diff options
Diffstat (limited to 'results/snapshot_synth_v1/snapshot_synth_a1.0_L4_s42.json')
| -rw-r--r-- | results/snapshot_synth_v1/snapshot_synth_a1.0_L4_s42.json | 4960 |
1 files changed, 4960 insertions, 0 deletions
diff --git a/results/snapshot_synth_v1/snapshot_synth_a1.0_L4_s42.json b/results/snapshot_synth_v1/snapshot_synth_a1.0_L4_s42.json new file mode 100644 index 0000000..9972e9a --- /dev/null +++ b/results/snapshot_synth_v1/snapshot_synth_a1.0_L4_s42.json @@ -0,0 +1,4960 @@ +{ + "config": { + "output_dir": "results/snapshot_synth_v1", + "epochs": 80, + "alpha": 1.0, + "depth": 4, + "seed": 42, + "d_hidden": 128, + "lr": 0.001, + "wd": 0.01 + }, + "depth": 4, + "d_hidden": 128, + "num_classes": 10, + "bp_log": [ + { + "hidden_norms": [ + 11.269571304321289, + 11.290447235107422, + 11.313605308532715, + 11.351215362548828, + 11.398087501525879 + ], + "bp_grad_per_sample_l2_med": [ + 0.00028353024390526116, + 0.0002828188880812377, + 0.00028162598027847707, + 0.0002799496578518301, + 0.0002791006409097463 + ], + "bp_grad_F": [ + 0.012684082612395287, + 0.01264861598610878, + 0.012589854188263416, + 0.012511610053479671, + 0.012471316382288933 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.08450000733137131, + "loss_eval": 2.4790313243865967, + "epoch": 0 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.301911354064941, + 11.659679412841797, + 12.48208999633789, + 13.934065818786621 + ], + "bp_grad_per_sample_l2_med": [ + 0.0006583131616935134, + 0.0004948809510096908, + 0.00036159728188067675, + 0.00026353230350650847, + 0.00020344744552858174 + ], + "bp_grad_F": [ + 0.03319504112005234, + 0.0246991366147995, + 0.017943235114216805, + 0.012967471033334732, + 0.009912492707371712 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7095000147819519, + "loss_eval": 0.8666461110115051, + "epoch": 1 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.28874397277832, + 12.022683143615723, + 13.943255424499512, + 17.510770797729492 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007016682648099959, + 0.00048243277706205845, + 0.00031948124524205923, + 0.00020489063172135502, + 0.00014097581151872873 + ], + "bp_grad_F": [ + 0.05366413667798042, + 0.03651106730103493, + 0.023700030520558357, + 0.015033061616122723, + 0.010093427263200283 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7725000381469727, + "loss_eval": 0.6004051566123962, + "epoch": 2 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.268131256103516, + 12.138687133789062, + 14.603575706481934, + 19.109115600585938 + ], + "bp_grad_per_sample_l2_med": [ + 0.000659371551591903, + 0.0004339825245551765, + 0.00027271744329482317, + 0.0001733575772959739, + 0.0001116431230911985 + ], + "bp_grad_F": [ + 0.06363420188426971, + 0.04213711991906166, + 0.0264370646327734, + 0.016141116619110107, + 0.010473517701029778 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7745000123977661, + "loss_eval": 0.5640328526496887, + "epoch": 3 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.245299339294434, + 12.213927268981934, + 14.944411277770996, + 19.937482833862305 + ], + "bp_grad_per_sample_l2_med": [ + 0.000589758506976068, + 0.00038736555143259466, + 0.000245077651925385, + 0.00015142903430387378, + 9.591270645614713e-05 + ], + "bp_grad_F": [ + 0.06846851110458374, + 0.04497711360454559, + 0.027850953862071037, + 0.01671868935227394, + 0.01068752072751522 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7835000157356262, + "loss_eval": 0.5508342981338501, + "epoch": 4 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.22258186340332, + 12.241990089416504, + 15.219721794128418, + 20.66508674621582 + ], + "bp_grad_per_sample_l2_med": [ + 0.0005271711852401495, + 0.00034995534224435687, + 0.00021946353081148118, + 0.00013214732462074608, + 8.23614391265437e-05 + ], + "bp_grad_F": [ + 0.07378005236387253, + 0.04831067472696304, + 0.02961091324687004, + 0.01746201328933239, + 0.010955682955682278 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7855000495910645, + "loss_eval": 0.5423576831817627, + "epoch": 5 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.190115928649902, + 12.27110481262207, + 15.450979232788086, + 21.203943252563477 + ], + "bp_grad_per_sample_l2_med": [ + 0.0005092737264931202, + 0.00033784759580157697, + 0.00020663061877712607, + 0.0001207139139296487, + 7.417408050969243e-05 + ], + "bp_grad_F": [ + 0.07774882018566132, + 0.051034994423389435, + 0.031082650646567345, + 0.018063966184854507, + 0.01114849466830492 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7845000624656677, + "loss_eval": 0.5346181392669678, + "epoch": 6 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.167141914367676, + 12.275080680847168, + 15.592608451843262, + 21.725374221801758 + ], + "bp_grad_per_sample_l2_med": [ + 0.0005083799478597939, + 0.00033595148124732077, + 0.0002061770501313731, + 0.00011957385140703991, + 7.27532897144556e-05 + ], + "bp_grad_F": [ + 0.08175421506166458, + 0.053990282118320465, + 0.03277580440044403, + 0.01879614032804966, + 0.011419840157032013 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7905000448226929, + "loss_eval": 0.5348329544067383, + "epoch": 7 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.135689735412598, + 12.291831016540527, + 15.776432991027832, + 22.2913761138916 + ], + "bp_grad_per_sample_l2_med": [ + 0.0004477855109144002, + 0.0003000828146468848, + 0.00018366402946412563, + 0.00010473958536749706, + 6.266004493227229e-05 + ], + "bp_grad_F": [ + 0.08535438776016235, + 0.05686107277870178, + 0.03441749885678291, + 0.019436663016676903, + 0.011580240912735462 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796500027179718, + "loss_eval": 0.5225732326507568, + "epoch": 8 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.113900184631348, + 12.296534538269043, + 15.874000549316406, + 22.73569107055664 + ], + "bp_grad_per_sample_l2_med": [ + 0.00041620698175393045, + 0.00028262173873372376, + 0.0001732171222101897, + 9.77468880591914e-05, + 5.725537994294427e-05 + ], + "bp_grad_F": [ + 0.09095799922943115, + 0.061118144541978836, + 0.036917947232723236, + 0.020527740940451622, + 0.011972126550972462 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7945000529289246, + "loss_eval": 0.5336357355117798, + "epoch": 9 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.088306427001953, + 12.3102388381958, + 16.0321102142334, + 23.320507049560547 + ], + "bp_grad_per_sample_l2_med": [ + 0.0003761165135074407, + 0.0002580824075266719, + 0.00015763533883728087, + 8.57545601320453e-05, + 5.005364437238313e-05 + ], + "bp_grad_F": [ + 0.09630071371793747, + 0.06542361527681351, + 0.039454828947782516, + 0.02160210721194744, + 0.012356426566839218 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7915000319480896, + "loss_eval": 0.5405644774436951, + "epoch": 10 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.062504768371582, + 12.296314239501953, + 16.1483211517334, + 23.885089874267578 + ], + "bp_grad_per_sample_l2_med": [ + 0.0003359524707775563, + 0.00023470049200113863, + 0.00014604303578380495, + 7.898044714238495e-05, + 4.356990029918961e-05 + ], + "bp_grad_F": [ + 0.09961758553981781, + 0.06847036629915237, + 0.04127706214785576, + 0.02224603295326233, + 0.01243517268449068 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8020000457763672, + "loss_eval": 0.5290275812149048, + "epoch": 11 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.040243148803711, + 12.293885231018066, + 16.26875114440918, + 24.44219207763672 + ], + "bp_grad_per_sample_l2_med": [ + 0.00028416418354026973, + 0.0001959044166142121, + 0.00011818648636108264, + 6.387147004716098e-05, + 3.619954804889858e-05 + ], + "bp_grad_F": [ + 0.10626755654811859, + 0.07399805635213852, + 0.044546131044626236, + 0.023592140525579453, + 0.012874037958681583 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8005000352859497, + "loss_eval": 0.5458852648735046, + "epoch": 12 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.011943817138672, + 12.278276443481445, + 16.34218978881836, + 24.94852066040039 + ], + "bp_grad_per_sample_l2_med": [ + 0.0002902932756114751, + 0.00020653512910939753, + 0.0001265774480998516, + 6.573591963388026e-05, + 3.462762470007874e-05 + ], + "bp_grad_F": [ + 0.1133178174495697, + 0.07985687255859375, + 0.048010025173425674, + 0.025017691776156425, + 0.013337739743292332 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.5682750940322876, + "epoch": 13 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.992447853088379, + 12.299921035766602, + 16.492944717407227, + 25.524486541748047 + ], + "bp_grad_per_sample_l2_med": [ + 0.00023213925305753946, + 0.00016858529124874622, + 0.00010339246364310384, + 5.375607725000009e-05, + 2.8085371013730764e-05 + ], + "bp_grad_F": [ + 0.11885266751050949, + 0.08489131927490234, + 0.051101066172122955, + 0.02628019079566002, + 0.013745996169745922 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.5884183645248413, + "epoch": 14 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.968864440917969, + 12.2804536819458, + 16.559459686279297, + 26.08506965637207 + ], + "bp_grad_per_sample_l2_med": [ + 0.00020740363106597215, + 0.00015108383377082646, + 9.300659439759329e-05, + 4.728052954305895e-05, + 2.4296168703585863e-05 + ], + "bp_grad_F": [ + 0.12586721777915955, + 0.09100162982940674, + 0.0545843243598938, + 0.027565589174628258, + 0.014059619046747684 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.5945348143577576, + "epoch": 15 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.95374870300293, + 12.280479431152344, + 16.662782669067383, + 26.677371978759766 + ], + "bp_grad_per_sample_l2_med": [ + 0.0001737641723593697, + 0.00012793064524885267, + 7.821117469575256e-05, + 3.888122591888532e-05, + 2.000005952140782e-05 + ], + "bp_grad_F": [ + 0.1330755203962326, + 0.09730331599712372, + 0.05829176306724548, + 0.028968123719096184, + 0.014443416148424149 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7985000610351562, + "loss_eval": 0.6085594296455383, + "epoch": 16 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.9340181350708, + 12.276576042175293, + 16.712459564208984, + 27.161230087280273 + ], + "bp_grad_per_sample_l2_med": [ + 0.0001674877858022228, + 0.00012590538244694471, + 7.574073242722079e-05, + 3.732396726263687e-05, + 1.86969518836122e-05 + ], + "bp_grad_F": [ + 0.13938488066196442, + 0.10323134809732437, + 0.061863236129283905, + 0.0303154569119215, + 0.01477954164147377 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7935000658035278, + "loss_eval": 0.6137893199920654, + "epoch": 17 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.915549278259277, + 12.273784637451172, + 16.833044052124023, + 27.70804214477539 + ], + "bp_grad_per_sample_l2_med": [ + 0.00013765814946964383, + 0.00010384680354036391, + 6.252297316677868e-05, + 3.0995015549706295e-05, + 1.5171532140811905e-05 + ], + "bp_grad_F": [ + 0.1456620693206787, + 0.10904198884963989, + 0.06525038182735443, + 0.03156846761703491, + 0.015115385875105858 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8065000176429749, + "loss_eval": 0.646562933921814, + "epoch": 18 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.900074005126953, + 12.271150588989258, + 16.89704704284668, + 28.26544761657715 + ], + "bp_grad_per_sample_l2_med": [ + 0.00012433489609975368, + 9.527598012937233e-05, + 5.774956298409961e-05, + 2.7581723770708777e-05, + 1.282800621993374e-05 + ], + "bp_grad_F": [ + 0.15205088257789612, + 0.11483236402273178, + 0.06858030706644058, + 0.03275969997048378, + 0.015405165031552315 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8020000457763672, + "loss_eval": 0.6640118360519409, + "epoch": 19 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.890129089355469, + 12.265545845031738, + 16.95741844177246, + 28.79555320739746 + ], + "bp_grad_per_sample_l2_med": [ + 0.00010217817907687277, + 7.912378350738436e-05, + 4.763850665767677e-05, + 2.3046186470310204e-05, + 1.088724638975691e-05 + ], + "bp_grad_F": [ + 0.1597365438938141, + 0.12170909345149994, + 0.07251270860433578, + 0.034210700541734695, + 0.015816442668437958 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7950000166893005, + "loss_eval": 0.6770148277282715, + "epoch": 20 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.874495506286621, + 12.249778747558594, + 17.042072296142578, + 29.30438995361328 + ], + "bp_grad_per_sample_l2_med": [ + 9.667076665209606e-05, + 7.482587534468621e-05, + 4.6152406866895035e-05, + 