{ "analysis": "reconstructed_figure5_grid_clean_gate_p4", "confirmatory": false, "autodiff_used": false, "source_protocol": "results/physical_bias/dillavou_fig5_protocol.json", "protocol": { "selected_diameters_v": [ 0.08338545454545455, 0.25015636363636373, 0.41692727272727276 ], "rotations_per_diameter": 2, "standard_epochs": 600, "standard_learning_time_seconds": 0.001, "overclamp_epochs_maximum": 1000, "overclamp_time_seconds_per_v": 0.0025, "overclamp_early_stop_perfect_checkpoints": 3 }, "records": [ { "task_index": 0, "source_file": "experiment_taskcycle_L_18_25-02-04-19-11-35.mat", "input_diameter_v": 0.08338545454545455, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.3383806317969964, 2.3197933713102024, 2.3177281201450026, 2.330635939927499, 2.3223749352667014, 2.313081305023304, 2.3394132573795963, 2.3249564992232004, 2.3383806317969964, 2.319277058518902, 2.319277058518902, 2.312564992232004, 2.315146556188503, 2.3394132573795963, 2.3280543759709995, 2.337348006214397, 2.3414785085447956, 2.3414785085447956, 2.330635939927499, 2.335799067840497, 2.3327011910926982, 2.3347664422578975, 2.336315380631797, 2.340962195753496, 2.3321848783013985, 2.3481905748316936, 2.3290870015535994, 2.336831693423097, 2.333217503883998, 2.307918177110306, 2.323407560849301, 2.3270217503884 ], "final_gates_v": [ 2.274399323249311, 2.3097252958446255, 2.2608214700662117, 2.322471098707192, 2.8251001822103827, 1.5897264642304143, 2.6218119677836906, 1.826519994056775, 1.0, 2.016140823500348, 1.07183819775795, 1.8263292265638031, 1.393010823452551, 2.9622091194364506, 1.511870511934925, 2.7797689903234115, 2.278690715440405, 2.3307304983038795, 2.3406041572691465, 2.3422056528511126, 2.266703835054968, 1.9067264783576343, 1.796648557976426, 2.253770744108888, 1.9955613796292169, 2.6272281847423367, 2.3479793671294598, 2.4447220450686284, 2.324703789243302, 2.3109451936008996, 2.2234396376282572, 2.3263072758493184 ], "classification_error": 0.0, "hinge_loss_v2": 7.121283409050868e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.00895998991211902, -0.01658533701647602, -0.01404149775027494, -0.0031308266761866377, 0.009961916823697264, 0.017885471302115236, 0.015801455641392098, 0.004592536842680545 ], "local_updates": 4800, "cumulative_learning_time_seconds": 4.799999999999938, "clamp_displacement_l2_time_v2_s": 0.0009046788181868962, "max_abs_clamp_displacement_v": 0.019294234596250123, "clipped_updates": 51, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.0003232157027688119, "margin_success_fraction": 0.0, "outputs_v": [ -0.00044579604572203557, -0.0004543419852072461, -0.00043592012857338047, -0.00040163733392778456, -0.0003708971394518201, -0.00036137048470083477, -0.0003793210420884041, -0.00041458472246042044 ] }, { "epoch": 50, "classification_error": 0.5, "hinge_loss_v2": 0.00030046311762315053, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005569613089182746, 0.00010822582946129478, 0.000309779946830957, 0.0010359607436704887, 0.0018649702041982352, 0.0023187680864011906, 0.002128120183496063, 0.001396878233633797 ] }, { "epoch": 100, "classification_error": 0.25, "hinge_loss_v2": 0.00027879103817044187, "margin_success_fraction": 0.0, "outputs_v": [ 2.8390179762388668e-05, -0.0008386358267875871, -0.00046204274638592113, 0.0009217763654475464, 0.0025096160474843143, 0.003387099301559837, 0.0030331876380510214, 0.001638914062509711 ] }, { "epoch": 150, "classification_error": 0.125, "hinge_loss_v2": 0.00025672355583284144, "margin_success_fraction": 0.0, "outputs_v": [ -0.000545278789049447, -0.0018640145495783245, -0.0013060282512756816, 0.0007760145276097252, 0.0031748482313636306, 0.004511035282622394, 0.003990154905048504, 0.0018906654491257502 ] }, { "epoch": 200, "classification_error": 0.125, "hinge_loss_v2": 0.00023406828543293899, "margin_success_fraction": 0.0, "outputs_v": [ -0.0011740002315805964, -0.00298692208153295, -0.0022369130428211703, 0.0005983511809047604, 0.0038770580522773934, 0.0057169042221712485, 0.005022101432070547, 0.0021599195956165107 ] }, { "epoch": 250, "classification_error": 0.125, "hinge_loss_v2": 0.00021074408066321722, "margin_success_fraction": 0.0, "outputs_v": [ -0.0018750996037363299, -0.004234092031548925, -0.0032777649259888852, 0.0003794720703859389, 0.00462344507245413, 0.007022371737594901, 0.006144279564523347, 0.0024471173051898998 ] }, { "epoch": 300, "classification_error": 0.125, "hinge_loss_v2": 0.00018682922244830179, "margin_success_fraction": 0.0, "outputs_v": [ -0.0026651812171430145, -0.005631901038706033, -0.004452310258517722, 0.00010815823140453151, 0.005418687164160496, 0.008443139240379566, 0.007371260884367681, 0.002753071349883701 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 0.00016261850690914517, "margin_success_fraction": 0.0, "outputs_v": [ -0.003558212864581939, -0.007203709715983414, -0.005783025552694582, -0.00022861393498790905, 0.006263218253020036, 0.009990458406751668, 0.008715210181493183, 0.0030790682559767857 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 0.00013868793539741862, "margin_success_fraction": 0.0, "outputs_v": [ -0.00456206401850745, -0.008964674660937838, -0.007287055926123054, -0.0006448266313787421, 0.007150528624657704, 0.01166659820313129, 0.01018238146552397, 0.003426706776657934 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 0.00011594059090462768, "margin_success_fraction": 0.0, "outputs_v": [ -0.005672741814981036, -0.01091257407793389, -0.008968454866637998, -0.0011528784294428385, 0.008063542548186087, 0.013457526068792303, 0.011766930956086247, 0.003797214774790225 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 9.557246355423098e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.006866054556367823, -0.013013738883119186, -0.010805487748197395, -0.0017581038794090287, 0.008970862469982993, 0.01532283318673619, 0.01344153171828702, 0.004189866348381671 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 7.894401999581124e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.008151834629807814, -0.015233328059753193, -0.012785350669061613, -0.0025218208425545896, 0.009726836964456365, 0.01707001649964024, 0.015033261386630636, 0.004508035962671297 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 7.121283409050868e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.00895998991211902, -0.01658533701647602, -0.01404149775027494, -0.0031308266761866377, 0.009961916823697264, 0.017885471302115236, 0.015801455641392098, 0.004592536842680545 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 531, "initial_gates_v": [ 2.3383806317969964, 2.3197933713102024, 2.3177281201450026, 2.330635939927499, 2.3223749352667014, 2.313081305023304, 2.3394132573795963, 2.3249564992232004, 2.3383806317969964, 2.319277058518902, 2.319277058518902, 2.312564992232004, 2.315146556188503, 2.3394132573795963, 2.3280543759709995, 2.337348006214397, 2.3414785085447956, 2.3414785085447956, 2.330635939927499, 2.335799067840497, 2.3327011910926982, 2.3347664422578975, 2.336315380631797, 2.340962195753496, 2.3321848783013985, 2.3481905748316936, 2.3290870015535994, 2.336831693423097, 2.333217503883998, 2.307918177110306, 2.323407560849301, 2.3270217503884 ], "final_gates_v": [ 2.31015026620019, 2.2985128291827492, 2.298320500815576, 2.3185338741632844, 2.395799366827457, 1.9790979041472676, 2.4445466153711064, 2.1495147998325073, 1.0, 1.2102016656125136, 1.0, 1.0395664994989717, 2.0258163020001057, 2.4671529078065153, 2.060825945967506, 2.4312492147319755, 2.312803986270804, 2.324596278853196, 2.319091364754665, 2.349777121316446, 1.6573480808979824, 2.196402572688007, 1.533935751752775, 2.3983562073503073, 1.546326537561189, 2.418423780062106, 1.6645641539998195, 2.3068693566147425, 2.3220481852372656, 2.31241294870782, 2.292368214905958, 2.321504181215846 ], "classification_error": 0.0, "hinge_loss_v2": 0.00020365995537811524, "margin_success_fraction": 0.0, "outputs_v": [ -0.0033372901504729047, -0.006260859923522294, -0.005858348990035039, -0.002538549935578005, 0.0018302438706030988, 0.004860245898173188, 0.004712659091977461, 0.0012867278407462102 ], "local_updates": 4248, "cumulative_learning_time_seconds": 0.17510346027783716, "clamp_displacement_l2_time_v2_s": 0.002027884159566988, "max_abs_clamp_displacement_v": 0.10816170650455137, "clipped_updates": 85, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.00032386478720655313, "margin_success_fraction": 0.0, "outputs_v": [ -0.000568688645633697, -0.0005676006579234394, -0.0005525782475171992, -0.0005326142444835036, -0.0005187422920124585, -0.0005188734160048447, -0.000533599585375355, -0.0005545207992525836 ] }, { "epoch": 10, "classification_error": 0.5, "hinge_loss_v2": 0.0003219156914841142, "margin_success_fraction": 0.0, "outputs_v": [ -0.00026986115322114035, -0.0002998879989536407, -0.00027336147963766266, -0.00020644306007325253, -0.0001375697521926733, -0.00010644597635098285, -0.00013206260329631792, -0.00020007816003092538 ] }, { "epoch": 20, "classification_error": 0.125, "hinge_loss_v2": 0.000320258626916042, "margin_success_fraction": 0.0, "outputs_v": [ -4.191876269871164e-05, -0.00010166125964011785, -6.395352250809783e-05, 4.8054017299681284e-05, 0.00016963532850738927, 0.00023064680100748358, 0.00019447763147861785, 8.120141752893106e-05 ] }, { "epoch": 30, "classification_error": 0.5, "hinge_loss_v2": 0.00031876416885329606, "margin_success_fraction": 0.0, "outputs_v": [ 0.00013100602384824578, 4.251084712647568e-05, 9.116347562224125e-05, 0.00024694895909266323, 0.0004196395086046856, 0.0005096021682522156, 0.000463136272542769, 0.0003058837240221546 ] }, { "epoch": 40, "classification_error": 0.5, "hinge_loss_v2": 0.0003173547345818457, "margin_success_fraction": 0.0, "outputs_v": [ 0.0002613754457169992, 0.00014473654097879596, 0.0002041656542622894, 0.00040286627535784936, 0.0006256307062599276, 0.0007439589753313602, 0.0006873875576682842, 0.00048699810858832127 ] }, { "epoch": 50, "classification_error": 0.5, "hinge_loss_v2": 0.0003159839848530646, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003589497965830468, 0.00021448689304498503, 0.00028457813707657986, 0.000525694110149133, 0.000797954745675511, 0.0009443498231764269, 0.0008778137521315288, 0.0006347662639464013 ] }, { "epoch": 60, "classification_error": 0.5, "hinge_loss_v2": 0.0003146243057898897, "margin_success_fraction": 0.0, "outputs_v": [ 0.0004313481265824648, 0.00025914410351798867, 0.00033982554568903756, 0.0006231512700776154, 0.0009447029802007734, 0.001119101311253784, 0.0010427027908656017, 0.0007571835457167164 ] }, { "epoch": 70, "classification_error": 0.5, "hinge_loss_v2": 0.0003132592352364052, "margin_success_fraction": 0.0, "outputs_v": [ 0.000484496044099586, 0.00028443888914453375, 0.0003756715276422018, 0.0007012401743344554, 0.001072181978093334, 0.001274713985166015, 0.0011885261106340528, 0.0008604835350443929 ] }, { "epoch": 80, "classification_error": 0.5, "hinge_loss_v2": 0.0003118789063007804, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005229832886756713, 0.0002947995749165433, 0.0003965695903246358, 0.0007646086130701779, 0.0011852889049948634, 0.0014162460799778676, 0.0013203206787055222, 0.0009495092632382796 ] }, { "epoch": 90, "classification_error": 0.5, "hinge_loss_v2": 0.00031047732157829354, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005503488302839588, 0.0002936302823670911, 0.00040594270443292113, 0.0008168382412278019, 0.001287811110533249, 0.0015476199236877375, 0.001441994011137343, 0.001028009433836935 ] }, { "epoch": 100, "classification_error": 0.5, "hinge_loss_v2": 0.00030905073168293706, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005693076755420301, 0.00028353210586359867, 0.00040640562605601116, 0.000860674127784955, 0.0013826647025060868, 0.0016718660687416176, 0.0015565671906648537, 0.001098874285970275 ] }, { "epoch": 110, "classification_error": 0.5, "hinge_loss_v2": 0.0003075966758811325, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005819308040391213, 0.0002664784656676855, 0.00039994117350578007, 0.0008982068979838942, 0.0014720840225135035, 0.001791317296002154, 0.0016663679810934307, 0.0011643228983209686 ] }, { "epoch": 120, "classification_error": 0.5, "hinge_loss_v2": 0.0003061134172409356, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005897874786685853, 0.00024395368955978936, 0.00038803954984550915, 0.0009310168069864844, 0.0015577716701359046, 0.0019077623272171218, 0.001773183835015596, 0.0012260514861701377 ] }, { "epoch": 130, "classification_error": 0.5, "hinge_loss_v2": 0.000304599611390538, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005940574207972671, 0.0002170621554822838, 0.0003718080760790887, 0.0009602873142189605, 0.0016410168995735497, 0.0020225672257301597, 0.001878382742130924, 0.0012853504370536062 ] }, { "epoch": 140, "classification_error": 0.5, "hinge_loss_v2": 0.0003030541127535091, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005956189217836971, 0.00018661393587329766, 0.0003520573027825935, 0.000986894295249674, 0.0017227887361606908, 0.002136770961654766, 0.001983008367433453, 0.0013431963672675684 ] }, { "epoch": 150, "classification_error": 0.5, "hinge_loss_v2": 0.0003014758610442563, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005951177560939991, 0.0001531916994759186, 0.00032936827794441403, 0.0010114758092829579, 0.0018038089061257756, 0.0022511603426525473, 0.0020878546587484448, 0.0014003242400817684 ] }, { "epoch": 160, "classification_error": 0.5, "hinge_loss_v2": 0.0002998638145051821, "margin_success_fraction": 0.0, "outputs_v": [ 0.00059302093305455, 0.00011720281878233041, 0.00030414493876726456, 