{ "Accuracy": 71.68, "Time": [ 132.75932359049057, 6.681593353864704 ], "Device": "Graphics Device", "Param_names": [ "Identity", "FlipUD", "FlipLR", "Rotate", "TranslateX", "TranslateY", "ShearX", "ShearY", "Contrast", "Color", "Brightness", "Sharpness", "Posterize", "Solarize", "BadColor", "BadSharpness", "BadContrast", "BadBrightness" ], "Log": [ { "epoch": 1, "train_loss": 2.3414125442504883, "val_loss": 2.3001015186309814, "acc": 16.02, "time": 136.31414123502327, "param": [ { "p": 0.15485280752182007, "m": 1.0 }, { "p": 0.008044825866818428, "m": 1.0 }, { "p": 0.048745959997177124, "m": 1.0 }, { "p": 0.08121417462825775, "m": 1.0 }, { "p": 0.06549638509750366, "m": 1.0 }, { "p": 0.025670062750577927, "m": 1.0 }, { "p": 0.10075988620519638, "m": 1.0 }, { "p": 0.033867914229631424, "m": 1.0 }, { "p": 0.023826979100704193, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.06081479787826538, "m": 1.0 }, { "p": 0.11417415738105774, "m": 1.0 }, { "p": 0.025594767183065414, "m": 1.0 }, { "p": 0.057985492050647736, "m": 1.0 }, { "p": 0.0902119055390358, "m": 1.0 }, { "p": 0.06049598008394241, "m": 1.0 }, { "p": 0.048243891447782516, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 2, "train_loss": 2.2932188510894775, "val_loss": 2.217184543609619, "acc": 23.03, "time": 136.54535168100847, "param": [ { "p": 0.0653548389673233, "m": 1.0 }, { "p": 0.05590412765741348, "m": 1.0 }, { "p": 0.08082658052444458, "m": 1.0 }, { "p": 0.05578925460577011, "m": 1.0 }, { "p": 0.06493192911148071, "m": 1.0 }, { "p": 0.0723395124077797, "m": 1.0 }, { "p": 0.07179319858551025, "m": 1.0 }, { "p": 0.03682013228535652, "m": 1.0 }, { "p": 0.073757603764534, "m": 1.0 }, { "p": 0.06452221423387527, "m": 1.0 }, { "p": 0.017403878271579742, "m": 1.0 }, { "p": 0.08984727412462234, "m": 1.0 }, { "p": 0.06521112471818924, "m": 1.0 }, { "p": 0.004154668189585209, "m": 1.0 }, { "p": 0.09763273596763611, "m": 1.0 }, { "p": 0.06299860775470734, "m": 1.0 }, { "p": 0.0058228615671396255, "m": 1.0 }, { "p": 0.014889473095536232, "m": 1.0 } ] }, { "epoch": 3, "train_loss": 2.1567533016204834, "val_loss": 2.0696845054626465, "acc": 25.32, "time": 126.97478573600529, "param": [ { "p": 0.05144800618290901, "m": 1.0 }, { "p": 0.051256172358989716, "m": 1.0 }, { "p": 0.04871602728962898, "m": 1.0 }, { "p": 0.06631677597761154, "m": 1.0 }, { "p": 0.06512438505887985, "m": 1.0 }, { "p": 0.0690791979432106, "m": 1.0 }, { "p": 0.0623137392103672, "m": 1.0 }, { "p": 0.0690346509218216, "m": 1.0 }, { "p": 0.044480398297309875, "m": 1.0 }, { "p": 0.06512660533189774, "m": 1.0 }, { "p": 0.0665036141872406, "m": 1.0 }, { "p": 0.05105334520339966, "m": 1.0 }, { "p": 0.03537308797240257, "m": 1.0 }, { "p": 0.034137897193431854, "m": 1.0 }, { "p": 0.07681708037853241, "m": 1.0 }, { "p": 0.06012343987822533, "m": 1.0 }, { "p": 0.043092865496873856, "m": 1.0 }, { "p": 0.04000274837017059, "m": 1.0 } ] }, { "epoch": 4, "train_loss": 2.1703853607177734, "val_loss": 1.9877705574035645, "acc": 32.79, "time": 139.20791900594486, "param": [ { "p": 0.03452020138502121, "m": 1.0 }, { "p": 0.04702091962099075, "m": 1.0 }, { "p": 0.0655781626701355, "m": 1.0 }, { "p": 0.06659442186355591, "m": 1.0 }, { "p": 0.06669619679450989, "m": 1.0 }, { "p": 0.07590541243553162, "m": 1.0 }, { "p": 0.06177430599927902, "m": 1.0 }, { "p": 0.07449296116828918, "m": 1.0 }, { "p": 0.06907971948385239, "m": 1.0 }, { "p": 0.05654970556497574, "m": 1.0 }, { "p": 0.0351213738322258, "m": 1.0 }, { "p": 0.06625727564096451, "m": 1.0 }, { "p": 0.06842343509197235, "m": 1.0 }, { "p": 0.029147377237677574, "m": 1.0 }, { "p": 0.06335584819316864, "m": 1.0 }, { "p": 0.06231282651424408, "m": 1.0 }, { "p": 0.030495814979076385, "m": 1.0 }, { "p": 0.02667403779923916, "m": 1.0 } ] }, { "epoch": 5, "train_loss": 2.130401849746704, "val_loss": 1.952623724937439, "acc": 33.02, "time": 135.97257624199847, "param": [ { "p": 0.06436418741941452, "m": 1.0 }, { "p": 0.053567949682474136, "m": 1.0 }, { "p": 0.0659646987915039, "m": 1.0 }, { "p": 0.06763549894094467, "m": 1.0 }, { "p": 0.05982005596160889, "m": 1.0 }, { "p": 0.07251540571451187, "m": 1.0 }, { "p": 0.06224621832370758, "m": 1.0 }, { "p": 0.061268240213394165, "m": 1.0 }, { "p": 0.057369817048311234, "m": 1.0 }, { "p": 0.05127008631825447, "m": 1.0 }, { "p": 0.0375773161649704, "m": 1.0 }, { "p": 0.06526576727628708, "m": 1.0 }, { "p": 0.06670625507831573, "m": 1.0 }, { "p": 0.037243057042360306, "m": 1.0 }, { "p": 0.052391063421964645, "m": 1.0 }, { "p": 0.045707885175943375, "m": 1.0 }, { "p": 0.025458915159106255, "m": 1.0 }, { "p": 0.05362745001912117, "m": 1.0 } ] }, { "epoch": 6, "train_loss": 2.0168652534484863, "val_loss": 1.9047709703445435, "acc": 32.59, "time": 131.68270039302297, "param": [ { "p": 0.06940429657697678, "m": 1.0 }, { "p": 0.03336573764681816, "m": 1.0 }, { "p": 0.04242204874753952, "m": 1.0 }, { "p": 0.06180998682975769, "m": 1.0 }, { "p": 0.05156204476952553, "m": 1.0 }, { "p": 0.04833710193634033, "m": 1.0 }, { "p": 0.0834752693772316, "m": 1.0 }, { "p": 0.0525280199944973, "m": 1.0 }, { "p": 0.04435577988624573, "m": 1.0 }, { "p": 0.05894258990883827, "m": 1.0 }, { "p": 0.04822955280542374, "m": 1.0 }, { "p": 0.06249897927045822, "m": 1.0 }, { "p": 0.07370048761367798, "m": 1.0 }, { "p": 0.048942066729068756, "m": 1.0 }, { "p": 0.03928739205002785, "m": 1.0 }, { "p": 0.06885945051908493, "m": 1.0 }, { "p": 0.05499495565891266, "m": 1.0 }, { "p": 0.05728424713015556, "m": 1.0 } ] }, { "epoch": 7, "train_loss": 2.024827003479004, "val_loss": 1.8342046737670898, "acc": 38.01, "time": 134.40981623803964, "param": [ { "p": 0.06881362944841385, "m": 1.0 }, { "p": 0.0640656054019928, "m": 1.0 }, { "p": 0.05198586359620094, "m": 1.0 }, { "p": 0.0607648566365242, "m": 1.0 }, { "p": 0.04751594364643097, "m": 1.0 }, { "p": 0.05679826810956001, "m": 1.0 }, { "p": 0.07293839007616043, "m": 1.0 }, { "p": 0.06004650145769119, "m": 1.0 }, { "p": 0.08047156780958176, "m": 1.0 }, { "p": 0.06109711155295372, "m": 1.0 }, { "p": 0.0499240979552269, "m": 1.0 }, { "p": 0.05162401869893074, "m": 1.0 }, { "p": 0.0698716938495636, "m": 1.0 }, { "p": 0.01926843449473381, "m": 1.0 }, { "p": 0.04194161295890808, "m": 1.0 }, { "p": 0.06542522460222244, "m": 1.0 }, { "p": 0.03887563571333885, "m": 1.0 }, { "p": 0.03857145085930824, "m": 1.0 } ] }, { "epoch": 8, "train_loss": 2.1620733737945557, "val_loss": 1.7959715127944946, "acc": 38.25, "time": 131.5957097709761, "param": [ { "p": 0.04725274816155434, "m": 1.0 }, { "p": 0.041950274258852005, "m": 1.0 }, { "p": 0.059415917843580246, "m": 1.0 }, { "p": 0.06463801860809326, "m": 1.0 }, { "p": 0.06292900443077087, "m": 1.0 }, { "p": 0.05850663408637047, "m": 1.0 }, { "p": 0.06984162330627441, "m": 1.0 }, { "p": 0.05929656699299812, "m": 1.0 }, { "p": 0.06638646125793457, "m": 1.0 }, { "p": 0.05774008855223656, "m": 1.0 }, { "p": 0.04855555668473244, "m": 1.0 }, { "p": 0.060299068689346313, "m": 1.0 }, { "p": 0.09024644643068314, "m": 1.0 }, { "p": 0.014410192146897316, "m": 1.0 }, { "p": 0.046141110360622406, "m": 1.0 }, { "p": 0.07928696274757385, "m": 1.0 }, { "p": 0.019193319603800774, "m": 1.0 }, { "p": 0.053910017013549805, "m": 1.0 } ] }, { "epoch": 9, "train_loss": 2.124274969100952, "val_loss": 1.7681772708892822, "acc": 39.18, "time": 140.58267711801454, "param": [ { "p": 0.031092699617147446, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.050536610186100006, "m": 1.0 }, { "p": 0.07476788759231567, "m": 1.0 }, { "p": 0.03326534852385521, "m": 1.0 }, { "p": 0.04994582012295723, "m": 1.0 }, { "p": 0.10978733748197556, "m": 1.0 }, { "p": 0.0983094573020935, "m": 1.0 }, { "p": 0.03742409870028496, "m": 1.0 }, { "p": 0.0762319341301918, "m": 1.0 }, { "p": 0.07994169741868973, "m": 1.0 }, { "p": 0.0648464635014534, "m": 1.0 }, { "p": 0.10119495540857315, "m": 1.0 }, { "p": 0.04247331619262695, "m": 1.0 }, { "p": 0.02621494047343731, "m": 1.0 }, { "p": 0.12396739423274994, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.0, "m": 1.0 } ] }, { "epoch": 10, "train_loss": 1.963578462600708, "val_loss": 1.7109521627426147, "acc": 39.86, "time": 129.9634197879932, "param": [ { "p": 0.08368848264217377, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.09002899378538132, "m": 1.0 }, { "p": 0.01581716164946556, "m": 1.0 }, { "p": 0.012257377617061138, "m": 1.0 }, { "p": 0.10126466304063797, "m": 1.0 }, { "p": 0.01877119578421116, "m": 1.0 }, { "p": 0.041507869958877563, "m": 1.0 }, { "p": 0.09876654297113419, "m": 1.0 }, { "p": 0.07257840037345886, "m": 1.0 }, { "p": 0.049348946660757065, "m": 1.0 }, { "p": 0.044566210359334946, "m": 1.0 }, { "p": 0.1050383672118187, "m": 1.0 }, { "p": 0.058760762214660645, "m": 1.0 }, { "p": 0.09597711265087128, "m": 1.0 }, { "p": 0.07832404226064682, "m": 1.0 }, { "p": 0.008190642111003399, "m": 1.0 }, { "p": 0.025113331153988838, "m": 1.0 } ] }, { "epoch": 11, "train_loss": 1.9745339155197144, "val_loss": 1.6751327514648438, "acc": 40.8, "time": 139.88173608499346, "param": [ { "p": 0.05751008540391922, "m": 1.0 }, { "p": 0.018470950424671173, "m": 1.0 }, { "p": 0.07421556115150452, "m": 1.0 }, { "p": 0.04033126309514046, "m": 1.0 }, { "p": 0.06621522456407547, "m": 1.0 }, { "p": 0.033338963985443115, "m": 1.0 }, { "p": 0.0615338571369648, "m": 1.0 }, { "p": 0.09975889325141907, "m": 1.0 }, { "p": 0.050959985703229904, "m": 1.0 }, { "p": 0.07133422791957855, "m": 1.0 }, { "p": 0.024764573201537132, "m": 1.0 }, { "p": 0.052921779453754425, "m": 1.0 }, { "p": 0.08362631499767303, "m": 1.0 }, { "p": 0.05403578281402588, "m": 1.0 }, { "p": 0.0804535523056984, "m": 1.0 }, { "p": 0.07845553010702133, "m": 1.0 }, { "p": 0.014291234314441681, "m": 1.0 }, { "p": 0.03778230398893356, "m": 1.0 } ] }, { "epoch": 12, "train_loss": 2.110304594039917, "val_loss": 1.7101178169250488, "acc": 43.84, "time": 130.40233476401772, "param": [ { "p": 0.06710116565227509, "m": 1.0 }, { "p": 0.05088005214929581, "m": 1.0 }, { "p": 0.06598825007677078, "m": 1.0 }, { "p": 0.045987147837877274, "m": 1.0 }, { "p": 0.06015710160136223, "m": 1.0 }, { "p": 0.0577973946928978, "m": 1.0 }, { "p": 0.07491734623908997, "m": 1.0 }, { "p": 0.07790757715702057, "m": 1.0 }, { "p": 0.04630278795957565, "m": 1.0 }, { "p": 0.06862078607082367, "m": 1.0 }, { "p": 0.0875314399600029, "m": 1.0 }, { "p": 0.07705148309469223, "m": 1.0 }, { "p": 0.047704558819532394, "m": 1.0 }, { "p": 0.031450305134058, "m": 1.0 }, { "p": 0.014048094861209393, "m": 1.0 }, { "p": 0.0934787467122078, "m": 1.0 }, { "p": 0.018426328897476196, "m": 1.0 }, { "p": 0.014649479649960995, "m": 1.0 } ] }, { "epoch": 13, "train_loss": 2.1228506565093994, "val_loss": 1.6926432847976685, "acc": 43.99, "time": 128.1188987250207, "param": [ { "p": 0.07095181196928024, "m": 1.0 }, { "p": 0.05111647769808769, "m": 1.0 }, { "p": 0.06284727156162262, "m": 1.0 }, { "p": 0.049680210649967194, "m": 1.0 }, { "p": 0.04668059200048447, "m": 1.0 }, { "p": 0.06380436569452286, "m": 1.0 }, { "p": 0.050044700503349304, "m": 1.0 }, { "p": 0.07177542895078659, "m": 1.0 }, { "p": 0.06112128123641014, "m": 1.0 }, { "p": 0.056812360882759094, "m": 1.0 }, { "p": 0.05614318698644638, "m": 1.0 }, { "p": 0.048956770449876785, "m": 1.0 }, { "p": 0.057587962597608566, "m": 1.0 }, { "p": 0.05910323187708855, "m": 1.0 }, { "p": 0.05626145750284195, "m": 1.0 }, { "p": 0.06683209538459778, "m": 1.0 }, { "p": 0.04025659337639809, "m": 1.0 }, { "p": 0.030024033039808273, "m": 1.0 } ] }, { "epoch": 14, "train_loss": 1.871390700340271, "val_loss": 1.728162407875061, "acc": 42.52, "time": 124.8874248409993, "param": [ { "p": 0.08674891293048859, "m": 1.0 }, { "p": 0.01994527131319046, "m": 1.0 }, { "p": 0.052812784910202026, "m": 1.0 }, { "p": 0.028038663789629936, "m": 1.0 }, { "p": 0.08561693876981735, "m": 1.0 }, { "p": 