 0.0, + "hinge_loss_v2": 8.968055660927805e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1475, + "classification_error": 0.0, + "hinge_loss_v2": 8.162324675704469e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1515, + "classification_error": 0.0, + "hinge_loss_v2": 7.42484767914112e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1555, + "classification_error": 0.0, + "hinge_loss_v2": 6.750414129652745e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1595, + "classification_error": 0.0, + "hinge_loss_v2": 6.161261148063516e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1635, + "classification_error": 0.0, + "hinge_loss_v2": 5.696379198568756e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1675, + "classification_error": 0.0, + "hinge_loss_v2": 5.287769644168543e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1715, + "classification_error": 0.0, + "hinge_loss_v2": 4.924464448235424e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1755, + "classification_error": 0.0, + "hinge_loss_v2": 4.598182463581487e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1795, + "classification_error": 0.0, + "hinge_loss_v2": 4.302604672122084e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1835, + "classification_error": 0.0, + "hinge_loss_v2": 4.0328673235230007e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1875, + "classification_error": 0.0, + "hinge_loss_v2": 3.785189701719149e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1915, + "classification_error": 0.0, + "hinge_loss_v2": 3.556600379215113e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 1955, + "classification_error": 0.0, + "hinge_loss_v2": 3.344735634709634e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 1995, + "classification_error": 0.0, + "hinge_loss_v2": 3.147690732551855e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2035, + "classification_error": 0.0, + "hinge_loss_v2": 2.963909933333877e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2075, + "classification_error": 0.0, + "hinge_loss_v2": 2.792104902065072e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2115, + "classification_error": 0.0, + "hinge_loss_v2": 2.6311939619700474e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2155, + "classification_error": 0.0, + "hinge_loss_v2": 2.4802566756540533e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2195, + "classification_error": 0.0, + "hinge_loss_v2": 2.338499720212119e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2235, + "classification_error": 0.0, + "hinge_loss_v2": 2.2052311059227304e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2275, + "classification_error": 0.0, + "hinge_loss_v2": 2.0798405778621327e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2315, + "classification_error": 0.0, + "hinge_loss_v2": 1.9617846155203194e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2355, + "classification_error": 0.0, + "hinge_loss_v2": 1.850574865467221e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2395, + "classification_error": 0.0, + "hinge_loss_v2": 1.7457691487113897e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2435, + "classification_error": 0.0, + "hinge_loss_v2": 1.646964408475406e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2475, + "classification_error": 0.0, + "hinge_loss_v2": 1.553791128192256e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2515, + "classification_error": 0.0, + "hinge_loss_v2": 1.465908869887203e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2555, + "classification_error": 0.0, + "hinge_loss_v2": 1.3830026716215268e-07, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 1.7655198015272617 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.8085354918243591e-22, + "margin_success_fraction": 0.625, + "outputs_v": [ + -0.01799999999561458, + -0.043455844092463364, + -0.043455844081270095, + -0.017999999968591696, + 0.018000000006020117, + 0.04345584410286879, + 0.04345584409167566, + 0.01799999997899726 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 157, + "classification_error_auc": 0.00625, + "local_updates": 2489, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 24.89000000000109, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032405942608285647, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00012765960180750614, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 157, + "classification_error": 0.0, + "hinge_loss_v2": 6.902508345154365e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 30, + "local_updates": 209, + "classification_error": 0.0, + "hinge_loss_v2": 5.045260415282264e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 40, + "local_updates": 249, + "classification_error": 0.0, + "hinge_loss_v2": 3.7526276922735414e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 50, + "local_updates": 289, + "classification_error": 0.0, + "hinge_loss_v2": 2.6763463692127217e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 60, + "local_updates": 329, + "classification_error": 0.0, + "hinge_loss_v2": 1.8233485102327824e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 369, + "classification_error": 0.0, + "hinge_loss_v2": 1.1826722423629976e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 409, + "classification_error": 0.0, + "hinge_loss_v2": 7.291560270995942e-06, + "margin_success_fraction": 0.625 + }, + { + "epoch": 90, + "local_updates": 449, + "classification_error": 0.0, + "hinge_loss_v2": 4.275782862893712e-06, + "margin_success_fraction": 0.625 + }, + { + "epoch": 100, + "local_updates": 489, + "classification_error": 0.0, + "hinge_loss_v2": 2.3949016540229122e-06, + "margin_success_fraction": 0.625 + }, + { + "epoch": 110, + "local_updates": 529, + "classification_error": 0.0, + "hinge_loss_v2": 1.2890781875168968e-06, + "margin_success_fraction": 0.625 + }, + { + "epoch": 120, + "local_updates": 569, + "classification_error": 0.0, + "hinge_loss_v2": 6.714124833366194e-07, + "margin_success_fraction": 0.625 + }, + { + "epoch": 130, + "local_updates": 609, + "classification_error": 0.0, + "hinge_loss_v2": 3.406989001613778e-07, + "margin_success_fraction": 0.625 + }, + { + "epoch": 140, + "local_updates": 649, + "classification_error": 0.0, + "hinge_loss_v2": 1.6945525549296193e-07, + "margin_success_fraction": 0.625 + }, + { + "epoch": 150, + "local_updates": 689, + "classification_error": 0.0, + "hinge_loss_v2": 8.302847028842314e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 160, + "local_updates": 729, + "classification_error": 0.0, + "hinge_loss_v2": 4.023560772749774e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 170, + "local_updates": 769, + "classification_error": 0.0, + "hinge_loss_v2": 1.934275289843814e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 180, + "local_updates": 809, + "classification_error": 0.0, + "hinge_loss_v2": 9.245394452229601e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 190, + "local_updates": 849, + "classification_error": 0.0, + "hinge_loss_v2": 4.400931121736945e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 200, + "local_updates": 889, + "classification_error": 0.0, + "hinge_loss_v2": 2.088768805669284e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 210, + "local_updates": 929, + "classification_error": 0.0, + "hinge_loss_v2": 9.893087543515379e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 220, + "local_updates": 969, + "classification_error": 0.0, + "hinge_loss_v2": 4.67877561697084e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 230, + "local_updates": 1009, + "classification_error": 0.0, + "hinge_loss_v2": 2.21043927112358e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 240, + "local_updates": 1049, + "classification_error": 0.0, + "hinge_loss_v2": 1.0435270018902804e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 250, + "local_updates": 1089, + "classification_error": 0.0, + "hinge_loss_v2": 4.9238129194680294e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 260, + "local_updates": 1129, + "classification_error": 0.0, + "hinge_loss_v2": 2.322408847496058e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 270, + "local_updates": 1169, + "classification_error": 0.0, + "hinge_loss_v2": 1.095121109389753e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 280, + "local_updates": 1209, + "classification_error": 0.0, + "hinge_loss_v2": 5.16303699270165e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 290, + "local_updates": 1249, + "classification_error": 0.0, + "hinge_loss_v2": 2.4338368420122923e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 300, + "local_updates": 1289, + "classification_error": 0.0, + "hinge_loss_v2": 1.1471955540408935e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 310, + "local_updates": 1329, + "classification_error": 0.0, + "hinge_loss_v2": 5.406982700547004e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 320, + "local_updates": 1369, + "classification_error": 0.0, + "hinge_loss_v2": 2.548310551501716e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 330, + "local_updates": 1409, + "classification_error": 0.0, + "hinge_loss_v2": 1.2009791167917876e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 340, + "local_updates": 1449, + "classification_error": 0.0, + "hinge_loss_v2": 5.659896015221135e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 350, + "local_updates": 1489, + "classification_error": 0.0, + "hinge_loss_v2": 2.6673148838593426e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 360, + "local_updates": 1529, + "classification_error": 0.0, + "hinge_loss_v2": 1.2569993395258867e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 370, + "local_updates": 1569, + "classification_error": 0.0, + "hinge_loss_v2": 5.923688501391248e-15, + "margin_success_fraction": 0.625 + }, + { + "epoch": 380, + "local_updates": 1609, + "classification_error": 0.0, + "hinge_loss_v2": 2.7915590840856717e-15, + "margin_success_fraction": 0.625 + }, + { + "epoch": 390, + "local_updates": 1649, + "classification_error": 0.0, + "hinge_loss_v2": 1.315526576986238e-15, + "margin_success_fraction": 0.625 + }, + { + "epoch": 400, + "local_updates": 1689, + "classification_error": 0.0, + "hinge_loss_v2": 6.199421196893989e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 410, + "local_updates": 1729, + "classification_error": 0.0, + "hinge_loss_v2": 2.921472134942244e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 420, + "local_updates": 1769, + "classification_error": 0.0, + "hinge_loss_v2": 1.376739294542432e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 430, + "local_updates": 1809, + "classification_error": 0.0, + "hinge_loss_v2": 6.487856033296544e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 440, + "local_updates": 1849, + "classification_error": 0.0, + "hinge_loss_v2": 3.0573867535972245e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 450, + "local_updates": 1889, + "classification_error": 0.0, + "hinge_loss_v2": 1.4407854586132798e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 460, + "local_updates": 1929, + "classification_error": 0.0, + "hinge_loss_v2": 6.789661051070166e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 470, + "local_updates": 1969, + "classification_error": 0.0, + "hinge_loss_v2": 3.1996078296254173e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 480, + "local_updates": 2009, + "classification_error": 0.0, + "hinge_loss_v2": 1.507805521073568e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 490, + "local_updates": 2049, + "classification_error": 0.0, + "hinge_loss_v2": 7.10548678615169e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 500, + "local_updates": 2089, + "classification_error": 0.0, + "hinge_loss_v2": 3.3484385500898657e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 510, + "local_updates": 2129, + "classification_error": 0.0, + "hinge_loss_v2": 1.5779410137332403e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 520, + "local_updates": 2169, + "classification_error": 0.0, + "hinge_loss_v2": 7.435997451044635e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 530, + "local_updates": 2209, + "classification_error": 0.0, + "hinge_loss_v2": 3.504189512686573e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 540, + "local_updates": 2249, + "classification_error": 0.0, + "hinge_loss_v2": 1.651338245298648e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 550, + "local_updates": 2289, + "classification_error": 0.0, + "hinge_loss_v2": 7.781876855146217e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 560, + "local_updates": 2329, + "classification_error": 0.0, + "hinge_loss_v2": 3.6671900324121494e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 570, + "local_updates": 2369, + "classification_error": 0.0, + "hinge_loss_v2": 1.7281507441673172e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 580, + "local_updates": 2409, + "classification_error": 0.0, + "hinge_loss_v2": 8.143848193604728e-22, + "margin_success_fraction": 0.625 + }, + { + "epoch": 590, + "local_updates": 2449, + "classification_error": 0.0, + "hinge_loss_v2": 3.8377596005248607e-22, + "margin_success_fraction": 0.625 + }, + { + "epoch": 600, + "local_updates": 2489, + "classification_error": 0.0, + "hinge_loss_v2": 1.8085354918243591e-22, + "margin_success_fraction": 0.625 + } + ], + "status": "completed", + "wall_seconds": 1.8136586472392082 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 2.0077605182714173e-24, + "margin_success_fraction": 0.625, + "outputs_v": [ + -0.017999999998963734, + -0.043455844118804265, + -0.04345584411789069, + -0.01799999999675808, + 0.01800000000008939, + 0.04345584411992992, + 0.043455844119016374, + 0.01799999999788382 