2.1790863684145734e-05, + 1.0080756510433275e-05 + ], + "bp_grad_F": [ + 0.16798135638237, + 0.1287383735179901, + 0.07646958529949188, + 0.03567665442824364, + 0.016245704144239426 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.7074151635169983, + "epoch": 21 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.860309600830078, + 12.262276649475098, + 17.10471534729004, + 29.77037811279297 + ], + "bp_grad_per_sample_l2_med": [ + 8.177604468073696e-05, + 6.404842861229554e-05, + 3.929789818357676e-05, + 1.8207463654107414e-05, + 8.330911441589706e-06 + ], + "bp_grad_F": [ + 0.17336878180503845, + 0.13393178582191467, + 0.07944471389055252, + 0.03667045012116432, + 0.016434919089078903 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8005000352859497, + "loss_eval": 0.7185518741607666, + "epoch": 22 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.851460456848145, + 12.24251651763916, + 17.171558380126953, + 30.212722778320312 + ], + "bp_grad_per_sample_l2_med": [ + 7.376902067335322e-05, + 5.6489287089789286e-05, + 3.395874227862805e-05, + 1.6138041246449575e-05, + 6.9637526394217275e-06 + ], + "bp_grad_F": [ + 0.17967616021633148, + 0.13954690098762512, + 0.08263248950242996, + 0.037825122475624084, + 0.016747957095503807 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.7408589124679565, + "epoch": 23 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.842126846313477, + 12.243563652038574, + 17.238094329833984, + 30.57369613647461 + ], + "bp_grad_per_sample_l2_med": [ + 6.96977149345912e-05, + 5.455461359815672e-05, + 3.149309486616403e-05, + 1.4526599443343002e-05, + 6.351157480821712e-06 + ], + "bp_grad_F": [ + 0.1842736005783081, + 0.14376932382583618, + 0.08495213091373444, + 0.038578059524297714, + 0.01690361276268959 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.7459465265274048, + "epoch": 24 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.834511756896973, + 12.231362342834473, + 17.27652931213379, + 30.958032608032227 + ], + "bp_grad_per_sample_l2_med": [ + 6.340271647786722e-05, + 5.11680482304655e-05, + 3.0357710784301162e-05, + 1.3866035260434728e-05, + 5.900054475205252e-06 + ], + "bp_grad_F": [ + 0.1903817504644394, + 0.14911234378814697, + 0.08797255158424377, + 0.03965744748711586, + 0.01718064583837986 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.799500048160553, + "loss_eval": 0.7703561186790466, + "epoch": 25 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.825489044189453, + 12.22317886352539, + 17.32727813720703, + 31.295225143432617 + ], + "bp_grad_per_sample_l2_med": [ + 5.839894583914429e-05, + 4.5580356527352706e-05, + 2.747728103713598e-05, + 1.2357729247014504e-05, + 5.190840511204442e-06 + ], + "bp_grad_F": [ + 0.19528549909591675, + 0.15347032248973846, + 0.09032707661390305, + 0.04043765366077423, + 0.017367515712976456 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796500027179718, + "loss_eval": 0.7836824655532837, + "epoch": 26 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.819538116455078, + 12.222261428833008, + 17.363719940185547, + 31.59310531616211 + ], + "bp_grad_per_sample_l2_med": [ + 5.029122257838026e-05, + 3.970409306930378e-05, + 2.4377433874178678e-05, + 1.1113867913081776e-05, + 4.727653049485525e-06 + ], + "bp_grad_F": [ + 0.19932542741298676, + 0.15725064277648926, + 0.09246863424777985, + 0.0411805622279644, + 0.017557309940457344 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.797913134098053, + "epoch": 27 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.811884880065918, + 12.215055465698242, + 17.399166107177734, + 31.893146514892578 + ], + "bp_grad_per_sample_l2_med": [ + 4.582677502185106e-05, + 3.702253525261767e-05, + 2.1835987354279496e-05, + 9.762208719621412e-06, + 4.239610916556558e-06 + ], + "bp_grad_F": [ + 0.20321832597255707, + 0.16079877316951752, + 0.0944279357790947, + 0.04182669520378113, + 0.01770154759287834 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8015000224113464, + "loss_eval": 0.8103511929512024, + "epoch": 28 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.8074951171875, + 12.208087921142578, + 17.4328670501709, + 32.0993537902832 + ], + "bp_grad_per_sample_l2_med": [ + 4.3260886741336435e-05, + 3.466813359409571e-05, + 2.0653966203099117e-05, + 9.232544471160509e-06, + 3.864107839035569e-06 + ], + "bp_grad_F": [ + 0.20730803906917572, + 0.16447876393795013, + 0.09640119969844818, + 0.042481184005737305, + 0.017861463129520416 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8030000329017639, + "loss_eval": 0.8259979486465454, + "epoch": 29 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.802508354187012, + 12.201593399047852, + 17.472795486450195, + 32.34526824951172 + ], + "bp_grad_per_sample_l2_med": [ + 4.115825140615925e-05, + 3.3230924600502476e-05, + 1.9723833247553557e-05, + 8.868120858096518e-06, + 3.842445494228741e-06 + ], + "bp_grad_F": [ + 0.21079479157924652, + 0.16765208542346954, + 0.09817153960466385, + 0.04308956116437912, + 0.018017521128058434 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.835996687412262, + "epoch": 30 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.79713249206543, + 12.19255542755127, + 17.48019790649414, + 32.53469467163086 + ], + "bp_grad_per_sample_l2_med": [ + 3.9538805140182376e-05, + 3.1396168196806684e-05, + 1.915965367516037e-05, + 8.288401659228839e-06, + 3.5655145893542795e-06 + ], + "bp_grad_F": [ + 0.2140273153781891, + 0.1706041693687439, + 0.09975717961788177, + 0.043599311262369156, + 0.018129423260688782 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.8454185724258423, + "epoch": 31 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.793066024780273, + 12.186600685119629, + 17.523115158081055, + 32.76158905029297 + ], + "bp_grad_per_sample_l2_med": [ + 3.902446405845694e-05, + 3.034434666915331e-05, + 1.7979460608330555e-05, + 8.018372682272457e-06, + 3.2052466849563643e-06 + ], + "bp_grad_F": [ + 0.217476025223732, + 0.17371903359889984, + 0.10147368907928467, + 0.04418298602104187, + 0.018276885151863098 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8025000095367432, + "loss_eval": 0.8576318621635437, + "epoch": 32 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.788265228271484, + 12.18388557434082, + 17.53253173828125, + 32.96540832519531 + ], + "bp_grad_per_sample_l2_med": [ + 3.487027424853295e-05, + 2.7703388695954345e-05, + 1.6244883227045648e-05, + 6.949686849111458e-06, + 3.01652812595421e-06 + ], + "bp_grad_F": [ + 0.2205507904291153, + 0.17653042078018188, + 0.10301276296377182, + 0.04468648508191109, + 0.018391530960798264 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.8676812648773193, + "epoch": 33 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.782870292663574, + 12.177481651306152, + 17.572200775146484, + 33.13017654418945 + ], + "bp_grad_per_sample_l2_med": [ + 3.207056215615012e-05, + 2.538906664995011e-05, + 1.4797540643485263e-05, + 6.3980214690673165e-06, + 2.7153869268659037e-06 + ], + "bp_grad_F": [ + 0.22312353551387787, + 0.17893576622009277, + 0.10432329773902893, + 0.045110564678907394, + 0.018488196656107903 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8015000224113464, + "loss_eval": 0.8748663663864136, + "epoch": 34 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.778507232666016, + 12.176526069641113, + 17.577714920043945, + 33.292396545410156 + ], + "bp_grad_per_sample_l2_med": [ + 3.117206506431103e-05, + 2.5556160835549235e-05, + 1.5269728464772925e-05, + 6.6313673414697405e-06, + 2.837193505911273e-06 + ], + "bp_grad_F": [ + 0.22575876116752625, + 0.18135619163513184, + 0.10563197731971741, + 0.045539867132902145, + 0.01859084889292717 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.8849357962608337, + "epoch": 35 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.775252342224121, + 12.169761657714844, + 17.6116943359375, + 33.44955062866211 + ], + "bp_grad_per_sample_l2_med": [ + 3.0056495234020986e-05, + 2.4113667677738704e-05, + 1.408176376571646e-05, + 6.1218188420752995e-06, + 2.6174138838541694e-06 + ], + "bp_grad_F": [ + 0.2284391075372696, + 0.18377536535263062, + 0.1069609671831131, + 0.04599269852042198, + 0.018708044663071632 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8015000224113464, + "loss_eval": 0.8959856629371643, + "epoch": 36 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.772398948669434, + 12.164031028747559, + 17.635194778442383, + 33.5887451171875 + ], + "bp_grad_per_sample_l2_med": [ + 2.7790018066298217e-05, + 2.2673413695883937e-05, + 1.327950394625077e-05, + 5.801120551041095e-06, + 2.3991885882423958e-06 + ], + "bp_grad_F": [ + 0.23064540326595306, + 0.1858666092157364, + 0.10809148848056793, + 0.04634574428200722, + 0.018780354410409927 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8005000352859497, + "loss_eval": 0.9018086194992065, + "epoch": 37 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.76898193359375, + 12.161084175109863, + 17.64798927307129, + 33.7384033203125 + ], + "bp_grad_per_sample_l2_med": [ + 2.7914453312405385e-05, + 2.2498874386656098e-05, + 1.335815068159718e-05, + 5.8119312598137185e-06, + 2.478651822457323e-06 + ], + "bp_grad_F": [ + 0.2330632209777832, + 0.1880374252796173, + 0.10926036536693573, + 0.04673014581203461, + 0.01887366734445095 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.9126823544502258, + "epoch": 38 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.765782356262207, + 12.157867431640625, + 17.654565811157227, + 33.87545394897461 + ], + "bp_grad_per_sample_l2_med": [ + 2.617536301841028e-05, + 2.155852780560963e-05, + 1.26063732750481e-05, + 5.598193638434168e-06, + 2.3114046143746236e-06 + ], + "bp_grad_F": [ + 0.23493894934654236, + 0.18982405960559845, + 0.11023002117872238, + 0.0470343716442585, + 0.018937399610877037 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.8010000586509705, + "loss_eval": 0.918436586856842, + "epoch": 39 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.76235294342041, + 12.158239364624023, + 17.692272186279297, + 33.97838592529297 + ], + "bp_grad_per_sample_l2_med": [ + 2.5225266654160805e-05, + 2.0318799215601757e-05, + 1.18104180728551e-05, + 5.113367024023319e-06, + 2.0679383396782214e-06 + ], + "bp_grad_F": [ + 0.23714447021484375, + 0.1918695867061615, + 0.11135337501764297, + 0.047415897250175476, + 0.019037041813135147 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.926592230796814, + "epoch": 40 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.761220932006836, + 12.152015686035156, + 17.702022552490234, + 34.099910736083984 + ], + "bp_grad_per_sample_l2_med": [ + 2.4690283680683933e-05, + 2.0103743736399338e-05, + 1.1646708117041271e-05, + 5.211788447923027e-06, + 2.065433818643214e-06 + ], + "bp_grad_F": [ + 0.23883607983589172, + 0.1934758871793747, + 0.11221782118082047, + 0.04768490791320801, + 0.019090749323368073 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.799500048160553, + "loss_eval": 0.9292308688163757, + "epoch": 41 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.758316993713379, + 12.149521827697754, + 17.706113815307617, + 34.19028091430664 + ], + "bp_grad_per_sample_l2_med": [ + 2.3211940060718916e-05, + 1.8614891814650036e-05, + 1.1040006938856095e-05, + 4.901159627479501e-06, + 2.003940153372241e-06 + ], + "bp_grad_F": [ + 0.24076926708221436, + 0.19526584446430206, + 0.1131957471370697, + 0.048007190227508545, + 0.019170215353369713 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.939300000667572, + "epoch": 42 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.7562894821167, + 12.145485877990723, + 17.72273063659668, + 34.302001953125 + ], + "bp_grad_per_sample_l2_med": [ + 2.3761875127092935e-05, + 1.9169772713212296e-05, + 1.1290117072348949e-05, + 4.916772468277486e-06, + 1.9402432371862233e-06 + ], + "bp_grad_F": [ + 0.2422482967376709, + 0.19667460024356842, + 0.11394675076007843, + 0.04823824390769005, + 0.019216476008296013 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.800000011920929, + "loss_eval": 0.9442830681800842, + "epoch": 43 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.753690719604492, + 12.144105911254883, + 17.737106323242188, + 34.404640197753906 + ], + "bp_grad_per_sample_l2_med": [ + 2.1792104234918952e-05, + 1.8292348613613285e-05, + 1.0393917364126537e-05, + 4.534665094979573e-06, + 1.8929350744656404e-06 + ], + "bp_grad_F": [ + 0.2442140281200409, + 0.1984620988368988, + 0.11491919308900833, + 0.04856158792972565, + 0.019297350198030472 