0.07765410095453262, "m": 1.0 }, { "p": 0.07119835168123245, "m": 1.0 }, { "p": 0.09597884118556976, "m": 1.0 }, { "p": 0.026000117883086205, "m": 1.0 }, { "p": 0.0781790167093277, "m": 1.0 }, { "p": 0.05017411708831787, "m": 1.0 }, { "p": 0.037405893206596375, "m": 1.0 }, { "p": 0.07573670148849487, "m": 1.0 }, { "p": 0.014845963567495346, "m": 1.0 }, { "p": 0.060728684067726135, "m": 1.0 }, { "p": 0.08895313739776611, "m": 1.0 }, { "p": 0.016504501923918724, "m": 1.0 }, { "p": 0.03347800299525261, "m": 1.0 } ] }, { "epoch": 15, "train_loss": 1.9468783140182495, "val_loss": 1.580656886100769, "acc": 46.1, "time": 135.83685404999414, "param": [ { "p": 0.07327760010957718, "m": 1.0 }, { "p": 0.02311982586979866, "m": 1.0 }, { "p": 0.06741183996200562, "m": 1.0 }, { "p": 0.035383641719818115, "m": 1.0 }, { "p": 0.06431698054075241, "m": 1.0 }, { "p": 0.039991527795791626, "m": 1.0 }, { "p": 0.060035157948732376, "m": 1.0 }, { "p": 0.06660513579845428, "m": 1.0 }, { "p": 0.06844650954008102, "m": 1.0 }, { "p": 0.08405698835849762, "m": 1.0 }, { "p": 0.0616266131401062, "m": 1.0 }, { "p": 0.05932291969656944, "m": 1.0 }, { "p": 0.05924215540289879, "m": 1.0 }, { "p": 0.05191223695874214, "m": 1.0 }, { "p": 0.06882762163877487, "m": 1.0 }, { "p": 0.04581442102789879, "m": 1.0 }, { "p": 0.03771940991282463, "m": 1.0 }, { "p": 0.032889384776353836, "m": 1.0 } ] }, { "epoch": 16, "train_loss": 1.7408573627471924, "val_loss": 1.561681866645813, "acc": 45.54, "time": 122.23258543596603, "param": [ { "p": 0.07068401575088501, "m": 1.0 }, { "p": 0.049094174057245255, "m": 1.0 }, { "p": 0.06214495003223419, "m": 1.0 }, { "p": 0.04698029160499573, "m": 1.0 }, { "p": 0.037983085960149765, "m": 1.0 }, { "p": 0.02713823691010475, "m": 1.0 }, { "p": 0.05815573036670685, "m": 1.0 }, { "p": 0.06400946527719498, "m": 1.0 }, { "p": 0.05710138753056526, "m": 1.0 }, { "p": 0.061354804784059525, "m": 1.0 }, { "p": 0.06567984074354172, "m": 1.0 }, { "p": 0.07921107858419418, "m": 1.0 }, { "p": 0.07078852504491806, "m": 1.0 }, { "p": 0.022404739633202553, "m": 1.0 }, { "p": 0.06492269039154053, "m": 1.0 }, { "p": 0.07141227275133133, "m": 1.0 }, { "p": 0.037971314042806625, "m": 1.0 }, { "p": 0.05296336114406586, "m": 1.0 } ] }, { "epoch": 17, "train_loss": 1.9237607717514038, "val_loss": 1.4805176258087158, "acc": 47.44, "time": 124.10656751901843, "param": [ { "p": 0.05998804792761803, "m": 1.0 }, { "p": 0.03728779777884483, "m": 1.0 }, { "p": 0.059567924588918686, "m": 1.0 }, { "p": 0.044398535043001175, "m": 1.0 }, { "p": 0.06975692510604858, "m": 1.0 }, { "p": 0.04195471853017807, "m": 1.0 }, { "p": 0.07279614359140396, "m": 1.0 }, { "p": 0.025537531822919846, "m": 1.0 }, { "p": 0.07756219059228897, "m": 1.0 }, { "p": 0.04164360463619232, "m": 1.0 }, { "p": 0.06416786462068558, "m": 1.0 }, { "p": 0.08737652003765106, "m": 1.0 }, { "p": 0.05805044248700142, "m": 1.0 }, { "p": 0.02695775032043457, "m": 1.0 }, { "p": 0.07046525180339813, "m": 1.0 }, { "p": 0.059390000998973846, "m": 1.0 }, { "p": 0.06241803988814354, "m": 1.0 }, { "p": 0.04068068414926529, "m": 1.0 } ] }, { "epoch": 18, "train_loss": 1.9719310998916626, "val_loss": 1.5080257654190063, "acc": 47.54, "time": 124.47360571002355, "param": [ { "p": 0.05494491010904312, "m": 1.0 }, { "p": 0.04194429889321327, "m": 1.0 }, { "p": 0.06163567304611206, "m": 1.0 }, { "p": 0.07428586483001709, "m": 1.0 }, { "p": 0.056182630360126495, "m": 1.0 }, { "p": 0.033295318484306335, "m": 1.0 }, { "p": 0.06626804918050766, "m": 1.0 }, { "p": 0.08024485409259796, "m": 1.0 }, { "p": 0.08741015940904617, "m": 1.0 }, { "p": 0.061701126396656036, "m": 1.0 }, { "p": 0.07380326092243195, "m": 1.0 }, { "p": 0.041133951395750046, "m": 1.0 }, { "p": 0.04502357542514801, "m": 1.0 }, { "p": 0.0450475700199604, "m": 1.0 }, { "p": 0.05647758021950722, "m": 1.0 }, { "p": 0.06405710428953171, "m": 1.0 }, { "p": 0.03677191957831383, "m": 1.0 }, { "p": 0.019772162660956383, "m": 1.0 } ] }, { "epoch": 19, "train_loss": 1.7552313804626465, "val_loss": 1.559801459312439, "acc": 47.79, "time": 143.03474324697163, "param": [ { "p": 0.04677525907754898, "m": 1.0 }, { "p": 0.03624185547232628, "m": 1.0 }, { "p": 0.08762844651937485, "m": 1.0 }, { "p": 0.0364735871553421, "m": 1.0 }, { "p": 0.024248715490102768, "m": 1.0 }, { "p": 0.04545983672142029, "m": 1.0 }, { "p": 0.07496092468500137, "m": 1.0 }, { "p": 0.05481895059347153, "m": 1.0 }, { "p": 0.06133986636996269, "m": 1.0 }, { "p": 0.05994746834039688, "m": 1.0 }, { "p": 0.07970654964447021, "m": 1.0 }, { "p": 0.059372689574956894, "m": 1.0 }, { "p": 0.0669952929019928, "m": 1.0 }, { "p": 0.04714564234018326, "m": 1.0 }, { "p": 0.06254740804433823, "m": 1.0 }, { "p": 0.06698518246412277, "m": 1.0 }, { "p": 0.034536246210336685, "m": 1.0 }, { "p": 0.05481606721878052, "m": 1.0 } ] }, { "epoch": 20, "train_loss": 1.713963270187378, "val_loss": 1.498833179473877, "acc": 47.77, "time": 139.63974924798822, "param": [ { "p": 0.05978734418749809, "m": 1.0 }, { "p": 0.03458021581172943, "m": 1.0 }, { "p": 0.07146096229553223, "m": 1.0 }, { "p": 0.03640913963317871, "m": 1.0 }, { "p": 0.04584122449159622, "m": 1.0 }, { "p": 0.042058687657117844, "m": 1.0 }, { "p": 0.060392726212739944, "m": 1.0 }, { "p": 0.03608790040016174, "m": 1.0 }, { "p": 0.08221422135829926, "m": 1.0 }, { "p": 0.07258657366037369, "m": 1.0 }, { "p": 0.07412143796682358, "m": 1.0 }, { "p": 0.06365371495485306, "m": 1.0 }, { "p": 0.05596466362476349, "m": 1.0 }, { "p": 0.07996385544538498, "m": 1.0 }, { "p": 0.05409657210111618, "m": 1.0 }, { "p": 0.08341889083385468, "m": 1.0 }, { "p": 0.011397069320082664, "m": 1.0 }, { "p": 0.03596477210521698, "m": 1.0 } ] }, { "epoch": 21, "train_loss": 1.8339097499847412, "val_loss": 1.4091964960098267, "acc": 50.74, "time": 122.58250944700558, "param": [ { "p": 0.06139267235994339, "m": 1.0 }, { "p": 0.040939152240753174, "m": 1.0 }, { "p": 0.05904747173190117, "m": 1.0 }, { "p": 0.04997704550623894, "m": 1.0 }, { "p": 0.05412967875599861, "m": 1.0 }, { "p": 0.05333753302693367, "m": 1.0 }, { "p": 0.06361202895641327, "m": 1.0 }, { "p": 0.05240819975733757, "m": 1.0 }, { "p": 0.061925582587718964, "m": 1.0 }, { "p": 0.058258358389139175, "m": 1.0 }, { "p": 0.04568330943584442, "m": 1.0 }, { "p": 0.06386300921440125, "m": 1.0 }, { "p": 0.0693303793668747, "m": 1.0 }, { "p": 0.05292351543903351, "m": 1.0 }, { "p": 0.05814872309565544, "m": 1.0 }, { "p": 0.06704487651586533, "m": 1.0 }, { "p": 0.043001946061849594, "m": 1.0 }, { "p": 0.044976506382226944, "m": 1.0 } ] }, { "epoch": 22, "train_loss": 1.7350895404815674, "val_loss": 1.429144024848938, "acc": 50.76, "time": 135.5051712669665, "param": [ { "p": 0.0750356987118721, "m": 1.0 }, { "p": 0.04253179579973221, "m": 1.0 }, { "p": 0.09063320606946945, "m": 1.0 }, { "p": 0.03695281222462654, "m": 1.0 }, { "p": 0.03749103844165802, "m": 1.0 }, { "p": 0.023965798318386078, "m": 1.0 }, { "p": 0.08291348814964294, "m": 1.0 }, { "p": 0.06501758843660355, "m": 1.0 }, { "p": 0.054781474173069, "m": 1.0 }, { "p": 0.06720289587974548, "m": 1.0 }, { "p": 0.07567054033279419, "m": 1.0 }, { "p": 0.05339701846241951, "m": 1.0 }, { "p": 0.09985915571451187, "m": 1.0 }, { "p": 0.017278704792261124, "m": 1.0 }, { "p": 0.07891111075878143, "m": 1.0 }, { "p": 0.08226370066404343, "m": 1.0 }, { "p": 0.01282376330345869, "m": 1.0 }, { "p": 0.003270333632826805, "m": 1.0 } ] }, { "epoch": 23, "train_loss": 1.9615752696990967, "val_loss": 1.450152039527893, "acc": 48.7, "time": 135.45298319193535, "param": [ { "p": 0.06810379773378372, "m": 1.0 }, { "p": 0.042948607355356216, "m": 1.0 }, { "p": 0.07109616696834564, "m": 1.0 }, { "p": 0.06273799389600754, "m": 1.0 }, { "p": 0.048364873975515366, "m": 1.0 }, { "p": 0.027820313349366188, "m": 1.0 }, { "p": 0.0662195011973381, "m": 1.0 }, { "p": 0.049421779811382294, "m": 1.0 }, { "p": 0.07588011026382446, "m": 1.0 }, { "p": 0.05937958136200905, "m": 1.0 }, { "p": 0.048489026725292206, "m": 1.0 }, { "p": 0.07644546777009964, "m": 1.0 }, { "p": 0.07505939900875092, "m": 1.0 }, { "p": 0.027801327407360077, "m": 1.0 }, { "p": 0.047451313585042953, "m": 1.0 }, { "p": 0.07848934829235077, "m": 1.0 }, { "p": 0.02930212952196598, "m": 1.0 }, { "p": 0.04498934745788574, "m": 1.0 } ] }, { "epoch": 24, "train_loss": 1.8383958339691162, "val_loss": 1.2965154647827148, "acc": 51.91, "time": 134.5057386099361, "param": [ { "p": 0.06326079368591309, "m": 1.0 }, { "p": 0.038905441761016846, "m": 1.0 }, { "p": 0.06703419238328934, "m": 1.0 }, { "p": 0.04654419794678688, "m": 1.0 }, { "p": 0.056561801582574844, "m": 1.0 }, { "p": 0.0542331337928772, "m": 1.0 }, { "p": 0.07213310152292252, "m": 1.0 }, { "p": 0.07536886632442474, "m": 1.0 }, { "p": 0.06256403774023056, "m": 1.0 }, { "p": 0.07111352682113647, "m": 1.0 }, { "p": 0.060503531247377396, "m": 1.0 }, { "p": 0.035766832530498505, "m": 1.0 }, { "p": 0.08684448152780533, "m": 1.0 }, { "p": 0.06147550046443939, "m": 1.0 }, { "p": 0.05056969076395035, "m": 1.0 }, { "p": 0.04256569594144821, "m": 1.0 }, { "p": 0.016556406393647194, "m": 1.0 }, { "p": 0.0379987433552742, "m": 1.0 } ] }, { "epoch": 25, "train_loss": 1.7894433736801147, "val_loss": 1.3053348064422607, "acc": 53.04, "time": 123.78062141605187, "param": [ { "p": 0.06040305271744728, "m": 1.0 }, { "p": 0.06313852965831757, "m": 1.0 }, { "p": 0.056425850838422775, "m": 1.0 }, { "p": 0.05567176267504692, "m": 1.0 }, { "p": 0.05166415125131607, "m": 1.0 }, { "p": 0.04250802844762802, "m": 1.0 }, { "p": 0.07517863810062408, "m": 1.0 }, { "p": 0.06374595314264297, "m": 1.0 }, { "p": 0.07226768881082535, "m": 1.0 }, { "p": 0.058094173669815063, "m": 1.0 }, { "p": 0.06154124066233635, "m": 1.0 }, { "p": 0.05387265980243683, "m": 1.0 }, { "p": 0.06449313461780548, "m": 1.0 }, { "p": 0.031236199662089348, "m": 1.0 }, { "p": 0.045282769948244095, "m": 1.0 }, { "p": 0.0642741248011589, "m": 1.0 }, { "p": 0.04532242938876152, "m": 1.0 }, { "p": 0.03487952798604965, "m": 1.0 } ] }, { "epoch": 26, "train_loss": 1.6884090900421143, "val_loss": 1.3349138498306274, "acc": 51.93, "time": 129.04352399206255, "param": [ { "p": 0.07903725653886795, "m": 1.0 }, { "p": 0.04592001065611839, "m": 1.0 }, { "p": 0.06530796736478806, "m": 1.0 }, { "p": 0.029835745692253113, "m": 1.0 }, { "p": 0.0341402068734169, "m": 1.0 }, { "p": 0.027355890721082687, "m": 1.0 }, { "p": 0.0812305361032486, "m": 1.0 }, { "p": 0.055392034351825714, "m": 1.0 }, { "p": 0.030125103890895844, "m": 1.0 }, { "p": 0.06664831191301346, "m": 1.0 }, { "p": 0.06583890318870544, "m": 1.0 }, { "p": 0.07752517610788345, "m": 1.0 }, { "p": 0.06131406128406525, "m": 1.0 }, { "p": 0.02074204385280609, "m": 1.0 }, { "p": 0.08923229575157166, "m": 1.0 }, { "p": 0.0871458575129509, "m": 1.0 }, { "p": 0.03451794758439064, "m": 1.0 }, { "p": 0.04869072511792183, "m": 1.0 } ] }, { "epoch": 27, "train_loss": 1.7843869924545288, "val_loss": 1.4694138765335083, "acc": 52.01, "time": 128.27803682698868, "param": [ { "p": 0.05387544259428978, "m": 1.0 }, { "p": 0.05172957479953766, "m": 1.0 }, { "p": 0.06664682179689407, "m": 1.0 }, { "p": 0.028713038191199303, "m": 1.0 }, { "p": 0.06992615759372711, "m": 1.0 }, { "p": 0.039614029228687286, "m": 1.0 }, { "p": 0.051409464329481125, "m": 1.0 }, { "p": 0.06464971601963043, "m": 1.0 }, { "p": 0.04642152786254883, "m": 1.0 }, { "p": 0.06159504875540733, "m": 1.0 }, { "p": 0.07550179213285446, "m": 1.0 }, { "p": 0.05733257532119751, "m": 1.0 }, { "p": 0.07747434824705124, "m": 1.0 }, { "p": 0.017136605456471443, "m": 1.0 }, { "p": 0.06824156641960144, "m": 1.0 }, { "p": 0.07852966338396072, "m": 1.0 }, { "p": 0.04844033718109131, "m": 1.0 }, { "p": 0.04276224225759506, "m": 1.0 } ] }, { "epoch": 28, "train_loss": 1.6717373132705688, "val_loss": 1.3115606307983398, "acc": 54.11, "time": 