0.0010344865063853237, 0.00188460880789873, 0.002366328626359132, 0.0021935242203983962, 0.001457283727216735 ] }, { "epoch": 170, "classification_error": 0.5, "hinge_loss_v2": 0.00029821690992843524, "margin_success_fraction": 0.0, "outputs_v": [ 0.000589658403467197, 7.891972416576576e-05, 0.00027665468335788534, 0.0010562398261995953, 0.001965573796662068, 0.002482721160297935, 0.002300473784515894, 0.0015144830503049656 ] }, { "epoch": 180, "classification_error": 0.5, "hinge_loss_v2": 0.0002965340378133351, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005852552705883363, 3.8510991120510596e-05, 0.0002470596213292042, 0.0010769405676286925, 0.002046977462321492, 0.0026006707918237726, 0.0024090495106041943, 0.0015722229531949516 ] }, { "epoch": 190, "classification_error": 0.375, "hinge_loss_v2": 0.0002948140260417364, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005799566040893822, -3.93479163401933e-06, 0.0002154405625382494, 0.001096709955313968, 0.0021290081092126545, 0.0027204253069275375, 0.002519514361424252, 0.0016307229869255702 ] }, { "epoch": 200, "classification_error": 0.375, "hinge_loss_v2": 0.0002930556279148171, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005738464092665263, -4.839086522040459e-05, 0.0001818152595177147, 0.0011156047728634044, 0.0022117890765979975, 0.00284216858089803, 0.0026320692315757455, 0.001690141729701139 ] }, { "epoch": 210, "classification_error": 0.375, "hinge_loss_v2": 0.00029125751250160876, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005669621325231078, -9.487850808451159e-05, 0.00014615225925038167, 0.0011336319646670645, 0.002295394358310998, 0.0029660369335791914, 0.0027468693136150357, 0.0017505923804149448 ] }, { "epoch": 220, "classification_error": 0.375, "hinge_loss_v2": 0.0002894182555186147, "margin_success_fraction": 0.0, "outputs_v": [ 0.000559305630072976, -0.000143456716824919, 0.00010838125953768762, 0.001150759642428778, 0.002379860511335541, 0.0030921317149133487, 0.0028640367246057508, 0.0018121547077200872 ] }, { "epoch": 230, "classification_error": 0.375, "hinge_loss_v2": 0.00028753633023341333, "margin_success_fraction": 0.0, "outputs_v": [ 0.000550851466393637, -0.00019421451528503497, 6.840082113576673e-05, 0.0011669253767396248, 0.0024651957690754456, 0.0032205290583524615, 0.0029836703259714104, 0.0018748842579834613 ] }, { "epoch": 240, "classification_error": 0.375, "hinge_loss_v2": 0.00028561009763447434, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005415531433469734, -0.0002472653181977702, 2.6084012951205215e-05, 0.0011820423820597115, 0.0025513870084390156, 0.003351287479008147, 0.0031058534117751613, 0.001938819465573477 ] }, { "epoch": 250, "classification_error": 0.25, "hinge_loss_v2": 0.00028363779563621527, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005313477683115964, -0.0003027428591333703, -1.8717515356619918e-05, 0.001196004112008875, 0.002638405115975906, 0.0034844538805939573, 0.003230659827419824, 0.0020039872046191953 ] }, { "epoch": 260, "classification_error": 0.25, "hinge_loss_v2": 0.0002816175268200862, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005201595106685275, -0.000360798356563663, -6.617070541453662e-05, 0.001208687616919557, 0.0027262091379057496, 0.0036200683801292932, 0.0033581589285135993, 0.0020704071660092582 ] }, { "epoch": 270, "classification_error": 0.25, "hinge_loss_v2": 0.0002795472446399536, "margin_success_fraction": 0.0, "outputs_v": [ 0.0005079021642189485, -0.00042159861522639286, -0.00011645920027530954, 0.0012199559883284972, 0.0028147495615410967, 0.0037581683138900868, 0.003488419742566168, 0.002138095404262713 ] }, { "epoch": 280, "classification_error": 0.25, "hinge_loss_v2": 0.00027742473768519626, "margin_success_fraction": 0.0, "outputs_v": [ 0.0004944810108957753, -0.00048532488791366846, -0.00016978221612684585, 0.0012296600874385777, 0.002903970953597318, 0.0038987916721294757, 0.0036215145829753825, 0.0022070672807408265 ] }, { "epoch": 290, "classification_error": 0.25, "hinge_loss_v2": 0.00027524761716036595, "margin_success_fraction": 0.0, "outputs_v": [ 0.00047979406856135665, -0.0005521723265550782, -0.00022635270259444007, 0.0012376397490668767, 0.0029938141700429077, 0.004041980195145761, 0.0037575223491594645, 0.0022773400181072545 ] }, { "epoch": 300, "classification_error": 0.25, "hinge_loss_v2": 0.00027301326944010934, "margin_success_fraction": 0.0, "outputs_v": [ 0.0004637334176990915, -0.0006223499722121106, -0.0002864038322567819, 0.0012437245350707948, 0.0030842182432251897, 0.004187782262453088, 0.0038965316485062573, 0.0023489349771192714 ] }, { "epoch": 310, "classification_error": 0.25, "hinge_loss_v2": 0.0002707188876323033, "margin_success_fraction": 0.0, "outputs_v": [ 0.000446185164859364, -0.0006960812038129538, -0.0003501764585008005, 0.0012477341375302375, 0.0031751220686903614, 0.004336255716019283, 0.004038643883661125, 0.002421879779686914 ] }, { "epoch": 320, "classification_error": 0.25, "hinge_loss_v2": 0.00026836138889625185, "margin_success_fraction": 0.0, "outputs_v": [ 0.0004270301415236766, -0.0007736046089979187, -0.00041793296487546705, 0.0012494784989105778, 0.003266465999368501, 0.004487470759008655, 0.004183976452378557, 0.0024962103937849756 ] }, { "epoch": 330, "classification_error": 0.25, "hinge_loss_v2": 0.00026593741197954444, "margin_success_fraction": 0.0, "outputs_v": [ 0.00040614381316844694, -0.0008551753155635333, -0.0004899520783435418, 0.001248757637072051, 0.003358193365848111, 0.004641512975946227, 0.004332666111108191, 0.002571973204532868 ] }, { "epoch": 340, "classification_error": 0.25, "hinge_loss_v2": 0.0002634432761431789, "margin_success_fraction": 0.0, "outputs_v": [ 0.000383396084692178, -0.0009410667256828653, -0.0005665318598555291, 0.0012453612717675255, 0.0034502520630144418, 0.004798486650727796, 0.004484872683855695, 0.002649227215073102 ] }, { "epoch": 350, "classification_error": 0.25, "hinge_loss_v2": 0.0002608749397767136, "margin_success_fraction": 0.0, "outputs_v": [ 0.00035865066995702244, -0.0010315729269773644, -0.0006479920507259096, 0.0012390680133059218, 0.00354259601222523, 0.004958518237539317, 0.00464078298427642, 0.00272804620659467 ] }, { "epoch": 360, "classification_error": 0.25, "hinge_loss_v2": 0.0002582279527229934, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003317642614668326, -0.0011270115905146205, -0.0007346768734141917, 0.0012296443681149016, 0.0036351868238317653, 0.005121760365705524, 0.0048006153379135386, 0.0028085211823377088 ] }, { "epoch": 370, "classification_error": 0.25, "hinge_loss_v2": 0.0002554974006835253, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003025852625736791, -0.0012277276413662774, -0.0008269585617985409, 0.001216843330568984, 0.0037279954914033464, 0.005288396266800249, 0.004964624606474427, 0.002890762942524744 ] }, { "epoch": 380, "classification_error": 0.25, "hinge_loss_v2": 0.00025267784016094806, "margin_success_fraction": 0.0, "outputs_v": [ 0.0002709520270213206, -0.001334097825324676, -0.0009252417314666583, 0.0012004025204010171, 0.0038210041717544607, 0.005458644760129416, 0.005133107865551739, 0.002974904859063515 ] }, { "epoch": 390, "classification_error": 0.25, "hinge_loss_v2": 0.0002497632222332092, "margin_success_fraction": 0.0, "outputs_v": [ 0.00023669052698480075, -0.001446536330231063, -0.0010299687285099668, 0.0011800418110970434, 0.00391420810721943, 0.005632765948707097, 0.005306410904934555, 0.0030611059194138868 ] }, { "epoch": 400, "classification_error": 0.25, "hinge_loss_v2": 0.00024674680548255316, "margin_success_fraction": 0.0, "outputs_v": [ 0.00019961129845086356, -0.0015655017109411917, -0.0011416261803287586, 0.001155460329357011, 0.004007617706870165, 0.005811067760743166, 0.005484935708268218, 0.0031495533884386695 ] }, { "epoch": 410, "classification_error": 0.25, "hinge_loss_v2": 0.0002436210406593301, "margin_success_fraction": 0.0, "outputs_v": [ 0.00015950548641441298, -0.0016915054171277588, -0.0012607530129011835, 0.0011263326926581052, 0.00410126082481177, 0.005993913522219424, 0.005669149124028411, 0.003240469121909506 ] }, { "epoch": 420, "classification_error": 0.25, "hinge_loss_v2": 0.00024037745986586883, "margin_success_fraction": 0.0, "outputs_v": [ 0.00011613976203825316, -0.0018251223033448616, -0.0013879502668388, 0.0010923043194974724, 0.004195185284495362, 0.006181730793630907, 0.005859592993427809, 0.003334109937227797 ] }, { "epoch": 430, "classification_error": 0.25, "hinge_loss_v2": 0.00023700651974777474, "margin_success_fraction": 0.0, "outputs_v": [ 6.924981794267926e-05, -0.001967003604989831, -0.001523893131753773, 0.0010529856058039133, 0.004289461712321724, 0.006375021765172989, 0.0060568960699906305, 0.0034307746607231404 ] }, { "epoch": 440, "classification_error": 0.25, "hinge_loss_v2": 0.00023349742830567675, "margin_success_fraction": 0.0, "outputs_v": [ 1.8532060314602194e-05, -0.0021178930003270535, -0.0016693457314417015, 0.0010079447083429505, 0.004384186762302289, 0.0065743755831352835, 0.006261788154306475, 0.0035308087841902647 ] }, { "epoch": 450, "classification_error": 0.125, "hinge_loss_v2": 0.00022983793653716107, "margin_success_fraction": 0.0, "outputs_v": [ -3.636699631240359e-05, -0.0022786465549666235, -0.001825179335788213, 0.0009566986120027321, 0.004479486841471092, 0.006780483085334521, 0.006475116986066148, 0.0036346104360705234 ] }, { "epoch": 460, "classification_error": 0.125, "hinge_loss_v2": 0.0002260140906048883, "margin_success_fraction": 0.0, "outputs_v": [ -9.586430868485651e-05, -0.0024502576082340577, -0.001992394892485677, 0.00089870204354911, 0.004575522447043928, 0.006994154521738044, 0.006697868551827191, 0.0037426372076089787 ] }, { "epoch": 470, "classification_error": 0.125, "hinge_loss_v2": 0.00022200993718836409, "margin_success_fraction": 0.0, "outputs_v": [ -0.00016045767867686744, -0.0026338879133400717, -0.0021721509588459864, 0.0008333337499465687, 0.004672493339521466, 0.007216341080310107, 0.006931191734911302, 0.0038554140634729783 ] }, { "epoch": 480, "classification_error": 0.125, "hinge_loss_v2": 0.0002178071734559134, "margin_success_fraction": 0.0, "outputs_v": [ -0.00023074812969139935, -0.0028309068626583833, -0.002365798541562547, 0.0007598794088663485, 0.004770644710990063, 0.007448161127787345, 0.0071764283564360876, 0.00397354249078094 ] }, { "epoch": 490, "classification_error": 0.125, "hinge_loss_v2": 0.00021338473265109572, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003074687992666858, -0.003042941117546022, -0.002574924707841486, 0.0006775103332058163, 0.0048702746579795675, 0.007690932434609193, 0.0074351500610056465, 0.0040977111728778826 ] }, { "epoch": 500, "classification_error": 0.125, "hinge_loss_v2": 0.0002086673431800981, "margin_success_fraction": 0.0, "outputs_v": [ -0.0004201972282444899, -0.0032977639894885002, -0.0028274191225207412, 0.00055633136883948, 0.004938858017664444, 0.007910447000802928, 0.007673335575676288, 0.004195783827198735 ] }, { "epoch": 510, "classification_error": 0.0, "hinge_loss_v2": 0.00020333170276860038, "margin_success_fraction": 0.0, "outputs_v": [ -0.0011778930112999186, -0.004136734616305954, -0.0036725703686509015, -0.0002266770673516605, 0.0042569032537135565, 0.0073196222936374455, 0.0071044855745802105, 0.003554981727998674 ] }, { "epoch": 520, "classification_error": 0.0, "hinge_loss_v2": 0.00020227991923513525, "margin_success_fraction": 0.0, "outputs_v": [ -0.0025795596959812817, -0.005506443670387939, -0.0050668918385899375, -0.001689250822726529, 0.0027239665589295914, 0.005756899045561564, 0.005568902092093736, 0.0020854882059736235 ] }, { "epoch": 530, "classification_error": 0.0, "hinge_loss_v2": 0.00020365995537811524, "margin_success_fraction": 0.0, "outputs_v": [ -0.0033372901504729047, -0.006260859923522294, -0.005858348990035039, -0.002538549935578005, 0.0018302438706030988, 0.004860245898173188, 0.004712659091977461, 0.0012867278407462102 ] } ] } }, { "task_index": 1, "source_file": "experiment_taskcycle_L_18_25-02-04-17-49-43.mat", "input_diameter_v": 0.08338545454545455, "classes": [ 0, 0, 0, 1, 1, 1, 1, 0 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.3290870015535994, 2.3337338166752977, 2.3156628689798033, 2.3254728120145, 2.3218586224754016, 2.3146302433972035, 2.3378643190056967, 2.3254728120145, 2.3383806317969964, 2.3213423096841015, 2.3120486794407045, 2.3110160538581046, 2.320309684101502, 2.3218586224754016, 2.323923873640601, 2.334250129466598, 2.3383806317969964, 2.343543759709995, 2.3327011910926982, 2.3321848783013985, 2.330635939927499, 2.340445882962196, 2.3347664422578975, 2.3440600725012946, 2.3285706887622997, 2.3487068876229933, 2.3337338166752977, 2.340445882962196, 2.3321848783013985, 2.316695494562403, 2.3141139306059038, 2.3280543759709995 ], "final_gates_v": [ 2.269262543760959, 2.321252244503765, 2.26143789268072, 2.316964662919821, 2.550763488049827, 1.7544408046284352, 2.7988310495322097, 1.7963928990424045, 1.080690321948311, 1.8888916829987277, 1.0741176911603214, 1.7974086914998941, 1.5135264135272284, 2.7334235137754948, 1.3726617007120423, 3.0107689330494365, 2.370233274844608, 2.3292760730343463, 2.2534703349513583, 2.341506096085997, 1.6597180303303822, 2.116261541894388, 2.337546068632575, 2.1271236004695995, 2.440436650400642, 2.492516969484559, 1.8875565997215846, 2.5648813351654147, 2.2057493679338234, 2.322926007605936, 2.3211813963660304, 2.3243434500279623 ], "classification_error": 0.0, "hinge_loss_v2": 8.520578005995385e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.01276584157792382, -0.015501154078403245, -0.008906353862850408, 0.002959274002707124, 