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.799500048160553, + "loss_eval": 0.9510068297386169, + "epoch": 44 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.751104354858398, + 12.139998435974121, + 17.73967170715332, + 34.49326705932617 + ], + "bp_grad_per_sample_l2_med": [ + 2.228700031992048e-05, + 1.800662539608311e-05, + 1.02799631349626e-05, + 4.365918812254677e-06, + 1.763435875545838e-06 + ], + "bp_grad_F": [ + 0.24558202922344208, + 0.19977517426013947, + 0.11561965942382812, + 0.04877489432692528, + 0.019342035055160522 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7980000376701355, + "loss_eval": 0.9541275501251221, + "epoch": 45 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.748708724975586, + 12.140083312988281, + 17.75340461730957, + 34.58064651489258 + ], + "bp_grad_per_sample_l2_med": [ + 2.0954081264790148e-05, + 1.69687900779536e-05, + 1.0029441000369843e-05, + 4.277889729564777e-06, + 1.7006685766318697e-06 + ], + "bp_grad_F": [ + 0.24700944125652313, + 0.20111818611621857, + 0.11635513603687286, + 0.04901802912354469, + 0.019400382414460182 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.9603452086448669, + "epoch": 46 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.747987747192383, + 12.13515567779541, + 17.773204803466797, + 34.66823196411133 + ], + "bp_grad_per_sample_l2_med": [ + 2.019237945205532e-05, + 1.6703623259672895e-05, + 9.940931704477407e-06, + 4.2076449062733445e-06, + 1.6902752122405218e-06 + ], + "bp_grad_F": [ + 0.2484009861946106, + 0.20242078602313995, + 0.11704456806182861, + 0.04923176020383835, + 0.019446346908807755 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7980000376701355, + "loss_eval": 0.9656705260276794, + "epoch": 47 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.746366500854492, + 12.134767532348633, + 17.78083038330078, + 34.744384765625 + ], + "bp_grad_per_sample_l2_med": [ + 1.9601726307882927e-05, + 1.625595541554503e-05, + 9.70309520198498e-06, + 4.2589249460434075e-06, + 1.6490113239342463e-06 + ], + "bp_grad_F": [ + 0.2497195154428482, + 0.20365330576896667, + 0.1177029013633728, + 0.0494362898170948, + 0.019490210339426994 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7985000610351562, + "loss_eval": 0.9694753885269165, + "epoch": 48 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.745685577392578, + 12.132808685302734, + 17.785594940185547, + 34.818721771240234 + ], + "bp_grad_per_sample_l2_med": [ + 1.9891656847903505e-05, + 1.645386146265082e-05, + 9.532630429021083e-06, + 4.012633780803299e-06, + 1.5627846323695849e-06 + ], + "bp_grad_F": [ + 0.25097453594207764, + 0.2048366218805313, + 0.11835213750600815, + 0.04964917525649071, + 0.019541876390576363 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7970000505447388, + "loss_eval": 0.9751549363136292, + "epoch": 49 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.744300842285156, + 12.130931854248047, + 17.797060012817383, + 34.88679885864258 + ], + "bp_grad_per_sample_l2_med": [ + 1.86829984158976e-05, + 1.5538031220785342e-05, + 9.179881089949049e-06, + 3.900266619893955e-06, + 1.5405096291942755e-06 + ], + "bp_grad_F": [ + 0.2520725131034851, + 0.20589254796504974, + 0.11892128735780716, + 0.04982898011803627, + 0.0195804163813591 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7980000376701355, + "loss_eval": 0.9781593084335327, + "epoch": 50 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.742894172668457, + 12.128829002380371, + 17.800174713134766, + 34.937950134277344 + ], + "bp_grad_per_sample_l2_med": [ + 1.839629840105772e-05, + 1.504779083916219e-05, + 8.953754331741948e-06, + 3.7526185678871116e-06, + 1.5395226000691764e-06 + ], + "bp_grad_F": [ + 0.25313958525657654, + 0.2068854719400406, + 0.11944505572319031, + 0.0499873124063015, + 0.019611038267612457 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 0.9819083213806152, + "epoch": 51 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.741170883178711, + 12.12833309173584, + 17.80767822265625, + 35.008392333984375 + ], + "bp_grad_per_sample_l2_med": [ + 1.8736680431175046e-05, + 1.5372819689218886e-05, + 9.080923518922646e-06, + 3.7873542169108987e-06, + 1.4909855963196605e-06 + ], + "bp_grad_F": [ + 0.2542133629322052, + 0.20790545642375946, + 0.11999284476041794, + 0.05016028508543968, + 0.019651155918836594 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.9845340847969055, + "epoch": 52 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.739892959594727, + 12.124402046203613, + 17.814624786376953, + 35.0652961730957 + ], + "bp_grad_per_sample_l2_med": [ + 1.820523539208807e-05, + 1.4827967788733076e-05, + 8.919139872887172e-06, + 3.8056493849580875e-06, + 1.4648703654529527e-06 + ], + "bp_grad_F": [ + 0.25528770685195923, + 0.2089182734489441, + 0.12054150551557541, + 0.05034028738737106, + 0.019695136696100235 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.9892162680625916, + "epoch": 53 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.738609313964844, + 12.125777244567871, + 17.821733474731445, + 35.119747161865234 + ], + "bp_grad_per_sample_l2_med": [ + 1.807287299016025e-05, + 1.485222401242936e-05, + 8.809645805740729e-06, + 3.601295475164079e-06, + 1.3953541611044784e-06 + ], + "bp_grad_F": [ + 0.25628989934921265, + 0.2098524272441864, + 0.12104840576648712, + 0.05050570145249367, + 0.019734907895326614 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7970000505447388, + "loss_eval": 0.9929525852203369, + "epoch": 54 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.738442420959473, + 12.123546600341797, + 17.828126907348633, + 35.1645393371582 + ], + "bp_grad_per_sample_l2_med": [ + 1.7838316125562415e-05, + 1.4615891814173665e-05, + 8.594040991738439e-06, + 3.6455955978453858e-06, + 1.4180122889229096e-06 + ], + "bp_grad_F": [ + 0.25709325075149536, + 0.21062038838863373, + 0.12145251780748367, + 0.05062393099069595, + 0.019757961854338646 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.9955189228057861, + "epoch": 55 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.736928939819336, + 12.120393753051758, + 17.832061767578125, + 35.21808624267578 + ], + "bp_grad_per_sample_l2_med": [ + 1.690394310571719e-05, + 1.4294129869085737e-05, + 8.27510575618362e-06, + 3.6071653539693216e-06, + 1.3830640455125831e-06 + ], + "bp_grad_F": [ + 0.25789716839790344, + 0.21137811243534088, + 0.12185957282781601, + 0.050752829760313034, + 0.019786853343248367 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7975000143051147, + "loss_eval": 0.9983878135681152, + "epoch": 56 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.7359619140625, + 12.122570991516113, + 17.835556030273438, + 35.264137268066406 + ], + "bp_grad_per_sample_l2_med": [ + 1.6666754163452424e-05, + 1.4025285963725764e-05, + 8.179616088455077e-06, + 3.4237471027154243e-06, + 1.3576167248174897e-06 + ], + "bp_grad_F": [ + 0.25863000750541687, + 0.21208500862121582, + 0.12223963439464569, + 0.050873447209596634, + 0.0198147501796484 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0010322332382202, + "epoch": 57 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.73526668548584, + 12.120652198791504, + 17.842275619506836, + 35.31349182128906 + ], + "bp_grad_per_sample_l2_med": [ + 1.6808457075967453e-05, + 1.3759586181549821e-05, + 8.023761438380461e-06, + 3.3788217024266487e-06, + 1.3503363334166352e-06 + ], + "bp_grad_F": [ + 0.2594156563282013, + 0.2128157913684845, + 0.12262928485870361, + 0.050996698439121246, + 0.01984303817152977 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.7990000247955322, + "loss_eval": 1.0038610696792603, + "epoch": 58 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.735087394714355, + 12.11837387084961, + 17.846410751342773, + 35.347412109375 + ], + "bp_grad_per_sample_l2_med": [ + 1.662989416217897e-05, + 1.3822269465890713e-05, + 7.92401988292113e-06, + 3.472342541499529e-06, + 1.327858285549155e-06 + ], + "bp_grad_F": [ + 0.26001590490341187, + 0.21339008212089539, + 0.12293757498264313, + 0.05109258368611336, + 0.01986365020275116 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796500027179718, + "loss_eval": 1.0062025785446167, + "epoch": 59 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.734339714050293, + 12.117914199829102, + 17.84966468811035, + 35.381446838378906 + ], + "bp_grad_per_sample_l2_med": [ + 1.6489182598888874e-05, + 1.3682294593309052e-05, + 8.124485248117708e-06, + 3.407540134503506e-06, + 1.3195593737691524e-06 + ], + "bp_grad_F": [ + 0.2605873942375183, + 0.21394510567188263, + 0.1232379749417305, + 0.05118485540151596, + 0.019882848486304283 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0082966089248657, + "epoch": 60 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.733570098876953, + 12.118681907653809, + 17.854442596435547, + 35.417537689208984 + ], + "bp_grad_per_sample_l2_med": [ + 1.6188618246815167e-05, + 1.3713249245483894e-05, + 7.876165909692645e-06, + 3.343990783832851e-06, + 1.2941204659000505e-06 + ], + "bp_grad_F": [ + 0.2612352669239044, + 0.21454451978206635, + 0.12355507910251617, + 0.05128618702292442, + 0.019906867295503616 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0103161334991455, + "epoch": 61 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.73337459564209, + 12.116337776184082, + 17.85533332824707, + 35.44430160522461 + ], + "bp_grad_per_sample_l2_med": [ + 1.6262945791822858e-05, + 1.3456610759021714e-05, + 7.976923370733857e-06, + 3.304621941424557e-06, + 1.2957953003933653e-06 + ], + "bp_grad_F": [ + 0.2618514895439148, + 0.21511761844158173, + 0.12386228144168854, + 0.05138511210680008, + 0.019930575042963028 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0126534700393677, + "epoch": 62 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.732640266418457, + 12.11673641204834, + 17.85984992980957, + 35.47673797607422 + ], + "bp_grad_per_sample_l2_med": [ + 1.5915471522021107e-05, + 1.3434865650197025e-05, + 7.765964255668223e-06, + 3.272770300100092e-06, + 1.2807531675207429e-06 + ], + "bp_grad_F": [ + 0.26224803924560547, + 0.2155023217201233, + 0.124069944024086, + 0.051448848098516464, + 0.019943425431847572 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0140384435653687, + "epoch": 63 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.732240676879883, + 12.115690231323242, + 17.86297035217285, + 35.500823974609375 + ], + "bp_grad_per_sample_l2_med": [ + 1.557435462018475e-05, + 1.2797115232388023e-05, + 7.646640369785018e-06, + 3.2042576094681863e-06, + 1.2790382015737123e-06 + ], + "bp_grad_F": [ + 0.26270976662635803, + 0.2159367799758911, + 0.12429951131343842, + 0.051519569009542465, + 0.01995890960097313 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796500027179718, + "loss_eval": 1.0154695510864258, + "epoch": 64 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.731745719909668, + 12.114669799804688, + 17.86736297607422, + 35.528076171875 + ], + "bp_grad_per_sample_l2_med": [ + 1.58700677275192e-05, + 1.3018690879107453e-05, + 7.55094788473798e-06, + 3.2220066259469604e-06, + 1.2598871990121552e-06 + ], + "bp_grad_F": [ + 0.26308032870292664, + 0.2162918895483017, + 0.12448756396770477, + 0.051577214151620865, + 0.019970662891864777 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0169501304626465, + "epoch": 65 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.731338500976562, + 12.113511085510254, + 17.86815643310547, + 35.54944610595703 + ], + "bp_grad_per_sample_l2_med": [ + 1.5586350855301134e-05, + 1.2824431905755773e-05, + 7.649568942724727e-06, + 3.1966815186024178e-06, + 1.2639170563488733e-06 + ], + "bp_grad_F": [ + 0.26345473527908325, + 0.21664129197597504, + 0.12467629462480545, + 0.051637567579746246, + 0.01998509280383587 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796500027179718, + "loss_eval": 1.018563985824585, + "epoch": 66 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.731039047241211, + 12.113682746887207, + 17.872100830078125, + 35.56554412841797 + ], + "bp_grad_per_sample_l2_med": [ + 1.5501789675909095e-05, + 1.2836935638915747e-05, + 7.47852936910931e-06, + 3.1328777367889415e-06, + 1.2308250916248653e-06 + ], + "bp_grad_F": [ + 0.2637687623500824, + 0.2169436365365982, + 0.124836765229702, + 0.0516866035759449, + 0.019995568320155144 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0192590951919556, + "epoch": 67 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.730656623840332, + 12.114008903503418, + 17.87257194519043, + 35.58961486816406 + ], + "bp_grad_per_sample_l2_med": [ + 1.5237865227391012e-05, + 1.2954994417668786e-05, + 7.515009656344773e-06, + 3.2117325190483825e-06, + 1.2425814475136576e-06 + ], + "bp_grad_F": [ + 0.2640174925327301, + 0.21717986464500427, + 0.1249629333615303, + 0.051725782454013824, + 0.020004095509648323 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0201796293258667, + "epoch": 68 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.730304718017578, + 12.112882614135742, + 17.87510108947754, + 35.60005569458008 + ], + "bp_grad_per_sample_l2_med": [ + 1.5281846572179347e-05, + 1.280397191294469e-05, + 7.457324500137474e-06, + 3.1238730571203632e-06, + 1.2271989362488966e-06 + ], + "bp_grad_F": [ + 0.26432526111602783, + 0.2174660563468933, + 0.12511758506298065, + 0.05177601799368858, + 0.02001647651195526 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0214923620224, + "epoch": 69 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.730023384094238, + 12.112593650817871, + 17.87718963623047, + 35.61077880859375 + ], + "bp_grad_per_sample_l2_med": [ + 1.5160739167185966e-05, + 1.2885939213447273e-05, + 7.442678906954825e-06, + 3.1402662443724694e-06, + 1.2329509218034218e-06 + ], + "bp_grad_F": [ + 0.2645094394683838, + 0.21764276921749115, + 0.12521088123321533, + 0.051804810762405396, + 0.020022746175527573 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0221376419067383, + "epoch": 70 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729791641235352, + 12.11282730102539, + 17.878896713256836, + 35.62131118774414 + ], + "bp_grad_per_sample_l2_med": [ + 1.4924515198799782e-05, + 1.2676942787948065e-05, + 7.327739240281517e-06, + 3.135102815576829e-06, + 1.2368633406367735e-06 + ], + "bp_grad_F": [ + 0.26469096541404724, + 0.2178148329257965, + 0.12530171871185303, + 0.051832377910614014, + 0.02002853713929653 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0227359533309937, + "epoch": 71 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.72957706451416, + 12.112420082092285, + 17.879562377929688, + 35.631195068359375 + ], + "bp_grad_per_sample_l2_med": [ + 1.5078092474141158e-05, + 1.2648180018004496e-05, + 7.402486517094076e-06, + 3.110948682660819e-06, + 1.2303731864449219e-06 + ], + "bp_grad_F": [ + 0.26483553647994995, + 0.2179516702890396, + 0.12537437677383423, + 0.051855091005563736, + 0.020033741369843483 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0231714248657227, + "epoch": 72 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.72945499420166, + 12.112156867980957, + 17.8814754486084, + 35.639610290527344 + ], + "bp_grad_per_sample_l2_med": [ + 1.4999122868175618e-05, + 1.2563705240609124e-05, + 7.3636233537399676e-06, + 3.091453436354641e-06, + 1.2325838270044187e-06 + ], + "bp_grad_F": [ + 0.2649652361869812, + 0.21807390451431274, + 0.12544025480747223, + 0.05187588557600975, + 0.020038409158587456 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0237369537353516, + "epoch": 73 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729272842407227, + 12.112222671508789, + 17.881935119628906, + 35.644290924072266 + ], + "bp_grad_per_sample_l2_med": [ + 1.4974531950429082e-05, + 1.2648583833652083e-05, + 7.3520282057870645e-06, + 3.080302576563554e-06, + 1.2291716302570421e-06 + ], + "bp_grad_F": [ + 0.2650584876537323, + 0.21816210448741913, + 0.12548699975013733, + 0.051890380680561066, + 0.020041609182953835 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0240200757980347, + "epoch": 74 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.72924518585205, + 12.112285614013672, + 17.88214683532715, + 35.64848709106445 + ], + "bp_grad_per_sample_l2_med": [ + 1.4959082363930065e-05, + 1.2588670870172791e-05, + 7.344425739574945e-06, + 3.080124088228331e-06, + 1.2237677537996206e-06 + ], + "bp_grad_F": [ + 0.26513636112213135, + 0.21823462843894958, + 0.12552553415298462, + 0.051902592182159424, + 0.020044438540935516 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0243031978607178, + "epoch": 75 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.72916030883789, + 12.112074851989746, + 17.882980346679688, + 35.650428771972656 + ], + "bp_grad_per_sample_l2_med": [ + 1.4942641428206116e-05, + 1.2567295925691724e-05, + 7.336187991313636e-06, + 3.0725423130206764e-06, + 1.2260832136234967e-06 + ], + "bp_grad_F": [ + 0.26517778635025024, + 0.21827547252178192, + 0.12554767727851868, + 0.0519094243645668, + 0.02004585973918438 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0244944095611572, + "epoch": 76 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729132652282715, + 12.112125396728516, + 17.883481979370117, + 35.65312576293945 + ], + "bp_grad_per_sample_l2_med": [ + 1.4903710507496726e-05, + 1.2576123481267132e-05, + 7.317236850212794e-06, + 3.078314875892829e-06, + 1.2210558679726091e-06 + ], + "bp_grad_F": [ + 0.26521575450897217, + 0.2183104306459427, + 0.1255662441253662, + 0.051915280520915985, + 0.02004723809659481 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0246349573135376, + "epoch": 77 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729104995727539, + 12.11208724975586, + 17.88361167907715, + 35.65410614013672 + ], + "bp_grad_per_sample_l2_med": [ + 1.4916706277290359e-05, + 1.2563130439957604e-05, + 7.323697445826838e-06, + 3.0812991553830216e-06, + 1.2211262401251588e-06 + ], + "bp_grad_F": [ + 0.26523175835609436, + 0.2183263599872589, + 0.12557478249073029, + 0.05191792547702789, + 0.02004779316484928 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0246796607971191, + "epoch": 78 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729097366333008, + 12.112085342407227, + 17.88372230529785, + 35.65440368652344 + ], + "bp_grad_per_sample_l2_med": [ + 1.4912001461198088e-05, + 1.2556130059238058e-05, + 7.32138505554758e-06, + 3.077205747104017e-06, + 1.2217307130413246e-06 + ], + "bp_grad_F": [ + 0.2652417719364166, + 0.21833550930023193, + 0.1255796104669571, + 0.05191945284605026, + 0.02004816010594368 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.0247222185134888, + "epoch": 79 + }, + { + "hidden_norms": [ + 11.269571304321289, + 10.729093551635742, + 12.112082481384277, + 17.88372230529785, + 35.65460205078125 + ], + "bp_grad_per_sample_l2_med": [ + 1.4914756320649758e-05, + 1.2556190995383076e-05, + 7.322747933358187e-06, + 3.0772835089010186e-06, + 1.2216489722050028e-06 + ], + "bp_grad_F": [ + 0.2652438282966614, + 0.21833744645118713, + 0.12558062374591827, + 0.051919758319854736, + 0.020048221573233604 + ], + "gamma_dfa": NaN, + "gamma_dfa_per_layer": [], + "acc_eval": 0.796000063419342, + "loss_eval": 1.024727463722229, + "epoch": 80 + } + ], + "dfa_log": [ + { + "hidden_norms": [ + 11.269571304321289, + 11.290447235107422, + 11.313605308532715, + 11.351215362548828, + 11.398087501525879 + ], + "bp_grad_per_sample_l2_med": [ + 0.00028353024390526116, + 0.0002828188880812377, + 0.00028162598027847707, + 0.0002799496578518301, + 0.0002791006409097463 + ], + "bp_grad_F": [ + 0.012684082612395287, + 0.01264861598610878, + 0.012589854188263416, + 0.012511610053479671, + 0.012471316382288933 + ], + "gamma_dfa": -0.0034942624624818563, + "gamma_dfa_per_layer": [ + -0.029981477186083794, + 0.023911481723189354, + 0.0022033676505088806, + -0.010110422037541866 + ], + "acc_eval": 0.08450000733137131, + "loss_eval": 2.4790313243865967, + "epoch": 0 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.505881309509277, + 11.757291793823242, + 12.0764741897583, + 12.435522079467773 + ], + "bp_grad_per_sample_l2_med": [ + 0.00031470530666410923, + 0.0002926285960711539, + 0.00027369827148504555, + 0.0002595284313429147, + 0.0002512428327463567 + ], + "bp_grad_F": [ + 0.014148155227303505, + 0.013173527084290981, + 0.01228535920381546, + 0.0115915322676301, + 0.01116928644478321 + ], + "gamma_dfa": 0.11511426232755184, + "gamma_dfa_per_layer": [ + 0.12020161747932434, + 0.12450753152370453, + 0.12499555945396423, + 0.09075234085321426 + ], + "acc_eval": 0.3775000274181366, + "loss_eval": 1.8237801790237427, + "epoch": 1 + }, + { + "hidden_norms": [ + 11.269571304321289, + 11.90947437286377, + 13.027632713317871, + 14.888558387756348, + 17.22944450378418 + ], + "bp_grad_per_sample_l2_med": [ + 0.0006904517649672925, + 0.000503765360917896, + 0.0003708408330567181, + 0.00028136910987086594, + 0.00023244605108629912 + ], + "bp_grad_F": [ + 0.03382011875510216, + 0.024346396327018738, + 0.017825284972786903, + 0.013448701240122318, + 0.011137359775602818 + ], + "gamma_dfa": 0.219235859811306, + "gamma_dfa_per_layer": [ + 0.2247210592031479, + 0.20836304128170013, + 0.23224417865276337, + 0.2116151601076126 + ], + "acc_eval": 0.6325000524520874, + "loss_eval": 1.0442804098129272, + "epoch": 2 + }, + { + "hidden_norms": [ + 11.269571304321289, + 12.249103546142578, + 14.663236618041992, + 19.286497116088867, + 24.994598388671875 + ], + "bp_grad_per_sample_l2_med": [ + 0.000785678334068507, + 0.0004984966944903135, + 0.00031956040766090155, + 0.00021816199296154082, + 0.00017694469715934247 + ], + "bp_grad_F": [ + 0.049792274832725525, + 0.03142387419939041, + 0.020070550963282585, + 0.01388809084892273, + 0.011133435182273388 + ], + "gamma_dfa": 0.20651238784193993, + "gamma_dfa_per_layer": [ + 0.19393788278102875, + 0.1939619481563568, + 0.23087021708488464, + 0.2072795033454895 + ], + "acc_eval": 0.690500020980835, + "loss_eval": 0.8105630278587341, + "epoch": 3 + }, + { + "hidden_norms": [ + 11.269571304321289, + 12.623353004455566, + 17.037206649780273, + 26.137210845947266, + 36.338985443115234 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007407923694700003, + 0.0004117340431548655, + 0.00024256351753138006, + 0.00016813547699712217, + 0.00014022440882399678 + ], + "bp_grad_F": [ + 0.06029670313000679, + 0.0337882824242115, + 0.0196156557649374, + 0.01336250826716423, + 0.011071481741964817 + ], + "gamma_dfa": 0.18698954582214355, + "gamma_dfa_per_layer": [ + 0.15680347383022308, + 0.17669467628002167, + 0.2232135385274887, + 0.19124649465084076 + ], + "acc_eval": 0.7130000591278076, + "loss_eval": 0.7352707386016846, + "epoch": 4 + }, + { + "hidden_norms": [ + 11.269571304321289, + 13.056242942810059, + 20.31708526611328, + 35.354278564453125, + 50.72277069091797 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007306670304387808, + 0.000362707331078127, + 0.00019432755652815104, + 0.00014284192002378404, + 0.0001259525743080303 + ], + "bp_grad_F": [ + 0.06756022572517395, + 0.03394190967082977, + 0.018268020823597908, + 0.012735997326672077, + 0.011040973477065563 + ], + "gamma_dfa": 0.16737862676382065, + "gamma_dfa_per_layer": [ + 0.12552234530448914, + 0.16295458376407623, + 0.2097114473581314, + 0.17132613062858582 + ], + "acc_eval": 0.7350000143051147, + "loss_eval": 0.716023862361908, + "epoch": 5 + }, + { + "hidden_norms": [ + 11.269571304321289, + 13.544439315795898, + 24.727155685424805, + 46.518768310546875, + 67.0296859741211 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007029862026683986, + 0.0003191934374626726, + 0.00016633918858133256, + 0.00012432104267645627, + 0.00011442468530731276 + ], + "bp_grad_F": [ + 0.07251796871423721, + 0.03311065956950188, + 0.016890449449419975, + 0.012321571819484234, + 0.011077084578573704 + ], + "gamma_dfa": 0.15210051462054253, + "gamma_dfa_per_layer": [ + 0.10109913349151611, + 0.15017138421535492, + 0.20331066846847534, + 0.15382087230682373 + ], + "acc_eval": 0.7305000424385071, + "loss_eval": 0.7123240828514099, + "epoch": 6 + }, + { + "hidden_norms": [ + 11.269571304321289, + 14.096785545349121, + 29.970369338989258, + 58.48172378540039, + 84.44245910644531 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007362618925981224, + 0.0003065088822040707, + 0.00015729048755019903, + 0.00012451721704564989, + 0.00011588833149289712 + ], + "bp_grad_F": [ + 0.07530932128429413, + 0.03182085230946541, + 0.01569041982293129, + 0.012093811295926571, + 0.011190102435648441 + ], + "gamma_dfa": 0.14102506078779697, + "gamma_dfa_per_layer": [ + 0.08732745796442032, + 0.14003422856330872, + 0.19598272442817688, + 0.14075583219528198 + ], + "acc_eval": 0.7235000133514404, + "loss_eval": 0.727388858795166, + "epoch": 7 + }, + { + "hidden_norms": [ + 11.269571304321289, + 14.721030235290527, + 35.83012008666992, + 70.75320434570312, + 101.73139953613281 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007345590856857598, + 0.00026920062373392284, + 0.000134471949422732, + 0.00011552426440175623, + 0.000110697525087744 + ], + "bp_grad_F": [ + 0.0819108858704567, + 0.03190097585320473, + 