133.82515239703935, "param": [ { "p": 0.06490461528301239, "m": 1.0 }, { "p": 0.055814627557992935, "m": 1.0 }, { "p": 0.057183898985385895, "m": 1.0 }, { "p": 0.05571531504392624, "m": 1.0 }, { "p": 0.03838468715548515, "m": 1.0 }, { "p": 0.054897159337997437, "m": 1.0 }, { "p": 0.05737104266881943, "m": 1.0 }, { "p": 0.045047953724861145, "m": 1.0 }, { "p": 0.06387309730052948, "m": 1.0 }, { "p": 0.054634857922792435, "m": 1.0 }, { "p": 0.061933621764183044, "m": 1.0 }, { "p": 0.06482118368148804, "m": 1.0 }, { "p": 0.06646691262722015, "m": 1.0 }, { "p": 0.05839873105287552, "m": 1.0 }, { "p": 0.04683699831366539, "m": 1.0 }, { "p": 0.07419479638338089, "m": 1.0 }, { "p": 0.0426313579082489, "m": 1.0 }, { "p": 0.03688927739858627, "m": 1.0 } ] }, { "epoch": 29, "train_loss": 1.816640019416809, "val_loss": 1.3598560094833374, "acc": 53.39, "time": 140.26936301100068, "param": [ { "p": 0.0639813095331192, "m": 1.0 }, { "p": 0.0699336975812912, "m": 1.0 }, { "p": 0.0458170548081398, "m": 1.0 }, { "p": 0.05443056672811508, "m": 1.0 }, { "p": 0.038843169808387756, "m": 1.0 }, { "p": 0.047830935567617416, "m": 1.0 }, { "p": 0.05494588240981102, "m": 1.0 }, { "p": 0.058884307742118835, "m": 1.0 }, { "p": 0.04561832919716835, "m": 1.0 }, { "p": 0.0726301446557045, "m": 1.0 }, { "p": 0.05894314497709274, "m": 1.0 }, { "p": 0.06364196538925171, "m": 1.0 }, { "p": 0.05660262331366539, "m": 1.0 }, { "p": 0.05485402047634125, "m": 1.0 }, { "p": 0.05672195553779602, "m": 1.0 }, { "p": 0.07411237806081772, "m": 1.0 }, { "p": 0.03640034794807434, "m": 1.0 }, { "p": 0.04580822214484215, "m": 1.0 } ] }, { "epoch": 30, "train_loss": 1.7463200092315674, "val_loss": 1.3044227361679077, "acc": 54.89, "time": 149.15581466199365, "param": [ { "p": 0.07556977868080139, "m": 1.0 }, { "p": 0.015674972906708717, "m": 1.0 }, { "p": 0.06578681617975235, "m": 1.0 }, { "p": 0.032994065433740616, "m": 1.0 }, { "p": 0.03968789055943489, "m": 1.0 }, { "p": 0.062257979065179825, "m": 1.0 }, { "p": 0.09149195998907089, "m": 1.0 }, { "p": 0.054546620696783066, "m": 1.0 }, { "p": 0.06639779359102249, "m": 1.0 }, { "p": 0.06750766932964325, "m": 1.0 }, { "p": 0.057465050369501114, "m": 1.0 }, { "p": 0.07219777256250381, "m": 1.0 }, { "p": 0.04366903379559517, "m": 1.0 }, { "p": 0.04425336793065071, "m": 1.0 }, { "p": 0.0744759663939476, "m": 1.0 }, { "p": 0.05871323123574257, "m": 1.0 }, { "p": 0.03235843405127525, "m": 1.0 }, { "p": 0.04495162144303322, "m": 1.0 } ] }, { "epoch": 31, "train_loss": 1.670580506324768, "val_loss": 1.2830250263214111, "acc": 54.52, "time": 132.45942445402034, "param": [ { "p": 0.06432690471410751, "m": 1.0 }, { "p": 0.03231694549322128, "m": 1.0 }, { "p": 0.0613822303712368, "m": 1.0 }, { "p": 0.06997901201248169, "m": 1.0 }, { "p": 0.03136112913489342, "m": 1.0 }, { "p": 0.07920099794864655, "m": 1.0 }, { "p": 0.05767572671175003, "m": 1.0 }, { "p": 0.04344158247113228, "m": 1.0 }, { "p": 0.05384713038802147, "m": 1.0 }, { "p": 0.0625668615102768, "m": 1.0 }, { "p": 0.062268100678920746, "m": 1.0 }, { "p": 0.050184231251478195, "m": 1.0 }, { "p": 0.06495986133813858, "m": 1.0 }, { "p": 0.03336115926504135, "m": 1.0 }, { "p": 0.07829004526138306, "m": 1.0 }, { "p": 0.06815168261528015, "m": 1.0 }, { "p": 0.03639516234397888, "m": 1.0 }, { "p": 0.05029124766588211, "m": 1.0 } ] }, { "epoch": 32, "train_loss": 1.9057046175003052, "val_loss": 1.3690433502197266, "acc": 53.21, "time": 145.63106593699194, "param": [ { "p": 0.055344682186841965, "m": 1.0 }, { "p": 0.04421772435307503, "m": 1.0 }, { "p": 0.05716947466135025, "m": 1.0 }, { "p": 0.05664466321468353, "m": 1.0 }, { "p": 0.049385588616132736, "m": 1.0 }, { "p": 0.047952111810445786, "m": 1.0 }, { "p": 0.06192569434642792, "m": 1.0 }, { "p": 0.060310665518045425, "m": 1.0 }, { "p": 0.05346020311117172, "m": 1.0 }, { "p": 0.08273609727621078, "m": 1.0 }, { "p": 0.049159757792949677, "m": 1.0 }, { "p": 0.07098136097192764, "m": 1.0 }, { "p": 0.06016312167048454, "m": 1.0 }, { "p": 0.032505590468645096, "m": 1.0 }, { "p": 0.06783724576234818, "m": 1.0 }, { "p": 0.06442918628454208, "m": 1.0 }, { "p": 0.045976851135492325, "m": 1.0 }, { "p": 0.03979995474219322, "m": 1.0 } ] }, { "epoch": 33, "train_loss": 1.7457325458526611, "val_loss": 1.2500463724136353, "acc": 55.29, "time": 127.76086128491443, "param": [ { "p": 0.061244118958711624, "m": 1.0 }, { "p": 0.03733471408486366, "m": 1.0 }, { "p": 0.059409502893686295, "m": 1.0 }, { "p": 0.06572910398244858, "m": 1.0 }, { "p": 0.045451320707798004, "m": 1.0 }, { "p": 0.058143410831689835, "m": 1.0 }, { "p": 0.06709091365337372, "m": 1.0 }, { "p": 0.050419606268405914, "m": 1.0 }, { "p": 0.06587719172239304, "m": 1.0 }, { "p": 0.0678371861577034, "m": 1.0 }, { "p": 0.03896370902657509, "m": 1.0 }, { "p": 0.06981278955936432, "m": 1.0 }, { "p": 0.05976199358701706, "m": 1.0 }, { "p": 0.03723223879933357, "m": 1.0 }, { "p": 0.0659201443195343, "m": 1.0 }, { "p": 0.06254636496305466, "m": 1.0 }, { "p": 0.04711325839161873, "m": 1.0 }, { "p": 0.04011251777410507, "m": 1.0 } ] }, { "epoch": 34, "train_loss": 1.804451584815979, "val_loss": 1.2782946825027466, "acc": 55.33, "time": 133.9396714110626, "param": [ { "p": 0.05620253086090088, "m": 1.0 }, { "p": 0.04207141697406769, "m": 1.0 }, { "p": 0.057122211903333664, "m": 1.0 }, { "p": 0.05592853203415871, "m": 1.0 }, { "p": 0.041275881230831146, "m": 1.0 }, { "p": 0.07275360822677612, "m": 1.0 }, { "p": 0.049493253231048584, "m": 1.0 }, { "p": 0.05216699093580246, "m": 1.0 }, { "p": 0.075477235019207, "m": 1.0 }, { "p": 0.06099086254835129, "m": 1.0 }, { "p": 0.04594450816512108, "m": 1.0 }, { "p": 0.08304017037153244, "m": 1.0 }, { "p": 0.06451054662466049, "m": 1.0 }, { "p": 0.05023110657930374, "m": 1.0 }, { "p": 0.05733555927872658, "m": 1.0 }, { "p": 0.069564588367939, "m": 1.0 }, { "p": 0.03697800263762474, "m": 1.0 }, { "p": 0.02891305834054947, "m": 1.0 } ] }, { "epoch": 35, "train_loss": 1.778367280960083, "val_loss": 1.2093558311462402, "acc": 55.88, "time": 144.5103758770274, "param": [ { "p": 0.07528587430715561, "m": 1.0 }, { "p": 0.05277978256344795, "m": 1.0 }, { "p": 0.0742204338312149, "m": 1.0 }, { "p": 0.05720829218626022, "m": 1.0 }, { "p": 0.057101089507341385, "m": 1.0 }, { "p": 0.05686254799365997, "m": 1.0 }, { "p": 0.041812434792518616, "m": 1.0 }, { "p": 0.06341158598661423, "m": 1.0 }, { "p": 0.06174299120903015, "m": 1.0 }, { "p": 0.051137205213308334, "m": 1.0 }, { "p": 0.054755669087171555, "m": 1.0 }, { "p": 0.0568338967859745, "m": 1.0 }, { "p": 0.07558446377515793, "m": 1.0 }, { "p": 0.03974389657378197, "m": 1.0 }, { "p": 0.0574987418949604, "m": 1.0 }, { "p": 0.0661894753575325, "m": 1.0 }, { "p": 0.02785828709602356, "m": 1.0 }, { "p": 0.029973281547427177, "m": 1.0 } ] }, { "epoch": 36, "train_loss": 1.7584426403045654, "val_loss": 1.1596966981887817, "acc": 57.2, "time": 124.00283112504985, "param": [ { "p": 0.08833643049001694, "m": 1.0 }, { "p": 0.028753165155649185, "m": 1.0 }, { "p": 0.06772998720407486, "m": 1.0 }, { "p": 0.04418599605560303, "m": 1.0 }, { "p": 0.03184835985302925, "m": 1.0 }, { "p": 0.05169011652469635, "m": 1.0 }, { "p": 0.06560909748077393, "m": 1.0 }, { "p": 0.042326927185058594, "m": 1.0 }, { "p": 0.07948221266269684, "m": 1.0 }, { "p": 0.02276572771370411, "m": 1.0 }, { "p": 0.061178628355264664, "m": 1.0 }, { "p": 0.05805611610412598, "m": 1.0 }, { "p": 0.08729380369186401, "m": 1.0 }, { "p": 0.0604880228638649, "m": 1.0 }, { "p": 0.07182897627353668, "m": 1.0 }, { "p": 0.07110513001680374, "m": 1.0 }, { "p": 0.04522043466567993, "m": 1.0 }, { "p": 0.02210085839033127, "m": 1.0 } ] }, { "epoch": 37, "train_loss": 1.6126470565795898, "val_loss": 1.242809534072876, "acc": 57.05, "time": 130.08233113703318, "param": [ { "p": 0.06733938306570053, "m": 1.0 }, { "p": 0.02616952545940876, "m": 1.0 }, { "p": 0.07440953701734543, "m": 1.0 }, { "p": 0.06166885420680046, "m": 1.0 }, { "p": 0.055893417447805405, "m": 1.0 }, { "p": 0.020335214212536812, "m": 1.0 }, { "p": 0.07404304295778275, "m": 1.0 }, { "p": 0.053641531616449356, "m": 1.0 }, { "p": 0.07605733722448349, "m": 1.0 }, { "p": 0.07483122497797012, "m": 1.0 }, { "p": 0.050167977809906006, "m": 1.0 }, { "p": 0.05174649879336357, "m": 1.0 }, { "p": 0.06620264053344727, "m": 1.0 }, { "p": 0.05340087041258812, "m": 1.0 }, { "p": 0.05040740966796875, "m": 1.0 }, { "p": 0.07487718015909195, "m": 1.0 }, { "p": 0.036570630967617035, "m": 1.0 }, { "p": 0.032237738370895386, "m": 1.0 } ] }, { "epoch": 38, "train_loss": 1.7091819047927856, "val_loss": 1.3215007781982422, "acc": 56.72, "time": 130.22141243400984, "param": [ { "p": 0.05419543758034706, "m": 1.0 }, { "p": 0.05795523151755333, "m": 1.0 }, { "p": 0.056643690913915634, "m": 1.0 }, { "p": 0.04736251384019852, "m": 1.0 }, { "p": 0.05582869052886963, "m": 1.0 }, { "p": 0.05717647075653076, "m": 1.0 }, { "p": 0.04964242875576019, "m": 1.0 }, { "p": 0.07554840296506882, "m": 1.0 }, { "p": 0.0647173747420311, "m": 1.0 }, { "p": 0.04484977945685387, "m": 1.0 }, { "p": 0.06351408362388611, "m": 1.0 }, { "p": 0.07519073039293289, "m": 1.0 }, { "p": 0.048835039138793945, "m": 1.0 }, { "p": 0.047751620411872864, "m": 1.0 }, { "p": 0.052064429968595505, "m": 1.0 }, { "p": 0.04899517819285393, "m": 1.0 }, { "p": 0.053191009908914566, "m": 1.0 }, { "p": 0.04653795063495636, "m": 1.0 } ] }, { "epoch": 39, "train_loss": 1.6208950281143188, "val_loss": 1.2811719179153442, "acc": 58.02, "time": 127.37575889995787, "param": [ { "p": 0.06020991504192352, "m": 1.0 }, { "p": 0.046042416244745255, "m": 1.0 }, { "p": 0.06131162494421005, "m": 1.0 }, { "p": 0.03112684190273285, "m": 1.0 }, { "p": 0.051692042499780655, "m": 1.0 }, { "p": 0.04322703182697296, "m": 1.0 }, { "p": 0.06634259223937988, "m": 1.0 }, { "p": 0.07921187579631805, "m": 1.0 }, { "p": 0.05726943537592888, "m": 1.0 }, { "p": 0.056526537984609604, "m": 1.0 }, { "p": 0.07327588647603989, "m": 1.0 }, { "p": 0.04846576601266861, "m": 1.0 }, { "p": 0.0628708079457283, "m": 1.0 }, { "p": 0.06557179987430573, "m": 1.0 }, { "p": 0.06542892009019852, "m": 1.0 }, { "p": 0.06071234121918678, "m": 1.0 }, { "p": 0.037828706204891205, "m": 1.0 }, { "p": 0.032885387539863586, "m": 1.0 } ] }, { "epoch": 40, "train_loss": 1.584080457687378, "val_loss": 1.3117101192474365, "acc": 55.71, "time": 142.91964337707032, "param": [ { "p": 0.061811842024326324, "m": 1.0 }, { "p": 0.05265765264630318, "m": 1.0 }, { "p": 0.06785386055707932, "m": 1.0 }, { "p": 0.06904708594083786, "m": 1.0 }, { "p": 0.04314034804701805, "m": 1.0 }, { "p": 0.03902575373649597, "m": 1.0 }, { "p": 0.06375551968812943, "m": 1.0 }, { "p": 0.05241505056619644, "m": 1.0 }, { "p": 0.0535343661904335, "m": 1.0 }, { "p": 0.06450099498033524, "m": 1.0 }, { "p": 0.06819204986095428, "m": 1.0 }, { "p": 0.07589700818061829, "m": 1.0 }, { "p": 0.06288626790046692, "m": 1.0 }, { "p": 0.029095489531755447, "m": 1.0 }, { "p": 0.05719060078263283, "m": 1.0 }, { "p": 0.05393054708838463, "m": 1.0 }, { "p": 0.041557393968105316, "m": 1.0 }, { "p": 0.043508220463991165, "m": 1.0 } ] }, { "epoch": 41, "train_loss": 1.8411544561386108, "val_loss": 1.188469648361206, "acc": 56.55, "time": 141.14684070902877, "param": [ { "p": 0.06200342997908592, "m": 1.0 }, { "p": 0.047897763550281525, "m": 1.0 }, { "p": 0.050659555941820145, "m": 1.0 }, { "p": 0.040238067507743835, "m": 1.0 }, { "p": 0.04619864001870155, "m": 1.0 }, { "p": 0.05784348398447037, "m": 1.0 }, { "p": 0.05722924321889877, "m": 1.0 }, { "p": 0.07828677445650101, "m": 1.0 }, { "p": 0.06643661111593246, "m": 1.0 }, { "p": 0.06289299577474594, "m": 1.0 }, { "p": 0.04142793267965317, "m": 1.0 }, { "p": 0.057722561061382294, "m": 1.0 }, { "p": 0.06973385065793991, "m": 1.0 }, { "p": 0.0446513406932354, "m": 1.0 }, { "p": 0.07284624874591827, "m": 