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 136, + "classification_error_auc": 0.00625, + "local_updates": 2456, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 24.56000000000104, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003243116354985496, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 8.187231284772826e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 20, + "local_updates": 136, + "classification_error": 0.0, + "hinge_loss_v2": 4.886955923655347e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 30, + "local_updates": 176, + "classification_error": 0.0, + "hinge_loss_v2": 3.194559694878287e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 40, + "local_updates": 216, + "classification_error": 0.0, + "hinge_loss_v2": 1.9760080431411023e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 50, + "local_updates": 256, + "classification_error": 0.0, + "hinge_loss_v2": 1.1564901468525075e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 60, + "local_updates": 296, + "classification_error": 0.0, + "hinge_loss_v2": 6.4169349331931946e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 336, + "classification_error": 0.0, + "hinge_loss_v2": 3.3927846373895327e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 376, + "classification_error": 0.0, + "hinge_loss_v2": 1.7217042238037167e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 416, + "classification_error": 0.0, + "hinge_loss_v2": 8.452965445408597e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 456, + "classification_error": 0.0, + "hinge_loss_v2": 4.045932914222575e-07, + "margin_success_fraction": 0.625 + }, + { + "epoch": 110, + "local_updates": 496, + "classification_error": 0.0, + "hinge_loss_v2": 1.9003239716561344e-07, + "margin_success_fraction": 0.625 + }, + { + "epoch": 120, + "local_updates": 536, + "classification_error": 0.0, + "hinge_loss_v2": 8.805176511779157e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 130, + "local_updates": 576, + "classification_error": 0.0, + "hinge_loss_v2": 4.041032837529006e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 140, + "local_updates": 616, + "classification_error": 0.0, + "hinge_loss_v2": 1.842300373330109e-08, + "margin_success_fraction": 0.625 + }, + { + "epoch": 150, + "local_updates": 656, + "classification_error": 0.0, + "hinge_loss_v2": 8.360737938256162e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 160, + "local_updates": 696, + "classification_error": 0.0, + "hinge_loss_v2": 3.782465370722837e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 170, + "local_updates": 736, + "classification_error": 0.0, + "hinge_loss_v2": 1.707599890489243e-09, + "margin_success_fraction": 0.625 + }, + { + "epoch": 180, + "local_updates": 776, + "classification_error": 0.0, + "hinge_loss_v2": 7.697955364674116e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 190, + "local_updates": 816, + "classification_error": 0.0, + "hinge_loss_v2": 3.466929107717111e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 200, + "local_updates": 856, + "classification_error": 0.0, + "hinge_loss_v2": 1.5603850694409666e-10, + "margin_success_fraction": 0.625 + }, + { + "epoch": 210, + "local_updates": 896, + "classification_error": 0.0, + "hinge_loss_v2": 7.019858575890927e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 220, + "local_updates": 936, + "classification_error": 0.0, + "hinge_loss_v2": 3.157163289271526e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 230, + "local_updates": 976, + "classification_error": 0.0, + "hinge_loss_v2": 1.4196451503886224e-11, + "margin_success_fraction": 0.625 + }, + { + "epoch": 240, + "local_updates": 1016, + "classification_error": 0.0, + "hinge_loss_v2": 6.382706358533613e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 250, + "local_updates": 1056, + "classification_error": 0.0, + "hinge_loss_v2": 2.869400674953651e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 260, + "local_updates": 1096, + "classification_error": 0.0, + "hinge_loss_v2": 1.2898866139188746e-12, + "margin_success_fraction": 0.625 + }, + { + "epoch": 270, + "local_updates": 1136, + "classification_error": 0.0, + "hinge_loss_v2": 5.798216616091657e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 280, + "local_updates": 1176, + "classification_error": 0.0, + "hinge_loss_v2": 2.6063074010766925e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 290, + "local_updates": 1216, + "classification_error": 0.0, + "hinge_loss_v2": 1.171518067543004e-13, + "margin_success_fraction": 0.625 + }, + { + "epoch": 300, + "local_updates": 1256, + "classification_error": 0.0, + "hinge_loss_v2": 5.2658329902232755e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 310, + "local_updates": 1296, + "classification_error": 0.0, + "hinge_loss_v2": 2.3669094367715578e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 320, + "local_updates": 1336, + "classification_error": 0.0, + "hinge_loss_v2": 1.0638829138547971e-14, + "margin_success_fraction": 0.625 + }, + { + "epoch": 330, + "local_updates": 1376, + "classification_error": 0.0, + "hinge_loss_v2": 4.781943488636479e-15, + "margin_success_fraction": 0.625 + }, + { + "epoch": 340, + "local_updates": 1416, + "classification_error": 0.0, + "hinge_loss_v2": 2.149383844823901e-15, + "margin_success_fraction": 0.625 + }, + { + "epoch": 350, + "local_updates": 1456, + "classification_error": 0.0, + "hinge_loss_v2": 9.661016126331946e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 360, + "local_updates": 1496, + "classification_error": 0.0, + "hinge_loss_v2": 4.3424132942779667e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 370, + "local_updates": 1536, + "classification_error": 0.0, + "hinge_loss_v2": 1.9518173887453765e-16, + "margin_success_fraction": 0.625 + }, + { + "epoch": 380, + "local_updates": 1576, + "classification_error": 0.0, + "hinge_loss_v2": 8.772977130353759e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 390, + "local_updates": 1616, + "classification_error": 0.0, + "hinge_loss_v2": 3.9432531874049645e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 400, + "local_updates": 1656, + "classification_error": 0.0, + "hinge_loss_v2": 1.7724020032321235e-17, + "margin_success_fraction": 0.625 + }, + { + "epoch": 410, + "local_updates": 1696, + "classification_error": 0.0, + "hinge_loss_v2": 7.966539991149468e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 420, + "local_updates": 1736, + "classification_error": 0.0, + "hinge_loss_v2": 3.5807763957781055e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 430, + "local_updates": 1776, + "classification_error": 0.0, + "hinge_loss_v2": 1.6094765377588922e-18, + "margin_success_fraction": 0.625 + }, + { + "epoch": 440, + "local_updates": 1816, + "classification_error": 0.0, + "hinge_loss_v2": 7.234226196781643e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 450, + "local_updates": 1856, + "classification_error": 0.0, + "hinge_loss_v2": 3.251617853983756e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 460, + "local_updates": 1896, + "classification_error": 0.0, + "hinge_loss_v2": 1.4615270374046586e-19, + "margin_success_fraction": 0.625 + }, + { + "epoch": 470, + "local_updates": 1936, + "classification_error": 0.0, + "hinge_loss_v2": 6.569226260337338e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 480, + "local_updates": 1976, + "classification_error": 0.0, + "hinge_loss_v2": 2.952715348997983e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 490, + "local_updates": 2016, + "classification_error": 0.0, + "hinge_loss_v2": 1.3271773719263092e-20, + "margin_success_fraction": 0.625 + }, + { + "epoch": 500, + "local_updates": 2056, + "classification_error": 0.0, + "hinge_loss_v2": 5.965355174081569e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 510, + "local_updates": 2096, + "classification_error": 0.0, + "hinge_loss_v2": 2.6812887301765352e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 520, + "local_updates": 2136, + "classification_error": 0.0, + "hinge_loss_v2": 1.2051779540536525e-21, + "margin_success_fraction": 0.625 + }, + { + "epoch": 530, + "local_updates": 2176, + "classification_error": 0.0, + "hinge_loss_v2": 5.416990226417627e-22, + "margin_success_fraction": 0.625 + }, + { + "epoch": 540, + "local_updates": 2216, + "classification_error": 0.0, + "hinge_loss_v2": 2.434813566085671e-22, + "margin_success_fraction": 0.625 + }, + { + "epoch": 550, + "local_updates": 2256, + "classification_error": 0.0, + "hinge_loss_v2": 1.094387787696826e-22, + "margin_success_fraction": 0.625 + }, + { + "epoch": 560, + "local_updates": 2296, + "classification_error": 0.0, + "hinge_loss_v2": 4.9190637953510366e-23, + "margin_success_fraction": 0.625 + }, + { + "epoch": 570, + "local_updates": 2336, + "classification_error": 0.0, + "hinge_loss_v2": 2.2110012886350246e-23, + "margin_success_fraction": 0.625 + }, + { + "epoch": 580, + "local_updates": 2376, + "classification_error": 0.0, + "hinge_loss_v2": 9.937688161361476e-24, + "margin_success_fraction": 0.625 + }, + { + "epoch": 590, + "local_updates": 2416, + "classification_error": 0.0, + "hinge_loss_v2": 4.466909681759939e-24, + "margin_success_fraction": 0.625 + }, + { + "epoch": 600, + "local_updates": 2456, + "classification_error": 0.0, + "hinge_loss_v2": 2.0077605182714173e-24, + "margin_success_fraction": 0.625 + } + ], + "status": "completed", + "wall_seconds": 1.758845329284668 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 5.95944264273665e-28, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017999999999978256, + -0.043455844122643805, + -0.04345584412262998, + -0.01799999999994492, + 0.017999999999997934, + 0.0434558441226634, + 0.04345584412264958, + 0.017999999999964544 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 10, + "restricted_updates_to_zero_error": 75, + "classification_error_auc": 0.004166666666666667, + "local_updates": 2438, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 24.38000000000101, + "clipped_updates": 0, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003235093209976701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 75, + "classification_error": 0.0, + "hinge_loss_v2": 6.1017779103553166e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 20, + "local_updates": 118, + "classification_error": 0.0, + "hinge_loss_v2": 3.407621779376058e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 30, + "local_updates": 158, + "classification_error": 0.0, + "hinge_loss_v2": 1.8085624259333673e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 40, + "local_updates": 198, + "classification_error": 0.0, + "hinge_loss_v2": 8.977394311748101e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 50, + "local_updates": 238, + "classification_error": 0.0, + "hinge_loss_v2": 4.2011115038567495e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 60, + "local_updates": 278, + "classification_error": 0.0, + "hinge_loss_v2": 1.8740940737867176e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 70, + "local_updates": 318, + "classification_error": 0.0, + "hinge_loss_v2": 8.062827374441248e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 358, + "classification_error": 0.0, + "hinge_loss_v2": 3.380017550273308e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 398, + "classification_error": 0.0, + "hinge_loss_v2": 1.3919002320365136e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 438, + "classification_error": 0.0, + "hinge_loss_v2": 5.664048081799097e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 478, + "classification_error": 0.0, + "hinge_loss_v2": 2.2869687136158464e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 518, + "classification_error": 0.0, + "hinge_loss_v2": 9.187670745553242e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 558, + "classification_error": 0.0, + "hinge_loss_v2": 3.679158254323054e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 598, + "classification_error": 0.0, + "hinge_loss_v2": 1.4702728941905863e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 638, + "classification_error": 0.0, + "hinge_loss_v2": 5.867863503670377e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 678, + "classification_error": 0.0, + "hinge_loss_v2": 2.3399282773770407e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 718, + "classification_error": 0.0, + "hinge_loss_v2": 9.326047938976937e-11, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 758, + "classification_error": 0.0, + "hinge_loss_v2": 3.715771339159376e-11, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 798, + "classification_error": 0.0, + "hinge_loss_v2": 1.4801628670140256e-11, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 838, + "classification_error": 0.0, + "hinge_loss_v2": 5.895391960682963e-12, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 878, + "classification_error": 0.0, + "hinge_loss_v2": 2.347900364951992e-12, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 918, + "classification_error": 0.0, + "hinge_loss_v2": 9.350262234485074e-13, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 958, + "classification_error": 0.0, + "hinge_loss_v2": 3.723518335955149e-13, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 998, + "classification_error": 0.0, + "hinge_loss_v2": 1.4827710585262077e-13, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1038, + "classification_error": 0.0, + "hinge_loss_v2": 5.904579312063993e-14, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1078, + "classification_error": 0.0, + "hinge_loss_v2": 2.3512575098921936e-14, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1118, + "classification_error": 0.0, + "hinge_loss_v2": 