0.013405986669370012, 0.016516804887805242, 0.01021558784639695, -0.0020254622051524007 ], "local_updates": 4800, "cumulative_learning_time_seconds": 4.799999999999938, "clamp_displacement_l2_time_v2_s": 0.0009500224570172218, "max_abs_clamp_displacement_v": 0.01891192475714345, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.00032353589743920196, "margin_success_fraction": 0.0, "outputs_v": [ -0.00030867702421272236, -0.0003084462881754457, -0.00029557501315755075, -0.00027789829225086105, -0.0002656067466912937, -0.0002656061981454738, -0.00027805321110191406, -0.0002959614989503645 ] }, { "epoch": 50, "classification_error": 0.375, "hinge_loss_v2": 0.0003020251268526857, "margin_success_fraction": 0.0, "outputs_v": [ 9.459599527975038e-05, -0.00011162621584379084, 0.00027901125101367774, 0.0010337321815672151, 0.0017168706788476262, 0.0019323340155184832, 0.0015474945385829941, 0.0007835319178726152 ] }, { "epoch": 100, "classification_error": 0.125, "hinge_loss_v2": 0.00028124907808352436, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006573475378606475, -0.0010381772825756586, -0.000258045891472769, 0.0012181470227791702, 0.002539674918634105, 0.0029406259943991764, 0.0021721604673617945, 0.0006758446683717834 ] }, { "epoch": 150, "classification_error": 0.125, "hinge_loss_v2": 0.0002602581069948114, "margin_success_fraction": 0.0, "outputs_v": [ -0.0014684928798375796, -0.002031243663381227, -0.0008362735211540073, 0.0014035267836804977, 0.0033992154449527523, 0.003995170108378049, 0.0028192561321742082, 0.00054624935664499 ] }, { "epoch": 200, "classification_error": 0.125, "hinge_loss_v2": 0.00023891813042193624, "margin_success_fraction": 0.0, "outputs_v": [ -0.002349856237705783, -0.0031060482373595766, -0.0014648304566732828, 0.0015929590140021654, 0.004310365263733962, 0.005115809504302071, 0.003503358798522066, 0.000396313453466135 ] }, { "epoch": 250, "classification_error": 0.125, "hinge_loss_v2": 0.00021720581364369885, "margin_success_fraction": 0.0, "outputs_v": [ -0.0033171585032140682, -0.004281839359271372, -0.0021573101658762805, 0.00178375700056152, 0.005280813331595996, 0.006314633711054257, 0.004231827967278445, 0.0002216170861090161 ] }, { "epoch": 300, "classification_error": 0.125, "hinge_loss_v2": 0.00019523875709505015, "margin_success_fraction": 0.0, "outputs_v": [ -0.004384487481140481, -0.005575318695329123, -0.0029255497311617418, 0.001972882102865642, 0.006315767360619229, 0.00760042606844899, 0.005009627909359438, 1.7364227543420485e-05 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 0.00017330461029573056, "margin_success_fraction": 0.0, "outputs_v": [ -0.005562363389694985, -0.006998040265966371, -0.003777754097568642, 0.0021571608210671778, 0.007416509014671169, 0.008976492719007745, 0.005837830832170848, -0.00022139476184246387 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 0.00015188014266729453, "margin_success_fraction": 0.0, "outputs_v": [ -0.0068547494540520115, -0.008552447163855836, -0.004715631149855654, 0.0023337158473061836, 0.0085783886106999, 0.010437553023511986, 0.00671147696110308, -0.000499335890539826 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 0.00013161874157578473, "margin_success_fraction": 0.0, "outputs_v": [ -0.008255002858294669, -0.010226625423148783, -0.005730579328531965, 0.0025007016873594134, 0.009788495334175418, 0.011965988029043029, 0.007617023811022056, -0.0008201171330730062 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 0.00011327904698213792, "margin_success_fraction": 0.0, "outputs_v": [ -0.009741382251573144, -0.011988709706197448, -0.006799629372561539, 0.00265834093658765, 0.011023734589336642, 0.013528502989762214, 0.008530169675916743, -0.0011852165706296158 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 9.757706713620727e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.011273925002850654, -0.013783487763260688, -0.00788302564501231, 0.0028099730840912274, 0.01225068568016216, 0.015075380124434684, 0.009415655027246866, -0.0015924287660171732 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 8.520578005995385e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.01276584157792382, -0.015501154078403245, -0.008906353862850408, 0.002959274002707124, 0.013405986669370012, 0.016516804887805242, 0.01021558784639695, -0.0020254622051524007 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 521, "initial_gates_v": [ 2.3290870015535994, 2.3337338166752977, 2.3156628689798033, 2.3254728120145, 2.3218586224754016, 2.3146302433972035, 2.3378643190056967, 2.3254728120145, 2.3383806317969964, 2.3213423096841015, 2.3120486794407045, 2.3110160538581046, 2.320309684101502, 2.3218586224754016, 2.323923873640601, 2.334250129466598, 2.3383806317969964, 2.343543759709995, 2.3327011910926982, 2.3321848783013985, 2.330635939927499, 2.340445882962196, 2.3347664422578975, 2.3440600725012946, 2.3285706887622997, 2.3487068876229933, 2.3337338166752977, 2.340445882962196, 2.3321848783013985, 2.316695494562403, 2.3141139306059038, 2.3280543759709995 ], "final_gates_v": [ 2.3005560330576493, 2.313763794108704, 2.296105166425993, 2.314420322037459, 2.3247541704667745, 2.038632271624426, 2.4616563635589377, 2.154074945301181, 1.0008491944651114, 1.197569664339103, 1.0006955149456616, 1.0476034506402623, 2.063247756853469, 2.406528605690922, 2.031484955015916, 2.4689426094762754, 2.3338547823201017, 2.326378742056359, 2.2982530326672275, 2.3461698175180237, 1.4920987422908218, 2.2228036389122257, 1.6976347622290837, 2.394485467282205, 1.7070552946367645, 2.4047577988151687, 1.5188499755084655, 2.3188503065024233, 2.2956286665546757, 2.3216103423975127, 2.307689762868434, 2.32245010615899 ], "classification_error": 0.0, "hinge_loss_v2": 0.00020923572185066488, "margin_success_fraction": 0.0, "outputs_v": [ -0.005056259709880606, -0.005466945269261725, -0.0028027553038226793, 0.0013134381930159922, 0.0046463909436365025, 0.005316856514282958, 0.0027581794802316595, -0.0016178080323944466 ], "local_updates": 4168, "cumulative_learning_time_seconds": 0.1735267639304258, "clamp_displacement_l2_time_v2_s": 0.002010843495314315, "max_abs_clamp_displacement_v": 0.10826412947693664, "clipped_updates": 80, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.00032402398293782044, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003923529980952023, -0.00038672323356156446, -0.0003797752758677164, -0.00037580689835328696, -0.0003770489288779655, -0.0003825475587912741, -0.0003891690312833873, -0.0003932685070023312 ] }, { "epoch": 10, "classification_error": 0.5, "hinge_loss_v2": 0.00032240758371089, "margin_success_fraction": 0.0, "outputs_v": [ -0.00016476416752375656, -0.00017698391501624888, -0.00014850984596603833, -9.649342368217573e-05, -5.103371734299644e-05, -3.828489938023649e-05, -6.607693107366086e-05, -0.00011862200183643257 ] }, { "epoch": 20, "classification_error": 0.375, "hinge_loss_v2": 0.00032097207762255974, "margin_success_fraction": 0.0, "outputs_v": [ 4.771592269525726e-06, -2.3870734123798698e-05, 2.6211162175743263e-05, 0.0001249631784944194, 0.00021521599190826857, 0.0002448266154866374, 0.00019578380849838428, 9.606390769348327e-05 ] }, { "epoch": 30, "classification_error": 0.5, "hinge_loss_v2": 0.0003196333001026688, "margin_success_fraction": 0.0, "outputs_v": [ 0.00012914957349488554, 8.517409032210432e-05, 0.00015703380315224003, 0.00030167064384833964, 0.0004353702801102588, 0.000480792187073531, 0.0004103319546928941, 0.0002642490846153922 ] }, { "epoch": 40, "classification_error": 0.5, "hinge_loss_v2": 0.00031834105729097294, "margin_success_fraction": 0.0, "outputs_v": [ 0.0002184895058362779, 0.00015999920335435514, 0.0002538817900659407, 0.00044392839469242773, 0.0006201836971937158, 0.0006806357948915265, 0.0005885185844345941, 0.0003965105522279744 ] }, { "epoch": 50, "classification_error": 0.5, "hinge_loss_v2": 0.000317065558548971, "margin_success_fraction": 0.0, "outputs_v": [ 0.0002807068990512973, 0.00020830320298004246, 0.00032451805546612755, 0.0005598057730130668, 0.0007780940865370622, 0.000853011473692572, 0.0007389355110037632, 0.0005011344350606128 ] }, { "epoch": 60, "classification_error": 0.5, "hinge_loss_v2": 0.0003157891798752849, "margin_success_fraction": 0.0, "outputs_v": [ 0.00032196984683216523, 0.000236081174061209, 0.0003749936133195797, 0.0006556044565811381, 0.0009157017395119427, 0.0010046925911114113, 0.0008683022430653331, 0.000584589510669864 ] }, { "epoch": 70, "classification_error": 0.5, "hinge_loss_v2": 0.0003145014934319212, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003470643347419644, 0.0002479816384585998, 0.00041000641660893233, 0.0007362283623104093, 0.00103815293306328, 0.0011409636286844882, 0.0009818558702561486, 0.0006519061638371182 ] }, { "epoch": 80, "classification_error": 0.5, "hinge_loss_v2": 0.0003131962868389783, "margin_success_fraction": 0.0, "outputs_v": [ 0.000359686045108526, 0.0002475915612136226, 0.00043318793344135353, 0.0008054792306811109, 0.0011494466231919132, 0.00126593358669011, 0.0010836629121633856, 0.0007069793145994541 ] }, { "epoch": 90, "classification_error": 0.5, "hinge_loss_v2": 0.0003118697874187654, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003626729761846137, 0.00023766344904813108, 0.0004473315433950742, 0.0008662923668586453, 0.0012526792301771617, 0.00138278622519028, 0.001176868277114329, 0.0007528100971172791 ] }, { "epoch": 100, "classification_error": 0.5, "hinge_loss_v2": 0.0003105196114226753, "margin_success_fraction": 0.0, "outputs_v": [ 0.00035819039804013686, 0.00022029583574484368, 0.00045457410120983144, 0.0009209241881061314, 0.0013502395378454934, 0.001493979387835298, 0.001263893524349663, 0.0007916981841064874 ] }, { "epoch": 110, "classification_error": 0.5, "hinge_loss_v2": 0.0003091441464872618, "margin_success_fraction": 0.0, "outputs_v": [ 0.0003478774699656739, 0.00019707629234475, 0.00045653984857338403, 0.0009711010058549574, 0.0014439634405507829, 0.0016014033259880434, 0.0013465943039791817, 0.0008253943865736968 ] }, { "epoch": 120, "classification_error": 0.5, "hinge_loss_v2": 0.0003077421911172159, "margin_success_fraction": 0.0, "outputs_v": [ 0.00033296308119398765, 0.00016919436991399972, 0.00045445411704303496, 0.0010181366895826716, 0.0015352564367401567, 0.0017065060737396776, 0.0014263849897679648, 0.0008552213421500199 ] }, { "epoch": 130, "classification_error": 0.5, "hinge_loss_v2": 0.00030631274549023437, "margin_success_fraction": 0.0, "outputs_v": [ 0.00031435704681348486, 0.00013753047942233199, 0.0004492328559905223, 0.001063025415309199, 0.001625190280168276, 0.0018103924103612112, 0.0015043370118200117, 0.0008821686320167055 ] }, { "epoch": 140, "classification_error": 0.5, "hinge_loss_v2": 0.0003048548906101874, "margin_success_fraction": 0.0, "outputs_v": [ 0.00029272162935106705, 0.00010272557405127669, 0.0004415528755579434, 0.0011065145287798561, 0.001714578991283744, 0.0019139017164808703, 0.0015812561707373163, 0.0009069674693143182 ] }, { "epoch": 150, "classification_error": 0.5, "hinge_loss_v2": 0.00030336771849836847, "margin_success_fraction": 0.0, "outputs_v": [ 0.00026852738102836615, 6.523554160683953e-05, 0.0004319067328140136, 0.0011491615678339284, 0.0018040384165097234, 0.0020176689979806983, 0.0016577431867977332, 0.0009301490973276372 ] }, { "epoch": 160, "classification_error": 0.5, "hinge_loss_v2": 0.0003018502915384315, "margin_success_fraction": 0.0, "outputs_v": [ 0.00024209656254201017, 2.5373491239516488e-05, 0.0004206454631983936, 0.0011913787429229106, 0.001894032753042063, 0.002122172566235009, 0.0017342409550082094, 0.0009520902720706603 ] }, { "epoch": 170, "classification_error": 0.375, "hinge_loss_v2": 0.0003003016182074972, "margin_success_fraction": 0.0, "outputs_v": [ 0.0002136367516291926, -1.6657510445688972e-05, 0.000408011727881491, 0.001233467526489479, 0.0019849107873483596, 0.002227771180750987, 0.0018110712967152331, 0.000973048540178989 ] }, { "epoch": 180, "classification_error": 0.375, "hinge_loss_v2": 0.0002987206376392648, "margin_success_fraction": 0.0, "outputs_v": [ 0.00018326667442336575, -6.073927060817885e-05, 0.0003941653727254357, 0.0012756454139652706, 0.002076933992419372, 0.0023347328487820507, 0.0018884633902674364, 0.000993189427731217 ] }, { "epoch": 190, "classification_error": 0.375, "hinge_loss_v2": 0.0002971062087871939, "margin_success_fraction": 0.0, "outputs_v": [ 0.00015103597109056288, -0.00010681919645508242, 0.0003792030834649518, 0.0013180665975402739, 0.00217029829269888, 0.0024432571303231176, 0.001966575717138097, 0.0010126073195758922 ] }, { "epoch": 200, "classification_error": 0.375, "hinge_loss_v2": 0.0002954571017020783, "margin_success_fraction": 0.0, "outputs_v": [ 0.00011694020471614275, -0.00015489563856019295, 0.0003631734255733765, 0.0013608378866631354, 0.0022651508848364477, 0.002553492368233462, 0.002045512932977278, 0.0010313413927163506 ] }, { "epoch": 210, "classification_error": 0.375, "hinge_loss_v2": 0.00029377198941936465, "margin_success_fraction": 0.0, "outputs_v": [ 8.093215611154614e-05, -0.0002050068363219637, 0.00034608829335464053, 0.0014040309409238394, 0.0023616032288635014, 0.002665548986081373, 0.0021253387976687688, 0.0010493876959266346 ] }, { "epoch": 220, "classification_error": 0.375, "hinge_loss_v2": 0.00029204943958269225, "margin_success_fraction": 0.0, "outputs_v": [ 4.293023255463879e-05, -0.0002572226594136917, 0.00032793158346583473, 0.0014476916648714644, 0.002459741099556517, 0.0027795097670327285, 0.0022060860685275407, 0.0010667082444318632 ] }, { "epoch": 230, "classification_error": 0.375, "hinge_loss_v2": 0.00029028790538155247, "margin_success_fraction": 