0.015249059535562992, + 0.012194199487566948, + 0.011436647735536098 + ], + "gamma_dfa": 0.1306514535099268, + "gamma_dfa_per_layer": [ + 0.07609214633703232, + 0.13159415125846863, + 0.18644346296787262, + 0.12847605347633362 + ], + "acc_eval": 0.7155000567436218, + "loss_eval": 0.7610863447189331, + "epoch": 8 + }, + { + "hidden_norms": [ + 11.269571304321289, + 15.34220027923584, + 42.35697937011719, + 83.51715850830078, + 120.42235565185547 + ], + "bp_grad_per_sample_l2_med": [ + 0.0006878858548589051, + 0.0002570476208347827, + 0.00012823278666473925, + 0.00011104762234026566, + 0.00010812593973241746 + ], + "bp_grad_F": [ + 0.08083735406398773, + 0.029663894325494766, + 0.014093351550400257, + 0.01174441073089838, + 0.011170739307999611 + ], + "gamma_dfa": 0.12087789550423622, + "gamma_dfa_per_layer": [ + 0.06335650384426117, + 0.12819789350032806, + 0.17300739884376526, + 0.1189497858285904 + ], + "acc_eval": 0.7225000262260437, + "loss_eval": 0.737341046333313, + "epoch": 9 + }, + { + "hidden_norms": [ + 11.269571304321289, + 16.00116729736328, + 49.21657943725586, + 96.05623626708984, + 138.10394287109375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007566744461655617, + 0.0002493424981366843, + 0.0001229145418619737, + 0.00010773885151138529, + 0.00010482135257916525 + ], + "bp_grad_F": [ + 0.08636438101530075, + 0.029551593586802483, + 0.013877596706151962, + 0.011869709938764572, + 0.011369508691132069 + ], + "gamma_dfa": 0.11321612633764744, + "gamma_dfa_per_layer": [ + 0.05804715305566788, + 0.11809944361448288, + 0.16106289625167847, + 0.11565501242876053 + ], + "acc_eval": 0.7175000309944153, + "loss_eval": 0.7598624229431152, + "epoch": 10 + }, + { + "hidden_norms": [ + 11.269571304321289, + 16.664016723632812, + 56.4381103515625, + 109.18519592285156, + 157.13400268554688 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007165206479839981, + 0.00021803597337566316, + 0.00010753094829851761, + 0.00010056991595774889, + 9.790556214284152e-05 + ], + "bp_grad_F": [ + 0.09135312587022781, + 0.029706060886383057, + 0.013932082802057266, + 0.012196206487715244, + 0.011740063317120075 + ], + "gamma_dfa": 0.1071977848187089, + "gamma_dfa_per_layer": [ + 0.04954911395907402, + 0.1143685057759285, + 0.1548140048980713, + 0.11005951464176178 + ], + "acc_eval": 0.7000000476837158, + "loss_eval": 0.825758159160614, + "epoch": 11 + }, + { + "hidden_norms": [ + 11.269571304321289, + 17.334924697875977, + 63.52719497680664, + 121.75878143310547, + 175.05706787109375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007098973728716373, + 0.0002017641963902861, + 0.00010367313370807096, + 9.554869029670954e-05, + 9.339704411104321e-05 + ], + "bp_grad_F": [ + 0.0928206816315651, + 0.02807745151221752, + 0.013300982303917408, + 0.011954967863857746, + 0.011584528721868992 + ], + "gamma_dfa": 0.10307322815060616, + "gamma_dfa_per_layer": [ + 0.046224936842918396, + 0.11165355145931244, + 0.14536075294017792, + 0.10905367136001587 + ], + "acc_eval": 0.7085000276565552, + "loss_eval": 0.8147838711738586, + "epoch": 12 + }, + { + "hidden_norms": [ + 11.269571304321289, + 18.066408157348633, + 71.18386840820312, + 135.29449462890625, + 194.25502014160156 + ], + "bp_grad_per_sample_l2_med": [ + 0.000749382539652288, + 0.00023277483705896884, + 0.00012272220919840038, + 0.00011419993097661063, + 0.00011211293895030394 + ], + "bp_grad_F": [ + 0.08808046579360962, + 0.026459064334630966, + 0.01287052407860756, + 0.011758155189454556, + 0.01143786869943142 + ], + "gamma_dfa": 0.09524188842624426, + "gamma_dfa_per_layer": [ + 0.042861852794885635, + 0.09963438659906387, + 0.1363406628370285, + 0.10213065147399902 + ], + "acc_eval": 0.7090000510215759, + "loss_eval": 0.7797307372093201, + "epoch": 13 + }, + { + "hidden_norms": [ + 11.269571304321289, + 18.722259521484375, + 78.48313903808594, + 148.08277893066406, + 213.12060546875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007828621892258525, + 0.00022329931380227208, + 0.0001217587196151726, + 0.00011403425014577806, + 0.00011114090739283711 + ], + "bp_grad_F": [ + 0.09129610657691956, + 0.02616111747920513, + 0.012879838235676289, + 0.011936144903302193, + 0.011643719859421253 + ], + "gamma_dfa": 0.0928388200700283, + "gamma_dfa_per_layer": [ + 0.04325374215841293, + 0.09723485261201859, + 0.13119162619113922, + 0.09967505931854248 + ], + "acc_eval": 0.7015000581741333, + "loss_eval": 0.810487687587738, + "epoch": 14 + }, + { + "hidden_norms": [ + 11.269571304321289, + 19.439603805541992, + 86.18466186523438, + 160.40892028808594, + 230.23739624023438 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007217489182949066, + 0.00018824212020263076, + 0.00010298609413439408, + 9.960142779164016e-05, + 9.748922457220033e-05 + ], + "bp_grad_F": [ + 0.09306738525629044, + 0.02548908442258835, + 0.012566950172185898, + 0.011724555864930153, + 0.011449399404227734 + ], + "gamma_dfa": 0.09134612884372473, + "gamma_dfa_per_layer": [ + 0.040905896574258804, + 0.09668857604265213, + 0.12694117426872253, + 0.10084886848926544 + ], + "acc_eval": 0.7110000252723694, + "loss_eval": 0.7941330075263977, + "epoch": 15 + }, + { + "hidden_norms": [ + 11.269571304321289, + 20.229736328125, + 94.05648040771484, + 173.3369903564453, + 248.50965881347656 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007364301127381623, + 0.00019103182421531528, + 0.00010473190195625648, + 0.00010049886623164639, + 9.873881208477542e-05 + ], + "bp_grad_F": [ + 0.09542964398860931, + 0.025049429386854172, + 0.012468041852116585, + 0.011731654405593872, + 0.011484012007713318 + ], + "gamma_dfa": 0.08733212016522884, + "gamma_dfa_per_layer": [ + 0.034523673355579376, + 0.09200998395681381, + 0.12135256081819534, + 0.10144226253032684 + ], + "acc_eval": 0.7200000286102295, + "loss_eval": 0.806917130947113, + "epoch": 16 + }, + { + "hidden_norms": [ + 11.269571304321289, + 20.94115447998047, + 101.5516128540039, + 185.91993713378906, + 265.6839294433594 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008022052352316678, + 0.00020157739345449954, + 0.00011702251504175365, + 0.00011363227531546727, + 0.00011240412277402356 + ], + "bp_grad_F": [ + 0.09439960867166519, + 0.024019507691264153, + 0.01232285425066948, + 0.011713731102645397, + 0.011482013389468193 + ], + "gamma_dfa": 0.08548407163470984, + "gamma_dfa_per_layer": [ + 0.038230378180742264, + 0.08889900892972946, + 0.11632363498210907, + 0.09848326444625854 + ], + "acc_eval": 0.7120000123977661, + "loss_eval": 0.8131889700889587, + "epoch": 17 + }, + { + "hidden_norms": [ + 11.269571304321289, + 21.71381950378418, + 109.32372283935547, + 199.24642944335938, + 285.1650085449219 + ], + "bp_grad_per_sample_l2_med": [ + 0.00076432921923697, + 0.00018322077812626958, + 0.00010481786011951044, + 0.00010164766717934981, + 0.00010087565897265449 + ], + "bp_grad_F": [ + 0.09489408135414124, + 0.023419344797730446, + 0.01224115677177906, + 0.011706860736012459, + 0.011501944623887539 + ], + "gamma_dfa": 0.08550543524324894, + "gamma_dfa_per_layer": [ + 0.04093854874372482, + 0.09244771301746368, + 0.11161119490861893, + 0.09702428430318832 + ], + "acc_eval": 0.7150000333786011, + "loss_eval": 0.8401313424110413, + "epoch": 18 + }, + { + "hidden_norms": [ + 11.269571304321289, + 22.474592208862305, + 117.0955810546875, + 212.0178680419922, + 303.7491455078125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008428111323155463, + 0.00020001262600999326, + 0.00012667309783864766, + 0.00012337132648099214, + 0.00012319188681431115 + ], + "bp_grad_F": [ + 0.09607862681150436, + 0.023683469742536545, + 0.01269453763961792, + 0.012188468128442764, + 0.011980941519141197 + ], + "gamma_dfa": 0.07937186863273382, + "gamma_dfa_per_layer": [ + 0.036147553473711014, + 0.08243555575609207, + 0.1066455990076065, + 0.0922587662935257 + ], + "acc_eval": 0.6840000152587891, + "loss_eval": 0.881807267665863, + "epoch": 19 + }, + { + "hidden_norms": [ + 11.269571304321289, + 23.23648452758789, + 124.45619201660156, + 224.60977172851562, + 321.2709655761719 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007923559751361609, + 0.00018490788352210075, + 0.00011116286623291671, + 0.00010867219680221751, + 0.00010773272515507415 + ], + "bp_grad_F": [ + 0.09617631882429123, + 0.02261228673160076, + 0.012236458249390125, + 0.011800081469118595, + 0.011619490571320057 + ], + "gamma_dfa": 0.07946366257965565, + "gamma_dfa_per_layer": [ + 0.036630548536777496, + 0.08521611988544464, + 0.10408685356378555, + 0.0919211283326149 + ], + "acc_eval": 0.7070000171661377, + "loss_eval": 0.8307667374610901, + "epoch": 20 + }, + { + "hidden_norms": [ + 11.269571304321289, + 23.941816329956055, + 131.71353149414062, + 236.79910278320312, + 338.2337951660156 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007988678989931941, + 0.00017439998919144273, + 0.0001077677879948169, + 0.00010501289216335863, + 0.00010426317021483555 + ], + "bp_grad_F": [ + 0.09615935385227203, + 0.02214771881699562, + 0.012244326062500477, + 0.01184793096035719, + 0.011676526628434658 + ], + "gamma_dfa": 0.0779404304921627, + "gamma_dfa_per_layer": [ + 0.032858967781066895, + 0.0826181098818779, + 0.10167358815670013, + 0.09461105614900589 + ], + "acc_eval": 0.6955000162124634, + "loss_eval": 0.8431603312492371, + "epoch": 21 + }, + { + "hidden_norms": [ + 11.269571304321289, + 24.736867904663086, + 139.1349639892578, + 248.7137908935547, + 355.0362243652344 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008002957911230624, + 0.00016955590399447829, + 0.00010642779670888558, + 0.00010389652743469924, + 0.00010333865793654695 + ], + "bp_grad_F": [ + 0.10074009746313095, + 0.022332124412059784, + 0.012284242548048496, + 0.011890492402017117, + 0.011716442182660103 + ], + "gamma_dfa": 0.07599243335425854, + "gamma_dfa_per_layer": [ + 0.03026191145181656, + 0.07909790426492691, + 0.10020720213651657, + 0.09440271556377411 + ], + "acc_eval": 0.6995000243186951, + "loss_eval": 0.8646643161773682, + "epoch": 22 + }, + { + "hidden_norms": [ + 11.269571304321289, + 25.527332305908203, + 146.32603454589844, + 260.3341064453125, + 371.9651184082031 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008058008388616145, + 0.00016914791194722056, + 0.00010861256305361167, + 0.00010723753075581044, + 0.00010632628982421011 + ], + "bp_grad_F": [ + 0.10164787620306015, + 0.02202906273305416, + 0.01239779032766819, + 0.012042474001646042, + 0.011877987533807755 + ], + "gamma_dfa": 0.07324381358921528, + "gamma_dfa_per_layer": [ + 0.03170452266931534, + 0.07619009912014008, + 0.09431108087301254, + 0.09076955169439316 + ], + "acc_eval": 0.6910000443458557, + "loss_eval": 0.9011825919151306, + "epoch": 23 + }, + { + "hidden_norms": [ + 11.269571304321289, + 26.24439239501953, + 153.2904510498047, + 271.96038818359375, + 388.2030029296875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007652259082533419, + 0.00016368107753805816, + 0.00010516044130781665, + 0.0001030244748108089, + 0.00010207654122496024 + ], + "bp_grad_F": [ + 0.09788329899311066, + 0.021043717861175537, + 0.012156899087131023, + 0.011852008290588856, + 0.011708464473485947 + ], + "gamma_dfa": 0.07162218820303679, + "gamma_dfa_per_layer": [ + 0.032286133617162704, + 0.0729740634560585, + 0.09137451648712158, + 0.08985403925180435 + ], + "acc_eval": 0.7015000581741333, + "loss_eval": 0.8572027683258057, + "epoch": 24 + }, + { + "hidden_norms": [ + 11.269571304321289, + 26.939895629882812, + 160.01840209960938, + 282.9203796386719, + 404.1251220703125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007471513818018138, + 0.00015666495892219245, + 0.0001027472535497509, + 0.00010242985445074737, + 0.00010123744141310453 + ], + "bp_grad_F": [ + 0.09715361893177032, + 0.02044457010924816, + 0.011886605061590672, + 0.011604394763708115, + 0.01146735716611147 + ], + "gamma_dfa": 0.07091694697737694, + "gamma_dfa_per_layer": [ + 0.0328441858291626, + 0.07304085046052933, + 0.08939228951931, + 0.08839046210050583 + ], + "acc_eval": 0.7035000324249268, + "loss_eval": 0.8259502649307251, + "epoch": 25 + }, + { + "hidden_norms": [ + 11.269571304321289, + 27.655963897705078, + 166.2253875732422, + 293.953857421875, + 419.2309265136719 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008196054841391742, + 0.000168012484209612, + 0.00011266919318586588, + 0.0001119820517487824, + 0.00011136133980471641 + ], + "bp_grad_F": [ + 0.09666500240564346, + 0.020363574847579002, + 0.012169744819402695, + 0.011900369077920914, + 0.011767606250941753 + ], + "gamma_dfa": 