9.362873236135414e-15, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1158, + "classification_error": 0.0, + "hinge_loss_v2": 3.7283497664330415e-15, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1198, + "classification_error": 0.0, + "hinge_loss_v2": 1.4846471216244558e-15, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1238, + "classification_error": 0.0, + "hinge_loss_v2": 5.911929665479786e-16, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1278, + "classification_error": 0.0, + "hinge_loss_v2": 2.354154243164045e-16, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1318, + "classification_error": 0.0, + "hinge_loss_v2": 9.374332282322608e-17, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1358, + "classification_error": 0.0, + "hinge_loss_v2": 3.7328936953456495e-17, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1398, + "classification_error": 0.0, + "hinge_loss_v2": 1.4864517423186832e-17, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1438, + "classification_error": 0.0, + "hinge_loss_v2": 5.9191037111029286e-18, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1478, + "classification_error": 0.0, + "hinge_loss_v2": 2.3570078964075977e-18, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1518, + "classification_error": 0.0, + "hinge_loss_v2": 9.385688150031416e-19, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1558, + "classification_error": 0.0, + "hinge_loss_v2": 3.737413605697221e-19, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1598, + "classification_error": 0.0, + "hinge_loss_v2": 1.4882511583131115e-19, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1638, + "classification_error": 0.0, + "hinge_loss_v2": 5.926268631567048e-20, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1678, + "classification_error": 0.0, + "hinge_loss_v2": 2.359859362337596e-20, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1718, + "classification_error": 0.0, + "hinge_loss_v2": 9.397039868960529e-21, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1758, + "classification_error": 0.0, + "hinge_loss_v2": 3.741935951413439e-21, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1798, + "classification_error": 0.0, + "hinge_loss_v2": 1.4900522725968936e-21, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 1838, + "classification_error": 0.0, + "hinge_loss_v2": 5.933441168886928e-22, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 1878, + "classification_error": 0.0, + "hinge_loss_v2": 2.362716701247047e-22, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 1918, + "classification_error": 0.0, + "hinge_loss_v2": 9.408420090526292e-23, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 1958, + "classification_error": 0.0, + "hinge_loss_v2": 3.746454902913588e-23, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 1998, + "classification_error": 0.0, + "hinge_loss_v2": 1.4918482098116092e-23, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2038, + "classification_error": 0.0, + "hinge_loss_v2": 5.9406878313310425e-24, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2078, + "classification_error": 0.0, + "hinge_loss_v2": 2.3656216856786755e-24, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2118, + "classification_error": 0.0, + "hinge_loss_v2": 9.419992860657511e-25, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2158, + "classification_error": 0.0, + "hinge_loss_v2": 3.751177068833584e-25, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2198, + "classification_error": 0.0, + "hinge_loss_v2": 1.49386612377769e-25, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2238, + "classification_error": 0.0, + "hinge_loss_v2": 5.948673904758372e-26, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2278, + "classification_error": 0.0, + "hinge_loss_v2": 2.3677098643574287e-26, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2318, + "classification_error": 0.0, + "hinge_loss_v2": 9.430433147473623e-27, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2358, + "classification_error": 0.0, + "hinge_loss_v2": 3.753563319326395e-27, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2398, + "classification_error": 0.0, + "hinge_loss_v2": 1.4955894024983187e-27, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2438, + "classification_error": 0.0, + "hinge_loss_v2": 5.95944264273665e-28, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 1.7930887416005135 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 0.0001262980455867368, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.005218068905527118, + -0.010212675874175237, + -0.008727410598341506, + -0.0016323213328873765, + 0.006916384856731905, + 0.01191099182538008, + 0.010425726549546294, + 0.0033306372840921084 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 160, + "restricted_updates_to_zero_error": 1280, + "classification_error_auc": 0.0875, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2991, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.00032398690975178206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031738185589878776, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003112220830823332, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030487975279477626, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.000298410757713491, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002918266902310474, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002851136452333996, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002782509417565421, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027121675948234877, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026398917486373255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002565454024697125, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002488599284878265, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002409018413810522, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023263185227469883, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002233577783787979, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021517045158017979, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020964508845986674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002067297152477728, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020435251735973848, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020271487139099915, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00020115488524006047, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019968368475352914, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019831295311168362, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019705852586915165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019594319011695155, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019500019777276138, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019427843760905063, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001924618003950328, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00019053106559974875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001886183309338343, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018667769314943165, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001846956967420123, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018266339052411105, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00018057272570814705, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017841589559950443, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017618522263123884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017387315927355578, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001714723025949074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016897539621025577, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001663753118608855, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016366502641713073, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016083746954066898, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015788549198313, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015480173713912782, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015157846136823656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001485595650291988, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014580366524688906, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014341839470145688, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014200854924604133, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014078356957425572, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013954637621201423, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001382964972875482, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013703308615587183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001357551567708031, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013446162380994418, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013315130251553733, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013182289940804378, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013047499994264377, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012910605411097238, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001277143599362402, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001262980455867368, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 5.058279994875193 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 2.501352214186255e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01165089597224156, + -0.02666274955786954, + -0.02591458781110978, + -0.009844673736365495, + 0.012133454947548389, + 0.027145308533176343, + 0.026397146786416692, + 0.010327232711672352 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 80, + "restricted_updates_to_zero_error": 640, + "classification_error_auc": 0.029166666666666667, + "local_updates": 3251, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 32.5100000000021, + "clipped_updates": 1967, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003252823628981551, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002987813033466493, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027591496700273623, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002540266876129188, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023299636747996585, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00021279460643432087, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019342014847088652, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017491200598215623, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015734595348593228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001408252561891669, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012547026462976987, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011140773277611255, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 9.875910501965808e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 8.767689967309074e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 7.913248303421525e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 7.239733509622572e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 6.800647591659973e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 6.467768346613154e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 6.21025833924904e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 190, + "local_updates": 1516, + "classification_error": 0.0, + "hinge_loss_v2": 5.983838534376207e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 200, + "local_updates": 1586, + "classification_error": 0.0, + "hinge_loss_v2": 5.802257650865418e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 210, + "local_updates": 1650, + "classification_error": 0.0, + "hinge_loss_v2": 5.661846600750307e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 220, + "local_updates": 1710, + "classification_error": 0.0, + "hinge_loss_v2": 5.5338123111743474e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 230, + "local_updates": 1766, + "classification_error": 0.0, + "hinge_loss_v2": 5.4115234628976695e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 240, + "local_updates": 1811, + "classification_error": 0.0, + "hinge_loss_v2": 5.292635460529508e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 250, + "local_updates": 1851, + "classification_error": 0.0, + "hinge_loss_v2": 5.173822154363009e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1891, + "classification_error": 0.0, + "hinge_loss_v2": 5.0534697733501416e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1931, + "classification_error": 0.0, + "hinge_loss_v2": 4.931387244154073e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1971, + "classification_error": 0.0, + "hinge_loss_v2": 4.807435167958878e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 2011, + "classification_error": 0.0, + "hinge_loss_v2": 4.688525843901709e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 2051, + "classification_error": 0.0, + "hinge_loss_v2": 4.601715439646209e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 2091, + "classification_error": 0.0, + "hinge_loss_v2": 4.5139990308665736e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 2131, + "classification_error": 0.0, + "hinge_loss_v2": 4.4253365790747963e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 2171, + "classification_error": 0.0, + "hinge_loss_v2": 4.3356672510010905e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 2211, + "classification_error": 0.0, + "hinge_loss_v2": 4.2449150094054894e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 2251, + "classification_error": 0.0, + "hinge_loss_v2": 4.152991871980481e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2291, + "classification_error": 