0.0, "outputs_v": [ 2.824649195903861e-06, -0.000311638499975897, 0.0003086657474812293, 0.0014918474457565611, 0.0025596324077920563, 0.002895437837947934, 0.002287764072663012, 0.0010832378178841362 ] }, { "epoch": 240, "classification_error": 0.25, "hinge_loss_v2": 0.0002884857152966636, "margin_success_fraction": 0.0, "outputs_v": [ -3.9518136796173886e-05, -0.000368370853524258, 0.0002882366939175318, 0.0015365127340147833, 0.002661333325986587, 0.003013382912687629, 0.0023703645048778754, 0.0010988889770420784 ] }, { "epoch": 250, "classification_error": 0.25, "hinge_loss_v2": 0.00028664106158836274, "margin_success_fraction": 0.0, "outputs_v": [ -8.425230106226533e-05, -0.0004275541566174934, 0.00026657748218117394, 0.0015816934296231933, 0.0027648932009114724, 0.0031333862863849316, 0.0024538659334003565, 0.001113555758118917 ] }, { "epoch": 260, "classification_error": 0.25, "hinge_loss_v2": 0.00028475198713293526, "margin_success_fraction": 0.0, "outputs_v": [ -0.00013155059979436112, -0.0004893386563415147, 0.00024361104193285077, 0.0016273903303698767, 0.002870358534903583, 0.003255484875355402, 0.002538237300878682, 0.001127116308343501 ] }, { "epoch": 270, "classification_error": 0.25, "hinge_loss_v2": 0.0002828163704943292, "margin_success_fraction": 0.0, "outputs_v": [ -0.00018160312907583576, -0.0005538890548980324, 0.00021925218619053832, 0.0016736019305413352, 0.0029777763429952586, 0.0033797146179367077, 0.002623440725939369, 0.0011394347431393226 ] }, { "epoch": 280, "classification_error": 0.25, "hinge_loss_v2": 0.0002808319089589868, "margin_success_fraction": 0.0, "outputs_v": [ -0.0002346167472065952, -0.0006213837860977733, 0.00019340907291334752, 0.0017203267455269122, 0.0030871970818124317, 0.0035061134413887918, 0.0027094338008316343, 0.0011503623969532362 ] }, { "epoch": 290, "classification_error": 0.25, "hinge_loss_v2": 0.0002787961016836949, "margin_success_fraction": 0.0, "outputs_v": [ -0.0002908150397936682, -0.0006920147766316664, 0.00016598481164317724, 0.0017675653444470807, 0.0031986773498375587, 0.0036347240002819747, 0.002796171578598211, 0.0011597386357191097 ] }, { "epoch": 300, "classification_error": 0.25, "hinge_loss_v2": 0.0002767062186462358, "margin_success_fraction": 0.0, "outputs_v": [ -0.00035043864457157126, -0.0007659876842489588, 0.00013687603267223403, 0.0018153221355468319, 0.0033122824261778983, 0.003765596264139831, 0.002883608316592956, 0.0011673912690471355 ] }, { "epoch": 310, "classification_error": 0.25, "hinge_loss_v2": 0.00027455928727020617, "margin_success_fraction": 0.0, "outputs_v": [ -0.0004137462412326931, -0.0008435224869916547, 0.00010597601507686405, 0.001863607072867035, 0.003428088833002635, 0.003898790142751518, 0.002971699148625634, 0.0011731367049244712 ] }, { "epoch": 320, "classification_error": 0.25, "hinge_loss_v2": 0.0002723520649286239, "margin_success_fraction": 0.0, "outputs_v": [ -0.00048101572844033713, -0.0009248545211570647, 7.317492204347853e-05, 0.0019124372319613836, 0.003546186895372616, 0.004034378135301414, 0.003060401658443762, 0.001176779783935239 ] }, { "epoch": 330, "classification_error": 0.25, "hinge_loss_v2": 0.00027008099445718594, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005525459098400243, -0.0010102358578077952, 3.83570846808623e-05, 0.0019618384244375064, 0.003666683493535494, 0.004172448205736229, 0.003149677535886769, 0.0011781134316684316 ] }, { "epoch": 340, "classification_error": 0.25, "hinge_loss_v2": 0.00026774217755179327, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006286585794747779, -0.0010999370764958882, 1.4029899929046685e-06, 0.0020118468552759727, 0.003789705039490082, 0.004313106926019439, 0.0032394943360901374, 0.0011769181028295772 ] }, { "epoch": 350, "classification_error": 0.125, "hinge_loss_v2": 0.0002653313303866751, "margin_success_fraction": 0.0, "outputs_v": [ -0.0007097012060678365, -0.0011942496078866938, -3.781177237416333e-05, 0.0020625107249095664, 0.003915400614392328, 0.004456482838998271, 0.003329827270880159, 0.001172960890379715 ] }, { "epoch": 360, "classification_error": 0.125, "hinge_loss_v2": 0.0002628437395355569, "margin_success_fraction": 0.0, "outputs_v": [ -0.0007960501068360326, -0.0012934885332438195, -7.941720082288439e-05, 0.0021138919868490813, 0.004043945524622838, 0.004602730317225412, 0.0034206612769804856, 0.0011659952579619604 ] }, { "epoch": 370, "classification_error": 0.125, "hinge_loss_v2": 0.0002602741920815127, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008881143281737058, -0.0013979960527666646, -0.00012354991187160658, 0.0021660681537267745, 0.004175545213086912, 0.004752033871888051, 0.0035119932823236, 0.0011557565639753187 ] }, { "epoch": 380, "classification_error": 0.125, "hinge_loss_v2": 0.0002576169339644469, "margin_success_fraction": 0.0, "outputs_v": [ -0.000986340353063303, -0.0015081457418951727, -0.00017035456885625133, 0.0022191341669978715, 0.004310439605715893, 0.0049046130221389594, 0.0036038347418409222, 0.0011419648833335128 ] }, { "epoch": 390, "classification_error": 0.125, "hinge_loss_v2": 0.0002548655823659299, "margin_success_fraction": 0.0, "outputs_v": [ -0.0010912177758023167, -0.0016243477330267209, -0.000219985771619996, 0.00227320435633796, 0.004448907994197088, 0.005060727860838332, 0.003696214532111608, 0.0011243198969785595 ] }, { "epoch": 400, "classification_error": 0.125, "hinge_loss_v2": 0.000252013044338017, "margin_success_fraction": 0.0, "outputs_v": [ -0.0012032861354575874, -0.0017470550146921338, -0.00027261050845914236, 0.002328414497358877, 0.004591274559960973, 0.005220685470985753, 0.003789182305988681, 0.0011024990438357751 ] }, { "epoch": 410, "classification_error": 0.125, "hinge_loss_v2": 0.0002490514183371151, "margin_success_fraction": 0.0, "outputs_v": [ -0.0013231431688965622, -0.0018767711079985538, -0.00032841131785857347, 0.002384923952347684, 0.004737914639284413, 0.005384847353424427, 0.0038828124056317914, 0.0010761543954037611 ] }, { "epoch": 420, "classification_error": 0.125, "hinge_loss_v2": 0.0002459718796632555, "margin_success_fraction": 0.0, "outputs_v": [ -0.0014514548396569182, -0.002014059476539154, -0.000387590376443786, 0.00244291784092035, 0.004889261819403079, 0.005553638034697855, 0.003977208430390622, 0.0010449088392153472 ] }, { "epoch": 430, "classification_error": 0.125, "hinge_loss_v2": 0.00024276454723622494, "margin_success_fraction": 0.0, "outputs_v": [ -0.0015889674091948969, -0.0021595549524064117, -0.0004503746227885741, 0.0025026093446762765, 0.00504581616605751, 0.005727555273697088, 0.004072508797176327, 0.0010083515938351106 ] }, { "epoch": 440, "classification_error": 0.125, "hinge_loss_v2": 0.00023941832809636874, "margin_success_fraction": 0.0, "outputs_v": [ -0.001736522189071249, -0.00231397781942444, -0.000517022338890033, 0.002564241973160575, 0.0052081536296005315, 0.005907182048582343, 0.004168893380078698, 0.0009660327625784781 ] }, { "epoch": 450, "classification_error": 0.125, "hinge_loss_v2": 0.00023592073592124718, "margin_success_fraction": 0.0, "outputs_v": [ -0.0018950735206563485, -0.0024781511274074852, -0.000587831486682372, 0.002628091823480311, 0.005376936965738099, 0.006093200859448422, 0.004266591660950947, 0.0009174568578955156 ] }, { "epoch": 460, "classification_error": 0.125, "hinge_loss_v2": 0.00023225767904655275, "margin_success_fraction": 0.0, "outputs_v": [ -0.002065710811851168, -0.0026530220988293107, -0.0006631503079635448, 0.0026944697335622714, 0.0055529284453117445, 0.006286410878596993, 0.004365892809282068, 0.0008620750841515645 ] }, { "epoch": 470, "classification_error": 0.125, "hinge_loss_v2": 0.00022841321825923833, "margin_success_fraction": 0.0, "outputs_v": [ -0.002249685678919977, -0.0028396887259090897, -0.0007433908316450966, 0.0027637232048169647, 0.005737004708812832, 0.0064877467929455035, 0.004467158276215938, 0.0007992761517291169 ] }, { "epoch": 480, "classification_error": 0.125, "hinge_loss_v2": 0.00022436925776110319, "margin_success_fraction": 0.0, "outputs_v": [ -0.0024484455464944543, -0.003039432984409257, -0.0008290461263039117, 0.002836237917251183, 0.0059301742013387615, 0.006698310993920181, 0.004570837692654817, 0.0007283753654312441 ] }, { "epoch": 490, "classification_error": 0.125, "hinge_loss_v2": 0.00022010523867087685, "margin_success_fraction": 0.0, "outputs_v": [ -0.0026636755217400443, -0.003253762582374614, -0.000920712444411359, 0.0029124385352983506, 0.0061335976682521665, 0.006919394245465282, 0.004677489086644199, 0.0006486016448179477 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 0.00021536947747140836, "margin_success_fraction": 0.0, "outputs_v": [ -0.0034829905413569784, -0.004019596344855908, -0.0015727876892244197, 0.0023656940715454378, 0.005635494413653047, 0.006387944454462474, 0.004037009327053059, -0.00011733233826377587 ] }, { "epoch": 510, "classification_error": 0.0, "hinge_loss_v2": 0.00021135993917567665, "margin_success_fraction": 0.0, "outputs_v": [ -0.00398919132752093, -0.004497970063970069, -0.001936335219429458, 0.002132113596460372, 0.005486931030967063, 0.006235503845672313, 0.00377852521023217, -0.0005297342243455738 ] }, { "epoch": 520, "classification_error": 0.0, "hinge_loss_v2": 0.00020923572185066488, "margin_success_fraction": 0.0, "outputs_v": [ -0.005056259709880606, -0.005466945269261725, -0.0028027553038226793, 0.0013134381930159922, 0.0046463909436365025, 0.005316856514282958, 0.0027581794802316595, -0.0016178080323944466 ] } ] } }, { "task_index": 2, "source_file": "experiment_taskcycle_L_18_25-02-04-18-29-18.mat", "input_diameter_v": 0.25015636363636373, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.3388969445882966, 2.3244401864319006, 2.3197933713102024, 2.3301196271361992, 2.315146556188503, 2.3156628689798033, 2.337348006214397, 2.3156628689798033, 2.3378643190056967, 2.3218586224754016, 2.316695494562403, 2.313081305023304, 2.330635939927499, 2.3337338166752977, 2.3141139306059038, 2.3388969445882966, 2.3471579492490937, 2.3440600725012946, 2.335799067840497, 2.3316685655100984, 2.3249564992232004, 2.330635939927499, 2.3301196271361992, 2.337348006214397, 2.3352827550491972, 2.346125323666494, 2.3254728120145, 2.3388969445882966, 2.3290870015535994, 2.3094671154842055, 2.3275380631797, 2.3280543759709995 ], "final_gates_v": [ 2.2761678908496807, 2.3376808198335217, 2.262817393731862, 2.3427307080068496, 2.8712712846077353, 1.6684491831109936, 2.511569402503996, 2.0077435484845956, 1.3727533755592065, 2.352848261104954, 1.4844008527708947, 2.2313343806267003, 1.411240514375703, 3.058707746544558, 1.650737968974812, 2.7153049484181366, 2.251957599420558, 2.3375676384334, 2.382834520326717, 2.3362498888717713, 2.608173374960782, 1.986660766001842, 1.7507516964011638, 2.33939669424696, 1.996071687264608, 2.6214203626010164, 2.67132085318818, 2.368539165898666, 2.365171064692475, 2.3117560039434304, 2.186560403155236, 2.3270085650579606 ], "classification_error": 0.0, "hinge_loss_v2": 1.081017220590953e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.015839860538983064, -0.03376904694409019, -0.0311332618523624, -0.010833206003138363, 0.01584738871423455, 0.03466377723657485, 0.034105788709887536, 0.012918808838945639 ], "local_updates": 3182, "cumulative_learning_time_seconds": 3.1819999999997606, "clamp_displacement_l2_time_v2_s": 0.0003096663720155876, "max_abs_clamp_displacement_v": 0.019032515937813965, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.25, "hinge_loss_v2": 0.0003189337581314519, "margin_success_fraction": 0.0, "outputs_v": [ -0.00044866026672860104, -0.00045840966879887035, -0.0003093638773541407, -9.25764801731066e-05, 7.178946647903861e-05, 9.164085402982303e-05, -5.139395206790742e-05, -0.0002782887569062198 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00017593604469637084, "margin_success_fraction": 0.0, "outputs_v": [ -0.0027597531658137275, -0.0059762307203912735, -0.004492013777786019, 0.0006544827782655749, 0.006526993194848146, 0.0098535674643698, 0.008620076050637415, 0.0033637584979548385 ] }, { "epoch": 100, "classification_error": 0.0, "hinge_loss_v2": 0.00010539671790968106, "margin_success_fraction": 0.0, "outputs_v": [ -0.006361321621015464, -0.011969493271612147, -0.009661980864977215, -0.0011098989251112912, 0.008829608284980112, 0.014653445751870914, 0.012822731309605206, 0.004055459870766831 ] }, { "epoch": 150, "classification_error": 0.0, "hinge_loss_v2": 7.299867445646063e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.008812338759734806, -0.01627304842094432, -0.013544596570994882, -0.002674152329320223, 0.010184911841253252, 0.017950214367437378, 0.015894691959413426, 0.0047202678940654885 ] }, { "epoch": 200, "classification_error": 0.0, "hinge_loss_v2": 5.855717821265511e-05, "margin_success_fraction": 0.375, "outputs_v": [ -0.010140071824105923, -0.019025596015554536, -0.01616395475340829, -0.0037849004186153723, 0.011118096840627645, 0.020371013166991414, 0.01834096682159439, 0.005595232955841745 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 4.9215863466531005e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.010871293583774866, -0.021027263624388975, -0.018110930189348284, -0.0044812854177762595, 0.012174819855280905, 0.022754893421581518, 0.020818193646124333, 0.006765228756691999 ] }, { "epoch": 300, "classification_error": 0.0, "hinge_loss_v2": 4.1425577730148705e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.011673078034664941, -0.02303087954016314, -0.02009760661623977, -0.00533907731749364, 0.012936775378678156, 0.02477732698872359, 0.022972082846788477, 0.007731627512239991 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 