1.0 }, { "p": 0.06213106960058212, "m": 1.0 }, { "p": 0.02455417439341545, "m": 1.0 }, { "p": 0.05724627152085304, "m": 1.0 } ] }, { "epoch": 42, "train_loss": 1.6454490423202515, "val_loss": 1.1608918905258179, "acc": 59.63, "time": 138.13110380992293, "param": [ { "p": 0.06360910087823868, "m": 1.0 }, { "p": 0.05716277286410332, "m": 1.0 }, { "p": 0.04641665145754814, "m": 1.0 }, { "p": 0.0577629953622818, "m": 1.0 }, { "p": 0.03511696308851242, "m": 1.0 }, { "p": 0.06641170382499695, "m": 1.0 }, { "p": 0.06716451793909073, "m": 1.0 }, { "p": 0.02993191033601761, "m": 1.0 }, { "p": 0.07641961425542831, "m": 1.0 }, { "p": 0.040500666946172714, "m": 1.0 }, { "p": 0.060700688511133194, "m": 1.0 }, { "p": 0.05892091616988182, "m": 1.0 }, { "p": 0.058785330504179, "m": 1.0 }, { "p": 0.06565975397825241, "m": 1.0 }, { "p": 0.07929994910955429, "m": 1.0 }, { "p": 0.05307448282837868, "m": 1.0 }, { "p": 0.03801824524998665, "m": 1.0 }, { "p": 0.04504382982850075, "m": 1.0 } ] }, { "epoch": 43, "train_loss": 1.7651816606521606, "val_loss": 1.187901496887207, "acc": 57.75, "time": 133.14548202999867, "param": [ { "p": 0.06618928164243698, "m": 1.0 }, { "p": 0.04970976710319519, "m": 1.0 }, { "p": 0.060069672763347626, "m": 1.0 }, { "p": 0.04001738131046295, "m": 1.0 }, { "p": 0.04173137620091438, "m": 1.0 }, { "p": 0.06560803204774857, "m": 1.0 }, { "p": 0.07634350657463074, "m": 1.0 }, { "p": 0.03991285338997841, "m": 1.0 }, { "p": 0.054108522832393646, "m": 1.0 }, { "p": 0.07658170908689499, "m": 1.0 }, { "p": 0.06930048018693924, "m": 1.0 }, { "p": 0.05024288594722748, "m": 1.0 }, { "p": 0.059179097414016724, "m": 1.0 }, { "p": 0.04570673406124115, "m": 1.0 }, { "p": 0.057300668209791183, "m": 1.0 }, { "p": 0.07145402580499649, "m": 1.0 }, { "p": 0.04027806594967842, "m": 1.0 }, { "p": 0.036265987902879715, "m": 1.0 } ] }, { "epoch": 44, "train_loss": 1.605688452720642, "val_loss": 1.1446658372879028, "acc": 59.58, "time": 149.02190091903321, "param": [ { "p": 0.0628538504242897, "m": 1.0 }, { "p": 0.041688498109579086, "m": 1.0 }, { "p": 0.07318118214607239, "m": 1.0 }, { "p": 0.07514051347970963, "m": 1.0 }, { "p": 0.04628348350524902, "m": 1.0 }, { "p": 0.05542309954762459, "m": 1.0 }, { "p": 0.04123186320066452, "m": 1.0 }, { "p": 0.0601576492190361, "m": 1.0 }, { "p": 0.05092637240886688, "m": 1.0 }, { "p": 0.05556003376841545, "m": 1.0 }, { "p": 0.0607750378549099, "m": 1.0 }, { "p": 0.05997017025947571, "m": 1.0 }, { "p": 0.05903809890151024, "m": 1.0 }, { "p": 0.04101591929793358, "m": 1.0 }, { "p": 0.06417568027973175, "m": 1.0 }, { "p": 0.06557217985391617, "m": 1.0 }, { "p": 0.028605535626411438, "m": 1.0 }, { "p": 0.05840075761079788, "m": 1.0 } ] }, { "epoch": 45, "train_loss": 1.738624095916748, "val_loss": 1.170586347579956, "acc": 59.78, "time": 139.30693008890375, "param": [ { "p": 0.07388581335544586, "m": 1.0 }, { "p": 0.04326219484210014, "m": 1.0 }, { "p": 0.06621354073286057, "m": 1.0 }, { "p": 0.046255677938461304, "m": 1.0 }, { "p": 0.06130772456526756, "m": 1.0 }, { "p": 0.048362329602241516, "m": 1.0 }, { "p": 0.057884201407432556, "m": 1.0 }, { "p": 0.05633968487381935, "m": 1.0 }, { "p": 0.06387900561094284, "m": 1.0 }, { "p": 0.06268222630023956, "m": 1.0 }, { "p": 0.06208476796746254, "m": 1.0 }, { "p": 0.0584944412112236, "m": 1.0 }, { "p": 0.07006694376468658, "m": 1.0 }, { "p": 0.020992418751120567, "m": 1.0 }, { "p": 0.053160786628723145, "m": 1.0 }, { "p": 0.05354280769824982, "m": 1.0 }, { "p": 0.05305412784218788, "m": 1.0 }, { "p": 0.04853135719895363, "m": 1.0 } ] }, { "epoch": 46, "train_loss": 1.6937402486801147, "val_loss": 1.2130759954452515, "acc": 60.77, "time": 126.1470919100102, "param": [ { "p": 0.07123764604330063, "m": 1.0 }, { "p": 0.05454303324222565, "m": 1.0 }, { "p": 0.04870574548840523, "m": 1.0 }, { "p": 0.07073851674795151, "m": 1.0 }, { "p": 0.04014689847826958, "m": 1.0 }, { "p": 0.05210687965154648, "m": 1.0 }, { "p": 0.05977639555931091, "m": 1.0 }, { "p": 0.057625193148851395, "m": 1.0 }, { "p": 0.06892947107553482, "m": 1.0 }, { "p": 0.06054161116480827, "m": 1.0 }, { "p": 0.0650370642542839, "m": 1.0 }, { "p": 0.06695564836263657, "m": 1.0 }, { "p": 0.07129842042922974, "m": 1.0 }, { "p": 0.049860671162605286, "m": 1.0 }, { "p": 0.050750117748975754, "m": 1.0 }, { "p": 0.05243773013353348, "m": 1.0 }, { "p": 0.033201664686203, "m": 1.0 }, { "p": 0.026107238605618477, "m": 1.0 } ] }, { "epoch": 47, "train_loss": 1.5902570486068726, "val_loss": 1.3224902153015137, "acc": 59.07, "time": 144.78236491896678, "param": [ { "p": 0.0535174123942852, "m": 1.0 }, { "p": 0.06814437359571457, "m": 1.0 }, { "p": 0.06564835458993912, "m": 1.0 }, { "p": 0.046102508902549744, "m": 1.0 }, { "p": 0.06388712674379349, "m": 1.0 }, { "p": 0.028006331995129585, "m": 1.0 }, { "p": 0.054044559597969055, "m": 1.0 }, { "p": 0.07461195439100266, "m": 1.0 }, { "p": 0.06836257874965668, "m": 1.0 }, { "p": 0.07056162506341934, "m": 1.0 }, { "p": 0.06558649986982346, "m": 1.0 }, { "p": 0.06186702847480774, "m": 1.0 }, { "p": 0.04932361841201782, "m": 1.0 }, { "p": 0.05151350796222687, "m": 1.0 }, { "p": 0.05398779734969139, "m": 1.0 }, { "p": 0.04895802587270737, "m": 1.0 }, { "p": 0.0330081582069397, "m": 1.0 }, { "p": 0.04286852851510048, "m": 1.0 } ] }, { "epoch": 48, "train_loss": 1.6233996152877808, "val_loss": 1.1339952945709229, "acc": 59.55, "time": 127.66426677803975, "param": [ { "p": 0.08269801735877991, "m": 1.0 }, { "p": 0.041077423840761185, "m": 1.0 }, { "p": 0.05177263915538788, "m": 1.0 }, { "p": 0.05820919945836067, "m": 1.0 }, { "p": 0.0393543541431427, "m": 1.0 }, { "p": 0.07609723508358002, "m": 1.0 }, { "p": 0.026622485369443893, "m": 1.0 }, { "p": 0.05613287538290024, "m": 1.0 }, { "p": 0.05016239732503891, "m": 1.0 }, { "p": 0.060051750391721725, "m": 1.0 }, { "p": 0.0634625107049942, "m": 1.0 }, { "p": 0.0637679323554039, "m": 1.0 }, { "p": 0.05289989337325096, "m": 1.0 }, { "p": 0.07258770614862442, "m": 1.0 }, { "p": 0.056153398007154465, "m": 1.0 }, { "p": 0.05266101658344269, "m": 1.0 }, { "p": 0.05001222714781761, "m": 1.0 }, { "p": 0.04627692326903343, "m": 1.0 } ] }, { "epoch": 49, "train_loss": 1.6263259649276733, "val_loss": 1.1655244827270508, "acc": 60.85, "time": 132.16110674501397, "param": [ { "p": 0.09036900103092194, "m": 1.0 }, { "p": 0.026009729132056236, "m": 1.0 }, { "p": 0.08131800591945648, "m": 1.0 }, { "p": 0.040459293872117996, "m": 1.0 }, { "p": 0.04469640552997589, "m": 1.0 }, { "p": 0.019630659371614456, "m": 1.0 }, { "p": 0.03828880190849304, "m": 1.0 }, { "p": 0.07509879022836685, "m": 1.0 }, { "p": 0.04362873360514641, "m": 1.0 }, { "p": 0.06520075350999832, "m": 1.0 }, { "p": 0.054733987897634506, "m": 1.0 }, { "p": 0.05089399591088295, "m": 1.0 }, { "p": 0.07697656005620956, "m": 1.0 }, { "p": 0.0811697244644165, "m": 1.0 }, { "p": 0.06841424107551575, "m": 1.0 }, { "p": 0.07320398837327957, "m": 1.0 }, { "p": 0.027742713689804077, "m": 1.0 }, { "p": 0.0421646311879158, "m": 1.0 } ] }, { "epoch": 50, "train_loss": 1.5856109857559204, "val_loss": 1.1529628038406372, "acc": 61.84, "time": 135.11373209999874, "param": [ { "p": 0.0658695250749588, "m": 1.0 }, { "p": 0.05891456454992294, "m": 1.0 }, { "p": 0.05012310668826103, "m": 1.0 }, { "p": 0.057343512773513794, "m": 1.0 }, { "p": 0.04587395489215851, "m": 1.0 }, { "p": 0.05596401169896126, "m": 1.0 }, { "p": 0.06921914964914322, "m": 1.0 }, { "p": 0.05162477493286133, "m": 1.0 }, { "p": 0.06550335139036179, "m": 1.0 }, { "p": 0.07434981316328049, "m": 1.0 }, { "p": 0.04455159604549408, "m": 1.0 }, { "p": 0.061258234083652496, "m": 1.0 }, { "p": 0.05732465907931328, "m": 1.0 }, { "p": 0.03111041709780693, "m": 1.0 }, { "p": 0.06420297920703888, "m": 1.0 }, { "p": 0.06532338261604309, "m": 1.0 }, { "p": 0.04257513955235481, "m": 1.0 }, { "p": 0.03886767849326134, "m": 1.0 } ] }, { "epoch": 51, "train_loss": 1.7353663444519043, "val_loss": 1.0969418287277222, "acc": 60.39, "time": 131.18867579300422, "param": [ { "p": 0.06157437711954117, "m": 1.0 }, { "p": 0.0491098128259182, "m": 1.0 }, { "p": 0.05566669628024101, "m": 1.0 }, { "p": 0.06418782472610474, "m": 1.0 }, { "p": 0.06617460399866104, "m": 1.0 }, { "p": 0.051675088703632355, "m": 1.0 }, { "p": 0.057194679975509644, "m": 1.0 }, { "p": 0.06018456071615219, "m": 1.0 }, { "p": 0.05273520573973656, "m": 1.0 }, { "p": 0.07447203993797302, "m": 1.0 }, { "p": 0.03625776618719101, "m": 1.0 }, { "p": 0.06697221100330353, "m": 1.0 }, { "p": 0.06801509112119675, "m": 1.0 }, { "p": 0.05830788239836693, "m": 1.0 }, { "p": 0.05014149099588394, "m": 1.0 }, { "p": 0.0630941167473793, "m": 1.0 }, { "p": 0.03996064513921738, "m": 1.0 }, { "p": 0.02427586354315281, "m": 1.0 } ] }, { "epoch": 52, "train_loss": 1.4125207662582397, "val_loss": 1.1046000719070435, "acc": 60.61, "time": 123.80587812897284, "param": [ { "p": 0.055199578404426575, "m": 1.0 }, { "p": 0.06301187723875046, "m": 1.0 }, { "p": 0.0720733180642128, "m": 1.0 }, { "p": 0.06403448432683945, "m": 1.0 }, { "p": 0.05507950112223625, "m": 1.0 }, { "p": 0.045859020203351974, "m": 1.0 }, { "p": 0.052372802048921585, "m": 1.0 }, { "p": 0.07603643089532852, "m": 1.0 }, { "p": 0.05154849588871002, "m": 1.0 }, { "p": 0.06356475502252579, "m": 1.0 }, { "p": 0.06023174524307251, "m": 1.0 }, { "p": 0.05913792550563812, "m": 1.0 }, { "p": 0.0552571564912796, "m": 1.0 }, { "p": 0.03596949577331543, "m": 1.0 }, { "p": 0.05307517945766449, "m": 1.0 }, { "p": 0.04436640441417694, "m": 1.0 }, { "p": 0.041804876178503036, "m": 1.0 }, { "p": 0.051376864314079285, "m": 1.0 } ] }, { "epoch": 53, "train_loss": 1.5456653833389282, "val_loss": 1.178898811340332, "acc": 59.79, "time": 124.60321281501092, "param": [ { "p": 0.04873070865869522, "m": 1.0 }, { "p": 0.04639040306210518, "m": 1.0 }, { "p": 0.07312939316034317, "m": 1.0 }, { "p": 0.05275139585137367, "m": 1.0 }, { "p": 0.04139493778347969, "m": 1.0 }, { "p": 0.04008682444691658, "m": 1.0 }, { "p": 0.06374277174472809, "m": 1.0 }, { "p": 0.06220234930515289, "m": 1.0 }, { "p": 0.07403028011322021, "m": 1.0 }, { "p": 0.0585312582552433, "m": 1.0 }, { "p": 0.018284516409039497, "m": 1.0 }, { "p": 0.0842711478471756, "m": 1.0 }, { "p": 0.0763445720076561, "m": 1.0 }, { "p": 0.033154457807540894, "m": 1.0 }, { "p": 0.09890341758728027, "m": 1.0 }, { "p": 0.05228796601295471, "m": 1.0 }, { "p": 0.047142744064331055, "m": 1.0 }, { "p": 0.028620805591344833, "m": 1.0 } ] }, { "epoch": 54, "train_loss": 1.6127703189849854, "val_loss": 1.179572343826294, "acc": 61.34, "time": 130.9126406350406, "param": [ { "p": 0.07103429734706879, "m": 1.0 }, { "p": 0.060439564287662506, "m": 1.0 }, { "p": 0.06772982329130173, "m": 1.0 }, { "p": 0.04075207933783531, "m": 1.0 }, { "p": 0.044997841119766235, "m": 1.0 }, { "p": 0.049872804433107376, "m": 1.0 }, { "p": 0.05244997888803482, "m": 1.0 }, { "p": 0.058483023196458817, "m": 1.0 }, { "p": 0.060278236865997314, "m": 1.0 }, { "p": 0.05922121927142143, "m": 1.0 }, { "p": 0.05988612771034241, "m": 1.0 }, { "p": 0.07440302520990372, "m": 1.0 }, { "p": 0.08613504469394684, "m": 1.0 }, { "p": 0.03645073249936104, "m": 1.0 }, { "p": 0.03726499155163765, "m": 1.0 }, { "p": 0.06221628934144974, "m": 1.0 }, { "p": 0.05188046023249626, "m": 1.0 }, { "p": 0.02650447189807892, "m": 1.0 } ] }, { "epoch": 55, "train_loss": 1.760853886604309, "val_loss": 1.1823720932006836, "acc": 62.02, "time": 139.28397595498245, "param": [ { "p": 0.07523250579833984, "m": 1.0 }, { "p": 0.055755987763404846, "m": 1.0 }, { "p": 0.060426004230976105, "m": 1.0 }, { "p": 0.05084537714719772, "m": 1.0 }, { "p": 0.04702283814549446, "m": 1.0 }, { "p": 0.029038824141025543, "m": 1.0 }, { "p": 0.05251934751868248, "m": 1.0 }, { "p": 0.05324413999915123, "m": 1.0 }, { "p": 0.08188190311193466, "m": 1.0 }, { "p": 