0.0, + "hinge_loss_v2": 4.0597994040317715e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2331, + "classification_error": 0.0, + "hinge_loss_v2": 3.965229085713079e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2371, + "classification_error": 0.0, + "hinge_loss_v2": 3.8691619972792735e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2411, + "classification_error": 0.0, + "hinge_loss_v2": 3.7714680948386706e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2451, + "classification_error": 0.0, + "hinge_loss_v2": 3.704402451143042e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2491, + "classification_error": 0.0, + "hinge_loss_v2": 3.643458602475739e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2531, + "classification_error": 0.0, + "hinge_loss_v2": 3.583027228542549e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2571, + "classification_error": 0.0, + "hinge_loss_v2": 3.5226105929652526e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2611, + "classification_error": 0.0, + "hinge_loss_v2": 3.4619789710805906e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2651, + "classification_error": 0.0, + "hinge_loss_v2": 3.4010081577958975e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2691, + "classification_error": 0.0, + "hinge_loss_v2": 3.339617753103584e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2731, + "classification_error": 0.0, + "hinge_loss_v2": 3.277746994173733e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2771, + "classification_error": 0.0, + "hinge_loss_v2": 3.215344183484393e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2811, + "classification_error": 0.0, + "hinge_loss_v2": 3.1523612471990553e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2851, + "classification_error": 0.0, + "hinge_loss_v2": 3.088751016456494e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2891, + "classification_error": 0.0, + "hinge_loss_v2": 3.0244658373428156e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2931, + "classification_error": 0.0, + "hinge_loss_v2": 2.9594568672139253e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2971, + "classification_error": 0.0, + "hinge_loss_v2": 2.893673747562282e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3011, + "classification_error": 0.0, + "hinge_loss_v2": 2.8270645024515095e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3051, + "classification_error": 0.0, + "hinge_loss_v2": 2.7601354659504834e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3091, + "classification_error": 0.0, + "hinge_loss_v2": 2.6931968101432034e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3131, + "classification_error": 0.0, + "hinge_loss_v2": 2.6251163791048687e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3171, + "classification_error": 0.0, + "hinge_loss_v2": 2.576249000054657e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3211, + "classification_error": 0.0, + "hinge_loss_v2": 2.5390095176304825e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3251, + "classification_error": 0.0, + "hinge_loss_v2": 2.501352214186255e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 4.127852197736502 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 2.5583132234376343e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.016151621916718373, + -0.038224323846202, + -0.037891761172276855, + -0.015348744598989106, + 0.016199332501830643, + 0.03827203443131427, + 0.0379394717573891, + 0.015396455184101432 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 40, + "restricted_updates_to_zero_error": 320, + "classification_error_auc": 0.0125, + "local_updates": 2835, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 28.350000000001632, + "clipped_updates": 1811, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003252225617748107, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002697769956247752, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022635514580569003, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.0001892594709262514, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001577101611843923, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013130675225740408, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010969300200866649, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 9.246747077078341e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 7.914717919522599e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 6.91734928495122e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 100, + "local_updates": 793, + "classification_error": 0.0, + "hinge_loss_v2": 6.180977288237886e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 110, + "local_updates": 858, + "classification_error": 0.0, + "hinge_loss_v2": 5.623021065208658e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 120, + "local_updates": 910, + "classification_error": 0.0, + "hinge_loss_v2": 5.1591685341815804e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 130, + "local_updates": 955, + "classification_error": 0.0, + "hinge_loss_v2": 4.7419942104097006e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 995, + "classification_error": 0.0, + "hinge_loss_v2": 4.336023909534863e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 1035, + "classification_error": 0.0, + "hinge_loss_v2": 3.9488311552622905e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 1075, + "classification_error": 0.0, + "hinge_loss_v2": 3.610298979928922e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1115, + "classification_error": 0.0, + "hinge_loss_v2": 3.313231468759072e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1155, + "classification_error": 0.0, + "hinge_loss_v2": 3.037367048213591e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1195, + "classification_error": 0.0, + "hinge_loss_v2": 2.855559947381256e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1235, + "classification_error": 0.0, + "hinge_loss_v2": 2.691466424901812e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1275, + "classification_error": 0.0, + "hinge_loss_v2": 2.5363351520604685e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1315, + "classification_error": 0.0, + "hinge_loss_v2": 2.3875256667111987e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1355, + "classification_error": 0.0, + "hinge_loss_v2": 2.2440829440722118e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1395, + "classification_error": 0.0, + "hinge_loss_v2": 2.1055846727560002e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1435, + "classification_error": 0.0, + "hinge_loss_v2": 1.9718098914275205e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1475, + "classification_error": 0.0, + "hinge_loss_v2": 1.842629681748042e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1515, + "classification_error": 0.0, + "hinge_loss_v2": 1.739735607874273e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1555, + "classification_error": 0.0, + "hinge_loss_v2": 1.6575253143343886e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1595, + "classification_error": 0.0, + "hinge_loss_v2": 1.5776626706155642e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1635, + "classification_error": 0.0, + "hinge_loss_v2": 1.5001090804071657e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1675, + "classification_error": 0.0, + "hinge_loss_v2": 1.424830918146994e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1715, + "classification_error": 0.0, + "hinge_loss_v2": 1.3518002646075374e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1755, + "classification_error": 0.0, + "hinge_loss_v2": 1.2809946405754086e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1795, + "classification_error": 0.0, + "hinge_loss_v2": 1.2123963365054605e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1835, + "classification_error": 0.0, + "hinge_loss_v2": 1.1459916041632112e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1875, + "classification_error": 0.0, + "hinge_loss_v2": 1.0817698242489118e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1915, + "classification_error": 0.0, + "hinge_loss_v2": 1.0228574914176637e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1955, + "classification_error": 0.0, + "hinge_loss_v2": 9.686965747282105e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1995, + "classification_error": 0.0, + "hinge_loss_v2": 9.169997034775296e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2035, + "classification_error": 0.0, + "hinge_loss_v2": 8.671184530870179e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2075, + "classification_error": 0.0, + "hinge_loss_v2": 8.188299351964065e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2115, + "classification_error": 0.0, + "hinge_loss_v2": 7.72055758037748e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2155, + "classification_error": 0.0, + "hinge_loss_v2": 7.267714198592317e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2195, + "classification_error": 0.0, + "hinge_loss_v2": 6.829743014414831e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2235, + "classification_error": 0.0, + "hinge_loss_v2": 6.4067106453226064e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2275, + "classification_error": 0.0, + "hinge_loss_v2": 5.998721096351795e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2315, + "classification_error": 0.0, + "hinge_loss_v2": 5.6058886242410565e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2355, + "classification_error": 0.0, + "hinge_loss_v2": 5.228322877460313e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2395, + "classification_error": 0.0, + "hinge_loss_v2": 4.86611965888871e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2435, + "classification_error": 0.0, + "hinge_loss_v2": 4.519354350772244e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2475, + "classification_error": 0.0, + "hinge_loss_v2": 4.21566735363155e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2515, + "classification_error": 0.0, + "hinge_loss_v2": 3.994116424038466e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2555, + "classification_error": 0.0, + "hinge_loss_v2": 3.7853098323552906e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2595, + "classification_error": 0.0, + "hinge_loss_v2": 3.5864471963593925e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2635, + "classification_error": 0.0, + "hinge_loss_v2": 3.3962812018389945e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2675, + "classification_error": 0.0, + "hinge_loss_v2": 3.214132609768627e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2715, + "classification_error": 0.0, + "hinge_loss_v2": 3.0395603643456397e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2755, + "classification_error": 0.0, + "hinge_loss_v2": 2.872238563421148e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2795, + "classification_error": 0.0, + "hinge_loss_v2": 2.7118989963605764e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2835, + "classification_error": 0.0, + "hinge_loss_v2": 2.5583132234376343e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 3.9540709853172302 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 2.0343023237065263e-07, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017543207397856142, + -0.042028452991156734, + -0.0418664465758207, + -0.017152089312760466, + 0.017637283498657313, + 0.04212252909195796, + 0.04196052267662198, + 0.01724616541356172 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 30, + "restricted_updates_to_zero_error": 240, + "classification_error_auc": 0.008333333333333333, + "local_updates": 2690, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 26.900000000001405, + "clipped_updates": 1807, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003263282681603688, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023508018299993972, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00017483601537115467, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013155409786150127, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010120951505255094, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 8.075716430327453e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 6.751494520373415e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 70, + "local_updates": 550, + "classification_error": 0.0, + "hinge_loss_v2": 5.891689883733482e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 80, + "local_updates": 604, + "classification_error": 0.0, + "hinge_loss_v2": 5.277155011485563e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 90, + "local_updates": 650, + "classification_error": 0.0, + "hinge_loss_v2": 4.760571233516591e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 690, + "classification_error": 0.0, + "hinge_loss_v2": 4.2763829943630676e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 730, + "classification_error": 0.0, + "hinge_loss_v2": 3.8135509573321134e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 770, + "classification_error": 0.0, + "hinge_loss_v2": 3.374257931132476e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 810, + "classification_error": 0.0, + "hinge_loss_v2": 2.960522256543854e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 850, + "classification_error": 0.0, + "hinge_loss_v2": 2.5741244398942453e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 890, + "classification_error": 0.0, + "hinge_loss_v2": 2.2232759110895325e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 930, + "classification_error": 0.0, + "hinge_loss_v2": 1.941151702782862e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 970, + "classification_error": 0.0, + "hinge_loss_v2": 1.6807903429153024e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1010, + "classification_error": 