3.438819031902678e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.012496614399919698, -0.025038620061835715, -0.022111403248896738, -0.006277227809532021, 0.013568634835371796, 0.026656262591452845, 0.02501104783951233, 0.008632082171733502 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 2.8128607746143245e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.0132769022628286, -0.026983825864475397, -0.024083122692820036, -0.007224090540792233, 0.014142455682390254, 0.02846135926757548, 0.027001423483761305, 0.009531213965454921 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 2.2654693083396637e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.014006583707434267, -0.028848111124232634, -0.02599260231345693, -0.008166777578423046, 0.01465832590240132, 0.03018060369051262, 0.02892751007479849, 0.01042166759671509 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 1.7956496902394268e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.014680947764114327, -0.030615021819217103, -0.027821021730050577, -0.009093411880012309, 0.01511509627183738, 0.031799850347080744, 0.030770517906496736, 0.011292848144350387 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 1.400481608627926e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.015296329434476563, -0.03226939348292279, -0.029550316781167818, -0.009991750716319497, 0.01551298037663748, 0.03330645021013537, 0.03251238545222945, 0.012133879393773361 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 1.081017220590953e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.015839860538983064, -0.03376904694409019, -0.0311332618523624, -0.010833206003138363, 0.01584738871423455, 0.03466377723657485, 0.034105788709887536, 0.012918808838945639 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 261, "initial_gates_v": [ 2.3388969445882966, 2.3244401864319006, 2.3197933713102024, 2.3301196271361992, 2.315146556188503, 2.3156628689798033, 2.337348006214397, 2.3156628689798033, 2.3378643190056967, 2.3218586224754016, 2.316695494562403, 2.313081305023304, 2.330635939927499, 2.3337338166752977, 2.3141139306059038, 2.3388969445882966, 2.3471579492490937, 2.3440600725012946, 2.335799067840497, 2.3316685655100984, 2.3249564992232004, 2.330635939927499, 2.3301196271361992, 2.337348006214397, 2.3352827550491972, 2.346125323666494, 2.3254728120145, 2.3388969445882966, 2.3290870015535994, 2.3094671154842055, 2.3275380631797, 2.3280543759709995 ], "final_gates_v": [ 2.3103831235238075, 2.3249233980231976, 2.295219955377765, 2.3330591743009625, 2.4487132138436087, 2.059568449186747, 2.420589002949523, 2.1730283903605607, 1.6202830303530678, 1.954647184692822, 1.6077094950086652, 1.8944408699307997, 1.9968137730851536, 2.5671065167198375, 2.0240027625865165, 2.5119496115226405, 2.321708077755248, 2.3369542413885376, 2.339728019033435, 2.3371488284704265, 2.1314631983540853, 2.253988579867848, 1.9628165090359753, 2.350173372774841, 2.0002111354550407, 2.3957662349924695, 2.1533371600322004, 2.34468074960781, 2.330043640200985, 2.311659379551853, 2.296048221388717, 2.325994377372755 ], "classification_error": 0.0, "hinge_loss_v2": 0.00011740447452664177, "margin_success_fraction": 0.0, "outputs_v": [ -0.004666189938611093, -0.010053200800564932, -0.008138129759871049, -0.0004324749310929965, 0.008711428202692384, 0.01432149214889511, 0.012986508863874924, 0.005058779545668968 ], "local_updates": 2088, "cumulative_learning_time_seconds": 0.07236419327099841, "clamp_displacement_l2_time_v2_s": 0.0008309789482691077, "max_abs_clamp_displacement_v": 0.10825098575023875, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.0003229033660372829, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005781038097557867, -0.0005180711640264679, -0.0003972881304095399, -0.00028735176611835445, -0.00024666838460093987, -0.0002977093783609608, -0.00041671895483721966, -0.0005356586150454534 ] }, { "epoch": 10, "classification_error": 0.125, "hinge_loss_v2": 0.0003094894054248822, "margin_success_fraction": 0.0, "outputs_v": [ -0.00026243846735582443, -0.0004464746220505522, -0.00022657608916432093, 0.0002569505639999359, 0.0007302320122367367, 0.0009278079193555111, 0.0007252736118126824, 0.0002282173349584249 ] }, { "epoch": 20, "classification_error": 0.125, "hinge_loss_v2": 0.0002976021816193516, "margin_success_fraction": 0.0, "outputs_v": [ -7.756069199169047e-05, -0.0004946613870961403, -0.00018000862907247006, 0.0006598053764540479, 0.0015458775325471186, 0.001981505914515347, 0.0017000236507345723, 0.0008417138041464933 ] }, { "epoch": 30, "classification_error": 0.25, "hinge_loss_v2": 0.000286705299818819, "margin_success_fraction": 0.0, "outputs_v": [ 6.008007221669498e-06, -0.0006357994464263328, -0.00023011239640702286, 0.0009521886900140386, 0.002235515124392601, 0.0029012148281357952, 0.002544791874009217, 0.0013386526215189432 ] }, { "epoch": 40, "classification_error": 0.25, "hinge_loss_v2": 0.0002764763816920536, "margin_success_fraction": 0.0, "outputs_v": [ 1.1293162070158402e-05, -0.00084895447228861, -0.0003554471195339748, 0.0011583025652962264, 0.002826716908205573, 0.0037165515109470193, 0.0032887527979914843, 0.0017454932041602866 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00026672256832688105, "margin_success_fraction": 0.0, "outputs_v": [ -4.375180291324443e-05, -0.0011178219299171066, -0.0005393107290974364, 0.001297019617268469, 0.0033410077907904123, 0.0044506570585576, 0.003954707184775669, 0.002082898254218868 ] }, { "epoch": 60, "classification_error": 0.125, "hinge_loss_v2": 0.0002573292142350359, "margin_success_fraction": 0.0, "outputs_v": [ -0.00014516790644869548, -0.0014297365376151616, -0.0007687294504548636, 0.0013830105283171301, 0.003795134182513288, 0.005121549844467971, 0.0045604151096444445, 0.00236695364429379 ] }, { "epoch": 70, "classification_error": 0.125, "hinge_loss_v2": 0.0002482288006783959, "margin_success_fraction": 0.0, "outputs_v": [ -0.00028213882203331764, -0.0017748890697340813, -0.001033655486914281, 0.0014276356357531272, 0.004202066982846586, 0.005743194697294285, 0.005119649040334129, 0.0026101322015008033 ] }, { "epoch": 80, "classification_error": 0.125, "hinge_loss_v2": 0.0002393821256080519, "margin_success_fraction": 0.0, "outputs_v": [ -0.0004463138574902492, -0.0021457041365171015, -0.0013263329665542112, 0.0014396541309184552, 0.004571799932228643, 0.00632635401480805, 0.005643031839645984, 0.002822060234926871 ] }, { "epoch": 90, "classification_error": 0.125, "hinge_loss_v2": 0.00023076696775951047, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006312691135965109, -0.0025363454979006883, -0.0016407918941115929, 0.0014257891224572772, 0.004911986624856951, 0.0068792672148196565, 0.006138705474423051, 0.003010128538918466 ] }, { "epoch": 100, "classification_error": 0.125, "hinge_loss_v2": 0.0002223712652110687, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008320792215128214, -0.0029423235433127526, -0.0019724466806305407, 0.0013911773521879112, 0.005228448552768966, 0.00740819308589824, 0.006612864543692448, 0.0031799791135960764 ] }, { "epoch": 110, "classification_error": 0.125, "hinge_loss_v2": 0.0002141890163786411, "margin_success_fraction": 0.0, "outputs_v": [ -0.001044977753631382, -0.0033601846835576987, -0.0023177781952817833, 0.0013397263903678902, 0.005525579678014453, 0.007917842150407722, 0.007070181380362084, 0.003335892211381586 ] }, { "epoch": 120, "classification_error": 0.125, "hinge_loss_v2": 0.0002062178149804225, "margin_success_fraction": 0.0, "outputs_v": [ -0.0012670890410814706, -0.0037872666805529587, -0.0026740830720086706, 0.0012743972698795736, 0.005806667568712676, 0.00841172033259216, 0.007514143746682522, 0.0034810930732308565 ] }, { "epoch": 130, "classification_error": 0.125, "hinge_loss_v2": 0.000198457362977004, "margin_success_fraction": 0.0, "outputs_v": [ -0.0014962172420929787, -0.004221506783564727, -0.0030392768981370444, 0.0011974272891677462, 0.00607414748572338, 0.008892401312030507, 0.007947322274474672, 0.0036179941795194126 ] }, { "epoch": 140, "classification_error": 0.125, "hinge_loss_v2": 0.00019090856734479186, "margin_success_fraction": 0.0, "outputs_v": [ -0.0017306812389962234, -0.004661292080114704, -0.003411740499010968, 0.0011105048686332886, 0.006329802645947652, 0.00936174159128994, 0.008371581492878893, 0.003748385787200492 ] }, { "epoch": 150, "classification_error": 0.125, "hinge_loss_v2": 0.0001835729849355189, "margin_success_fraction": 0.0, "outputs_v": [ -0.0019691860953424123, -0.00510534347179209, -0.0037902005692674046, 0.0010149061098863876, 0.006574921408929513, 0.00982104967941938, 0.008788245691356805, 0.003873585124773482 ] }, { "epoch": 160, "classification_error": 0.125, "hinge_loss_v2": 0.00017645247488093794, "margin_success_fraction": 0.0, "outputs_v": [ -0.00221072357258309, -0.0055526263312991875, -0.004173637575246414, 0.0009116008731710756, 0.006810420102996428, 0.010271218644272745, 0.009198228743560521, 0.003994552651045258 ] }, { "epoch": 170, "classification_error": 0.125, "hinge_loss_v2": 0.00016954897753593354, "margin_success_fraction": 0.0, "outputs_v": [ -0.0024544956565623055, -0.006002282248366825, -0.004561215227219806, 0.0008013352289248654, 0.007036938541130883, 0.010712829524420764, 0.00960213527764614, 0.004111982171591089 ] }, { "epoch": 180, "classification_error": 0.125, "hinge_loss_v2": 0.00016286435422710222, "margin_success_fraction": 0.0, "outputs_v": [ -0.0026998562360258938, -0.006453577382263653, -0.0049522269497096205, 0.0006846920701031323, 0.007254913905245325, 0.011146231640898618, 0.010000339475821657, 0.004226370281632252 ] }, { "epoch": 190, "classification_error": 0.125, "hinge_loss_v2": 0.0001564003012637982, "margin_success_fraction": 0.0, "outputs_v": [ -0.0029462670198054652, -0.006905863813866736, -0.005346055667206306, 0.0005621422086326822, 0.007464637591032719, 0.011571604696203275, 0.010393044346609204, 0.004338069549980783 ] }, { "epoch": 200, "classification_error": 0.125, "hinge_loss_v2": 0.00015015825890099866, "margin_success_fraction": 0.0, "outputs_v": [ -0.0031932646134027742, -0.007358551069220426, -0.005742144018622275, 0.00043407817919532965, 0.007666298636478164, 0.011989006525329832, 0.010780330205471589, 0.004447328930760552 ] }, { "epoch": 210, "classification_error": 0.125, "hinge_loss_v2": 0.00014413935759320098, "margin_success_fraction": 0.0, "outputs_v": [ -0.0034404362757222973, -0.00781108553872828, -0.006139972675365424, 0.00030084160927615344, 0.0078600166601695, 0.012398409620940631, 0.011162188872866657, 0.0045543242141147244 ] }, { "epoch": 220, "classification_error": 0.125, "hinge_loss_v2": 0.00013834436989479252, "margin_success_fraction": 0.0, "outputs_v": [ -0.0036874023908110842, -0.008262935991900366, -0.006539044922545173, 0.00016274290589052276, 0.008045866638384913, 0.012799728920754483, 0.011538550961870508, 0.004659180751009462 ] }, { "epoch": 230, "classification_error": 0.125, "hinge_loss_v2": 0.00013277367145448428, "margin_success_fraction": 0.0, "outputs_v": [ -0.003933804110078515, -0.008713583774159261, -0.006938876057477034, 2.0075433238980755e-05, 0.008223897355376958, 0.013192842817806777, 0.011909306217579602, 0.0047619902112340795 ] }, { "epoch": 240, "classification_error": 0.0, "hinge_loss_v2": 0.00012742720862609017, "margin_success_fraction": 0.0, "outputs_v": [ -0.004179294958963881, -0.009162516585823732, -0.00733898648193404, -0.00012687455632096056, 0.00839414495897059, 0.013577608927551027, 0.012274318747666546, 0.004862822751693641 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 0.0001223044718713748, "margin_success_fraction": 0.0, "outputs_v": [ -0.004423535451738098, -0.009609224971048297, -0.007738897596351213, -0.0002778212349082432, 0.008556642759975835, 0.013953875830941848, 0.012633438344577197, 0.004961735687651403 ] }, { "epoch": 260, "classification_error": 0.0, "hinge_loss_v2": 0.00011740447452664177, "margin_success_fraction": 0.0, "outputs_v": [ -0.004666189938611093, -0.010053200800564932, -0.008138129759871049, -0.0004324749310929965, 0.008711428202692384, 0.01432149214889511, 0.012986508863874924, 0.005058779545668968 ] } ] } }, { "task_index": 3, "source_file": "experiment_taskcycle_L_18_25-02-04-17-09-51.mat", "input_diameter_v": 0.25015636363636373, "classes": [ 0, 0, 0, 1, 1, 1, 1, 0 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.335799067840497, 2.335799067840497, 2.3244401864319006, 2.3270217503884, 2.319277058518902, 2.320309684101502, 2.337348006214397, 2.3244401864319006, 2.3419948213360953, 2.3244401864319006, 2.3187607457276025, 2.313597617814604, 2.323407560849301, 2.336831693423097, 2.316695494562403, 2.3388969445882966, 2.3471579492490937, 2.3394132573795963, 2.334250129466598, 2.334250129466598, 2.3290870015535994, 2.330635939927499, 2.3327011910926982, 2.336831693423097, 2.337348006214397, 2.349739513205593, 2.3244401864319006, 2.3388969445882966, 2.3337338166752977, 2.3177281201450026, 2.3280543759709995, 2.3301196271361992 ], "final_gates_v": [ 2.278049289285549, 2.344676213571095, 2.270361198064855, 2.337620714109998, 2.415676493252746, 2.038150371609217, 2.8079840977961545, 1.8591524206345191, 1.5371097132890077, 2.232272596128548, 1.4894787150410644, 2.2111020657984044, 1.6586779022908895, 2.685705823339301, 1.3382972804934328, 3.1310841221158987, 2.4122918200916876, 2.332651787085417, 2.2298112005976467, 2.3403573735967345, 1.6381083251745152, 2.2777613861361403, 2.6681207326138088, 2.108758792995216, 2.7602588711909735, 2.3943359288653356, 1.919926253036703, 2.580448482385536, 2.1660847644332946, 2.3200934036004908, 2.3732718224478453, 2.3274049349823747 ], "classification_error": 