0.05615200102329254, "m": 1.0 }, { "p": 0.07597407698631287, "m": 1.0 }, { "p": 0.05907559022307396, "m": 1.0 }, { "p": 0.08705905824899673, "m": 1.0 }, { "p": 0.04289096221327782, "m": 1.0 }, { "p": 0.06128927320241928, "m": 1.0 }, { "p": 0.047587715089321136, "m": 1.0 }, { "p": 0.042020782828330994, "m": 1.0 }, { "p": 0.021983591839671135, "m": 1.0 } ] }, { "epoch": 56, "train_loss": 1.6592092514038086, "val_loss": 1.1043227910995483, "acc": 62.44, "time": 130.146380438935, "param": [ { "p": 0.08691063523292542, "m": 1.0 }, { "p": 0.06487445533275604, "m": 1.0 }, { "p": 0.08454103022813797, "m": 1.0 }, { "p": 0.009944302029907703, "m": 1.0 }, { "p": 0.0509551540017128, "m": 1.0 }, { "p": 0.05940328165888786, "m": 1.0 }, { "p": 0.035875335335731506, "m": 1.0 }, { "p": 0.06869404017925262, "m": 1.0 }, { "p": 0.07646137475967407, "m": 1.0 }, { "p": 0.05681175738573074, "m": 1.0 }, { "p": 0.08013682067394257, "m": 1.0 }, { "p": 0.05383173003792763, "m": 1.0 }, { "p": 0.04831300675868988, "m": 1.0 }, { "p": 0.029527608305215836, "m": 1.0 }, { "p": 0.06004897505044937, "m": 1.0 }, { "p": 0.05218162760138512, "m": 1.0 }, { "p": 0.05342475324869156, "m": 1.0 }, { "p": 0.028063971549272537, "m": 1.0 } ] }, { "epoch": 57, "train_loss": 1.6866836547851562, "val_loss": 1.2372947931289673, "acc": 61.93, "time": 132.56617225892842, "param": [ { "p": 0.07882317900657654, "m": 1.0 }, { "p": 0.059078194200992584, "m": 1.0 }, { "p": 0.06853977590799332, "m": 1.0 }, { "p": 0.05959625169634819, "m": 1.0 }, { "p": 0.05663251504302025, "m": 1.0 }, { "p": 0.040011487901210785, "m": 1.0 }, { "p": 0.04563988372683525, "m": 1.0 }, { "p": 0.060304999351501465, "m": 1.0 }, { "p": 0.05912970378994942, "m": 1.0 }, { "p": 0.03593232110142708, "m": 1.0 }, { "p": 0.05282085761427879, "m": 1.0 }, { "p": 0.08124837279319763, "m": 1.0 }, { "p": 0.0645490512251854, "m": 1.0 }, { "p": 0.04646841064095497, "m": 1.0 }, { "p": 0.08160393685102463, "m": 1.0 }, { "p": 0.035563938319683075, "m": 1.0 }, { "p": 0.041834115982055664, "m": 1.0 }, { "p": 0.03222307935357094, "m": 1.0 } ] }, { "epoch": 58, "train_loss": 1.4626156091690063, "val_loss": 1.0100157260894775, "acc": 61.78, "time": 133.0453412750503, "param": [ { "p": 0.07951325178146362, "m": 1.0 }, { "p": 0.03906478360295296, "m": 1.0 }, { "p": 0.060611169785261154, "m": 1.0 }, { "p": 0.06253302842378616, "m": 1.0 }, { "p": 0.046617936342954636, "m": 1.0 }, { "p": 0.0, "m": 1.0 }, { "p": 0.07722143828868866, "m": 1.0 }, { "p": 0.04724336043000221, "m": 1.0 }, { "p": 0.07635648548603058, "m": 1.0 }, { "p": 0.042005013674497604, "m": 1.0 }, { "p": 0.06811925768852234, "m": 1.0 }, { "p": 0.0814690813422203, "m": 1.0 }, { "p": 0.06674467027187347, "m": 1.0 }, { "p": 0.05298291891813278, "m": 1.0 }, { "p": 0.05979260429739952, "m": 1.0 }, { "p": 0.06704332679510117, "m": 1.0 }, { "p": 0.03088223561644554, "m": 1.0 }, { "p": 0.04179943725466728, "m": 1.0 } ] }, { "epoch": 59, "train_loss": 1.5892524719238281, "val_loss": 1.0660591125488281, "acc": 61.97, "time": 129.07705624902155, "param": [ { "p": 0.06490955501794815, "m": 1.0 }, { "p": 0.05820734053850174, "m": 1.0 }, { "p": 0.066621333360672, "m": 1.0 }, { "p": 0.05831534042954445, "m": 1.0 }, { "p": 0.032519929111003876, "m": 1.0 }, { "p": 0.050605788826942444, "m": 1.0 }, { "p": 0.05085408687591553, "m": 1.0 }, { "p": 0.0676640123128891, "m": 1.0 }, { "p": 0.05257526785135269, "m": 1.0 }, { "p": 0.06512018293142319, "m": 1.0 }, { "p": 0.06209611892700195, "m": 1.0 }, { "p": 0.06280474364757538, "m": 1.0 }, { "p": 0.05493444576859474, "m": 1.0 }, { "p": 0.043448951095342636, "m": 1.0 }, { "p": 0.05100139230489731, "m": 1.0 }, { "p": 0.05314869061112404, "m": 1.0 }, { "p": 0.03992351517081261, "m": 1.0 }, { "p": 0.06524916738271713, "m": 1.0 } ] }, { "epoch": 60, "train_loss": 1.3957613706588745, "val_loss": 1.0976349115371704, "acc": 59.63, "time": 133.5806457019644, "param": [ { "p": 0.06020752340555191, "m": 1.0 }, { "p": 0.052911803126335144, "m": 1.0 }, { "p": 0.061134424060583115, "m": 1.0 }, { "p": 0.04602006822824478, "m": 1.0 }, { "p": 0.06371617317199707, "m": 1.0 }, { "p": 0.042324427515268326, "m": 1.0 }, { "p": 0.05283701419830322, "m": 1.0 }, { "p": 0.05719535052776337, "m": 1.0 }, { "p": 0.08551649004220963, "m": 1.0 }, { "p": 0.04867124184966087, "m": 1.0 }, { "p": 0.06099586561322212, "m": 1.0 }, { "p": 0.054336197674274445, "m": 1.0 }, { "p": 0.06825832277536392, "m": 1.0 }, { "p": 0.046908654272556305, "m": 1.0 }, { "p": 0.06248730793595314, "m": 1.0 }, { "p": 0.053105395287275314, "m": 1.0 }, { "p": 0.0488714836537838, "m": 1.0 }, { "p": 0.03450237587094307, "m": 1.0 } ] }, { "epoch": 61, "train_loss": 1.422469139099121, "val_loss": 1.0609679222106934, "acc": 63.09, "time": 139.70897186908405, "param": [ { "p": 0.07568381726741791, "m": 1.0 }, { "p": 0.04837910830974579, "m": 1.0 }, { "p": 0.08432866632938385, "m": 1.0 }, { "p": 0.05878224968910217, "m": 1.0 }, { "p": 0.03429121896624565, "m": 1.0 }, { "p": 0.04789602383971214, "m": 1.0 }, { "p": 0.052644506096839905, "m": 1.0 }, { "p": 0.052317820489406586, "m": 1.0 }, { "p": 0.0423068031668663, "m": 1.0 }, { "p": 0.07647708058357239, "m": 1.0 }, { "p": 0.054256830364465714, "m": 1.0 }, { "p": 0.0624983087182045, "m": 1.0 }, { "p": 0.07463651895523071, "m": 1.0 }, { "p": 0.04598541557788849, "m": 1.0 }, { "p": 0.04377978667616844, "m": 1.0 }, { "p": 0.055884670466184616, "m": 1.0 }, { "p": 0.035430658608675, "m": 1.0 }, { "p": 0.054420437663793564, "m": 1.0 } ] }, { "epoch": 62, "train_loss": 1.3392438888549805, "val_loss": 1.048088788986206, "acc": 63.65, "time": 137.76803225895856, "param": [ { "p": 0.06428952515125275, "m": 1.0 }, { "p": 0.04162754490971565, "m": 1.0 }, { "p": 0.08585376292467117, "m": 1.0 }, { "p": 0.04731271415948868, "m": 1.0 }, { "p": 0.055642012506723404, "m": 1.0 }, { "p": 0.04385361075401306, "m": 1.0 }, { "p": 0.07039482891559601, "m": 1.0 }, { "p": 0.05172820761799812, "m": 1.0 }, { "p": 0.055788908153772354, "m": 1.0 }, { "p": 0.06699635088443756, "m": 1.0 }, { "p": 0.05331267789006233, "m": 1.0 }, { "p": 0.06172521412372589, "m": 1.0 }, { "p": 0.07047721743583679, "m": 1.0 }, { "p": 0.04917836934328079, "m": 1.0 }, { "p": 0.05038417503237724, "m": 1.0 }, { "p": 0.05840277671813965, "m": 1.0 }, { "p": 0.022977571934461594, "m": 1.0 }, { "p": 0.05005446448922157, "m": 1.0 } ] }, { "epoch": 63, "train_loss": 1.9214280843734741, "val_loss": 1.0316886901855469, "acc": 62.94, "time": 132.53425564605277, "param": [ { "p": 0.05565555393695831, "m": 1.0 }, { "p": 0.06707493215799332, "m": 1.0 }, { "p": 0.05601313337683678, "m": 1.0 }, { "p": 0.050008535385131836, "m": 1.0 }, { "p": 0.046842385083436966, "m": 1.0 }, { "p": 0.04457544535398483, "m": 1.0 }, { "p": 0.051941968500614166, "m": 1.0 }, { "p": 0.05415653809905052, "m": 1.0 }, { "p": 0.06611602753400803, "m": 1.0 }, { "p": 0.06252911686897278, "m": 1.0 }, { "p": 0.05356336385011673, "m": 1.0 }, { "p": 0.05005679279565811, "m": 1.0 }, { "p": 0.07047754526138306, "m": 1.0 }, { "p": 0.06173035502433777, "m": 1.0 }, { "p": 0.05762685835361481, "m": 1.0 }, { "p": 0.06393451988697052, "m": 1.0 }, { "p": 0.054542940109968185, "m": 1.0 }, { "p": 0.03315398842096329, "m": 1.0 } ] }, { "epoch": 64, "train_loss": 1.6035619974136353, "val_loss": 1.0239993333816528, "acc": 63.67, "time": 127.06562865199521, "param": [ { "p": 0.06412728130817413, "m": 1.0 }, { "p": 0.05727788060903549, "m": 1.0 }, { "p": 0.06163455545902252, "m": 1.0 }, { "p": 0.06817109137773514, "m": 1.0 }, { "p": 0.054649531841278076, "m": 1.0 }, { "p": 0.03266436234116554, "m": 1.0 }, { "p": 0.05346468836069107, "m": 1.0 }, { "p": 0.05087359994649887, "m": 1.0 }, { "p": 0.051642462611198425, "m": 1.0 }, { "p": 0.05570294335484505, "m": 1.0 }, { "p": 0.049309857189655304, "m": 1.0 }, { "p": 0.0645526796579361, "m": 1.0 }, { "p": 0.06219770386815071, "m": 1.0 }, { "p": 0.053280364722013474, "m": 1.0 }, { "p": 0.050843775272369385, "m": 1.0 }, { "p": 0.07007639110088348, "m": 1.0 }, { "p": 0.039735984057188034, "m": 1.0 }, { "p": 0.0597948357462883, "m": 1.0 } ] }, { "epoch": 65, "train_loss": 1.528558373451233, "val_loss": 1.0198655128479004, "acc": 64.08, "time": 123.83092025795486, "param": [ { "p": 0.0473468191921711, "m": 1.0 }, { "p": 0.05434621125459671, "m": 1.0 }, { "p": 0.05211126431822777, "m": 1.0 }, { "p": 0.05160459876060486, "m": 1.0 }, { "p": 0.04196225479245186, "m": 1.0 }, { "p": 0.05616931989789009, "m": 1.0 }, { "p": 0.062258969992399216, "m": 1.0 }, { "p": 0.06216347590088844, "m": 1.0 }, { "p": 0.03975469619035721, "m": 1.0 }, { "p": 0.07313896715641022, "m": 1.0 }, { "p": 0.051339857280254364, "m": 1.0 }, { "p": 0.06443412601947784, "m": 1.0 }, { "p": 0.07540890574455261, "m": 1.0 }, { "p": 0.05403374135494232, "m": 1.0 }, { "p": 0.07081577926874161, "m": 1.0 }, { "p": 0.05269509181380272, "m": 1.0 }, { "p": 0.050993502140045166, "m": 1.0 }, { "p": 0.03942234814167023, "m": 1.0 } ] }, { "epoch": 66, "train_loss": 1.6843938827514648, "val_loss": 1.0186861753463745, "acc": 64.08, "time": 141.54662977403495, "param": [ { "p": 0.061782337725162506, "m": 1.0 }, { "p": 0.052958812564611435, "m": 1.0 }, { "p": 0.05506519600749016, "m": 1.0 }, { "p": 0.06688699871301651, "m": 1.0 }, { "p": 0.04375769942998886, "m": 1.0 }, { "p": 0.033973582088947296, "m": 1.0 }, { "p": 0.04262293502688408, "m": 1.0 }, { "p": 0.049384694546461105, "m": 1.0 }, { "p": 0.07533294707536697, "m": 1.0 }, { "p": 0.05956009030342102, "m": 1.0 }, { "p": 0.05445083603262901, "m": 1.0 }, { "p": 0.053755857050418854, "m": 1.0 }, { "p": 0.05586443096399307, "m": 1.0 }, { "p": 0.051899440586566925, "m": 1.0 }, { "p": 0.08080276846885681, "m": 1.0 }, { "p": 0.0592336542904377, "m": 1.0 }, { "p": 0.07165698707103729, "m": 1.0 }, { "p": 0.031010694801807404, "m": 1.0 } ] }, { "epoch": 67, "train_loss": 1.2690905332565308, "val_loss": 1.0127636194229126, "acc": 61.77, "time": 138.68610350007657, "param": [ { "p": 0.058179304003715515, "m": 1.0 }, { "p": 0.021637989208102226, "m": 1.0 }, { "p": 0.055195122957229614, "m": 1.0 }, { "p": 0.07248106598854065, "m": 1.0 }, { "p": 0.05047155171632767, "m": 1.0 }, { "p": 0.049355361610651016, "m": 1.0 }, { "p": 0.045373618602752686, "m": 1.0 }, { "p": 0.06687306612730026, "m": 1.0 }, { "p": 0.08923156559467316, "m": 1.0 }, { "p": 0.07354436814785004, "m": 1.0 }, { "p": 0.07604096829891205, "m": 1.0 }, { "p": 0.08014702051877975, "m": 1.0 }, { "p": 0.06703092157840729, "m": 1.0 }, { "p": 0.0713362917304039, "m": 1.0 }, { "p": 0.05147058516740799, "m": 1.0 }, { "p": 0.01973239704966545, "m": 1.0 }, { "p": 0.01924661174416542, "m": 1.0 }, { "p": 0.032652176916599274, "m": 1.0 } ] }, { "epoch": 68, "train_loss": 1.4925447702407837, "val_loss": 1.0021464824676514, "acc": 64.33, "time": 133.78777028492186, "param": [ { "p": 0.046537455171346664, "m": 1.0 }, { "p": 0.04113791882991791, "m": 1.0 }, { "p": 0.06781671196222305, "m": 1.0 }, { "p": 0.06765121221542358, "m": 1.0 }, { "p": 0.038459036499261856, "m": 1.0 }, { "p": 0.04421696066856384, "m": 1.0 }, { "p": 0.05439600721001625, "m": 1.0 }, { "p": 0.06744518131017685, "m": 1.0 }, { "p": 0.04358767718076706, "m": 1.0 }, { "p": 0.06643375009298325, "m": 1.0 }, { "p": 0.07428520172834396, "m": 1.0 }, { "p": 0.07311373203992844, "m": 1.0 }, { "p": 0.061912283301353455, "m": 1.0 }, { "p": 0.045744042843580246, "m": 1.0 }, { "p": 0.07788141816854477, "m": 1.0 }, { "p": 0.0492900051176548, "m": 1.0 }, { "p": 0.038662299513816833, "m": 1.0 }, { "p": 0.04142908379435539, "m": 1.0 } ] }, { "epoch": 69, "train_loss": 1.5360963344573975, "val_loss": 1.0345127582550049, "acc": 64.07, "time": 126.44118421094026, "param": [ { "p": 0.05792355537414551, "m": 1.0 }, { "p": 0.03720705211162567, "m": 1.0 }, { "p": 0.08320634067058563, "m": 1.0 }, { "p": 