0.0, + "hinge_loss_v2": 1.4429945355960397e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1050, + "classification_error": 0.0, + "hinge_loss_v2": 1.2281651812702652e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1090, + "classification_error": 0.0, + "hinge_loss_v2": 1.0362604279158379e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1130, + "classification_error": 0.0, + "hinge_loss_v2": 8.667909840476048e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1170, + "classification_error": 0.0, + "hinge_loss_v2": 7.452402970431071e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1210, + "classification_error": 0.0, + "hinge_loss_v2": 6.617433960572148e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1250, + "classification_error": 0.0, + "hinge_loss_v2": 5.915260141428108e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1290, + "classification_error": 0.0, + "hinge_loss_v2": 5.294960724009167e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1330, + "classification_error": 0.0, + "hinge_loss_v2": 4.737959256709214e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1370, + "classification_error": 0.0, + "hinge_loss_v2": 4.234918486753841e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1410, + "classification_error": 0.0, + "hinge_loss_v2": 3.7797187192659245e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1450, + "classification_error": 0.0, + "hinge_loss_v2": 3.367678257083594e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1490, + "classification_error": 0.0, + "hinge_loss_v2": 2.9949213900789212e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1530, + "classification_error": 0.0, + "hinge_loss_v2": 2.6859856935700463e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1570, + "classification_error": 0.0, + "hinge_loss_v2": 2.4831742323344585e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1610, + "classification_error": 0.0, + "hinge_loss_v2": 2.293843331036007e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1650, + "classification_error": 0.0, + "hinge_loss_v2": 2.1172258369290557e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1690, + "classification_error": 0.0, + "hinge_loss_v2": 1.9526056799120695e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1730, + "classification_error": 0.0, + "hinge_loss_v2": 1.7993063955016587e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1770, + "classification_error": 0.0, + "hinge_loss_v2": 1.656684585818717e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1810, + "classification_error": 0.0, + "hinge_loss_v2": 1.5241259718713951e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1850, + "classification_error": 0.0, + "hinge_loss_v2": 1.401042903926516e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1890, + "classification_error": 0.0, + "hinge_loss_v2": 1.2868727385260624e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1930, + "classification_error": 0.0, + "hinge_loss_v2": 1.181076749531422e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1970, + "classification_error": 0.0, + "hinge_loss_v2": 1.0831393725891774e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2010, + "classification_error": 0.0, + "hinge_loss_v2": 9.925676547130167e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2050, + "classification_error": 0.0, + "hinge_loss_v2": 9.088908234111221e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2090, + "classification_error": 0.0, + "hinge_loss_v2": 8.316599169391582e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2130, + "classification_error": 0.0, + "hinge_loss_v2": 7.604474356018589e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2170, + "classification_error": 0.0, + "hinge_loss_v2": 6.948469869639236e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2210, + "classification_error": 0.0, + "hinge_loss_v2": 6.344729072225112e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2250, + "classification_error": 0.0, + "hinge_loss_v2": 5.789598479106225e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2290, + "classification_error": 0.0, + "hinge_loss_v2": 5.279623222151942e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2330, + "classification_error": 0.0, + "hinge_loss_v2": 4.811542089604447e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2370, + "classification_error": 0.0, + "hinge_loss_v2": 4.3822821505339845e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2410, + "classification_error": 0.0, + "hinge_loss_v2": 3.9889529913569245e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2450, + "classification_error": 0.0, + "hinge_loss_v2": 3.628840605312342e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2490, + "classification_error": 0.0, + "hinge_loss_v2": 3.2994009844090705e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2530, + "classification_error": 0.0, + "hinge_loss_v2": 2.99825346835783e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2570, + "classification_error": 0.0, + "hinge_loss_v2": 2.7231739071374077e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2610, + "classification_error": 0.0, + "hinge_loss_v2": 2.47208769380179e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2650, + "classification_error": 0.0, + "hinge_loss_v2": 2.2430627224883872e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2690, + "classification_error": 0.0, + "hinge_loss_v2": 2.0343023237065263e-07, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 3.8504629880189896 + } + } + }, + { + "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": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.104013916663512e-10, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.017987306360073785, + -0.04342107080379734, + -0.04341738223665087, + -0.01797840137124307, + 0.01799406181441987, + 0.043427826258143454, + 0.043424137690996956, + 0.017985156825589155 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 20, + "restricted_updates_to_zero_error": 160, + "classification_error_auc": 0.00625, + "local_updates": 2604, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 26.04000000000127, + "clipped_updates": 1771, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003270881952041377, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019872800727812598, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013068229489010183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.0, + "hinge_loss_v2": 9.1675718361783e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.0, + "hinge_loss_v2": 7.020630835179947e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 50, + "local_updates": 389, + "classification_error": 0.0, + "hinge_loss_v2": 5.840714624667267e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 60, + "local_updates": 442, + "classification_error": 0.0, + "hinge_loss_v2": 5.082142618973291e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 70, + "local_updates": 484, + "classification_error": 0.0, + "hinge_loss_v2": 4.46099751428902e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 80, + "local_updates": 524, + "classification_error": 0.0, + "hinge_loss_v2": 3.88721053880585e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 90, + "local_updates": 564, + "classification_error": 0.0, + "hinge_loss_v2": 3.3590415754953924e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 100, + "local_updates": 604, + "classification_error": 0.0, + "hinge_loss_v2": 2.8769197904926268e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 110, + "local_updates": 644, + "classification_error": 0.0, + "hinge_loss_v2": 2.4408760715571956e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 120, + "local_updates": 684, + "classification_error": 0.0, + "hinge_loss_v2": 2.05045210803442e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 130, + "local_updates": 724, + "classification_error": 0.0, + "hinge_loss_v2": 1.7046742889123155e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 140, + "local_updates": 764, + "classification_error": 0.0, + "hinge_loss_v2": 1.4020283490429734e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 150, + "local_updates": 804, + "classification_error": 0.0, + "hinge_loss_v2": 1.1404489041810802e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 160, + "local_updates": 844, + "classification_error": 0.0, + "hinge_loss_v2": 9.259326218633775e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 884, + "classification_error": 0.0, + "hinge_loss_v2": 7.64654751374384e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 924, + "classification_error": 0.0, + "hinge_loss_v2": 6.263319709637473e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 964, + "classification_error": 0.0, + "hinge_loss_v2": 5.089713526523504e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1004, + "classification_error": 0.0, + "hinge_loss_v2": 4.104518475634758e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1044, + "classification_error": 0.0, + "hinge_loss_v2": 3.2860029506042736e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1084, + "classification_error": 0.0, + "hinge_loss_v2": 2.6126832912629106e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1124, + "classification_error": 0.0, + "hinge_loss_v2": 2.0639935750887226e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1164, + "classification_error": 0.0, + "hinge_loss_v2": 1.6208033295232092e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1204, + "classification_error": 0.0, + "hinge_loss_v2": 1.2657662372875783e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1244, + "classification_error": 0.0, + "hinge_loss_v2": 9.835075717111371e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1284, + "classification_error": 0.0, + "hinge_loss_v2": 7.606735076666541e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1324, + "classification_error": 0.0, + "hinge_loss_v2": 5.858729532770727e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1364, + "classification_error": 0.0, + "hinge_loss_v2": 4.495439080865486e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1404, + "classification_error": 0.0, + "hinge_loss_v2": 3.437735781774581e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1444, + "classification_error": 0.0, + "hinge_loss_v2": 2.620964321201231e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1484, + "classification_error": 0.0, + "hinge_loss_v2": 1.9928854103717046e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1524, + "classification_error": 0.0, + "hinge_loss_v2": 1.5117091916165676e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1564, + "classification_error": 0.0, + "hinge_loss_v2": 1.1442974241362857e-07, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1604, + "classification_error": 0.0, + "hinge_loss_v2": 8.64575086201587e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1644, + "classification_error": 0.0, + "hinge_loss_v2": 6.52164234907101e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 1684, + "classification_error": 0.0, + "hinge_loss_v2": 4.912343056009512e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 1724, + "classification_error": 0.0, + "hinge_loss_v2": 3.69551735233149e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 1764, + "classification_error": 0.0, + "hinge_loss_v2": 2.777059977361421e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 1804, + "classification_error": 0.0, + "hinge_loss_v2": 2.0848717478888264e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 1844, + "classification_error": 0.0, + "hinge_loss_v2": 1.563906900710127e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 1884, + "classification_error": 0.0, + "hinge_loss_v2": 1.1722677859012354e-08, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 1924, + "classification_error": 0.0, + "hinge_loss_v2": 8.781491362703494e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 1964, + "classification_error": 0.0, + "hinge_loss_v2": 6.574628630312887e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2004, + "classification_error": 0.0, + "hinge_loss_v2": 4.920022721593848e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2044, + "classification_error": 0.0, + "hinge_loss_v2": 3.6803009936367565e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2084, + "classification_error": 0.0, + "hinge_loss_v2": 2.7519706471043113e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2124, + "classification_error": 0.0, + "hinge_loss_v2": 2.0571656296191623e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2164, + "classification_error": 0.0, + "hinge_loss_v2": 1.5373678128995596e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2204, + "classification_error": 0.0, + "hinge_loss_v2": 1.1492414005115813e-09, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2244, + "classification_error": 0.0, + "hinge_loss_v2": 8.888276520805472e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2284, + "classification_error": 0.0, + "hinge_loss_v2": 6.936778032965467e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2324, + "classification_error": 0.0, + "hinge_loss_v2": 5.448087502793109e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2364, + "classification_error": 0.0, + "hinge_loss_v2": 4.300115855001498e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2404, + "classification_error": 0.0, + "hinge_loss_v2": 3.407483726904584e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2444, + "classification_error": 0.0, + "hinge_loss_v2": 2.7087052368395816e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2484, + "classification_error": 0.0, + "hinge_loss_v2": 2.1586660080869163e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2524, + "classification_error": 0.0, + "hinge_loss_v2": 