0.0, "hinge_loss_v2": 1.6372262244470265e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.03032490480875555, -0.03119692139533875, -0.014093800184231398, 0.010498616988303233, 0.029378777773142684, 0.03204895213908815, 0.01577149128646091, -0.010618760078377143 ], "local_updates": 3238, "cumulative_learning_time_seconds": 3.2379999999997544, "clamp_displacement_l2_time_v2_s": 0.00033419944169192856, "max_abs_clamp_displacement_v": 0.019327236376902684, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.25, "hinge_loss_v2": 0.0003166857472138069, "margin_success_fraction": 0.0, "outputs_v": [ -0.0004370772972686343, -0.00043029506760436376, -0.00025897986564693554, -2.5708550683095632e-05, 0.00014246040413559702, 0.0001500739985929589, -1.713959157387257e-05, -0.00026482786834675087 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00018067052153970592, "margin_success_fraction": 0.0, "outputs_v": [ -0.004677808271845968, -0.005943420456069687, -0.00283051855967964, 0.0027622452930904096, 0.007714541188861085, 0.009211369548439763, 0.0062210589990363, 0.00039689633135853164 ] }, { "epoch": 100, "classification_error": 0.0, "hinge_loss_v2": 0.00011118063919961474, "margin_success_fraction": 0.0, "outputs_v": [ -0.009740654681978211, -0.01162867309521659, -0.00615580971165805, 0.00333248706467959, 0.011575055980022841, 0.013904252906783376, 0.008661551290345376, -0.0012682317587636716 ] }, { "epoch": 150, "classification_error": 0.0, "hinge_loss_v2": 7.78090022175527e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.01357970201206854, -0.015723684723632225, -0.008399026830766015, 0.003911206301284248, 0.014415470520143109, 0.01718347709569057, 0.010179286172390778, -0.002755346756945276 ] }, { "epoch": 200, "classification_error": 0.0, "hinge_loss_v2": 6.249330889275954e-05, "margin_success_fraction": 0.25, "outputs_v": [ -0.016166010172109502, -0.01831579366071412, -0.009577117980541477, 0.004702595482213162, 0.016676418430171397, 0.019597103616744327, 0.011242736183305346, -0.003808292506907618 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 5.360719582096828e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.018195282925567352, -0.02025558693284993, -0.010358487209024853, 0.00544219658564396, 0.01849244884863052, 0.021449141035859765, 0.011986962279111946, -0.004710538024183419 ] }, { "epoch": 300, "classification_error": 0.0, "hinge_loss_v2": 4.6483353606500114e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.020037217980415356, -0.021980330344306465, -0.010992716493516463, 0.006205659181485801, 0.020224118894906273, 0.023186450479120074, 0.012683836475632426, -0.005534177253358752 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 3.996062885437467e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.021879121065287388, -0.02368083857518935, -0.011612721678289833, 0.006943603942917875, 0.02188652194599991, 0.024833952491901318, 0.013303615788669537, -0.0063988023012917505 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 3.4047568911034785e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.02368568311958047, -0.025327061639096732, -0.012193213528673558, 0.007679970901403543, 0.023505948598206955, 0.02642243916827769, 0.013881627635283361, -0.007266976631239486 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 2.8740614661163207e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.025446133326785414, -0.0269108234683324, -0.012732351286881577, 0.008410570892458169, 0.025075362331223205, 0.027946494095386715, 0.014418232408279857, -0.008131333188580114 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 2.402855486270449e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.02715070986635537, -0.028425320327409576, -0.013229818414032368, 0.0091298683356692, 0.02658670718119252, 0.029399930391705464, 0.014913106729085635, -0.00898525315219828 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 1.9892441677057618e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.02879004900003515, -0.029864520955640766, -0.013685969404198473, 0.009832184981264341, 0.028032375100104617, 0.03077729826876019, 0.015366526384090917, -0.009821963073635809 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 1.6372262244470265e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.03032490480875555, -0.03119692139533875, -0.014093800184231398, 0.010498616988303233, 0.029378777773142684, 0.03204895213908815, 0.01577149128646091, -0.010618760078377143 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 271, "initial_gates_v": [ 2.335799067840497, 2.335799067840497, 2.3244401864319006, 2.3270217503884, 2.319277058518902, 2.320309684101502, 2.337348006214397, 2.3244401864319006, 2.3419948213360953, 2.3244401864319006, 2.3187607457276025, 2.313597617814604, 2.323407560849301, 2.336831693423097, 2.316695494562403, 2.3388969445882966, 2.3471579492490937, 2.3394132573795963, 2.334250129466598, 2.334250129466598, 2.3290870015535994, 2.330635939927499, 2.3327011910926982, 2.336831693423097, 2.337348006214397, 2.349739513205593, 2.3244401864319006, 2.3388969445882966, 2.3337338166752977, 2.3177281201450026, 2.3280543759709995, 2.3301196271361992 ], "final_gates_v": [ 2.307131324066126, 2.3355648170521284, 2.3002236405457213, 2.329220152429278, 2.3630161994842807, 2.1371742606898185, 2.4725563710564695, 2.1446689058918764, 1.6205251622419674, 1.921162414990381, 1.5978090302973937, 1.862498909370754, 2.0336341210053925, 2.503213883813242, 1.9627245182186634, 2.5901861171336287, 2.3557961533506364, 2.3320460075039193, 2.304083290187236, 2.339821537897683, 1.9228134768444678, 2.274042721941955, 2.14716865172814, 2.3359011899005333, 2.182119212682579, 2.3804239942606906, 1.9523088952678527, 2.3600960040007006, 2.2964162620606823, 2.319951151069433, 2.332298288418065, 2.328129769689556 ], "classification_error": 0.0, "hinge_loss_v2": 0.0001202515927379753, "margin_success_fraction": 0.0, "outputs_v": [ -0.008437934190561047, -0.010153174485112909, -0.004927351250489376, 0.004024134035851945, 0.011824114705439814, 0.01408932066408436, 0.009126233805460071, -0.00037588880517708256 ], "local_updates": 2168, "cumulative_learning_time_seconds": 0.07539713687369613, "clamp_displacement_l2_time_v2_s": 0.0008658984718180392, "max_abs_clamp_displacement_v": 0.10829012048491947, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.00032010899020726465, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005064321487569245, -0.0004622467872761049, -0.00034207652156523216, -0.00021706119139877633, -0.00015283061292939437, -0.00018553458419040547, -0.00030389742153499877, -0.0004404143121862769 ] }, { "epoch": 10, "classification_error": 0.125, "hinge_loss_v2": 0.0003080411859228564, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003436798408292807, -0.00043104341262045764, -0.00012194363309198097, 0.00039637626720151475, 0.0008356460430235801, 0.0009458954145812049, 0.0006470854158866224, 0.00010585451537403756 ] }, { "epoch": 20, "classification_error": 0.125, "hinge_loss_v2": 0.000297170121374109, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003004694866458324, -0.0005069213526115168, -1.0733861500494823e-05, 0.0008859590494765812, 0.0016814742606536537, 0.001922952052841348, 0.0014453925352240216, 0.0005136413183435273 ] }, { "epoch": 30, "classification_error": 0.25, "hinge_loss_v2": 0.000287078028727824, "margin_success_fraction": 0.0, "outputs_v": [ -0.0003504667830051822, -0.0006658514925007297, 1.6212334240345294e-05, 0.0012795058428774209, 0.0024162781972554837, 0.0027795168000230575, 0.0021243286322603083, 0.0008131399662937855 ] }, { "epoch": 40, "classification_error": 0.125, "hinge_loss_v2": 0.00027751615207407664, "margin_success_fraction": 0.0, "outputs_v": [ -0.00047307505323399, -0.0008890639420668089, -2.1839943747770096e-05, 0.001598775637175892, 0.003064826657018016, 0.0035421518088031567, 0.0027100082111072288, 0.001028004627585788 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00026833756122583263, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006522197628439086, -0.0011619263532547386, -0.00010987011335805708, 0.0018607512713600394, 0.00364647524978734, 0.004231633409525093, 0.0032228616074388983, 0.001176724935018969 ] }, { "epoch": 60, "classification_error": 0.125, "hinge_loss_v2": 0.00025945640119540093, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008753929637314306, -0.001473062564225136, -0.0002361991636382621, 0.0020786460286441877, 0.004176296907042049, 0.004864154388253827, 0.0036788165561879027, 0.0012737061201584798 ] }, { "epoch": 70, "classification_error": 0.125, "hinge_loss_v2": 0.00025082324969379185, "margin_success_fraction": 0.0, "outputs_v": [ -0.0011328947780417375, -0.0018136536760442745, -0.0003917753450034811, 0.0022627011816739873, 0.004665978269089405, 0.005452277656254806, 0.004090235965370337, 0.0013301266170033244 ] }, { "epoch": 80, "classification_error": 0.125, "hinge_loss_v2": 0.00024241029583465786, "margin_success_fraction": 0.0, "outputs_v": [ -0.0014172289907376512, -0.0021768820130048383, -0.0005696040354875864, 0.0024208206933917786, 0.005124533095134054, 0.006005696937703975, 0.0044666662390314416, 0.0013546222257074247 ] }, { "epoch": 90, "classification_error": 0.125, "hinge_loss_v2": 0.00023420244915132071, "margin_success_fraction": 0.0, "outputs_v": [ -0.0017226212760713677, -0.0025574888139209273, -0.0007642964670549202, 0.0025590767653400903, 0.005558873348907645, 0.006531844615352611, 0.004815435410314095, 0.0013538325157425035 ] }, { "epoch": 100, "classification_error": 0.125, "hinge_loss_v2": 0.00022619204945551613, "margin_success_fraction": 0.0, "outputs_v": [ -0.002044635854233673, -0.0029514231545324787, -0.0009717105274748561, 0.0026821119921702774, 0.005974262936894931, 0.00703637718438091, 0.005142130912168252, 0.0013328367171436262 ] }, { "epoch": 110, "classification_error": 0.125, "hinge_loss_v2": 0.00021837572588694456, "margin_success_fraction": 0.0, "outputs_v": [ -0.0023798713856719167, -0.0033555642240680195, -0.00118866676542273, 0.002793458441717217, 0.006374679601177519, 0.0075235622171394845, 0.005450980433005875, 0.0012955006050114903 ] }, { "epoch": 120, "classification_error": 0.125, "hinge_loss_v2": 0.00021075254152884673, "margin_success_fraction": 0.0, "outputs_v": [ -0.002725720636159168, -0.003767502539666706, -0.001412724581003777, 0.002895789968743928, 0.0067631019122210145, 0.007996585978261833, 0.005745154654259649, 0.0012447516616957421 ] }, { "epoch": 130, "classification_error": 0.125, "hinge_loss_v2": 0.00020332290004455958, "margin_success_fraction": 0.0, "outputs_v": [ -0.0030801813663240696, -0.004185368409529738, -0.0016420066447516146, 0.0029911209513724946, 0.0071417362060176015, 0.008457797166997266, 0.0060270070835987954, 0.001182796524634433 ] }, { "epoch": 140, "classification_error": 0.125, "hinge_loss_v2": 0.00019608790155132115, "margin_success_fraction": 0.0, "outputs_v": [ -0.0034417082399173238, -0.00460769814609488, -0.0018750618371713712, 0.0030809621585166924, 0.007512195363690577, 0.008908899368490958, 0.0062982633591208426, 0.0011112921182215851 ] }, { "epoch": 150, "classification_error": 0.125, "hinge_loss_v2": 0.0001890489617135008, "margin_success_fraction": 0.0, "outputs_v": [ -0.0038090974732056804, -0.00503333033688147, -0.0021107588513757936, 0.0031664424226359456, 0.007875639084321151, 0.009351102429668107, 0.00656017007702861, 0.0010314797257321429 ] }, { "epoch": 160, "classification_error": 0.125, "hinge_loss_v2": 0.00018220758404537729, "margin_success_fraction": 0.0, "outputs_v": [ -0.004181397542365295, -0.005461325977788367, -0.00234820413511172, 0.003248403109446879, 0.008232883446635919, 0.009785241025254687, 0.0068136112815676275, 0.0009442894901879884 ] }, { "epoch": 170, "classification_error": 0.125, "hinge_loss_v2": 0.0001755652208954935, "margin_success_fraction": 0.0, "outputs_v": [ -0.004557840502908167, -0.005890907424240227, -0.002586679018464433, 0.0033274710925675632, 0.008584486133011021, 0.010211867174966555, 0.0070591992706688644, 0.0008504214571539159 ] }, { "epoch": 180, "classification_error": 0.125, "hinge_loss_v2": 0.00016912318536678299, "margin_success_fraction": 0.0, "outputs_v": [ -0.0049377895975029895, -0.006321412170068069, -0.002825591955297524, 0.0034041147528456883, 0.008930812378620229, 0.010631322095733642, 0.0072973450209569135, 0.0007504080278124547 ] }, { "epoch": 190, "classification_error": 0.125, "hinge_loss_v2": 0.0001628825927227165, "margin_success_fraction": 0.0, "outputs_v": [ -0.005320699647227839, -0.006752258222262858, -0.003064442576693943, 0.0034786865927726174, 0.00927208576623298, 0.011043791773252237, 0.007528312548033905, 0.0006446617768718355 ] }, { "epoch": 200, "classification_error": 0.125, "hinge_loss_v2": 0.00015684431699039422, "margin_success_fraction": 0.0, "outputs_v": [ -0.005706087474619509, -0.007182918545861505, -0.0033027949797360956, 0.003551455828830208, 0.009608427102716949, 0.011449349706354695, 0.007752260606279093, 0.0005335117514300158 ] }, { "epoch": 210, "classification_error": 0.125, "hinge_loss_v2": 0.000151008960302252, "margin_success_fraction": 0.0, "outputs_v": [ -0.0060935101160540794, -0.007612902519299081, -0.0035402581461385363, 0.0036226320979854953, 0.009939884028389856, 0.011847989652399027, 0.007969274511902047, 0.00041723079367156357 ] }, { "epoch": 220, "classification_error": 0.125, "hinge_loss_v2": 0.00014537682531847376, "margin_success_fraction": 0.0, "outputs_v": [ -0.006482549098997176, -0.008041742823619441, -0.0037764718825495924, 0.003692383685863665, 0.010266453394874558, 0.012239650551908732, 0.008179390237125134, 0.0002960558489242815 ] }, { "epoch": 