0.06834326684474945, "m": 1.0 }, { "p": 0.013460300862789154, "m": 1.0 }, { "p": 0.03412160277366638, "m": 1.0 }, { "p": 0.04986898601055145, "m": 1.0 }, { "p": 0.052339497953653336, "m": 1.0 }, { "p": 0.07013219594955444, "m": 1.0 }, { "p": 0.05855274572968483, "m": 1.0 }, { "p": 0.05871981754899025, "m": 1.0 }, { "p": 0.0827048048377037, "m": 1.0 }, { "p": 0.06678332388401031, "m": 1.0 }, { "p": 0.05425769090652466, "m": 1.0 }, { "p": 0.07057254016399384, "m": 1.0 }, { "p": 0.06724733114242554, "m": 1.0 }, { "p": 0.03672676533460617, "m": 1.0 }, { "p": 0.03783217445015907, "m": 1.0 } ] }, { "epoch": 70, "train_loss": 1.3952630758285522, "val_loss": 1.044553279876709, "acc": 64.62, "time": 130.56291172804777, "param": [ { "p": 0.0600724034011364, "m": 1.0 }, { "p": 0.056828808039426804, "m": 1.0 }, { "p": 0.06709278374910355, "m": 1.0 }, { "p": 0.06429337710142136, "m": 1.0 }, { "p": 0.0314083993434906, "m": 1.0 }, { "p": 0.042759355157613754, "m": 1.0 }, { "p": 0.055064134299755096, "m": 1.0 }, { "p": 0.05685606226325035, "m": 1.0 }, { "p": 0.07294251024723053, "m": 1.0 }, { "p": 0.06624113768339157, "m": 1.0 }, { "p": 0.05392023175954819, "m": 1.0 }, { "p": 0.04760094732046127, "m": 1.0 }, { "p": 0.0681149959564209, "m": 1.0 }, { "p": 0.03335057199001312, "m": 1.0 }, { "p": 0.05065147951245308, "m": 1.0 }, { "p": 0.07877512276172638, "m": 1.0 }, { "p": 0.052642203867435455, "m": 1.0 }, { "p": 0.041385527700185776, "m": 1.0 } ] }, { "epoch": 71, "train_loss": 1.6073027849197388, "val_loss": 0.9866892695426941, "acc": 65.37, "time": 132.24317049700767, "param": [ { "p": 0.07045826315879822, "m": 1.0 }, { "p": 0.05210709944367409, "m": 1.0 }, { "p": 0.06326761096715927, "m": 1.0 }, { "p": 0.06702721118927002, "m": 1.0 }, { "p": 0.02623477764427662, "m": 1.0 }, { "p": 0.05635681003332138, "m": 1.0 }, { "p": 0.061076052486896515, "m": 1.0 }, { "p": 0.06065463647246361, "m": 1.0 }, { "p": 0.058712076395750046, "m": 1.0 }, { "p": 0.05590050294995308, "m": 1.0 }, { "p": 0.05305568873882294, "m": 1.0 }, { "p": 0.07211019098758698, "m": 1.0 }, { "p": 0.04919729381799698, "m": 1.0 }, { "p": 0.060071639716625214, "m": 1.0 }, { "p": 0.06805439293384552, "m": 1.0 }, { "p": 0.05527854338288307, "m": 1.0 }, { "p": 0.039395399391651154, "m": 1.0 }, { "p": 0.031041868031024933, "m": 1.0 } ] }, { "epoch": 72, "train_loss": 1.5471327304840088, "val_loss": 1.1429908275604248, "acc": 61.66, "time": 133.90467351896223, "param": [ { "p": 0.06966505199670792, "m": 1.0 }, { "p": 0.04553068429231644, "m": 1.0 }, { "p": 0.07183881103992462, "m": 1.0 }, { "p": 0.03794313594698906, "m": 1.0 }, { "p": 0.05053115263581276, "m": 1.0 }, { "p": 0.053568292409181595, "m": 1.0 }, { "p": 0.05111061409115791, "m": 1.0 }, { "p": 0.056598857045173645, "m": 1.0 }, { "p": 0.06154828146100044, "m": 1.0 }, { "p": 0.054488759487867355, "m": 1.0 }, { "p": 0.0728072077035904, "m": 1.0 }, { "p": 0.06233092397451401, "m": 1.0 }, { "p": 0.04133126884698868, "m": 1.0 }, { "p": 0.05671176314353943, "m": 1.0 }, { "p": 0.06696119904518127, "m": 1.0 }, { "p": 0.05762311816215515, "m": 1.0 }, { "p": 0.04376586899161339, "m": 1.0 }, { "p": 0.04564516991376877, "m": 1.0 } ] }, { "epoch": 73, "train_loss": 1.5289788246154785, "val_loss": 0.9504931569099426, "acc": 65.74, "time": 142.04127406002954, "param": [ { "p": 0.05717596411705017, "m": 1.0 }, { "p": 0.03818503022193909, "m": 1.0 }, { "p": 0.07541763782501221, "m": 1.0 }, { "p": 0.04992569610476494, "m": 1.0 }, { "p": 0.05198819190263748, "m": 1.0 }, { "p": 0.04649193212389946, "m": 1.0 }, { "p": 0.0638335645198822, "m": 1.0 }, { "p": 0.03584267571568489, "m": 1.0 }, { "p": 0.06496619433164597, "m": 1.0 }, { "p": 0.05767833814024925, "m": 1.0 }, { "p": 0.061723314225673676, "m": 1.0 }, { "p": 0.06001419574022293, "m": 1.0 }, { "p": 0.058633893728256226, "m": 1.0 }, { "p": 0.04857279732823372, "m": 1.0 }, { "p": 0.06164506822824478, "m": 1.0 }, { "p": 0.059417061507701874, "m": 1.0 }, { "p": 0.057864345610141754, "m": 1.0 }, { "p": 0.050624117255210876, "m": 1.0 } ] }, { "epoch": 74, "train_loss": 1.5266882181167603, "val_loss": 1.126436710357666, "acc": 65.99, "time": 123.52061211096589, "param": [ { "p": 0.06652312725782394, "m": 1.0 }, { "p": 0.04894242435693741, "m": 1.0 }, { "p": 0.07134848833084106, "m": 1.0 }, { "p": 0.061846595257520676, "m": 1.0 }, { "p": 0.056570105254650116, "m": 1.0 }, { "p": 0.049781836569309235, "m": 1.0 }, { "p": 0.04608793556690216, "m": 1.0 }, { "p": 0.05966651812195778, "m": 1.0 }, { "p": 0.0647987574338913, "m": 1.0 }, { "p": 0.06077460199594498, "m": 1.0 }, { "p": 0.06414459645748138, "m": 1.0 }, { "p": 0.04567863047122955, "m": 1.0 }, { "p": 0.05438941717147827, "m": 1.0 }, { "p": 0.05567440390586853, "m": 1.0 }, { "p": 0.056945450603961945, "m": 1.0 }, { "p": 0.05955948680639267, "m": 1.0 }, { "p": 0.04824570566415787, "m": 1.0 }, { "p": 0.02902180701494217, "m": 1.0 } ] }, { "epoch": 75, "train_loss": 1.4090194702148438, "val_loss": 0.9055385589599609, "acc": 65.83, "time": 130.5148477300536, "param": [ { "p": 0.07418224215507507, "m": 1.0 }, { "p": 0.05294789373874664, "m": 1.0 }, { "p": 0.0410303995013237, "m": 1.0 }, { "p": 0.04063912108540535, "m": 1.0 }, { "p": 0.04295099526643753, "m": 1.0 }, { "p": 0.06972790509462357, "m": 1.0 }, { "p": 0.06638665497303009, "m": 1.0 }, { "p": 0.06555679440498352, "m": 1.0 }, { "p": 0.058633968234062195, "m": 1.0 }, { "p": 0.03817158564925194, "m": 1.0 }, { "p": 0.06859312206506729, "m": 1.0 }, { "p": 0.061523549258708954, "m": 1.0 }, { "p": 0.047620926052331924, "m": 1.0 }, { "p": 0.0567372627556324, "m": 1.0 }, { "p": 0.05525723844766617, "m": 1.0 }, { "p": 0.06009342521429062, "m": 1.0 }, { "p": 0.05945209786295891, "m": 1.0 }, { "p": 0.04049478471279144, "m": 1.0 } ] }, { "epoch": 76, "train_loss": 1.5408471822738647, "val_loss": 1.0000605583190918, "acc": 63.81, "time": 141.63138066895772, "param": [ { "p": 0.058915313333272934, "m": 1.0 }, { "p": 0.03975201025605202, "m": 1.0 }, { "p": 0.05878971517086029, "m": 1.0 }, { "p": 0.052743811160326004, "m": 1.0 }, { "p": 0.05591627210378647, "m": 1.0 }, { "p": 0.05648227408528328, "m": 1.0 }, { "p": 0.05230114609003067, "m": 1.0 }, { "p": 0.06196756660938263, "m": 1.0 }, { "p": 0.054194044321775436, "m": 1.0 }, { "p": 0.06084486469626427, "m": 1.0 }, { "p": 0.07271633297204971, "m": 1.0 }, { "p": 0.060381706804037094, "m": 1.0 }, { "p": 0.059705570340156555, "m": 1.0 }, { "p": 0.05539378896355629, "m": 1.0 }, { "p": 0.05025602877140045, "m": 1.0 }, { "p": 0.053176939487457275, "m": 1.0 }, { "p": 0.049250002950429916, "m": 1.0 }, { "p": 0.04721257835626602, "m": 1.0 } ] }, { "epoch": 77, "train_loss": 1.7459076642990112, "val_loss": 0.9665740132331848, "acc": 64.81, "time": 139.65068106609397, "param": [ { "p": 0.056433845311403275, "m": 1.0 }, { "p": 0.05292779207229614, "m": 1.0 }, { "p": 0.06644828617572784, "m": 1.0 }, { "p": 0.06354184448719025, "m": 1.0 }, { "p": 0.04203130304813385, "m": 1.0 }, { "p": 0.03948245197534561, "m": 1.0 }, { "p": 0.05879867449402809, "m": 1.0 }, { "p": 0.05372411757707596, "m": 1.0 }, { "p": 0.03955939784646034, "m": 1.0 }, { "p": 0.06420784443616867, "m": 1.0 }, { "p": 0.06647893786430359, "m": 1.0 }, { "p": 0.05536017566919327, "m": 1.0 }, { "p": 0.0723259225487709, "m": 1.0 }, { "p": 0.03395714610815048, "m": 1.0 }, { "p": 0.058749910444021225, "m": 1.0 }, { "p": 0.0491965189576149, "m": 1.0 }, { "p": 0.06876524537801743, "m": 1.0 }, { "p": 0.05801054462790489, "m": 1.0 } ] }, { "epoch": 78, "train_loss": 1.525992751121521, "val_loss": 1.019608497619629, "acc": 65.78, "time": 146.57126253296155, "param": [ { "p": 0.059495169669389725, "m": 1.0 }, { "p": 0.06918410211801529, "m": 1.0 }, { "p": 0.05817839875817299, "m": 1.0 }, { "p": 0.043953657150268555, "m": 1.0 }, { "p": 0.06889454275369644, "m": 1.0 }, { "p": 0.040889397263526917, "m": 1.0 }, { "p": 0.05438273027539253, "m": 1.0 }, { "p": 0.04212675243616104, "m": 1.0 }, { "p": 0.05931022763252258, "m": 1.0 }, { "p": 0.0706818625330925, "m": 1.0 }, { "p": 0.04308358579874039, "m": 1.0 }, { "p": 0.07835020124912262, "m": 1.0 }, { "p": 0.04222547262907028, "m": 1.0 }, { "p": 0.047139931470155716, "m": 1.0 }, { "p": 0.055941060185432434, "m": 1.0 }, { "p": 0.04389374330639839, "m": 1.0 }, { "p": 0.05508013442158699, "m": 1.0 }, { "p": 0.06718903034925461, "m": 1.0 } ] }, { "epoch": 79, "train_loss": 1.573397159576416, "val_loss": 1.0527030229568481, "acc": 63.6, "time": 128.28083039599005, "param": [ { "p": 0.07015611231327057, "m": 1.0 }, { "p": 0.04282331094145775, "m": 1.0 }, { "p": 0.07473871111869812, "m": 1.0 }, { "p": 0.05203044414520264, "m": 1.0 }, { "p": 0.0322110615670681, "m": 1.0 }, { "p": 0.07637326419353485, "m": 1.0 }, { "p": 0.06621479243040085, "m": 1.0 }, { "p": 0.029829293489456177, "m": 1.0 }, { "p": 0.07518358528614044, "m": 1.0 }, { "p": 0.08472272753715515, "m": 1.0 }, { "p": 0.058054570108652115, "m": 1.0 }, { "p": 0.04990678280591965, "m": 1.0 }, { "p": 0.05770961567759514, "m": 1.0 }, { "p": 0.039692267775535583, "m": 1.0 }, { "p": 0.05458598583936691, "m": 1.0 }, { "p": 0.06873147934675217, "m": 1.0 }, { "p": 0.037833377718925476, "m": 1.0 }, { "p": 0.029202690348029137, "m": 1.0 } ] }, { "epoch": 80, "train_loss": 1.4928760528564453, "val_loss": 0.9814077615737915, "acc": 65.82, "time": 137.3548510579858, "param": [ { "p": 0.06300467997789383, "m": 1.0 }, { "p": 0.04220856353640556, "m": 1.0 }, { "p": 0.06677109003067017, "m": 1.0 }, { "p": 0.0476660393178463, "m": 1.0 }, { "p": 0.07493337988853455, "m": 1.0 }, { "p": 0.04565064609050751, "m": 1.0 }, { "p": 0.06429461389780045, "m": 1.0 }, { "p": 0.05242469161748886, "m": 1.0 }, { "p": 0.05411332845687866, "m": 1.0 }, { "p": 0.033246997743844986, "m": 1.0 }, { "p": 0.08929359167814255, "m": 1.0 }, { "p": 0.0792672410607338, "m": 1.0 }, { "p": 0.05283380672335625, "m": 1.0 }, { "p": 0.06988415122032166, "m": 1.0 }, { "p": 0.04992636665701866, "m": 1.0 }, { "p": 0.04438399896025658, "m": 1.0 }, { "p": 0.014431079849600792, "m": 1.0 }, { "p": 0.05566570907831192, "m": 1.0 } ] }, { "epoch": 81, "train_loss": 1.5489791631698608, "val_loss": 1.070905089378357, "acc": 65.21, "time": 146.48721540195402, "param": [ { "p": 0.06076028570532799, "m": 1.0 }, { "p": 0.059618350118398666, "m": 1.0 }, { "p": 0.0762985497713089, "m": 1.0 }, { "p": 0.06792046129703522, "m": 1.0 }, { "p": 0.06491201370954514, "m": 1.0 }, { "p": 0.04290514066815376, "m": 1.0 }, { "p": 0.04438811540603638, "m": 1.0 }, { "p": 0.05871208757162094, "m": 1.0 }, { "p": 0.06433498114347458, "m": 1.0 }, { "p": 0.045771677047014236, "m": 1.0 }, { "p": 0.08324121683835983, "m": 1.0 }, { "p": 0.043190810829401016, "m": 1.0 }, { "p": 0.06332316994667053, "m": 1.0 }, { "p": 0.050872281193733215, "m": 1.0 }, { "p": 0.05817240849137306, "m": 1.0 }, { "p": 0.03832833841443062, "m": 1.0 }, { "p": 0.041178226470947266, "m": 1.0 }, { "p": 0.036071907728910446, "m": 1.0 } ] }, { "epoch": 82, "train_loss": 1.6333321332931519, "val_loss": 0.9529792070388794, "acc": 65.26, "time": 122.15492753009312, "param": [ { "p": 0.061188142746686935, "m": 1.0 }, { "p": 0.06366497278213501, "m": 1.0 }, { "p": 0.06298574060201645, "m": 1.0 }, { "p": 0.05008269101381302, "m": 1.0 }, { "p": 0.047511130571365356, "m": 1.0 }, { "p": 0.046082571148872375, "m": 1.0 }, { "p": 0.05050377920269966, "m": 1.0 }, { "p": 0.07200632244348526, "m": 1.0 }, { "p": 0.04143594205379486, "m": 1.0 }, { "p": 0.07383441179990768, "m": 1.0 }, { "p": 0.06331396102905273, "m": 1.0 }, { "p": 0.050222139805555344, "m": 1.0 }, { "p": 0.052582256495952606, "m": 1.0 }, { "p": 0.03530862554907799, "m": 1.0 }, { "p": 0.06484735012054443, "m": 1.0 }, { "p": 0.06835272908210754, "m": 1.0 }, { "p": 0.05627043545246124, "m": 1.0 }, { "p": 0.039806898683309555, "m": 1.0 } ] }, { "epoch": 