1.723766223112282e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2564, + "classification_error": 0.0, + "hinge_loss_v2": 1.3786600373407493e-10, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2604, + "classification_error": 0.0, + "hinge_loss_v2": 1.104013916663512e-10, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 3.755512423813343 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 0, + "input_diameter_v": 0.08338545454545455, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.125, + "hinge_loss_v2": 0.00027085948532204376, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.0006807083319276264, + -0.0016623873562588432, + -0.001199040884911462, + 0.00043790900327678184, + 0.0022895592647305674, + 0.0032712382890617564, + 0.002807891817714403, + 0.0011709419295260481 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 220, + "restricted_updates_to_zero_error": 1760, + "classification_error_auc": 0.22916666666666666, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 3312, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003242426037774888, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.000321782528881552, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031949392871128746, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031725609295669445, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003150213210336656, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003127696590086135, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.5, + "hinge_loss_v2": 0.000310491264916788, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030817963069270325, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.5, + "hinge_loss_v2": 0.000305829040938472, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003034336626138469, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.5, + "hinge_loss_v2": 0.0003009872299777202, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002984828732731684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029591280165897803, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.5, + "hinge_loss_v2": 0.00029326749025234116, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002905337814590684, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002876908605073384, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.5, + "hinge_loss_v2": 0.0002847023160612191, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.5, + "hinge_loss_v2": 0.00028150123926295187, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.5, + "hinge_loss_v2": 0.00027790966484304077, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.375, + "hinge_loss_v2": 0.00027397639460655055, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002723598499652367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027315601302627183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002748086881365834, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027667905055918287, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027868716974107244, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028095587078004464, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002832904541834685, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002851252599299856, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028627070945154605, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028620171184058206, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.125, + "hinge_loss_v2": 0.000286084563009202, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002859466203834337, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002857985617348982, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028564446031507245, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002852098023739555, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028484645315311475, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002845601632640079, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028431685799122224, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.125, + "hinge_loss_v2": 0.00028409673895296697, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002833329407222866, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002826121863934682, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028193716640977, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028129683614982895, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00028068239456301104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.0002800869284884283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00027950491464517365, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027893202162855324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027836486768758836, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027780082627572485, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027723787000174486, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002766744454707065, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002761093729846694, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027554176625336753, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.125, + "hinge_loss_v2": 0.000274970968209613, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.125, + "hinge_loss_v2": 0.000274396499782134, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002738180190879369, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002732352889744487, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002726481502288998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027205650282405687, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027146029005089244, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027085948532204376, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.598515823483467 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 1, + "input_diameter_v": 0.16677090909090908, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 8.54729164989012e-05, + "margin_success_fraction": 0.0, + "outputs_v": [ + -0.007316131990094704, + -0.014440616174692944, + -0.013041126142158355, + -0.003937464173143668, + 0.0075375680181624105, + 0.014662052202760678, + 0.013262562170226116, + 0.004158900201211402 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 180, + "restricted_updates_to_zero_error": 1440, + "classification_error_auc": 0.084375, + "local_updates": 4800, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 47.99999999999902, + "clipped_updates": 2711, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.625, + "hinge_loss_v2": 0.0003245448686543701, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.5, + "hinge_loss_v2": 0.00031490165740239654, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.5, + "hinge_loss_v2": 0.00030602419566995323, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.375, + "hinge_loss_v2": 0.0002975058347488537, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028917386875501735, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002809482419244441, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.25, + "hinge_loss_v2": 0.00027278597021998736, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.25, + "hinge_loss_v2": 0.00026465929761201044, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002565471405354141, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002484317282911886, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.25, + "hinge_loss_v2": 0.00024029719807013884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.25, + "hinge_loss_v2": 0.00023212880538826542, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.25, + "hinge_loss_v2": 0.00022391217453809523, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.25, + "hinge_loss_v2": 0.00021563237790535582, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002072729030305674, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019881484031973023, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.25, + "hinge_loss_v2": 0.00019023687455286024, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018172024363999722, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017583081346744664, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00017059655730360183, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016562146692223608, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016143350745485884, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001579923622964875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001554062686991228, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 0.000152962816102682, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015059061029192708, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014826173228460745, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014596607788364336, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014370038598199227, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014146382869444326, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001392563386586355, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013707803878092533, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013492908100104763, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013280960474016916, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013071988642004843, + "margin_success_fraction": 0.0 + }, + { + "epoch": 350, + "local_updates": 2800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012866033090149534, + "margin_success_fraction": 0.0 + }, + { + "epoch": 360, + "local_updates": 2880, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012663149219822392, + "margin_success_fraction": 0.0 + }, + { + "epoch": 370, + "local_updates": 2960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012463409025915875, + "margin_success_fraction": 0.0 + }, + { + "epoch": 380, + "local_updates": 3040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012266901357967726, + "margin_success_fraction": 0.0 + }, + { + "epoch": 390, + "local_updates": 3120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012073730756756508, + "margin_success_fraction": 0.0 + }, + { + "epoch": 400, + "local_updates": 3200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011884014827688047, + "margin_success_fraction": 0.0 + }, + { + "epoch": 410, + "local_updates": 3280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011697880065915999, + "margin_success_fraction": 0.0 + }, + { + "epoch": 420, + "local_updates": 3360, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001151545601179951, + "margin_success_fraction": 0.0 + }, + { + "epoch": 430, + "local_updates": 3440, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011336867599036585, + "margin_success_fraction": 0.0 + }, + { + "epoch": 440, + "local_updates": 3520, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011162225566903714, + "margin_success_fraction": 0.0 + }, + { + "epoch": 450, + "local_updates": 3600, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010974313910884887, + "margin_success_fraction": 0.0 + }, + { + "epoch": 460, + "local_updates": 3680, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010770365461521019, + "margin_success_fraction": 0.0 + }, + { + "epoch": 470, + "local_updates": 3760, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010564354953833415, + "margin_success_fraction": 0.0 + }, + { + "epoch": 480, + "local_updates": 3840, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010356050485342104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 490, + "local_updates": 3920, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010145790785005009, + "margin_success_fraction": 0.0 + }, + { + "epoch": 500, + "local_updates": 4000, + "classification_error": 0.0, + "hinge_loss_v2": 9.933999353757165e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 510, + "local_updates": 4080, + "classification_error": 0.0, + "hinge_loss_v2": 9.721027569560548e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 520, + "local_updates": 4160, + "classification_error": 0.0, + "hinge_loss_v2": 9.547546322871015e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 530, + "local_updates": 4240, + "classification_error": 0.0, + "hinge_loss_v2": 9.410227298285564e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 540, + "local_updates": 4320, + "classification_error": 0.0, + "hinge_loss_v2": 9.276474095833697e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 550, + "local_updates": 4400, + "classification_error": 0.0, + "hinge_loss_v2": 9.154717670400493e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 560, + "local_updates": 4480, + "classification_error": 0.0, + "hinge_loss_v2": 9.032747419776217e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 570, + "local_updates": 4560, + "classification_error": 0.0, + "hinge_loss_v2": 8.910849578528754e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 580, + "local_updates": 4640, + "classification_error": 0.0, + "hinge_loss_v2": 8.789225257233072e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 590, + "local_updates": 4720, + "classification_error": 0.0, + "hinge_loss_v2": 8.668009660758183e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 600, + "local_updates": 4800, + "classification_error": 0.0, + "hinge_loss_v2": 8.54729164989012e-05, + "margin_success_fraction": 0.0 + } + ], + "status": "completed", + "wall_seconds": 9.59263525903225 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 2, + "input_diameter_v": 0.25015636363636373, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 3.7217938238215974e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.00996597937759125, + -0.022767305123881004, + -0.022014209145644364, + -0.008147844853163805, + 0.010709059611831578, + 0.023510385358121333, + 