0.07011445891112089, + "gamma_dfa_per_layer": [ + 0.03361910209059715, + 0.07148489356040955, + 0.08753866702318192, + 0.08781517297029495 + ], + "acc_eval": 0.6930000185966492, + "loss_eval": 0.8744071125984192, + "epoch": 26 + }, + { + "hidden_norms": [ + 11.269571304321289, + 28.399173736572266, + 173.29478454589844, + 305.1183776855469, + 435.8616027832031 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008379096980206668, + 0.00016787118511274457, + 0.00011563840962480754, + 0.00011382131197024137, + 0.00011414202890591696 + ], + "bp_grad_F": [ + 0.09941841661930084, + 0.01996329240500927, + 0.012196086347103119, + 0.011958655901253223, + 0.011834335513412952 + ], + "gamma_dfa": 0.06707034399732947, + "gamma_dfa_per_layer": [ + 0.027506088837981224, + 0.07163777202367783, + 0.08489245176315308, + 0.08424506336450577 + ], + "acc_eval": 0.6860000491142273, + "loss_eval": 0.8969190716743469, + "epoch": 27 + }, + { + "hidden_norms": [ + 11.269571304321289, + 29.067270278930664, + 179.52621459960938, + 315.666015625, + 450.67449951171875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007646313752047718, + 0.00014840309449937195, + 9.849335037870333e-05, + 9.682594100013375e-05, + 9.619411139283329e-05 + ], + "bp_grad_F": [ + 0.10344142466783524, + 0.020078541710972786, + 0.012122261337935925, + 0.011881489306688309, + 0.011760085821151733 + ], + "gamma_dfa": 0.06692653149366379, + "gamma_dfa_per_layer": [ + 0.027295783162117004, + 0.06953233480453491, + 0.08493673801422119, + 0.08594126999378204 + ], + "acc_eval": 0.6980000138282776, + "loss_eval": 0.9112558960914612, + "epoch": 28 + }, + { + "hidden_norms": [ + 11.269571304321289, + 29.80398941040039, + 186.03025817871094, + 326.7105407714844, + 466.4792785644531 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008647075155749917, + 0.00016527411935385317, + 0.00011362476652720943, + 0.00011306258238619193, + 0.00011151444778079167 + ], + "bp_grad_F": [ + 0.0982326790690422, + 0.0193523820489645, + 0.012001772411167622, + 0.011787012219429016, + 0.011672897264361382 + ], + "gamma_dfa": 0.06665132055059075, + "gamma_dfa_per_layer": [ + 0.028357060626149178, + 0.06870155036449432, + 0.0840969979763031, + 0.08544967323541641 + ], + "acc_eval": 0.6960000395774841, + "loss_eval": 0.8792264461517334, + "epoch": 29 + }, + { + "hidden_norms": [ + 11.269571304321289, + 30.495162963867188, + 192.21092224121094, + 336.62432861328125, + 480.96929931640625 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007892370922490954, + 0.00014862553507555276, + 0.00010144516272703186, + 0.00010014566942118108, + 9.811606287257746e-05 + ], + "bp_grad_F": [ + 0.10485321283340454, + 0.01980445720255375, + 0.012311456725001335, + 0.01209663413465023, + 0.011984387412667274 + ], + "gamma_dfa": 0.0650303359143436, + "gamma_dfa_per_layer": [ + 0.02565421722829342, + 0.06553934514522552, + 0.08334222435951233, + 0.08558555692434311 + ], + "acc_eval": 0.6845000386238098, + "loss_eval": 0.9355857968330383, + "epoch": 30 + }, + { + "hidden_norms": [ + 11.269571304321289, + 31.204212188720703, + 198.0793914794922, + 346.7908020019531, + 494.94366455078125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008273097337223589, + 0.00016349409997928888, + 0.00011394457396818325, + 0.00011259203165536746, + 0.00011180129513377324 + ], + "bp_grad_F": [ + 0.10106314718723297, + 0.019085418432950974, + 0.01192714087665081, + 0.011723030358552933, + 0.011616164818406105 + ], + "gamma_dfa": 0.06359042041003704, + "gamma_dfa_per_layer": [ + 0.025547169148921967, + 0.06356105208396912, + 0.08179818838834763, + 0.08345527201890945 + ], + "acc_eval": 0.7055000066757202, + "loss_eval": 0.8810407519340515, + "epoch": 31 + }, + { + "hidden_norms": [ + 11.269571304321289, + 31.86461067199707, + 203.8866424560547, + 357.24273681640625, + 509.47283935546875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007937258342280984, + 0.0001423554786015302, + 0.0001006650782073848, + 9.906977356877178e-05, + 9.873251110548154e-05 + ], + "bp_grad_F": [ + 0.10255990922451019, + 0.018815871328115463, + 0.012050059624016285, + 0.011867615394294262, + 0.011764303781092167 + ], + "gamma_dfa": 0.06225612107664347, + "gamma_dfa_per_layer": [ + 0.026912778615951538, + 0.060097675770521164, + 0.07986276596784592, + 0.08215126395225525 + ], + "acc_eval": 0.6975000500679016, + "loss_eval": 0.8993597626686096, + "epoch": 32 + }, + { + "hidden_norms": [ + 11.269571304321289, + 32.55842590332031, + 209.36538696289062, + 366.7745056152344, + 523.1634521484375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009271818562410772, + 0.00017398923228029162, + 0.00012348532618489116, + 0.00012206545943627134, + 0.00011946412996621802 + ], + "bp_grad_F": [ + 0.10045517235994339, + 0.018744034692645073, + 0.0122413644567132, + 0.012060520239174366, + 0.011960742995142937 + ], + "gamma_dfa": 0.06293319165706635, + "gamma_dfa_per_layer": [ + 0.02326873689889908, + 0.06609776616096497, + 0.07875392585992813, + 0.0836123377084732 + ], + "acc_eval": 0.6760000586509705, + "loss_eval": 0.9358338713645935, + "epoch": 33 + }, + { + "hidden_norms": [ + 11.269571304321289, + 33.2861213684082, + 214.81686401367188, + 376.10357666015625, + 536.3932495117188 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008684046333655715, + 0.0001622825366212055, + 0.00011986666504526511, + 0.00011786946561187506, + 0.00011659466690616682 + ], + "bp_grad_F": [ + 0.10286933183670044, + 0.018639566376805305, + 0.012188107706606388, + 0.01201487798243761, + 0.011918813921511173 + ], + "gamma_dfa": 0.06226353673264384, + "gamma_dfa_per_layer": [ + 0.023258207365870476, + 0.06267606467008591, + 0.0803714394569397, + 0.08274843543767929 + ], + "acc_eval": 0.6810000538825989, + "loss_eval": 0.9304502010345459, + "epoch": 34 + }, + { + "hidden_norms": [ + 11.269571304321289, + 33.87834167480469, + 220.428466796875, + 384.2508850097656, + 548.2610473632812 + ], + "bp_grad_per_sample_l2_med": [ + 0.0007953296881169081, + 0.00014800684584770352, + 0.00011162432201672345, + 0.00011058645759476349, + 0.00010956013284157962 + ], + "bp_grad_F": [ + 0.10028568655252457, + 0.018069755285978317, + 0.011859637685120106, + 0.011696909554302692, + 0.01160619780421257 + ], + "gamma_dfa": 0.06300693331286311, + "gamma_dfa_per_layer": [ + 0.027522550895810127, + 0.06186108663678169, + 0.07987839728593826, + 0.08276569843292236 + ], + "acc_eval": 0.6955000162124634, + "loss_eval": 0.8840450048446655, + "epoch": 35 + }, + { + "hidden_norms": [ + 11.269571304321289, + 34.509605407714844, + 225.59780883789062, + 393.6628112792969, + 561.568115234375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008583659655414522, + 0.00015650303976144642, + 0.00011532937787706032, + 0.00011489073949633166, + 0.00011400022049201652 + ], + "bp_grad_F": [ + 0.09966019541025162, + 0.018014561384916306, + 0.012010997161269188, + 0.011846955865621567, + 0.011755259707570076 + ], + "gamma_dfa": 0.06271304981783032, + "gamma_dfa_per_layer": [ + 0.029912440106272697, + 0.06141362711787224, + 0.0793088749051094, + 0.08021725714206696 + ], + "acc_eval": 0.687000036239624, + "loss_eval": 0.9074093103408813, + "epoch": 36 + }, + { + "hidden_norms": [ + 11.269571304321289, + 35.15583801269531, + 230.31370544433594, + 402.0650634765625, + 574.2296752929688 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008762985817156732, + 0.00015229854034259915, + 0.00011411930609028786, + 0.0001132417019107379, + 0.00011245955829508603 + ], + "bp_grad_F": [ + 0.09909173101186752, + 0.017660830169916153, + 0.011859647929668427, + 0.011700768023729324, + 0.011612875387072563 + ], + "gamma_dfa": 0.059298016130924225, + "gamma_dfa_per_layer": [ + 0.026200097054243088, + 0.0549272783100605, + 0.0762626901268959, + 0.0798019990324974 + ], + "acc_eval": 0.7035000324249268, + "loss_eval": 0.8701910376548767, + "epoch": 37 + }, + { + "hidden_norms": [ + 11.269571304321289, + 35.66206741333008, + 234.8238983154297, + 409.3634033203125, + 584.876953125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009031461668200791, + 0.00016782402235548943, + 0.00012555152352433652, + 0.0001250550412805751, + 0.000123959660413675 + ], + "bp_grad_F": [ + 0.09997168928384781, + 0.01780031807720661, + 0.012050634250044823, + 0.011898917146027088, + 0.011813494376838207 + ], + "gamma_dfa": 0.06037319032475352, + "gamma_dfa_per_layer": [ + 0.028592003509402275, + 0.05390740931034088, + 0.07796172052621841, + 0.08103162795305252 + ], + "acc_eval": 0.6850000619888306, + "loss_eval": 0.9033781886100769, + "epoch": 38 + }, + { + "hidden_norms": [ + 11.269571304321289, + 36.278228759765625, + 239.4936981201172, + 417.3722229003906, + 596.1981201171875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009072510292753577, + 0.00015473780513275415, + 0.00011584340245462954, + 0.00011548803740879521, + 0.00011424912372604012 + ], + "bp_grad_F": [ + 0.10279728472232819, + 0.017760641872882843, + 0.012076830491423607, + 0.01192280650138855, + 0.011838974431157112 + ], + "gamma_dfa": 0.05956542398780584, + "gamma_dfa_per_layer": [ + 0.025189489126205444, + 0.05668117478489876, + 0.07571582496166229, + 0.08067520707845688 + ], + "acc_eval": 0.6835000514984131, + "loss_eval": 0.9166074395179749, + "epoch": 39 + }, + { + "hidden_norms": [ + 11.269571304321289, + 36.87733459472656, + 244.1138153076172, + 425.2259826660156, + 607.8081665039062 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008976306999102235, + 0.00015640830679330975, + 0.00012026254989905283, + 0.00011915730283362791, + 0.00011880237434525043 + ], + "bp_grad_F": [ + 0.10276701301336288, + 0.017705289646983147, + 0.012149399146437645, + 0.01199993398040533, + 0.01191749982535839 + ], + "gamma_dfa": 0.05778269004076719, + "gamma_dfa_per_layer": [ + 0.02565983682870865, + 0.051832567900419235, + 0.07554878294467926, + 0.07808957248926163 + ], + "acc_eval": 0.6880000233650208, + "loss_eval": 0.9326384663581848, + "epoch": 40 + }, + { + "hidden_norms": [ + 11.269571304321289, + 37.373634338378906, + 248.1051483154297, + 432.9554748535156, + 618.172607421875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009300907258875668, + 0.00016527887783013284, + 0.00012494091060943902, + 0.00012375703954603523, + 0.00012343957496341318 + ], + "bp_grad_F": [ + 0.10167930275201797, + 0.017580606043338776, + 0.01197358313947916, + 0.01181697752326727, + 0.011733012273907661 + ], + "gamma_dfa": 0.059646998066455126, + "gamma_dfa_per_layer": [ + 0.025086766108870506, + 0.05520859733223915, + 0.0782475471496582, + 0.08004508167505264 + ], + "acc_eval": 0.6935000419616699, + "loss_eval": 0.9074762463569641, + "epoch": 41 + }, + { + "hidden_norms": [ + 11.269571304321289, + 37.94633483886719, + 252.25924682617188, + 439.8863525390625, + 628.1370239257812 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008688273373991251, + 0.00015619541227351874, + 0.00011818459461210296, + 0.00011805404938058928, + 0.00011655993148451671 + ], + "bp_grad_F": [ + 0.10280012339353561, + 0.017362425103783607, + 0.012144921347498894, + 0.012009261175990105, + 0.011929930187761784 + ], + "gamma_dfa": 0.057152220979332924, + "gamma_dfa_per_layer": [ + 0.026838082820177078, + 0.05145636573433876, + 0.07389623671770096, + 0.0764181986451149 + ], + "acc_eval": 0.6780000329017639, + "loss_eval": 0.9220576286315918, + "epoch": 42 + }, + { + "hidden_norms": [ + 11.269571304321289, + 38.43475341796875, + 256.3348388671875, + 446.7797546386719, + 638.6549072265625 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009689890430308878, + 0.0001675912644714117, + 0.00013143723481334746, + 0.00012922017776872963, + 0.00012865127064287663 + ], + "bp_grad_F": [ + 0.10019267350435257, + 0.017157867550849915, + 0.012005961500108242, + 0.01186591386795044, + 0.011786815710365772 + ], + "gamma_dfa": 0.05704171909019351, + "gamma_dfa_per_layer": [ + 0.02657354436814785, + 0.04850248247385025, + 0.07429356873035431, + 0.07879728078842163 + ], + "acc_eval": 0.6815000176429749, + "loss_eval": 0.9045827388763428, + "epoch": 43 + }, + { + "hidden_norms": [ + 11.269571304321289, + 38.949981689453125, + 259.91455078125, + 453.5318603515625, + 649.1691284179688 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008703607600182295, + 0.0001509855646872893, + 0.00011334709415677935, + 0.00011273188283666968, + 0.00011187820200575516 + ], + "bp_grad_F": [ + 0.10038246959447861, + 0.017015060409903526, + 0.011884159408509731, + 0.011748326942324638, + 0.01167102251201868 + ], + "gamma_dfa": 0.056442280765622854, + "gamma_dfa_per_layer": [ + 