83, "train_loss": 1.556721806526184, "val_loss": 1.0433367490768433, "acc": 67.57, "time": 133.93503844900988, "param": [ { "p": 0.05520864203572273, "m": 1.0 }, { "p": 0.04054256156086922, "m": 1.0 }, { "p": 0.06869226694107056, "m": 1.0 }, { "p": 0.07249531894922256, "m": 1.0 }, { "p": 0.06451864540576935, "m": 1.0 }, { "p": 0.05427103862166405, "m": 1.0 }, { "p": 0.05100671947002411, "m": 1.0 }, { "p": 0.0530640184879303, "m": 1.0 }, { "p": 0.0668480321764946, "m": 1.0 }, { "p": 0.06232385337352753, "m": 1.0 }, { "p": 0.04213874414563179, "m": 1.0 }, { "p": 0.04873448610305786, "m": 1.0 }, { "p": 0.04911519214510918, "m": 1.0 }, { "p": 0.04029380530118942, "m": 1.0 }, { "p": 0.0788724273443222, "m": 1.0 }, { "p": 0.0684787780046463, "m": 1.0 }, { "p": 0.023198693990707397, "m": 1.0 }, { "p": 0.060196828097105026, "m": 1.0 } ] }, { "epoch": 84, "train_loss": 1.355586051940918, "val_loss": 1.0244117975234985, "acc": 63.09, "time": 122.71973443997558, "param": [ { "p": 0.06344480812549591, "m": 1.0 }, { "p": 0.03947790712118149, "m": 1.0 }, { "p": 0.0650075376033783, "m": 1.0 }, { "p": 0.07701904326677322, "m": 1.0 }, { "p": 0.06808865815401077, "m": 1.0 }, { "p": 0.08145911246538162, "m": 1.0 }, { "p": 0.03482159972190857, "m": 1.0 }, { "p": 0.043319087475538254, "m": 1.0 }, { "p": 0.06008891388773918, "m": 1.0 }, { "p": 0.04803723469376564, "m": 1.0 }, { "p": 0.0846191868185997, "m": 1.0 }, { "p": 0.04500480741262436, "m": 1.0 }, { "p": 0.04927673563361168, "m": 1.0 }, { "p": 0.060828886926174164, "m": 1.0 }, { "p": 0.05363073945045471, "m": 1.0 }, { "p": 0.04648233577609062, "m": 1.0 }, { "p": 0.032677240669727325, "m": 1.0 }, { "p": 0.04671604931354523, "m": 1.0 } ] }, { "epoch": 85, "train_loss": 1.4316799640655518, "val_loss": 0.8574958443641663, "acc": 65.55, "time": 134.82164988399018, "param": [ { "p": 0.05685732886195183, "m": 1.0 }, { "p": 0.056582119315862656, "m": 1.0 }, { "p": 0.05170104280114174, "m": 1.0 }, { "p": 0.06438445299863815, "m": 1.0 }, { "p": 0.06907733529806137, "m": 1.0 }, { "p": 0.056071117520332336, "m": 1.0 }, { "p": 0.060430143028497696, "m": 1.0 }, { "p": 0.04402677342295647, "m": 1.0 }, { "p": 0.058347634971141815, "m": 1.0 }, { "p": 0.05767175182700157, "m": 1.0 }, { "p": 0.032180581241846085, "m": 1.0 }, { "p": 0.06176910176873207, "m": 1.0 }, { "p": 0.06662095338106155, "m": 1.0 }, { "p": 0.07363905757665634, "m": 1.0 }, { "p": 0.08336874097585678, "m": 1.0 }, { "p": 0.07146904617547989, "m": 1.0 }, { "p": 0.008055033162236214, "m": 1.0 }, { "p": 0.02774791046977043, "m": 1.0 } ] }, { "epoch": 86, "train_loss": 1.498014211654663, "val_loss": 0.9231976270675659, "acc": 67.48, "time": 130.74504646402784, "param": [ { "p": 0.05357472971081734, "m": 1.0 }, { "p": 0.050034329295158386, "m": 1.0 }, { "p": 0.0536801740527153, "m": 1.0 }, { "p": 0.05043119564652443, "m": 1.0 }, { "p": 0.04808080568909645, "m": 1.0 }, { "p": 0.02805946208536625, "m": 1.0 }, { "p": 0.0736304521560669, "m": 1.0 }, { "p": 0.05161517485976219, "m": 1.0 }, { "p": 0.06625617295503616, "m": 1.0 }, { "p": 0.06061282381415367, "m": 1.0 }, { "p": 0.07283928990364075, "m": 1.0 }, { "p": 0.07783752679824829, "m": 1.0 }, { "p": 0.06345826387405396, "m": 1.0 }, { "p": 0.04486784338951111, "m": 1.0 }, { "p": 0.06548875570297241, "m": 1.0 }, { "p": 0.05386892333626747, "m": 1.0 }, { "p": 0.050096262246370316, "m": 1.0 }, { "p": 0.03556780889630318, "m": 1.0 } ] }, { "epoch": 87, "train_loss": 1.5467840433120728, "val_loss": 1.0132077932357788, "acc": 66.56, "time": 141.02890765096527, "param": [ { "p": 0.0280915480107069, "m": 1.0 }, { "p": 0.057440608739852905, "m": 1.0 }, { "p": 0.04312800243496895, "m": 1.0 }, { "p": 0.06854277849197388, "m": 1.0 }, { "p": 0.06996260583400726, "m": 1.0 }, { "p": 0.0522729866206646, "m": 1.0 }, { "p": 0.0875343307852745, "m": 1.0 }, { "p": 0.07078550010919571, "m": 1.0 }, { "p": 0.038411784917116165, "m": 1.0 }, { "p": 0.04865973815321922, "m": 1.0 }, { "p": 0.07119226455688477, "m": 1.0 }, { "p": 0.06524435430765152, "m": 1.0 }, { "p": 0.059896957129240036, "m": 1.0 }, { "p": 0.02270994521677494, "m": 1.0 }, { "p": 0.057599619030952454, "m": 1.0 }, { "p": 0.04571849852800369, "m": 1.0 }, { "p": 0.04952492564916611, "m": 1.0 }, { "p": 0.06328365951776505, "m": 1.0 } ] }, { "epoch": 88, "train_loss": 1.3297317028045654, "val_loss": 0.9126657247543335, "acc": 66.01, "time": 136.49567752995063, "param": [ { "p": 0.04910914972424507, "m": 1.0 }, { "p": 0.03672057390213013, "m": 1.0 }, { "p": 0.07162071764469147, "m": 1.0 }, { "p": 0.05148647725582123, "m": 1.0 }, { "p": 0.021879389882087708, "m": 1.0 }, { "p": 0.04885261505842209, "m": 1.0 }, { "p": 0.04877966269850731, "m": 1.0 }, { "p": 0.037221070379018784, "m": 1.0 }, { "p": 0.06555380672216415, "m": 1.0 }, { "p": 0.09259282052516937, "m": 1.0 }, { "p": 0.05193556845188141, "m": 1.0 }, { "p": 0.06904572248458862, "m": 1.0 }, { "p": 0.06941232085227966, "m": 1.0 }, { "p": 0.04051969572901726, "m": 1.0 }, { "p": 0.08745129406452179, "m": 1.0 }, { "p": 0.047824542969465256, "m": 1.0 }, { "p": 0.05455797538161278, "m": 1.0 }, { "p": 0.05543667823076248, "m": 1.0 } ] }, { "epoch": 89, "train_loss": 1.441986322402954, "val_loss": 0.9722015261650085, "acc": 66.07, "time": 123.69444235099945, "param": [ { "p": 0.05076739564538002, "m": 1.0 }, { "p": 0.05549453943967819, "m": 1.0 }, { "p": 0.07686448097229004, "m": 1.0 }, { "p": 0.053847357630729675, "m": 1.0 }, { "p": 0.06231733784079552, "m": 1.0 }, { "p": 0.04779748246073723, "m": 1.0 }, { "p": 0.04777809977531433, "m": 1.0 }, { "p": 0.05522656813263893, "m": 1.0 }, { "p": 0.062018170952796936, "m": 1.0 }, { "p": 0.06536827236413956, "m": 1.0 }, { "p": 0.057295285165309906, "m": 1.0 }, { "p": 0.039102304726839066, "m": 1.0 }, { "p": 0.08166143298149109, "m": 1.0 }, { "p": 0.025393566116690636, "m": 1.0 }, { "p": 0.06433308124542236, "m": 1.0 }, { "p": 0.07742833346128464, "m": 1.0 }, { "p": 0.038715917617082596, "m": 1.0 }, { "p": 0.038590408861637115, "m": 1.0 } ] }, { "epoch": 90, "train_loss": 1.3335622549057007, "val_loss": 0.9060829877853394, "acc": 66.75, "time": 123.96375295892358, "param": [ { "p": 0.0759354829788208, "m": 1.0 }, { "p": 0.04745310917496681, "m": 1.0 }, { "p": 0.05960112065076828, "m": 1.0 }, { "p": 0.047497887164354324, "m": 1.0 }, { "p": 0.060332246124744415, "m": 1.0 }, { "p": 0.057696957141160965, "m": 1.0 }, { "p": 0.03964643552899361, "m": 1.0 }, { "p": 0.05387815088033676, "m": 1.0 }, { "p": 0.08239095658063889, "m": 1.0 }, { "p": 0.07124935835599899, "m": 1.0 }, { "p": 0.05940057709813118, "m": 1.0 }, { "p": 0.047471966594457626, "m": 1.0 }, { "p": 0.05518827214837074, "m": 1.0 }, { "p": 0.05086839571595192, "m": 1.0 }, { "p": 0.05746391788125038, "m": 1.0 }, { "p": 0.0649365782737732, "m": 1.0 }, { "p": 0.019962128251791, "m": 1.0 }, { "p": 0.04902656003832817, "m": 1.0 } ] }, { "epoch": 91, "train_loss": 1.6149816513061523, "val_loss": 0.8936440944671631, "acc": 66.14, "time": 123.45016190793831, "param": [ { "p": 0.051155395805835724, "m": 1.0 }, { "p": 0.0463833287358284, "m": 1.0 }, { "p": 0.04941168799996376, "m": 1.0 }, { "p": 0.06394114345312119, "m": 1.0 }, { "p": 0.03509411960840225, "m": 1.0 }, { "p": 0.04511415585875511, "m": 1.0 }, { "p": 0.06271755695343018, "m": 1.0 }, { "p": 0.04604794457554817, "m": 1.0 }, { "p": 0.06643356382846832, "m": 1.0 }, { "p": 0.0684177577495575, "m": 1.0 }, { "p": 0.050214242190122604, "m": 1.0 }, { "p": 0.06609301269054413, "m": 1.0 }, { "p": 0.07579372823238373, "m": 1.0 }, { "p": 0.05710618197917938, "m": 1.0 }, { "p": 0.05327725037932396, "m": 1.0 }, { "p": 0.06123363599181175, "m": 1.0 }, { "p": 0.045384105294942856, "m": 1.0 }, { "p": 0.05618112534284592, "m": 1.0 } ] }, { "epoch": 92, "train_loss": 1.3740588426589966, "val_loss": 0.9389223456382751, "acc": 67.3, "time": 134.78326755098533, "param": [ { "p": 0.06595659255981445, "m": 1.0 }, { "p": 0.045413073152303696, "m": 1.0 }, { "p": 0.050008248537778854, "m": 1.0 }, { "p": 0.052355650812387466, "m": 1.0 }, { "p": 0.04188213497400284, "m": 1.0 }, { "p": 0.051527224481105804, "m": 1.0 }, { "p": 0.059076905250549316, "m": 1.0 }, { "p": 0.0610026977956295, "m": 1.0 }, { "p": 0.05797916650772095, "m": 1.0 }, { "p": 0.05231606960296631, "m": 1.0 }, { "p": 0.04979155585169792, "m": 1.0 }, { "p": 0.05367642268538475, "m": 1.0 }, { "p": 0.04680083692073822, "m": 1.0 }, { "p": 0.06984872370958328, "m": 1.0 }, { "p": 0.07455383241176605, "m": 1.0 }, { "p": 0.07195009291172028, "m": 1.0 }, { "p": 0.052372027188539505, "m": 1.0 }, { "p": 0.04348868876695633, "m": 1.0 } ] }, { "epoch": 93, "train_loss": 1.2134324312210083, "val_loss": 0.9557368159294128, "acc": 67.13, "time": 128.24774569203146, "param": [ { "p": 0.05756932869553566, "m": 1.0 }, { "p": 0.049958907067775726, "m": 1.0 }, { "p": 0.06888817250728607, "m": 1.0 }, { "p": 0.06533347070217133, "m": 1.0 }, { "p": 0.05635804682970047, "m": 1.0 }, { "p": 0.041158247739076614, "m": 1.0 }, { "p": 0.039846379309892654, "m": 1.0 }, { "p": 0.058001451194286346, "m": 1.0 }, { "p": 0.05490918457508087, "m": 1.0 }, { "p": 0.055426668375730515, "m": 1.0 }, { "p": 0.05181524157524109, "m": 1.0 }, { "p": 0.060369059443473816, "m": 1.0 }, { "p": 0.06920776516199112, "m": 1.0 }, { "p": 0.038541048765182495, "m": 1.0 }, { "p": 0.07809007912874222, "m": 1.0 }, { "p": 0.07297888398170471, "m": 1.0 }, { "p": 0.036665692925453186, "m": 1.0 }, { "p": 0.04488244280219078, "m": 1.0 } ] }, { "epoch": 94, "train_loss": 1.3179395198822021, "val_loss": 1.0236811637878418, "acc": 67.86, "time": 130.86382691492327, "param": [ { "p": 0.07888587564229965, "m": 1.0 }, { "p": 0.03811558336019516, "m": 1.0 }, { "p": 0.060080766677856445, "m": 1.0 }, { "p": 0.05367855727672577, "m": 1.0 }, { "p": 0.046564437448978424, "m": 1.0 }, { "p": 0.04591510444879532, "m": 1.0 }, { "p": 0.05206187069416046, "m": 1.0 }, { "p": 0.07361187785863876, "m": 1.0 }, { "p": 0.07449687272310257, "m": 1.0 }, { "p": 0.05225592106580734, "m": 1.0 }, { "p": 0.05231781676411629, "m": 1.0 }, { "p": 0.05342893674969673, "m": 1.0 }, { "p": 0.04890724644064903, "m": 1.0 }, { "p": 0.03456391394138336, "m": 1.0 }, { "p": 0.06754296272993088, "m": 1.0 }, { "p": 0.07229810208082199, "m": 1.0 }, { "p": 0.05663555860519409, "m": 1.0 }, { "p": 0.03863844648003578, "m": 1.0 } ] }, { "epoch": 95, "train_loss": 1.3341225385665894, "val_loss": 1.0797313451766968, "acc": 63.85, "time": 139.9249851469649, "param": [ { "p": 0.06702429801225662, "m": 1.0 }, { "p": 0.035791631788015366, "m": 1.0 }, { "p": 0.05953128635883331, "m": 1.0 }, { "p": 0.0590420663356781, "m": 1.0 }, { "p": 0.040191806852817535, "m": 1.0 }, { "p": 0.06221099570393562, "m": 1.0 }, { "p": 0.03974371775984764, "m": 1.0 }, { "p": 0.06485473364591599, "m": 1.0 }, { "p": 0.06850836426019669, "m": 1.0 }, { "p": 0.06949316710233688, "m": 1.0 }, { "p": 0.048651594668626785, "m": 1.0 }, { "p": 0.059268370270729065, "m": 1.0 }, { "p": 0.07597645372152328, "m": 1.0 }, { "p": 0.029864968731999397, "m": 1.0 }, { "p": 0.06629151105880737, "m": 1.0 }, { "p": 0.05089239403605461, "m": 1.0 }, { "p": 0.05220526084303856, "m": 1.0 }, { "p": 0.05045738071203232, "m": 1.0 } ] }, { "epoch": 96, "train_loss": 1.3763678073883057, "val_loss": 0.9251378178596497, "acc": 66.84, "time": 136.33352213702165, "param": [ { "p": 0.0393594354391098, "m": 1.0 }, { "p": 0.054285679012537, "m": 1.0 }, { "p": 0.05306629091501236, "m": 1.0 }, { "p": 0.058131929486989975, "m": 1.0 }, { "p": 0.05295208841562271, "m": 1.0 }, { "p": 0.047469645738601685, "m": 1.0 }, { "p": 0.06470432877540588, "m": 1.0 }, { "p": 0.050021152943372726, "m": 1.0 }, { "p": 0.06373267620801926, "m": 1.0 }, { "p": 0.04777533560991287, "m": 1.0 }, { "p": 0.05075971409678459, "m": 1.0 }, { "p": 0.06138519570231438, "m": 1.0 }, { "p": 0.07513292133808136, "m": 