0.022757289379884638, + 0.008890925087404189 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 100, + "restricted_updates_to_zero_error": 800, + "classification_error_auc": 0.03229166666666667, + "local_updates": 3835, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 38.35000000000094, + "clipped_updates": 2200, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032483963415872786, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.00030362007551716213, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.25, + "hinge_loss_v2": 0.00028486221587066405, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.25, + "hinge_loss_v2": 0.000267555832038636, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025125725349113337, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002357566645249283, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00022094589794769375, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002067646530848998, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019317780564528074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018016525012049797, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00016771699242478825, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001558306740612513, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 0.00014451045318113643, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 0.00013376676457688488, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012361654911032056, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1200, + "classification_error": 0.0, + "hinge_loss_v2": 0.00011408338547785051, + "margin_success_fraction": 0.0 + }, + { + "epoch": 160, + "local_updates": 1280, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010530951272341997, + "margin_success_fraction": 0.0 + }, + { + "epoch": 170, + "local_updates": 1360, + "classification_error": 0.0, + "hinge_loss_v2": 9.76810060178631e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 180, + "local_updates": 1440, + "classification_error": 0.0, + "hinge_loss_v2": 9.223563474916083e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 190, + "local_updates": 1520, + "classification_error": 0.0, + "hinge_loss_v2": 8.774336080138327e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 200, + "local_updates": 1600, + "classification_error": 0.0, + "hinge_loss_v2": 8.372402407709707e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 210, + "local_updates": 1680, + "classification_error": 0.0, + "hinge_loss_v2": 8.006876528648777e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 220, + "local_updates": 1760, + "classification_error": 0.0, + "hinge_loss_v2": 7.672754906605971e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 230, + "local_updates": 1840, + "classification_error": 0.0, + "hinge_loss_v2": 7.367221969815325e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 240, + "local_updates": 1920, + "classification_error": 0.0, + "hinge_loss_v2": 7.088267706393866e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 250, + "local_updates": 2000, + "classification_error": 0.0, + "hinge_loss_v2": 6.875964759799594e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 260, + "local_updates": 2080, + "classification_error": 0.0, + "hinge_loss_v2": 6.698670924261852e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 270, + "local_updates": 2160, + "classification_error": 0.0, + "hinge_loss_v2": 6.540614871522484e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 280, + "local_updates": 2240, + "classification_error": 0.0, + "hinge_loss_v2": 6.396193216240516e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 290, + "local_updates": 2320, + "classification_error": 0.0, + "hinge_loss_v2": 6.262670540324515e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 300, + "local_updates": 2400, + "classification_error": 0.0, + "hinge_loss_v2": 6.138605480092885e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 310, + "local_updates": 2480, + "classification_error": 0.0, + "hinge_loss_v2": 6.023144428574368e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 320, + "local_updates": 2560, + "classification_error": 0.0, + "hinge_loss_v2": 5.915698601761527e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 330, + "local_updates": 2640, + "classification_error": 0.0, + "hinge_loss_v2": 5.815800382348828e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 340, + "local_updates": 2720, + "classification_error": 0.0, + "hinge_loss_v2": 5.7230293086315016e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 350, + "local_updates": 2792, + "classification_error": 0.0, + "hinge_loss_v2": 5.636268210772475e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 360, + "local_updates": 2852, + "classification_error": 0.0, + "hinge_loss_v2": 5.553304215084046e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 370, + "local_updates": 2910, + "classification_error": 0.0, + "hinge_loss_v2": 5.473062910394082e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 380, + "local_updates": 2955, + "classification_error": 0.0, + "hinge_loss_v2": 5.394615053872779e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2995, + "classification_error": 0.0, + "hinge_loss_v2": 5.318559564297666e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 3035, + "classification_error": 0.0, + "hinge_loss_v2": 5.243642308914139e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 3075, + "classification_error": 0.0, + "hinge_loss_v2": 5.168736885492013e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 3115, + "classification_error": 0.0, + "hinge_loss_v2": 5.09376186888253e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 3155, + "classification_error": 0.0, + "hinge_loss_v2": 5.018646496665777e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 3195, + "classification_error": 0.0, + "hinge_loss_v2": 4.943326645045744e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 3235, + "classification_error": 0.0, + "hinge_loss_v2": 4.867742053051128e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 3275, + "classification_error": 0.0, + "hinge_loss_v2": 4.791834441228747e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 3315, + "classification_error": 0.0, + "hinge_loss_v2": 4.7155466117134736e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 3355, + "classification_error": 0.0, + "hinge_loss_v2": 4.638821326267849e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 3395, + "classification_error": 0.0, + "hinge_loss_v2": 4.561600657306314e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 3435, + "classification_error": 0.0, + "hinge_loss_v2": 4.4838255149357514e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 3475, + "classification_error": 0.0, + "hinge_loss_v2": 4.405435281499885e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 3515, + "classification_error": 0.0, + "hinge_loss_v2": 4.326367520567704e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 3555, + "classification_error": 0.0, + "hinge_loss_v2": 4.246557740042978e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 3595, + "classification_error": 0.0, + "hinge_loss_v2": 4.165939197985106e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 3635, + "classification_error": 0.0, + "hinge_loss_v2": 4.084442746297329e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 3675, + "classification_error": 0.0, + "hinge_loss_v2": 4.001996712658364e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 3715, + "classification_error": 0.0, + "hinge_loss_v2": 3.9185268256556805e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3755, + "classification_error": 0.0, + "hinge_loss_v2": 3.8421220794837725e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3795, + "classification_error": 0.0, + "hinge_loss_v2": 3.781972353940215e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3835, + "classification_error": 0.0, + "hinge_loss_v2": 3.7217938238215974e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 8.56518080458045 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 3, + "input_diameter_v": 0.3335418181818183, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 1.5061029205261384e-05, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.012618771994884037, + -0.030091700271085486, + -0.02971457304871214, + -0.01170830633989034, + 0.013379273025059424, + 0.030852201301260873, + 0.030475074078887554, + 0.012468807370065726 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 70, + "restricted_updates_to_zero_error": 560, + "classification_error_auc": 0.021875, + "local_updates": 3111, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 31.110000000002064, + "clipped_updates": 1606, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.0003250873759753253, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.25, + "hinge_loss_v2": 0.0002885500869044553, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.00025810801249406373, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00023157613294757788, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00020795373342621416, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.125, + "hinge_loss_v2": 0.00018673603863096367, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016763629593222074, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00015046832477674804, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001350942476430075, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 0.00012139988644922722, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010928253998056324, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 880, + "classification_error": 0.0, + "hinge_loss_v2": 9.864457708790874e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 120, + "local_updates": 960, + "classification_error": 0.0, + "hinge_loss_v2": 8.938981425345083e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 130, + "local_updates": 1040, + "classification_error": 0.0, + "hinge_loss_v2": 8.142121960619635e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 140, + "local_updates": 1120, + "classification_error": 0.0, + "hinge_loss_v2": 7.46393263673199e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 150, + "local_updates": 1198, + "classification_error": 0.0, + "hinge_loss_v2": 6.893410691779451e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 160, + "local_updates": 1263, + "classification_error": 0.0, + "hinge_loss_v2": 6.409626967313195e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 170, + "local_updates": 1323, + "classification_error": 0.0, + "hinge_loss_v2": 5.984853487458554e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 180, + "local_updates": 1383, + "classification_error": 0.0, + "hinge_loss_v2": 5.6184583523953023e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 190, + "local_updates": 1443, + "classification_error": 0.0, + "hinge_loss_v2": 5.3257927961596014e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 200, + "local_updates": 1503, + "classification_error": 0.0, + "hinge_loss_v2": 5.110692789379781e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 210, + "local_updates": 1551, + "classification_error": 0.0, + "hinge_loss_v2": 4.95338709026578e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1591, + "classification_error": 0.0, + "hinge_loss_v2": 4.824438460921581e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1631, + "classification_error": 0.0, + "hinge_loss_v2": 4.7024707618098884e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1671, + "classification_error": 0.0, + "hinge_loss_v2": 4.582603807121904e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1711, + "classification_error": 0.0, + "hinge_loss_v2": 4.4645539049362015e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1751, + "classification_error": 0.0, + "hinge_loss_v2": 4.348135469326964e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1791, + "classification_error": 0.0, + "hinge_loss_v2": 4.233225750801733e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1831, + "classification_error": 0.0, + "hinge_loss_v2": 4.119742763912758e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1871, + "classification_error": 0.0, + "hinge_loss_v2": 4.007631503445291e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1911, + "classification_error": 0.0, + "hinge_loss_v2": 3.896855346034127e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1951, + "classification_error": 0.0, + "hinge_loss_v2": 3.787390681393611e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1991, + "classification_error": 0.0, + "hinge_loss_v2": 3.6792235449974766e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 2031, + "classification_error": 0.0, + "hinge_loss_v2": 3.572347484187868e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 2071, + "classification_error": 0.0, + "hinge_loss_v2": 3.4667621796077984e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 2111, + "classification_error": 0.0, + "hinge_loss_v2": 3.362472525689219e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 2151, + "classification_error": 0.0, + "hinge_loss_v2": 3.267826452790998e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2191, + "classification_error": 0.0, + "hinge_loss_v2": 3.177644254783225e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2231, + "classification_error": 0.0, + "hinge_loss_v2": 3.0902910046789645e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2271, + "classification_error": 0.0, + "hinge_loss_v2": 3.0050229261197827e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2311, + "classification_error": 0.0, + "hinge_loss_v2": 2.9213487849945607e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2351, + "classification_error": 0.0, + "hinge_loss_v2": 