0.024923482909798622, + 0.04813612625002861, + 0.07466092705726624, + 0.07804858684539795 + ], + "acc_eval": 0.6880000233650208, + "loss_eval": 0.8986373543739319, + "epoch": 44 + }, + { + "hidden_norms": [ + 11.269571304321289, + 39.40317916870117, + 263.8382873535156, + 459.8589782714844, + 657.81396484375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008396115736104548, + 0.00014526791346725076, + 0.0001117709616664797, + 0.0001101615052903071, + 0.00010919143096543849 + ], + "bp_grad_F": [ + 0.10223646461963654, + 0.01701364293694496, + 0.011921641416847706, + 0.011793220415711403, + 0.01171908900141716 + ], + "gamma_dfa": 0.05634786421433091, + "gamma_dfa_per_layer": [ + 0.023860810324549675, + 0.05130583420395851, + 0.0730678141117096, + 0.07715699821710587 + ], + "acc_eval": 0.6845000386238098, + "loss_eval": 0.9070615172386169, + "epoch": 45 + }, + { + "hidden_norms": [ + 11.269571304321289, + 39.78729248046875, + 267.06787109375, + 465.8781433105469, + 665.705078125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008805220131762326, + 0.0001506610424257815, + 0.0001190964540001005, + 0.00011831042502308264, + 0.0001174084609374404 + ], + "bp_grad_F": [ + 0.09873763471841812, + 0.01661210134625435, + 0.011734068393707275, + 0.011604530736804008, + 0.011532736010849476 + ], + "gamma_dfa": 0.057100610341876745, + "gamma_dfa_per_layer": [ + 0.025687912479043007, + 0.05223910138010979, + 0.07347920536994934, + 0.07699622213840485 + ], + "acc_eval": 0.7010000348091125, + "loss_eval": 0.8647292256355286, + "epoch": 46 + }, + { + "hidden_norms": [ + 11.269571304321289, + 40.20953369140625, + 270.48760986328125, + 471.71197509765625, + 674.6234741210938 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008946783491410315, + 0.0001546104613225907, + 0.00012653943849727511, + 0.0001261695142602548, + 0.00012597300519701093 + ], + "bp_grad_F": [ + 0.10005417466163635, + 0.016553794965147972, + 0.011853700503706932, + 0.011732862330973148, + 0.01166335679590702 + ], + "gamma_dfa": 0.056281615514308214, + "gamma_dfa_per_layer": [ + 0.02603459171950817, + 0.051092494279146194, + 0.07222969830036163, + 0.07576967775821686 + ], + "acc_eval": 0.6895000338554382, + "loss_eval": 0.8898184299468994, + "epoch": 47 + }, + { + "hidden_norms": [ + 11.269571304321289, + 40.61681365966797, + 273.5674743652344, + 477.6903381347656, + 683.2316284179688 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009305709972977638, + 0.0001684492890490219, + 0.00013056330499239266, + 0.00013055883755441755, + 0.00012972661352250725 + ], + "bp_grad_F": [ + 0.10108529776334763, + 0.01676928997039795, + 0.012042575515806675, + 0.011920345947146416, + 0.011849730275571346 + ], + "gamma_dfa": 0.05756285693496466, + "gamma_dfa_per_layer": [ + 0.028283007442951202, + 0.04865947738289833, + 0.0757322907447815, + 0.0775766521692276 + ], + "acc_eval": 0.6825000047683716, + "loss_eval": 0.9249827861785889, + "epoch": 48 + }, + { + "hidden_norms": [ + 11.269571304321289, + 40.986331939697266, + 276.55340576171875, + 482.9735412597656, + 690.4827880859375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009371762280352414, + 0.00015377832460217178, + 0.00011931644257856533, + 0.00011877353972522542, + 0.00011843052197946236 + ], + "bp_grad_F": [ + 0.10423478484153748, + 0.01686144433915615, + 0.012089447118341923, + 0.011962956748902798, + 0.011895008385181427 + ], + "gamma_dfa": 0.05634950753301382, + "gamma_dfa_per_layer": [ + 0.024047940969467163, + 0.05029236152768135, + 0.07294473052024841, + 0.07811299711465836 + ], + "acc_eval": 0.6770000457763672, + "loss_eval": 0.9276119470596313, + "epoch": 49 + }, + { + "hidden_norms": [ + 11.269571304321289, + 41.36444091796875, + 279.21368408203125, + 487.9245910644531, + 698.8203735351562 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009180991910398006, + 0.00016040228365454823, + 0.00012619509652722627, + 0.0001242315920535475, + 0.00012414241791702807 + ], + "bp_grad_F": [ + 0.09876055270433426, + 0.016378939151763916, + 0.011831536889076233, + 0.011710439808666706, + 0.011641835793852806 + ], + "gamma_dfa": 0.056217589881271124, + "gamma_dfa_per_layer": [ + 0.026943759992718697, + 0.04981214925646782, + 0.0719020888209343, + 0.07621236145496368 + ], + "acc_eval": 0.6945000290870667, + "loss_eval": 0.8922800421714783, + "epoch": 50 + }, + { + "hidden_norms": [ + 11.269571304321289, + 41.725521087646484, + 282.2077331542969, + 492.55194091796875, + 705.709228515625 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009282235405407846, + 0.00015841209096834064, + 0.00012215816241223365, + 0.0001216854143422097, + 0.0001213739305967465 + ], + "bp_grad_F": [ + 0.10062722116708755, + 0.016464965417981148, + 0.011968642473220825, + 0.011850792914628983, + 0.011783461086452007 + ], + "gamma_dfa": 0.05594501877203584, + "gamma_dfa_per_layer": [ + 0.027507653459906578, + 0.047868166118860245, + 0.07275017350912094, + 0.07565408200025558 + ], + "acc_eval": 0.674500048160553, + "loss_eval": 0.9168669581413269, + "epoch": 51 + }, + { + "hidden_norms": [ + 11.269571304321289, + 42.07438659667969, + 284.91143798828125, + 497.33489990234375, + 712.7407836914062 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008946438319981098, + 0.0001599262177478522, + 0.0001243542501470074, + 0.00012355486978776753, + 0.0001230162160936743 + ], + "bp_grad_F": [ + 0.09976927936077118, + 0.016204386949539185, + 0.011793862096965313, + 0.011675998568534851, + 0.01161060482263565 + ], + "gamma_dfa": 0.057106493040919304, + "gamma_dfa_per_layer": [ + 0.025031987577676773, + 0.05149566009640694, + 0.07346570491790771, + 0.07843261957168579 + ], + "acc_eval": 0.6895000338554382, + "loss_eval": 0.8812824487686157, + "epoch": 52 + }, + { + "hidden_norms": [ + 11.269571304321289, + 42.312625885009766, + 287.158447265625, + 501.61053466796875, + 718.7759399414062 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008852323517203331, + 0.0001484409294789657, + 0.00011503385030664504, + 0.00011482135596452281, + 0.00011442313552834094 + ], + "bp_grad_F": [ + 0.10061701387166977, + 0.016211561858654022, + 0.011752818711102009, + 0.011636910028755665, + 0.011571302078664303 + ], + "gamma_dfa": 0.055246823001652956, + "gamma_dfa_per_layer": [ + 0.024583658203482628, + 0.04850705340504646, + 0.07144256681203842, + 0.07645401358604431 + ], + "acc_eval": 0.6955000162124634, + "loss_eval": 0.888053834438324, + "epoch": 53 + }, + { + "hidden_norms": [ + 11.269571304321289, + 42.61886978149414, + 289.2788391113281, + 505.75390625, + 724.4559326171875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009071374079212546, + 0.00015266452101059258, + 0.00011854806507471949, + 0.00011884445120813325, + 0.00011772327707149088 + ], + "bp_grad_F": [ + 0.10303837805986404, + 0.016465138643980026, + 0.011987767182290554, + 0.011867417953908443, + 0.011802136898040771 + ], + "gamma_dfa": 0.05469688028097153, + "gamma_dfa_per_layer": [ + 0.02719976380467415, + 0.04610869660973549, + 0.07147730141878128, + 0.07400175929069519 + ], + "acc_eval": 0.6820000410079956, + "loss_eval": 0.9107973575592041, + "epoch": 54 + }, + { + "hidden_norms": [ + 11.269571304321289, + 42.90008544921875, + 291.5098876953125, + 509.49200439453125, + 730.070068359375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009346315637230873, + 0.00017380902136210352, + 0.00014277170703280717, + 0.0001402509369654581, + 0.00014013791223987937 + ], + "bp_grad_F": [ + 0.10035568475723267, + 0.016459215432405472, + 0.012036965228617191, + 0.011920913122594357, + 0.01185610517859459 + ], + "gamma_dfa": 0.055851065553724766, + "gamma_dfa_per_layer": [ + 0.026028182357549667, + 0.04594290256500244, + 0.07459361851215363, + 0.07683955878019333 + ], + "acc_eval": 0.6720000505447388, + "loss_eval": 0.9282984733581543, + "epoch": 55 + }, + { + "hidden_norms": [ + 11.269571304321289, + 43.15349197387695, + 293.65966796875, + 513.3607177734375, + 735.3644409179688 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009396777604706585, + 0.00015277721104212105, + 0.00012291918392293155, + 0.00012154672003816813, + 0.00012096676073269919 + ], + "bp_grad_F": [ + 0.10190626233816147, + 0.016208121553063393, + 0.011865625157952309, + 0.011748027056455612, + 0.011683868244290352 + ], + "gamma_dfa": 0.05457223346456885, + "gamma_dfa_per_layer": [ + 0.02600257657468319, + 0.046096257865428925, + 0.0713086724281311, + 0.0748814269900322 + ], + "acc_eval": 0.6920000314712524, + "loss_eval": 0.8892928957939148, + "epoch": 56 + }, + { + "hidden_norms": [ + 11.269571304321289, + 43.37159729003906, + 295.3875732421875, + 516.53369140625, + 740.1768798828125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008509810431860387, + 0.000149228420923464, + 0.00012114718265365809, + 0.00012038950808346272, + 0.00011932845518458635 + ], + "bp_grad_F": [ + 0.09941542148590088, + 0.015937170013785362, + 0.01166422851383686, + 0.011551388539373875, + 0.011488799005746841 + ], + "gamma_dfa": 0.053473991341888905, + "gamma_dfa_per_layer": [ + 0.0227724090218544, + 0.045084040611982346, + 0.07109282910823822, + 0.07494668662548065 + ], + "acc_eval": 0.6945000290870667, + "loss_eval": 0.8690445423126221, + "epoch": 57 + }, + { + "hidden_norms": [ + 11.269571304321289, + 43.58628463745117, + 297.0165710449219, + 519.4993286132812, + 744.6467895507812 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009939862648025155, + 0.0001676510728430003, + 0.00013252485950943083, + 0.0001307348720729351, + 0.0001300926087424159 + ], + "bp_grad_F": [ + 0.10170887410640717, + 0.016186155378818512, + 0.011895725503563881, + 0.011782051995396614, + 0.0117182033136487 + ], + "gamma_dfa": 0.05389358149841428, + "gamma_dfa_per_layer": [ + 0.024122020229697227, + 0.04528462514281273, + 0.0715978741645813, + 0.07456980645656586 + ], + "acc_eval": 0.6840000152587891, + "loss_eval": 0.9150904417037964, + "epoch": 58 + }, + { + "hidden_norms": [ + 11.269571304321289, + 43.756309509277344, + 298.4603576660156, + 522.1862182617188, + 748.0980224609375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009121120092459023, + 0.00015141229960136116, + 0.00012266664998605847, + 0.00012074616097379476, + 0.00012072239769622684 + ], + "bp_grad_F": [ + 0.09929168969392776, + 0.015882758423686028, + 0.011736094020307064, + 0.011626454070210457, + 0.011565400287508965 + ], + "gamma_dfa": 0.05446606734767556, + "gamma_dfa_per_layer": [ + 0.023944402113556862, + 0.04696139693260193, + 0.07070320099592209, + 0.07625526934862137 + ], + "acc_eval": 0.6895000338554382, + "loss_eval": 0.8752753138542175, + "epoch": 59 + }, + { + "hidden_norms": [ + 11.269571304321289, + 43.956050872802734, + 299.8046569824219, + 524.5073852539062, + 751.9002075195312 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009328208980150521, + 0.00015578871534671634, + 0.00012375388178043067, + 0.00012286445416975766, + 0.0001222269784193486 + ], + "bp_grad_F": [ + 0.09782548248767853, + 0.015724968165159225, + 0.011678245849907398, + 0.01156895887106657, + 0.01150886993855238 + ], + "gamma_dfa": 0.05415696511045098, + "gamma_dfa_per_layer": [ + 0.025110432878136635, + 0.04582852125167847, + 0.07056943327188492, + 0.07511947304010391 + ], + "acc_eval": 0.6910000443458557, + "loss_eval": 0.8689600825309753, + "epoch": 60 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.10476303100586, + 301.22088623046875, + 527.0880737304688, + 755.537109375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009187725954689085, + 0.0001580083044245839, + 0.00012691691517829895, + 0.00012647418770939112, + 0.00012595193402376026 + ], + "bp_grad_F": [ + 0.09907824546098709, + 0.01592797227203846, + 0.011772784404456615, + 0.011660448275506496, + 0.011597777716815472 + ], + "gamma_dfa": 0.053306530229747295, + "gamma_dfa_per_layer": [ + 0.025752168148756027, + 0.04250373691320419, + 0.07085125893354416, + 0.0741189569234848 + ], + "acc_eval": 0.6785000562667847, + "loss_eval": 0.8745812773704529, + "epoch": 61 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.272037506103516, + 302.41107177734375, + 529.3627319335938, + 758.9468383789062 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009381037671118975, + 0.00015578897728119045, + 0.00012793939094990492, + 0.00012725923443213105, + 0.00012640930071938783 + ], + "bp_grad_F": [ + 0.09839630872011185, + 0.015703976154327393, + 0.011679527349770069, + 0.01157388836145401, + 0.011512565426528454 + ], + "gamma_dfa": 0.053105687256902456, + "gamma_dfa_per_layer": [ + 0.022858327254652977, + 0.04474852979183197, + 0.06992355734109879, + 