230, "classification_error": 0.125, "hinge_loss_v2": 0.00013994789325676578, "margin_success_fraction": 0.0, "outputs_v": [ -0.0068727993684862265, -0.008468986472614903, -0.004011096961470451, 0.0037608505656360758, 0.01058809809192296, 0.012624235431780317, 0.00838261254799022, 0.0001702028738119199 ] }, { "epoch": 240, "classification_error": 0.125, "hinge_loss_v2": 0.00013472180491891513, "margin_success_fraction": 0.0, "outputs_v": [ -0.0072638618095837715, -0.008894189024639843, -0.004243808486153966, 0.003828153814197932, 0.01090475956544687, 0.013001625619847829, 0.00857892850182132, 3.987754578455016e-05 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 0.00012969784480419244, "margin_success_fraction": 0.0, "outputs_v": [ -0.007655338493537972, -0.009316911182603277, -0.004474291670381936, 0.0038944022376505016, 0.011216367060878446, 0.013371691381050987, 0.008768317399698078, -9.471722840787011e-05 ] }, { "epoch": 260, "classification_error": 0.0, "hinge_loss_v2": 0.0001248749283813678, "margin_success_fraction": 0.0, "outputs_v": [ -0.008046829985041137, -0.009736717180526572, -0.004702239421751742, 0.003959696892161774, 0.01152284437213702, 0.013734299814085277, 0.00895075802333073, -0.00023337624822056258 ] }, { "epoch": 270, "classification_error": 0.0, "hinge_loss_v2": 0.0001202515927379753, "margin_success_fraction": 0.0, "outputs_v": [ -0.008437934190561047, -0.010153174485112909, -0.004927351250489376, 0.004024134035851945, 0.011824114705439814, 0.01408932066408436, 0.009126233805460071, -0.00037588880517708256 ] } ] } }, { "task_index": 4, "source_file": "experiment_taskcycle_L_18_25-02-04-18-02-51.mat", "input_diameter_v": 0.41692727272727276, "classes": [ 0, 0, 0, 0, 1, 1, 1, 1 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.343027446918695, 2.3249564992232004, 2.3223749352667014, 2.3265054375971, 2.315146556188503, 2.3146302433972035, 2.337348006214397, 2.3177281201450026, 2.3388969445882966, 2.3249564992232004, 2.3156628689798033, 2.316179181771103, 2.333217503883998, 2.336315380631797, 2.3141139306059038, 2.336831693423097, 2.350772138788193, 2.3445763852925947, 2.330635939927499, 2.334250129466598, 2.3270217503884, 2.3275380631797, 2.3285706887622997, 2.337348006214397, 2.3352827550491972, 2.3487068876229933, 2.3244401864319006, 2.3394132573795963, 2.323407560849301, 2.309983428275505, 2.3270217503884, 2.3270217503884 ], "final_gates_v": [ 2.289918989142339, 2.3449956634221585, 2.2736579917965734, 2.34568529649778, 2.8158571240540686, 1.7684294379062169, 2.4555841948768347, 2.1146646162856646, 1.6483069719303656, 2.4280069089627703, 1.708425518378784, 2.3448336010462545, 1.5464535053897868, 3.00601935441416, 1.7884383962611885, 2.6586306459155957, 2.25725665338087, 2.3401160356761603, 2.386207008358977, 2.3375297504928967, 2.657845247434508, 2.09294705951084, 1.8086810785730025, 2.3526471391587678, 1.9955000875896347, 2.556228344721833, 2.705235098635262, 2.3530994282931927, 2.3703977605578572, 2.3115405250782026, 2.1996247228389545, 2.3261872175423175 ], "classification_error": 0.0, "hinge_loss_v2": 1.2612935045575434e-06, "margin_success_fraction": 0.625, "outputs_v": [ -0.018045085147686324, -0.04084538124185935, -0.0387070695073147, -0.015208368260886923, 0.016608261521045442, 0.040417562303257215, 0.041899468650739846, 0.017399829794279897 ], "local_updates": 2731, "cumulative_learning_time_seconds": 2.7309999999998102, "clamp_displacement_l2_time_v2_s": 0.00015127634223508434, "max_abs_clamp_displacement_v": 0.018844051397092755, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.25, "hinge_loss_v2": 0.0003099765073696409, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005768657224113904, -0.0006965482238772136, -0.00041157657089643807, 9.535383412875853e-05, 0.0005470186972894031, 0.000696419680295074, 0.00043748651503827674, -9.917706104817237e-05 ] }, { "epoch": 50, "classification_error": 0.0, "hinge_loss_v2": 8.653325652133886e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.007277987671338748, -0.013899562520482939, -0.011239277871789854, -0.0014233412454999206, 0.010035677808916232, 0.016985354298583416, 0.015192936404147317, 0.00505170292203061 ] }, { "epoch": 100, "classification_error": 0.0, "hinge_loss_v2": 5.304699421662463e-05, "margin_success_fraction": 0.375, "outputs_v": [ -0.010264466543062956, -0.01988929095639927, -0.016977669153726282, -0.0040923838158358206, 0.011533204066978192, 0.021588040988705176, 0.019986182521211426, 0.006675200754759969 ] }, { "epoch": 150, "classification_error": 0.0, "hinge_loss_v2": 3.8205625248781045e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.011584709189241205, -0.023515967535622406, -0.020615038441051142, -0.005667167117011679, 0.01293738573400613, 0.025365500959543152, 0.024124770733075895, 0.008685483604733979 ] }, { "epoch": 200, "classification_error": 0.0, "hinge_loss_v2": 2.7085682935888954e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.012897473170252693, -0.026865020655561955, -0.02402873776622802, -0.007348597463162826, 0.013823322924172737, 0.0283594094752124, 0.027512377230487273, 0.01027001448634357 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 1.8803348267096588e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.014034319013964625, -0.02981667601474433, -0.027069656408041876, -0.008897930697571249, 0.014525422365185031, 0.030949744013127334, 0.030499588939680466, 0.01169287663612023 ] }, { "epoch": 300, "classification_error": 0.0, "hinge_loss_v2": 1.2809346104060246e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.014996162086367393, -0.0323692717842928, -0.029723777070554736, -0.010283443251896507, 0.015086011107454528, 0.03317282906891167, 0.033105248554340494, 0.012958656200126262 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 8.59511582553974e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.01579869668005851, -0.034541121961338656, -0.032000153851875324, -0.011496532839299578, 0.015527751171247883, 0.03505113219684863, 0.03533878378001376, 0.014061968649647705 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 5.713789684627525e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.016459613572322618, -0.03636033120547169, -0.0339200937691054, -0.012537741402208313, 0.015871588120687452, 0.03661405295195941, 0.03722096721724716, 0.015004817031749218 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 3.7945163439516275e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.01699730651482423, -0.0378620992088744, -0.03551433847045696, -0.013415103992779814, 0.016136628375264084, 0.037896436001941036, 0.03878227054590394, 0.01579606912143222 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 2.546050177907905e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.017429971242651332, -0.03908564378481441, -0.03681967558917115, -0.014142267002669018, 0.016339491669060208, 0.03893563038140624, 0.04005928000119541, 0.01644949142432489 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 1.750935381701655e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.017774802773554477, -0.040071134699217886, -0.03787542259509458, -0.014736295990434217, 0.016494046264407147, 0.03976876998307585, 0.04109104600062635, 0.016981614637274933 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 1.2612935045575434e-06, "margin_success_fraction": 0.625, "outputs_v": [ -0.018045085147686324, -0.04084538124185935, -0.0387070695073147, -0.015208368260886923, 0.016608261521045442, 0.040417562303257215, 0.041899468650739846, 0.017399829794279897 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 141, "initial_gates_v": [ 2.343027446918695, 2.3249564992232004, 2.3223749352667014, 2.3265054375971, 2.315146556188503, 2.3146302433972035, 2.337348006214397, 2.3177281201450026, 2.3388969445882966, 2.3249564992232004, 2.3156628689798033, 2.316179181771103, 2.333217503883998, 2.336315380631797, 2.3141139306059038, 2.336831693423097, 2.350772138788193, 2.3445763852925947, 2.330635939927499, 2.334250129466598, 2.3270217503884, 2.3275380631797, 2.3285706887622997, 2.337348006214397, 2.3352827550491972, 2.3487068876229933, 2.3244401864319006, 2.3394132573795963, 2.323407560849301, 2.309983428275505, 2.3270217503884, 2.3270217503884 ], "final_gates_v": [ 2.319477048845749, 2.3334697348600253, 2.3011324752009874, 2.3356614502168442, 2.4140787216821886, 2.1532148465655583, 2.3817768385414544, 2.241256308858248, 1.918336010416192, 2.1983903853597226, 1.9020071369060836, 2.1641424755520227, 2.068787748775058, 2.544399739795048, 2.0933780576631773, 2.49093925438973, 2.3317106699520362, 2.3410890633791688, 2.338881252557395, 2.3369480680263197, 2.2633235235206333, 2.2877681305690936, 2.1155823109558765, 2.344160446732513, 2.1447709037421405, 2.378269665987926, 2.2771272785909664, 2.344454941967973, 2.3289948946288153, 2.3110088675049947, 2.3034755099326962, 2.3259495245173483 ], "classification_error": 0.0, "hinge_loss_v2": 0.00010020089327386321, "margin_success_fraction": 0.0, "outputs_v": [ -0.0057484107737295065, -0.011832172192522361, -0.009458200057083282, -0.0005946355162257111, 0.009790343282193636, 0.01617601317281675, 0.014679726896029754, 0.00551781494183845 ], "local_updates": 1128, "cumulative_learning_time_seconds": 0.03594576774995968, "clamp_displacement_l2_time_v2_s": 0.0004115874516991781, "max_abs_clamp_displacement_v": 0.10823404254769671, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.5, "hinge_loss_v2": 0.0003200401052222714, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006342615024844123, -0.0005724309693722618, -0.0003660295629341337, -0.00013915455226731765, -9.11552837948304e-06, -4.665258939781647e-05, -0.00024586685190275404, -0.0004971220312613434 ] }, { "epoch": 10, "classification_error": 0.125, "hinge_loss_v2": 0.0002862492027656055, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005782813791312402, -0.001156604237444292, -0.0006795226783755381, 0.0005241478184087045, 0.0017804335295375506, 0.0024035011774903303, 0.002002894434858238, 0.0007546563940786788 ] }, { "epoch": 20, "classification_error": 0.125, "hinge_loss_v2": 0.0002584915487200713, "margin_success_fraction": 0.0, "outputs_v": [ -0.000693378884718987, -0.001860190481411672, -0.0011386022583445565, 0.0009543438873681198, 0.003239535056103998, 0.004472004389593165, 0.0038945664532241686, 0.0017364004016400258 ] }, { "epoch": 30, "classification_error": 0.125, "hinge_loss_v2": 0.00023498395361126528, "margin_success_fraction": 0.0, "outputs_v": [ -0.0009341125197996902, -0.0026464837441605715, -0.0017032388770099327, 0.001204678719268576, 0.004436695343366964, 0.006235932575731518, 0.005503227699716506, 0.002509141060667408 ] }, { "epoch": 40, "classification_error": 0.125, "hinge_loss_v2": 0.00021462124841812062, "margin_success_fraction": 0.0, "outputs_v": [ -0.0012651798464972663, -0.0034869622647521747, -0.0023422704022312835, 0.0013166868889534222, 0.005425372819606755, 0.007755359116939864, 0.006886515623696299, 0.0031203098682683894 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00019670435268018865, "margin_success_fraction": 0.0, "outputs_v": [ -0.0016591712857826346, -0.004359517446385713, -0.003031463965319947, 0.0013228178283218317, 0.006247413607628233, 0.00907727648351181, 0.00808942107745625, 0.003606836421800319 ] }, { "epoch": 60, "classification_error": 0.125, "hinge_loss_v2": 0.00018077790630525209, "margin_success_fraction": 0.0, "outputs_v": [ -0.002094874144746295, -0.00524709408682042, -0.0037520360248466667, 0.0012484048896822253, 0.006935595227389152, 0.010238479966958342, 0.009147077470277987, 0.003997444483488155 ] }, { "epoch": 70, "classification_error": 0.125, "hinge_loss_v2": 0.0001665330820647525, "margin_success_fraction": 0.0, "outputs_v": [ -0.0025559499934412755, -0.00613661673116131, -0.004489491040370358, 0.0011131911388839177, 0.007515583027470102, 0.011267775132764418, 0.010086895152668252, 0.004314419770135247 ] }, { "epoch": 80, "classification_error": 0.125, "hinge_loss_v2": 0.0001537495176610942, "margin_success_fraction": 0.0, "outputs_v": [ -0.0030298881798868083, -0.007018138681936459, -0.0052327000848728655, 0.0009325362426879646, 0.008007466466531249, 0.012187706672689425, 0.010930232898888614, 0.0045749989696377 ] }, { "epoch": 90, "classification_error": 0.125, "hinge_loss_v2": 0.0001422607467218529, "margin_success_fraction": 0.0, "outputs_v": [ -0.003507174866722973, -0.007884162675543233, -0.005973169214107232, 0.0007183701052812796, 0.008426975953519489, 0.013015926641344544, 0.011693719553949544, 0.004792470299021578 ] }, { "epoch": 100, "classification_error": 0.125, "hinge_loss_v2": 0.0001319337229776633, "margin_success_fraction": 0.0, "outputs_v": [ -0.003980634522293858, -0.008729104815656558, -0.006704460689979014, 0.0004799500423113834, 0.008786448045724593, 0.013766280222085564, 0.012390304924100981, 0.004977046632289206 ] }, { "epoch": 110, "classification_error": 0.125, "hinge_loss_v2": 0.0001226567615859912, "margin_success_fraction": 0.0, "outputs_v": [ -0.00444491057566665, -0.009548872996781949, -0.007421737840084042, 0.00022445779937771415, 0.009095588777626479, 0.014449665507828446, 0.013030090147274909, 0.0051365562469112835 ] }, { "epoch": 120, "classification_error": 0.0, "hinge_loss_v2": 0.00011433247494480698, "margin_success_fraction": 0.0, "outputs_v": [ -0.004896058058697805, -0.010340537558797186, -0.008121409286394127, -4.253211607307961e-05, 0.00936207417769186, 0.015074711141301322, 0.013620983308827606, 0.005276986662746008 ] }, { "epoch": 130, "classification_error": 0.0, "hinge_loss_v2": 0.00010687365702637717, "margin_success_fraction": 0.0, "outputs_v": [ -0.005331225967077247, -0.011102075469314049, -0.008800852537210024, -0.0003166874692038524, 