2.838945786848454e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2391, + "classification_error": 0.0, + "hinge_loss_v2": 2.7576039227217383e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2431, + "classification_error": 0.0, + "hinge_loss_v2": 2.6771880151939322e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2471, + "classification_error": 0.0, + "hinge_loss_v2": 2.5976124941056937e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2511, + "classification_error": 0.0, + "hinge_loss_v2": 2.5188247390437607e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2551, + "classification_error": 0.0, + "hinge_loss_v2": 2.4407941238462546e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2591, + "classification_error": 0.0, + "hinge_loss_v2": 2.3635048423581635e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2631, + "classification_error": 0.0, + "hinge_loss_v2": 2.2869512342230162e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2671, + "classification_error": 0.0, + "hinge_loss_v2": 2.211134759855806e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2711, + "classification_error": 0.0, + "hinge_loss_v2": 2.1360620616361266e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2751, + "classification_error": 0.0, + "hinge_loss_v2": 2.061743739979931e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2791, + "classification_error": 0.0, + "hinge_loss_v2": 1.988193599901539e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2831, + "classification_error": 0.0, + "hinge_loss_v2": 1.915428207430214e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2871, + "classification_error": 0.0, + "hinge_loss_v2": 1.8434666502577433e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2911, + "classification_error": 0.0, + "hinge_loss_v2": 1.7841392885998607e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2951, + "classification_error": 0.0, + "hinge_loss_v2": 1.727412393796903e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2991, + "classification_error": 0.0, + "hinge_loss_v2": 1.6712365518861562e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 3031, + "classification_error": 0.0, + "hinge_loss_v2": 1.6156199797006595e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 3071, + "classification_error": 0.0, + "hinge_loss_v2": 1.5605719607145062e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 3111, + "classification_error": 0.0, + "hinge_loss_v2": 1.5061029205261384e-05, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.813304912298918 + } + } + }, + { + "side": 12, + "nodes": 144, + "learnable_edges": 288, + "task_index": 4, + "input_diameter_v": 0.41692727272727276, + "classes": [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1 + ], + "device_seed": 20260829, + "methods": { + "clean": { + "method": "clean", + "classification_error": 0.0, + "hinge_loss_v2": 4.875809813432665e-06, + "margin_success_fraction": 0.5, + "outputs_v": [ + -0.01509821311945514, + -0.03593363561138016, + -0.03554553570708788, + -0.014161257066956784, + 0.015692579903189452, + 0.036528002395114445, + 0.03613990249082216, + 0.014755623850691069 + ], + "reached_zero_error": true, + "restricted_epochs_to_zero_error": 50, + "restricted_updates_to_zero_error": 400, + "classification_error_auc": 0.015625, + "local_updates": 2925, + "neutral_observations": 0, + "cumulative_learning_time_seconds": 29.250000000001773, + "clipped_updates": 1561, + "trace": [ + { + "epoch": 0, + "local_updates": 0, + "classification_error": 0.875, + "hinge_loss_v2": 0.00032519745370874315, + "margin_success_fraction": 0.0 + }, + { + "epoch": 10, + "local_updates": 80, + "classification_error": 0.125, + "hinge_loss_v2": 0.00027035963598672104, + "margin_success_fraction": 0.0 + }, + { + "epoch": 20, + "local_updates": 160, + "classification_error": 0.125, + "hinge_loss_v2": 0.0002281038728763291, + "margin_success_fraction": 0.0 + }, + { + "epoch": 30, + "local_updates": 240, + "classification_error": 0.125, + "hinge_loss_v2": 0.00019396136871526091, + "margin_success_fraction": 0.0 + }, + { + "epoch": 40, + "local_updates": 320, + "classification_error": 0.125, + "hinge_loss_v2": 0.00016577898545100714, + "margin_success_fraction": 0.0 + }, + { + "epoch": 50, + "local_updates": 400, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001423604795633135, + "margin_success_fraction": 0.0 + }, + { + "epoch": 60, + "local_updates": 480, + "classification_error": 0.0, + "hinge_loss_v2": 0.0001229269935044492, + "margin_success_fraction": 0.0 + }, + { + "epoch": 70, + "local_updates": 560, + "classification_error": 0.0, + "hinge_loss_v2": 0.00010689435221549777, + "margin_success_fraction": 0.0 + }, + { + "epoch": 80, + "local_updates": 640, + "classification_error": 0.0, + "hinge_loss_v2": 9.377912595878635e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 90, + "local_updates": 720, + "classification_error": 0.0, + "hinge_loss_v2": 8.315889001434423e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 100, + "local_updates": 800, + "classification_error": 0.0, + "hinge_loss_v2": 7.465577506491516e-05, + "margin_success_fraction": 0.0 + }, + { + "epoch": 110, + "local_updates": 875, + "classification_error": 0.0, + "hinge_loss_v2": 6.79012010613506e-05, + "margin_success_fraction": 0.125 + }, + { + "epoch": 120, + "local_updates": 941, + "classification_error": 0.0, + "hinge_loss_v2": 6.24488715795125e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 130, + "local_updates": 1001, + "classification_error": 0.0, + "hinge_loss_v2": 5.78700585915902e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 140, + "local_updates": 1061, + "classification_error": 0.0, + "hinge_loss_v2": 5.3955473321361496e-05, + "margin_success_fraction": 0.25 + }, + { + "epoch": 150, + "local_updates": 1119, + "classification_error": 0.0, + "hinge_loss_v2": 5.06012198860197e-05, + "margin_success_fraction": 0.375 + }, + { + "epoch": 160, + "local_updates": 1165, + "classification_error": 0.0, + "hinge_loss_v2": 4.761322728774147e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 170, + "local_updates": 1205, + "classification_error": 0.0, + "hinge_loss_v2": 4.474795910431681e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 180, + "local_updates": 1245, + "classification_error": 0.0, + "hinge_loss_v2": 4.195377937930737e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 190, + "local_updates": 1285, + "classification_error": 0.0, + "hinge_loss_v2": 3.92329568473865e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 200, + "local_updates": 1325, + "classification_error": 0.0, + "hinge_loss_v2": 3.658982835072267e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 210, + "local_updates": 1365, + "classification_error": 0.0, + "hinge_loss_v2": 3.4117005071099504e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 220, + "local_updates": 1405, + "classification_error": 0.0, + "hinge_loss_v2": 3.212078174548307e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 230, + "local_updates": 1445, + "classification_error": 0.0, + "hinge_loss_v2": 3.051675347813541e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 240, + "local_updates": 1485, + "classification_error": 0.0, + "hinge_loss_v2": 2.9201151055088977e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 250, + "local_updates": 1525, + "classification_error": 0.0, + "hinge_loss_v2": 2.7973163212390913e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 260, + "local_updates": 1565, + "classification_error": 0.0, + "hinge_loss_v2": 2.6812324010158717e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 270, + "local_updates": 1605, + "classification_error": 0.0, + "hinge_loss_v2": 2.5705462369698073e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 280, + "local_updates": 1645, + "classification_error": 0.0, + "hinge_loss_v2": 2.4643956975970135e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 290, + "local_updates": 1685, + "classification_error": 0.0, + "hinge_loss_v2": 2.3622032533634656e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 300, + "local_updates": 1725, + "classification_error": 0.0, + "hinge_loss_v2": 2.26357224817852e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 310, + "local_updates": 1765, + "classification_error": 0.0, + "hinge_loss_v2": 2.1682214949986765e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 320, + "local_updates": 1805, + "classification_error": 0.0, + "hinge_loss_v2": 2.0759445511625552e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 330, + "local_updates": 1845, + "classification_error": 0.0, + "hinge_loss_v2": 1.986584340650393e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 340, + "local_updates": 1885, + "classification_error": 0.0, + "hinge_loss_v2": 1.9000172250802663e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 350, + "local_updates": 1925, + "classification_error": 0.0, + "hinge_loss_v2": 1.8161428872132968e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 360, + "local_updates": 1965, + "classification_error": 0.0, + "hinge_loss_v2": 1.7348777712802385e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 370, + "local_updates": 2005, + "classification_error": 0.0, + "hinge_loss_v2": 1.65615076317466e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 380, + "local_updates": 2045, + "classification_error": 0.0, + "hinge_loss_v2": 1.579900245174109e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 390, + "local_updates": 2085, + "classification_error": 0.0, + "hinge_loss_v2": 1.5060719670434924e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 400, + "local_updates": 2125, + "classification_error": 0.0, + "hinge_loss_v2": 1.434617475175141e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 410, + "local_updates": 2165, + "classification_error": 0.0, + "hinge_loss_v2": 1.3654928982006613e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 420, + "local_updates": 2205, + "classification_error": 0.0, + "hinge_loss_v2": 1.2986579733261662e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 430, + "local_updates": 2245, + "classification_error": 0.0, + "hinge_loss_v2": 1.234075242423508e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 440, + "local_updates": 2285, + "classification_error": 0.0, + "hinge_loss_v2": 1.1717093738529352e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 450, + "local_updates": 2325, + "classification_error": 0.0, + "hinge_loss_v2": 1.1115265821697171e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 460, + "local_updates": 2365, + "classification_error": 0.0, + "hinge_loss_v2": 1.0534941275913761e-05, + "margin_success_fraction": 0.5 + }, + { + "epoch": 470, + "local_updates": 2405, + "classification_error": 0.0, + "hinge_loss_v2": 9.97579882973024e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 480, + "local_updates": 2445, + "classification_error": 0.0, + "hinge_loss_v2": 9.437519596184664e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 490, + "local_updates": 2485, + "classification_error": 0.0, + "hinge_loss_v2": 8.91978385473919e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 500, + "local_updates": 2525, + "classification_error": 0.0, + "hinge_loss_v2": 8.422268306590954e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 510, + "local_updates": 2565, + "classification_error": 0.0, + "hinge_loss_v2": 7.944643762131377e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 520, + "local_updates": 2605, + "classification_error": 0.0, + "hinge_loss_v2": 7.486573225556995e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 530, + "local_updates": 2645, + "classification_error": 0.0, + "hinge_loss_v2": 7.047710346038322e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 540, + "local_updates": 2685, + "classification_error": 0.0, + "hinge_loss_v2": 6.627698208027311e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 550, + "local_updates": 2725, + "classification_error": 0.0, + "hinge_loss_v2": 6.226168435675963e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 560, + "local_updates": 2765, + "classification_error": 0.0, + "hinge_loss_v2": 5.908668333220575e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 570, + "local_updates": 2805, + "classification_error": 0.0, + "hinge_loss_v2": 5.633162784576654e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 580, + "local_updates": 2845, + "classification_error": 0.0, + "hinge_loss_v2": 5.370112843865621e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 590, + "local_updates": 2885, + "classification_error": 0.0, + "hinge_loss_v2": 5.118001546468233e-06, + "margin_success_fraction": 0.5 + }, + { + "epoch": 600, + "local_updates": 2925, + "classification_error": 0.0, + "hinge_loss_v2": 4.875809813432665e-06, + "margin_success_fraction": 0.5 + } + ], + "status": "completed", + "wall_seconds": 7.594445571303368 + } + } + } + ], + "summary": { + "4": { + "nodes": 16, + "learnable_edges": 32, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.0, + "zero_error_fraction": 1.0, + "mean_classification_error_auc": 0.013333333333333332, + "mean_restricted_epochs_to_zero_error": 36.0, + "median_wall_seconds": 1.7930887416005135 + } + } + }, + "8": { + "nodes": 64, + "learnable_edges": 128, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.0, + "zero_error_fraction": 1.0, + "mean_classification_error_auc": 0.028750000000000005, + "mean_restricted_epochs_to_zero_error": 66.0, + "median_wall_seconds": 3.9540709853172302 + } + } + }, + "12": { + "nodes": 144, + "learnable_edges": 288, + "methods": { + "clean": { + "trials": 5, + "failures": 0, + "mean_classification_error": 0.025, + "zero_error_fraction": 0.8, + "mean_classification_error_auc": 0.07666666666666666, + "mean_restricted_epochs_to_zero_error": 124.0, + "median_wall_seconds": 8.56518080458045 + } + } + } + } +} |