0.07489233464002609 + ], + "acc_eval": 0.6865000128746033, + "loss_eval": 0.8636536002159119, + "epoch": 62 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.36368942260742, + 303.7563781738281, + 531.5054931640625, + 762.388427734375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009112239349633455, + 0.0001562510442454368, + 0.00013036206655669957, + 0.00012987821537535638, + 0.0001294936373597011 + ], + "bp_grad_F": [ + 0.09861280024051666, + 0.015790371224284172, + 0.011699686758220196, + 0.01159034576267004, + 0.011528948321938515 + ], + "gamma_dfa": 0.05348377674818039, + "gamma_dfa_per_layer": [ + 0.0251171812415123, + 0.04412227123975754, + 0.07024820148944855, + 0.07444745302200317 + ], + "acc_eval": 0.6885000467300415, + "loss_eval": 0.8699802160263062, + "epoch": 63 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.498130798339844, + 304.7552185058594, + 533.51318359375, + 765.1610717773438 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008680672035552561, + 0.00014313006249722093, + 0.00011654605623334646, + 0.00011439070658525452, + 0.00011445816198829561 + ], + "bp_grad_F": [ + 0.0990181565284729, + 0.015660114586353302, + 0.011611604131758213, + 0.011503342539072037, + 0.011442977003753185 + ], + "gamma_dfa": 0.05415269639343023, + "gamma_dfa_per_layer": [ + 0.024549636989831924, + 0.0454377755522728, + 0.07077726721763611, + 0.0758461058139801 + ], + "acc_eval": 0.6960000395774841, + "loss_eval": 0.8598873615264893, + "epoch": 64 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.600582122802734, + 305.7388610839844, + 534.99951171875, + 767.8171997070312 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008962214924395084, + 0.00015309070295188576, + 0.00012299958325456828, + 0.000121716657304205, + 0.0001212474235217087 + ], + "bp_grad_F": [ + 0.10033439099788666, + 0.015828289091587067, + 0.011728483252227306, + 0.01162028405815363, + 0.011559616774320602 + ], + "gamma_dfa": 0.05304920673370361, + "gamma_dfa_per_layer": [ + 0.02494572103023529, + 0.043708547949790955, + 0.06946250051259995, + 0.07408005744218826 + ], + "acc_eval": 0.6895000338554382, + "loss_eval": 0.8800998330116272, + "epoch": 65 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.70732879638672, + 306.55181884765625, + 536.31005859375, + 769.971923828125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009149253601208329, + 0.00015781939146108925, + 0.00012933975085616112, + 0.00012773934577126056, + 0.00012716377386823297 + ], + "bp_grad_F": [ + 0.09770160913467407, + 0.015633704140782356, + 0.011657179333269596, + 0.011551215313374996, + 0.011491267941892147 + ], + "gamma_dfa": 0.05268599092960358, + "gamma_dfa_per_layer": [ + 0.024415917694568634, + 0.04385191947221756, + 0.06913819909095764, + 0.07333792746067047 + ], + "acc_eval": 0.6930000185966492, + "loss_eval": 0.8666836023330688, + "epoch": 66 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.78550338745117, + 307.4527893066406, + 537.914306640625, + 771.5177612304688 + ], + "bp_grad_per_sample_l2_med": [ + 0.000909268157556653, + 0.0001503752137068659, + 0.00012163108476670459, + 0.00012035916006425396, + 0.00012008652265649289 + ], + "bp_grad_F": [ + 0.09915008395910263, + 0.015667738392949104, + 0.011642162688076496, + 0.01153358444571495, + 0.011473594233393669 + ], + "gamma_dfa": 0.05392309743911028, + "gamma_dfa_per_layer": [ + 0.023599978536367416, + 0.04531348496675491, + 0.07121817022562027, + 0.07556075602769852 + ], + "acc_eval": 0.6955000162124634, + "loss_eval": 0.8635799884796143, + "epoch": 67 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.858604431152344, + 308.1347961425781, + 538.9302368164062, + 773.1725463867188 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009114991407841444, + 0.00015059093129821122, + 0.00012239563511684537, + 0.00012128813978051767, + 0.00012036858242936432 + ], + "bp_grad_F": [ + 0.0976131409406662, + 0.015529998578131199, + 0.01157119870185852, + 0.011464742012321949, + 0.01140571665018797 + ], + "gamma_dfa": 0.05296219326555729, + "gamma_dfa_per_layer": [ + 0.02382323145866394, + 0.04349217563867569, + 0.0696524977684021, + 0.07488086819648743 + ], + "acc_eval": 0.6940000057220459, + "loss_eval": 0.8525131344795227, + "epoch": 68 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.92080307006836, + 308.6539001464844, + 539.7476806640625, + 774.7044067382812 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009130545658990741, + 0.0001561250537633896, + 0.00012542278273031116, + 0.0001241281715920195, + 0.0001238062686752528 + ], + "bp_grad_F": [ + 0.0973346009850502, + 0.015503575094044209, + 0.01158667542040348, + 0.011482889764010906, + 0.01142406091094017 + ], + "gamma_dfa": 0.05284834885969758, + "gamma_dfa_per_layer": [ + 0.023774540051817894, + 0.04253865405917168, + 0.0699956938624382, + 0.07508450746536255 + ], + "acc_eval": 0.6875000596046448, + "loss_eval": 0.8490641713142395, + "epoch": 69 + }, + { + "hidden_norms": [ + 11.269571304321289, + 44.97352600097656, + 309.19366455078125, + 540.6045532226562, + 775.7159423828125 + ], + "bp_grad_per_sample_l2_med": [ + 0.0008941096602939069, + 0.0001490603171987459, + 0.00012243444507475942, + 0.00012086174683645368, + 0.00011930170876439661 + ], + "bp_grad_F": [ + 0.0978497788310051, + 0.015526177361607552, + 0.011586111970245838, + 0.011480187065899372, + 0.011420912109315395 + ], + "gamma_dfa": 0.052993528079241514, + "gamma_dfa_per_layer": [ + 0.02384653501212597, + 0.04263130575418472, + 0.0702076405286789, + 0.07528863102197647 + ], + "acc_eval": 0.6950000524520874, + "loss_eval": 0.8494359850883484, + "epoch": 70 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.018131256103516, + 309.6293640136719, + 541.2432861328125, + 776.7703857421875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009062750032171607, + 0.00015435971727129072, + 0.00012295282795093954, + 0.00012264182441867888, + 0.00012187549873488024 + ], + "bp_grad_F": [ + 0.0975913405418396, + 0.015510785393416882, + 0.011592722497880459, + 0.011488175950944424, + 0.011429551988840103 + ], + "gamma_dfa": 0.05261069582775235, + "gamma_dfa_per_layer": [ + 0.023613562807440758, + 0.04278940334916115, + 0.06959826499223709, + 0.07444155216217041 + ], + "acc_eval": 0.6895000338554382, + "loss_eval": 0.8503831624984741, + "epoch": 71 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.05687713623047, + 309.88616943359375, + 541.6970825195312, + 777.6474609375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009167437092401087, + 0.00015087658539414406, + 0.00012154471187386662, + 0.00012103841436328366, + 0.00012099531886633486 + ], + "bp_grad_F": [ + 0.09737422317266464, + 0.015458790585398674, + 0.011581062339246273, + 0.011477372609078884, + 0.01141849160194397 + ], + "gamma_dfa": 0.05269155744463205, + "gamma_dfa_per_layer": [ + 0.02412768080830574, + 0.04288121312856674, + 0.06955435872077942, + 0.07420297712087631 + ], + "acc_eval": 0.6875000596046448, + "loss_eval": 0.8513321280479431, + "epoch": 72 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.083457946777344, + 310.21551513671875, + 542.2005615234375, + 778.2576904296875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009331087348982692, + 0.00015250151045620441, + 0.00012407499889377505, + 0.00012352959311101586, + 0.0001235192030435428 + ], + "bp_grad_F": [ + 0.09731114655733109, + 0.015489363111555576, + 0.011589608155190945, + 0.011484977789223194, + 0.01142611913383007 + ], + "gamma_dfa": 0.05234858160838485, + "gamma_dfa_per_layer": [ + 0.023583704605698586, + 0.04196107015013695, + 0.06969348341226578, + 0.07415606826543808 + ], + "acc_eval": 0.6885000467300415, + "loss_eval": 0.8485224843025208, + "epoch": 73 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.10480499267578, + 310.4107360839844, + 542.5189819335938, + 778.7670288085938 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009211195865646005, + 0.00015081235324032605, + 0.00012383687135297805, + 0.00012388851610012352, + 0.0001234857481904328 + ], + "bp_grad_F": [ + 0.097723089158535, + 0.015484371222555637, + 0.011575440876185894, + 0.011470203287899494, + 0.011411197483539581 + ], + "gamma_dfa": 0.052400246262550354, + "gamma_dfa_per_layer": [ + 0.023820150643587112, + 0.04187368229031563, + 0.06974346935749054, + 0.07416368275880814 + ], + "acc_eval": 0.690500020980835, + "loss_eval": 0.8478801250457764, + "epoch": 74 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.121337890625, + 310.5526123046875, + 542.789794921875, + 779.1331787109375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009062032913789153, + 0.00014932811609469354, + 0.00012137479643570259, + 0.00012096992577426136, + 0.00012082025205017999 + ], + "bp_grad_F": [ + 0.09714466333389282, + 0.015453615225851536, + 0.011561346240341663, + 0.011457313783466816, + 0.0113987410441041 + ], + "gamma_dfa": 0.05261371610686183, + "gamma_dfa_per_layer": [ + 0.023706024512648582, + 0.04261678457260132, + 0.06977313756942749, + 0.07435891777276993 + ], + "acc_eval": 0.6915000081062317, + "loss_eval": 0.846295177936554, + "epoch": 75 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.13352584838867, + 310.6623840332031, + 542.9544067382812, + 779.3726196289062 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009290048037655652, + 0.0001487880654167384, + 0.00012229036656208336, + 0.0001213839859701693, + 0.00012132866686442867 + ], + "bp_grad_F": [ + 0.09700886905193329, + 0.015427183359861374, + 0.011550018563866615, + 0.011446088552474976, + 0.011387485079467297 + ], + "gamma_dfa": 0.05256890505552292, + "gamma_dfa_per_layer": [ + 0.023696668446063995, + 0.04250160604715347, + 0.06959902495145798, + 0.07447832077741623 + ], + "acc_eval": 0.6925000548362732, + "loss_eval": 0.8456347584724426, + "epoch": 76 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.14185333251953, + 310.71917724609375, + 543.0736694335938, + 779.531982421875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009128348319791257, + 0.00014947194722481072, + 0.0001214019866893068, + 0.000121481396490708, + 0.00012067624629708007 + ], + "bp_grad_F": [ + 0.09731098264455795, + 0.015439406037330627, + 0.011552426032721996, + 0.01144845224916935, + 0.011389924213290215 + ], + "gamma_dfa": 0.0525772743858397, + "gamma_dfa_per_layer": [ + 0.023648327216506004, + 0.0424870140850544, + 0.06964967399835587, + 0.07452408224344254 + ], + "acc_eval": 0.6945000290870667, + "loss_eval": 0.8456541895866394, + "epoch": 77 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.14662170410156, + 310.7527160644531, + 543.1363525390625, + 779.6199951171875 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009132170234806836, + 0.00014713683049194515, + 0.00012075807899236679, + 0.00011999421985819936, + 0.00011943812569370493 + ], + "bp_grad_F": [ + 0.09724143892526627, + 0.01543473545461893, + 0.011546480469405651, + 0.0114423343911767, + 0.011383815668523312 + ], + "gamma_dfa": 0.0526476064696908, + "gamma_dfa_per_layer": [ + 0.023711953312158585, + 0.0426546186208725, + 0.06969036906957626, + 0.07453348487615585 + ], + "acc_eval": 0.6925000548362732, + "loss_eval": 0.8444594740867615, + "epoch": 78 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.14855194091797, + 310.77044677734375, + 543.1617431640625, + 779.6598510742188 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009067560313269496, + 0.00014785665553063154, + 0.00012018840061500669, + 0.00011918631935259327, + 0.00011903052654815838 + ], + "bp_grad_F": [ + 0.09721538424491882, + 0.015435173176229, + 0.01154935173690319, + 0.011445209383964539, + 0.011386674828827381 + ], + "gamma_dfa": 0.05261166812852025, + "gamma_dfa_per_layer": [ + 0.023721175268292427, + 0.042552798986434937, + 0.06965683400630951, + 0.07451586425304413 + ], + "acc_eval": 0.6930000185966492, + "loss_eval": 0.8448338508605957, + "epoch": 79 + }, + { + "hidden_norms": [ + 11.269571304321289, + 45.149070739746094, + 310.77496337890625, + 543.169189453125, + 779.66943359375 + ], + "bp_grad_per_sample_l2_med": [ + 0.0009094586130231619, + 0.00014742475468665361, + 0.00012030002835672349, + 0.00011929625179618597, + 0.00011879605881404132 + ], + "bp_grad_F": [ + 0.09719900041818619, + 0.015434404835104942, + 0.011549265123903751, + 0.011445139534771442, + 0.011386608704924583 + ], + "gamma_dfa": 0.05260759778320789, + "gamma_dfa_per_layer": [ + 0.023730866611003876, + 0.04254307597875595, + 0.06965382397174835, + 0.0745026245713234 + ], + "acc_eval": 0.6930000185966492, + "loss_eval": 0.844819962978363, + "epoch": 80 + } + ] +}
\ No newline at end of file |