0.009592019491541925, 0.01564830623420374, 0.014169212836894096, 0.005402910189609644 ] }, { "epoch": 140, "classification_error": 0.0, "hinge_loss_v2": 0.00010020089327386321, "margin_success_fraction": 0.0, "outputs_v": [ -0.0057484107737295065, -0.011832172192522361, -0.009458200057083282, -0.0005946355162257111, 0.009790343282193636, 0.01617601317281675, 0.014679726896029754, 0.00551781494183845 ] } ] } }, { "task_index": 5, "source_file": "experiment_taskcycle_L_18_25-02-04-16-42-58.mat", "input_diameter_v": 0.41692727272727276, "classes": [ 0, 0, 0, 1, 1, 1, 1, 0 ], "standard_clean": { "method": "clean", "requested_epochs": 600, "completed_epochs": 600, "initial_gates_v": [ 2.3352827550491972, 2.335799067840497, 2.322891248058001, 2.3275380631797, 2.3187607457276025, 2.313597617814604, 2.3337338166752977, 2.3244401864319006, 2.3383806317969964, 2.3254728120145, 2.320309684101502, 2.3177281201450026, 2.3290870015535994, 2.3352827550491972, 2.3156628689798033, 2.3394132573795963, 2.349739513205593, 2.337348006214397, 2.335799067840497, 2.3321848783013985, 2.3301196271361992, 2.330635939927499, 2.3337338166752977, 2.337348006214397, 2.337348006214397, 2.345609010875194, 2.3275380631797, 2.3388969445882966, 2.3311522527187987, 2.316179181771103, 2.3223749352667014, 2.3285706887622997 ], "final_gates_v": [ 2.285692153595968, 2.351705999542641, 2.2759286628870226, 2.344369822508937, 2.3665429685383974, 2.1435718452036325, 2.7521323114240808, 1.9273218988820027, 1.7463219724661445, 2.335822960259528, 1.7134017283839225, 2.322739017963524, 1.796844361588951, 2.634616716800721, 1.451673242355327, 3.0855042270398507, 2.4184158221904895, 2.333084323005918, 2.235113298182428, 2.3362183524180944, 1.7172744280101628, 2.31155515326242, 2.7097133876953707, 2.1686413662767765, 2.786169409213163, 2.3673219457224373, 1.9396642028791582, 2.528447913097693, 2.179288169999931, 2.31759676003683, 2.377995419872406, 2.326782247836218 ], "classification_error": 0.0, "hinge_loss_v2": 1.9676726111561866e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.040319970214520495, -0.039022987278860916, -0.01590856866262988, 0.015039376197402393, 0.037899277087495825, 0.04003449185203131, 0.017998086392811474, -0.01638692874059583 ], "local_updates": 2751, "cumulative_learning_time_seconds": 2.750999999999808, "clamp_displacement_l2_time_v2_s": 0.0001642855797005851, "max_abs_clamp_displacement_v": 0.019362976343286813, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.0, "hinge_loss_v2": 0.00030730711995171034, "margin_success_fraction": 0.0, "outputs_v": [ -0.0006341365706877822, -0.0006867815615675676, -0.00033979526489344436, 0.00019291257978817922, 0.0006250799615704072, 0.0007172756169394889, 0.00038981285016548295, -0.00018253888177433009 ] }, { "epoch": 50, "classification_error": 0.0, "hinge_loss_v2": 9.075223612931562e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.0115913733320272, -0.013462638681634054, -0.006852128880880548, 0.004169383975161534, 0.013670353865435858, 0.01634766021037018, 0.010110880784232223, -0.0017185838765444994 ] }, { "epoch": 100, "classification_error": 0.0, "hinge_loss_v2": 5.5864395322466446e-05, "margin_success_fraction": 0.375, "outputs_v": [ -0.017488822927515857, -0.019140769124664586, -0.00948977835052292, 0.005573113391007245, 0.018022585784012224, 0.02090688162217727, 0.011735653206988439, -0.004562722131280006 ] }, { "epoch": 150, "classification_error": 0.0, "hinge_loss_v2": 4.1835150038979025e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.021143027791996227, -0.02244448413706779, -0.010639147937026111, 0.007101318086508074, 0.021383343285457768, 0.02423006402023148, 0.012969030532198222, -0.0063206534437317274 ] }, { "epoch": 200, "classification_error": 0.0, "hinge_loss_v2": 3.086916327837087e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.02451211829242589, -0.025443313327313866, -0.011668549540228779, 0.008465448421679844, 0.02435418326949429, 0.027129261432286195, 0.013967168207327518, -0.00801527991204598 ] }, { "epoch": 250, "classification_error": 0.0, "hinge_loss_v2": 2.24307906393847e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.027554265134176414, -0.028118981742042692, -0.012559893145981604, 0.009707437413530667, 0.02700880999935687, 0.029698403147310898, 0.014822753894124852, -0.009574439160261794 ] }, { "epoch": 300, "classification_error": 0.0, "hinge_loss_v2": 1.607014504308645e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.030264984811303686, -0.030477754639837512, -0.013322970427144115, 0.010824587387645551, 0.02935587480486304, 0.03195350550079129, 0.015552684184548526, -0.010984969432623337 ] }, { "epoch": 350, "classification_error": 0.0, "hinge_loss_v2": 1.137396854107736e-05, "margin_success_fraction": 0.5, "outputs_v": [ -0.03264994216543898, -0.03253333249754592, -0.013970431005974587, 0.011814952181956606, 0.03140586856286201, 0.03391057269356976, 0.01616955888946814, -0.012242483966118767 ] }, { "epoch": 400, "classification_error": 0.0, "hinge_loss_v2": 7.976286770369329e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.034722293278651284, -0.034304617159473805, -0.014515269898590838, 0.012680541142596757, 0.03317514845420058, 0.03559023328642713, 0.016686282114253548, -0.013347640054300225 ] }, { "epoch": 450, "classification_error": 0.0, "hinge_loss_v2": 5.565166287702873e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.03650166221355822, -0.035814634834465314, -0.014970300701442202, 0.013427000000631129, 0.034684993117717056, 0.03701677637673806, 0.017115703756260536, -0.014305687666016587 ] }, { "epoch": 500, "classification_error": 0.0, "hinge_loss_v2": 3.884774162947917e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.03801256890329607, -0.03708913809634856, -0.015347742187328567, 0.014062834190614187, 0.03596006103253421, 0.038216685882217855, 0.017470105104833045, -0.015125689893524696 ] }, { "epoch": 550, "classification_error": 0.0, "hinge_loss_v2": 2.7328807410259646e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.039282575432849076, -0.03815512673411964, -0.015658916088185898, 0.014598469392370972, 0.03702674632662026, 0.03921718023885251, 0.017760830090894686, -0.015819458937329 ] }, { "epoch": 599, "classification_error": 0.0, "hinge_loss_v2": 1.9676726111561866e-06, "margin_success_fraction": 0.5, "outputs_v": [ -0.040319970214520495, -0.039022987278860916, -0.01590856866262988, 0.015039376197402393, 0.037899277087495825, 0.04003449185203131, 0.017998086392811474, -0.01638692874059583 ] } ] }, "overclamp_clean": { "method": "overclamp_clean", "requested_epochs": 1000, "completed_epochs": 151, "initial_gates_v": [ 2.3352827550491972, 2.335799067840497, 2.322891248058001, 2.3275380631797, 2.3187607457276025, 2.313597617814604, 2.3337338166752977, 2.3244401864319006, 2.3383806317969964, 2.3254728120145, 2.320309684101502, 2.3177281201450026, 2.3290870015535994, 2.3352827550491972, 2.3156628689798033, 2.3394132573795963, 2.349739513205593, 2.337348006214397, 2.335799067840497, 2.3321848783013985, 2.3301196271361992, 2.330635939927499, 2.3337338166752977, 2.337348006214397, 2.337348006214397, 2.345609010875194, 2.3275380631797, 2.3388969445882966, 2.3311522527187987, 2.316179181771103, 2.3223749352667014, 2.3285706887622997 ], "final_gates_v": [ 2.3117805998781145, 2.3431803132739364, 2.3019660193024034, 2.3356074222948524, 2.3433369692338406, 2.2161173053668444, 2.4306086057913556, 2.2014392166837777, 1.9123188085882112, 2.1711789088497286, 1.897507439125461, 2.139301740788309, 2.106764753588487, 2.485991112093973, 2.0262658158997624, 2.567714147827092, 2.360724570807148, 2.3335675258817647, 2.3135228953815923, 2.3349338463781053, 2.0906341176374204, 2.3036110889337476, 2.2760631432661578, 2.332828687402703, 2.3008151192899833, 2.362220954057704, 2.113097460984557, 2.35621978094753, 2.3030957577683453, 2.3173934124931015, 2.3304748925425036, 2.327574036371733 ], "classification_error": 0.0, "hinge_loss_v2": 9.98492266788381e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.010257267176187579, -0.01211190623195324, -0.005920542975216048, 0.004485527942781897, 0.01355593389301768, 0.016252365416895814, 0.010449200956294813, -0.0008011192157219016 ], "local_updates": 1208, "cumulative_learning_time_seconds": 0.03832453565025011, "clamp_displacement_l2_time_v2_s": 0.00043876512192355267, "max_abs_clamp_displacement_v": 0.10828777935029398, "clipped_updates": 0, "trace": [ { "epoch": 0, "classification_error": 0.25, "hinge_loss_v2": 0.0003161639115727901, "margin_success_fraction": 0.0, "outputs_v": [ -0.0005882172236788552, -0.0005479197058629315, -0.00034188681567437484, -9.54602206271471e-05, 6.382664457096898e-05, 4.9554358124037634e-05, -0.00014700346984597434, -0.00041953310061937366 ] }, { "epoch": 10, "classification_error": 0.125, "hinge_loss_v2": 0.0002854774652440034, "margin_success_fraction": 0.0, "outputs_v": [ -0.0008514170231160301, -0.0011402407491082622, -0.00042098343986554654, 0.0008582242034529675, 0.0019988023690973855, 0.002364915452217037, 0.001692388793389732, 0.00033574823815135657 ] }, { "epoch": 20, "classification_error": 0.125, "hinge_loss_v2": 0.00025987423956557213, "margin_success_fraction": 0.0, "outputs_v": [ -0.0012729345996804753, -0.0018398404246261213, -0.0006302804747783108, 0.0016001606697602644, 0.0036303762841509157, 0.0043272091782778355, 0.003199043623194786, 0.0008384434446204736 ] }, { "epoch": 30, "classification_error": 0.125, "hinge_loss_v2": 0.0002378829451407162, "margin_success_fraction": 0.0, "outputs_v": [ -0.001810428884052806, -0.0026128343261988263, -0.0009330537020973417, 0.002179279298734238, 0.00502175030793664, 0.006007843495057313, 0.004441909108510889, 0.0011455480454595213 ] }, { "epoch": 40, "classification_error": 0.125, "hinge_loss_v2": 0.00021859700103402178, "margin_success_fraction": 0.0, "outputs_v": [ -0.0024308528356676296, -0.0034329370215200605, -0.0013009064849581198, 0.0026335220756074917, 0.006222101793851548, 0.007462509161829917, 0.005474846006288836, 0.0013016292348207448 ] }, { "epoch": 50, "classification_error": 0.125, "hinge_loss_v2": 0.00020144590574984703, "margin_success_fraction": 0.0, "outputs_v": [ -0.003108446348932925, -0.004279827091638155, -0.0017119319523599685, 0.0029923192270762677, 0.007269771883679277, 0.008734749999983027, 0.006340025187061893, 0.0013415723943230318 ] }, { "epoch": 60, "classification_error": 0.125, "hinge_loss_v2": 0.00018605906317415696, "margin_success_fraction": 0.0, "outputs_v": [ -0.00382319448441526, -0.005137880190223709, -0.0021493075954054364, 0.0032784555118235137, 0.008194645577538018, 0.00985862377304883, 0.0070704674980460736, 0.0012926561160702676 ] }, { "epoch": 70, "classification_error": 0.125, "hinge_loss_v2": 0.00017218471984144646, "margin_success_fraction": 0.0, "outputs_v": [ -0.0045596117849707185, -0.0059951670243767186, -0.0026001935770401663, 0.0035095177048586057, 0.009019990143125795, 0.010860754243273901, 0.007692008385888627, 0.0011761699892533506 ] }, { "epoch": 80, "classification_error": 0.125, "hinge_loss_v2": 0.00015964191264815445, "margin_success_fraction": 0.0, "outputs_v": [ -0.005305776129238826, -0.00684265580980109, -0.003054862211685744, 0.0036990330426735774, 0.00976389863643129, 0.01176194357545221, 0.008224845498994937, 0.0010086952091427626 ] }, { "epoch": 90, "classification_error": 0.125, "hinge_loss_v2": 0.0001482921747802381, "margin_success_fraction": 0.0, "outputs_v": [ -0.006052558145171527, -0.007673579820918708, -0.003506009501488244, 0.0038573687173659443, 0.010440431641451087, 0.012578449558336674, 0.008684767015171402, 0.0008031233832110907 ] }, { "epoch": 100, "classification_error": 0.125, "hinge_loss_v2": 0.00013802300939955503, "margin_success_fraction": 0.0, "outputs_v": [ -0.006793010605725569, -0.008482937123415357, -0.003948212588592931, 0.003992442149198749, 0.011060520909660948, 0.013322998531013153, 0.0090841272449953, 0.0005694661190805417 ] }, { "epoch": 110, "classification_error": 0.125, "hinge_loss_v2": 0.0001287383273053156, "margin_success_fraction": 0.0, "outputs_v": [ -0.007521886710016967, -0.009267098347778446, -0.004377504291412981, 0.004110279611992673, 0.011632682592041504, 0.014005586678618592, 0.009432619289565958, 0.00031549579663886496 ] }, { "epoch": 120, "classification_error": 0.125, "hinge_loss_v2": 0.00012035297276609842, "margin_success_fraction": 0.0, "outputs_v": [ -0.008235262624591677, -0.01002350075364472, -0.004791041381481814, 0.004215453399856711, 0.012163577110149232, 0.01463411042263052, 0.00973788349367738, 4.7249629056222986e-05 ] }, { "epoch": 130, "classification_error": 0.0, "hinge_loss_v2": 0.00011278962575441228, "margin_success_fraction": 0.0, "outputs_v": [ -0.008930243358564627, -0.010750410818085504, -0.005186847171046838, 0.004311422055424924, 0.012658446125269146, 0.015214859412679693, 0.010005983728197054, -0.00023057616045341067 ] }, { "epoch": 140, "classification_error": 0.0, "hinge_loss_v2": 0.00010597706921334396, "margin_success_fraction": 0.0, "outputs_v": [ -0.009604734714400376, -0.011446740636634645, -0.00556361259210808, 0.004400793588941576, 0.013121451132615036, 0.0157528991229004, 0.010241777437085209, -0.0005143201247754803 ] }, { "epoch": 150, "classification_error": 0.0, "hinge_loss_v2": 9.98492266788381e-05, "margin_success_fraction": 0.0, "outputs_v": [ -0.010257267176187579, -0.01211190623195324, -0.005920542975216048, 0.004485527942781897, 0.01355593389301768, 0.016252365416895814, 0.010449200956294813, -0.0008011192157219016 ] } ] } } ], "summary": { "tasks": 6, "standard_clean_zero_error_tasks": 6, "overclamp_clean_zero_error_tasks": 6, "gate_passed": true } }