1.0 }, { "p": 0.050145477056503296, "m": 1.0 }, { "p": 0.06651508063077927, "m": 1.0 }, { "p": 0.06876733154058456, "m": 1.0 }, { "p": 0.04902398958802223, "m": 1.0 }, { "p": 0.046771761029958725, "m": 1.0 } ] }, { "epoch": 97, "train_loss": 1.5411196947097778, "val_loss": 0.9059516191482544, "acc": 68.05, "time": 138.58084160392173, "param": [ { "p": 0.064476378262043, "m": 1.0 }, { "p": 0.05851173400878906, "m": 1.0 }, { "p": 0.06542158126831055, "m": 1.0 }, { "p": 0.036051493138074875, "m": 1.0 }, { "p": 0.03980369120836258, "m": 1.0 }, { "p": 0.05404078587889671, "m": 1.0 }, { "p": 0.060920629650354385, "m": 1.0 }, { "p": 0.05819909647107124, "m": 1.0 }, { "p": 0.07871533930301666, "m": 1.0 }, { "p": 0.05269540101289749, "m": 1.0 }, { "p": 0.053411584347486496, "m": 1.0 }, { "p": 0.06509269773960114, "m": 1.0 }, { "p": 0.06279492378234863, "m": 1.0 }, { "p": 0.03861287236213684, "m": 1.0 }, { "p": 0.061706315726041794, "m": 1.0 }, { "p": 0.06000811606645584, "m": 1.0 }, { "p": 0.0463317446410656, "m": 1.0 }, { "p": 0.043205626308918, "m": 1.0 } ] }, { "epoch": 98, "train_loss": 1.465444564819336, "val_loss": 0.930181086063385, "acc": 67.97, "time": 131.21621626394335, "param": [ { "p": 0.06775600463151932, "m": 1.0 }, { "p": 0.04921358451247215, "m": 1.0 }, { "p": 0.07073875516653061, "m": 1.0 }, { "p": 0.0442824624478817, "m": 1.0 }, { "p": 0.055539242923259735, "m": 1.0 }, { "p": 0.04084217920899391, "m": 1.0 }, { "p": 0.04248521104454994, "m": 1.0 }, { "p": 0.058436136692762375, "m": 1.0 }, { "p": 0.07792140543460846, "m": 1.0 }, { "p": 0.07220789790153503, "m": 1.0 }, { "p": 0.055396147072315216, "m": 1.0 }, { "p": 0.06727214902639389, "m": 1.0 }, { "p": 0.07094856351613998, "m": 1.0 }, { "p": 0.0641273558139801, "m": 1.0 }, { "p": 0.024505412206053734, "m": 1.0 }, { "p": 0.06039777398109436, "m": 1.0 }, { "p": 0.03573298454284668, "m": 1.0 }, { "p": 0.042196810245513916, "m": 1.0 } ] }, { "epoch": 99, "train_loss": 1.5624160766601562, "val_loss": 0.8558361530303955, "acc": 67.68, "time": 137.1779529119376, "param": [ { "p": 0.06554356217384338, "m": 1.0 }, { "p": 0.07017798721790314, "m": 1.0 }, { "p": 0.06522484123706818, "m": 1.0 }, { "p": 0.04798388108611107, "m": 1.0 }, { "p": 0.06253335624933243, "m": 1.0 }, { "p": 0.0525444857776165, "m": 1.0 }, { "p": 0.06969770789146423, "m": 1.0 }, { "p": 0.052154283970594406, "m": 1.0 }, { "p": 0.07613442838191986, "m": 1.0 }, { "p": 0.056672241538763046, "m": 1.0 }, { "p": 0.049528613686561584, "m": 1.0 }, { "p": 0.06444550305604935, "m": 1.0 }, { "p": 0.052109189331531525, "m": 1.0 }, { "p": 0.0344303622841835, "m": 1.0 }, { "p": 0.05570874735713005, "m": 1.0 }, { "p": 0.03413071110844612, "m": 1.0 }, { "p": 0.037016693502664566, "m": 1.0 }, { "p": 0.053963348269462585, "m": 1.0 } ] }, { "epoch": 100, "train_loss": 1.4389495849609375, "val_loss": 0.8923152685165405, "acc": 68.82, "time": 131.42907971597742, "param": [ { "p": 0.06353402137756348, "m": 1.0 }, { "p": 0.04986422136425972, "m": 1.0 }, { "p": 0.055571548640728, "m": 1.0 }, { "p": 0.06018577888607979, "m": 1.0 }, { "p": 0.05281684547662735, "m": 1.0 }, { "p": 0.06016221642494202, "m": 1.0 }, { "p": 0.04673699662089348, "m": 1.0 }, { "p": 0.06039608269929886, "m": 1.0 }, { "p": 0.06504575908184052, "m": 1.0 }, { "p": 0.054114241153001785, "m": 1.0 }, { "p": 0.0683213323354721, "m": 1.0 }, { "p": 0.06575959175825119, "m": 1.0 }, { "p": 0.07177083194255829, "m": 1.0 }, { "p": 0.042359501123428345, "m": 1.0 }, { "p": 0.03139282763004303, "m": 1.0 }, { "p": 0.055798180401325226, "m": 1.0 }, { "p": 0.052393589168787, "m": 1.0 }, { "p": 0.043776530772447586, "m": 1.0 } ] }, { "epoch": 101, "train_loss": 1.5151631832122803, "val_loss": 0.9499838352203369, "acc": 68.49, "time": 137.32048768899404, "param": [ { "p": 0.04320671409368515, "m": 1.0 }, { "p": 0.0626702606678009, "m": 1.0 }, { "p": 0.057083189487457275, "m": 1.0 }, { "p": 0.04488784447312355, "m": 1.0 }, { "p": 0.0346248522400856, "m": 1.0 }, { "p": 0.046111274510622025, "m": 1.0 }, { "p": 0.06549994647502899, "m": 1.0 }, { "p": 0.060629360377788544, "m": 1.0 }, { "p": 0.06804047524929047, "m": 1.0 }, { "p": 0.06650432199239731, "m": 1.0 }, { "p": 0.07276932150125504, "m": 1.0 }, { "p": 0.06497804075479507, "m": 1.0 }, { "p": 0.04169021546840668, "m": 1.0 }, { "p": 0.05243963748216629, "m": 1.0 }, { "p": 0.06730883568525314, "m": 1.0 }, { "p": 0.0586470291018486, "m": 1.0 }, { "p": 0.049375809729099274, "m": 1.0 }, { "p": 0.04353294521570206, "m": 1.0 } ] }, { "epoch": 102, "train_loss": 1.5919891595840454, "val_loss": 0.9182180762290955, "acc": 68.66, "time": 130.54660212399904, "param": [ { "p": 0.06909254193305969, "m": 1.0 }, { "p": 0.05026204138994217, "m": 1.0 }, { "p": 0.05344928801059723, "m": 1.0 }, { "p": 0.037793662399053574, "m": 1.0 }, { "p": 0.047959811985492706, "m": 1.0 }, { "p": 0.015845278277993202, "m": 1.0 }, { "p": 0.05472008138895035, "m": 1.0 }, { "p": 0.05412339046597481, "m": 1.0 }, { "p": 0.07108210027217865, "m": 1.0 }, { "p": 0.06787021458148956, "m": 1.0 }, { "p": 0.04253799468278885, "m": 1.0 }, { "p": 0.08191957324743271, "m": 1.0 }, { "p": 0.07560613006353378, "m": 1.0 }, { "p": 0.049742843955755234, "m": 1.0 }, { "p": 0.05816064774990082, "m": 1.0 }, { "p": 0.054912175983190536, "m": 1.0 }, { "p": 0.05287444591522217, "m": 1.0 }, { "p": 0.062047671526670456, "m": 1.0 } ] }, { "epoch": 103, "train_loss": 1.438886046409607, "val_loss": 0.8622947931289673, "acc": 68.82, "time": 132.33462891890667, "param": [ { "p": 0.07416148483753204, "m": 1.0 }, { "p": 0.05278930068016052, "m": 1.0 }, { "p": 0.03989345580339432, "m": 1.0 }, { "p": 0.06373206526041031, "m": 1.0 }, { "p": 0.06362205743789673, "m": 1.0 }, { "p": 0.03977109119296074, "m": 1.0 }, { "p": 0.07451701909303665, "m": 1.0 }, { "p": 0.04010555148124695, "m": 1.0 }, { "p": 0.06824426352977753, "m": 1.0 }, { "p": 0.078711599111557, "m": 1.0 }, { "p": 0.0743594542145729, "m": 1.0 }, { "p": 0.0683918371796608, "m": 1.0 }, { "p": 0.043112531304359436, "m": 1.0 }, { "p": 0.03740363195538521, "m": 1.0 }, { "p": 0.05955052375793457, "m": 1.0 }, { "p": 0.055264294147491455, "m": 1.0 }, { "p": 0.03291235864162445, "m": 1.0 }, { "p": 0.0334574393928051, "m": 1.0 } ] }, { "epoch": 104, "train_loss": 1.4222990274429321, "val_loss": 0.8618664741516113, "acc": 67.64, "time": 133.62712626706343, "param": [ { "p": 0.057052358984947205, "m": 1.0 }, { "p": 0.030605299398303032, "m": 1.0 }, { "p": 0.0545726977288723, "m": 1.0 }, { "p": 0.06124648451805115, "m": 1.0 }, { "p": 0.03305700421333313, "m": 1.0 }, { "p": 0.06744249910116196, "m": 1.0 }, { "p": 0.04917284473776817, "m": 1.0 }, { "p": 0.07167863100767136, "m": 1.0 }, { "p": 0.06303554773330688, "m": 1.0 }, { "p": 0.04074909910559654, "m": 1.0 }, { "p": 0.08444701135158539, "m": 1.0 }, { "p": 0.06024905666708946, "m": 1.0 }, { "p": 0.06222890689969063, "m": 1.0 }, { "p": 0.040267910808324814, "m": 1.0 }, { "p": 0.05395319685339928, "m": 1.0 }, { "p": 0.07025723904371262, "m": 1.0 }, { "p": 0.055896639823913574, "m": 1.0 }, { "p": 0.044087622314691544, "m": 1.0 } ] }, { "epoch": 105, "train_loss": 1.5509401559829712, "val_loss": 0.8859542608261108, "acc": 68.1, "time": 125.93914459797088, "param": [ { "p": 0.05668342858552933, "m": 1.0 }, { "p": 0.052126068621873856, "m": 1.0 }, { "p": 0.07700008153915405, "m": 1.0 }, { "p": 0.058738432824611664, "m": 1.0 }, { "p": 0.032241251319646835, "m": 1.0 }, { "p": 0.01781509630382061, "m": 1.0 }, { "p": 0.024451972916722298, "m": 1.0 }, { "p": 0.06421516835689545, "m": 1.0 }, { "p": 0.07612466812133789, "m": 1.0 }, { "p": 0.06543194502592087, "m": 1.0 }, { "p": 0.0576271191239357, "m": 1.0 }, { "p": 0.05516122281551361, "m": 1.0 }, { "p": 0.08620800077915192, "m": 1.0 }, { "p": 0.05044057220220566, "m": 1.0 }, { "p": 0.0652320384979248, "m": 1.0 }, { "p": 0.05293649807572365, "m": 1.0 }, { "p": 0.04456770047545433, "m": 1.0 }, { "p": 0.06299875676631927, "m": 1.0 } ] }, { "epoch": 106, "train_loss": 1.4541633129119873, "val_loss": 0.965148389339447, "acc": 68.77, "time": 138.3337970650755, "param": [ { "p": 0.05555059760808945, "m": 1.0 }, { "p": 0.050897568464279175, "m": 1.0 }, { "p": 0.06865435093641281, "m": 1.0 }, { "p": 0.05225604027509689, "m": 1.0 }, { "p": 0.038986146450042725, "m": 1.0 }, { "p": 0.059197328984737396, "m": 1.0 }, { "p": 0.06623019278049469, "m": 1.0 }, { "p": 0.05728604644536972, "m": 1.0 }, { "p": 0.06881379336118698, "m": 1.0 }, { "p": 0.05035066977143288, "m": 1.0 }, { "p": 0.06430225074291229, "m": 1.0 }, { "p": 0.05317455902695656, "m": 1.0 }, { "p": 0.05223532393574715, "m": 1.0 }, { "p": 0.06186005100607872, "m": 1.0 }, { "p": 0.04385902360081673, "m": 1.0 }, { "p": 0.05521711707115173, "m": 1.0 }, { "p": 0.05500107631087303, "m": 1.0 }, { "p": 0.046127770096063614, "m": 1.0 } ] }, { "epoch": 107, "train_loss": 1.3402127027511597, "val_loss": 0.9470344185829163, "acc": 68.5, "time": 125.07676208706107, "param": [ { "p": 0.060167718678712845, "m": 1.0 }, { "p": 0.05202873796224594, "m": 1.0 }, { "p": 0.061016909778118134, "m": 1.0 }, { "p": 0.059505872428417206, "m": 1.0 }, { "p": 0.055890437215566635, "m": 1.0 }, { "p": 0.051929548382759094, "m": 1.0 }, { "p": 0.07224719971418381, "m": 1.0 }, { "p": 0.05307645723223686, "m": 1.0 }, { "p": 0.06536749750375748, "m": 1.0 }, { "p": 0.056326910853385925, "m": 1.0 }, { "p": 0.05062967911362648, "m": 1.0 }, { "p": 0.06195629760622978, "m": 1.0 }, { "p": 0.06038203835487366, "m": 1.0 }, { "p": 0.049056168645620346, "m": 1.0 }, { "p": 0.06364212930202484, "m": 1.0 }, { "p": 0.05052599310874939, "m": 1.0 }, { "p": 0.03799506649374962, "m": 1.0 }, { "p": 0.03825541213154793, "m": 1.0 } ] }, { "epoch": 108, "train_loss": 1.3337713479995728, "val_loss": 0.8982563018798828, "acc": 68.13, "time": 129.87043980997987, "param": [ { "p": 0.07981301099061966, "m": 1.0 }, { "p": 0.044219840317964554, "m": 1.0 }, { "p": 0.07315017282962799, "m": 1.0 }, { "p": 0.05154745653271675, "m": 1.0 }, { "p": 0.06284276396036148, "m": 1.0 }, { "p": 0.06404239684343338, "m": 1.0 }, { "p": 0.07674700021743774, "m": 1.0 }, { "p": 0.07275345176458359, "m": 1.0 }, { "p": 0.04907448962330818, "m": 1.0 }, { "p": 0.048854004591703415, "m": 1.0 }, { "p": 0.06053568050265312, "m": 1.0 }, { "p": 0.0884048193693161, "m": 1.0 }, { "p": 0.03241416811943054, "m": 1.0 }, { "p": 0.043921440839767456, "m": 1.0 }, { "p": 0.05475959554314613, "m": 1.0 }, { "p": 0.03731939569115639, "m": 1.0 }, { "p": 0.04343225806951523, "m": 1.0 }, { "p": 0.016168009489774704, "m": 1.0 } ] }, { "epoch": 109, "train_loss": 1.2810842990875244, "val_loss": 0.8127270936965942, "acc": 68.38, "time": 135.0195508459583, "param": [ { "p": 0.07148463279008865, "m": 1.0 }, { "p": 0.048660021275281906, "m": 1.0 }, { "p": 0.04603324458003044, "m": 1.0 }, { "p": 0.023578178137540817, "m": 1.0 }, { "p": 0.049782902002334595, "m": 1.0 }, { "p": 0.06779111176729202, "m": 1.0 }, { "p": 0.07213222980499268, "m": 1.0 }, { "p": 0.04524390399456024, "m": 1.0 }, { "p": 0.059083931148052216, "m": 1.0 }, { "p": 0.05694279074668884, "m": 1.0 }, { "p": 0.05445194989442825, "m": 1.0 }, { "p": 0.07559890300035477, "m": 1.0 }, { "p": 0.05545711889863014, "m": 1.0 }, { "p": 0.06896743178367615, "m": 1.0 }, { "p": 0.06044848635792732, "m": 1.0 }, { "p": 0.06887740641832352, "m": 1.0 }, { "p": 0.03300010412931442, "m": 1.0 }, { "p": 0.042465705424547195, "m": 1.0 } ] }, { "epoch": 110, "train_loss": 1.3188453912734985, "val_loss": 0.8289585113525391, "acc": 68.5, "time": 136.41579913604073, "param": [ { "p": 0.05723511800169945, "m": 1.0 }, { "p": 0.040745776146650314, "m": 1.0 }, { "p": 0.0691363513469696, "m": 1.0 }, { "p": 0.04967368766665459, "m": 1.0 }, { "p": 0.04353494197130203, "m": 1.0 }, { "p": 0.05258207023143768, "m": 1.0 }, { "p": 0.05779973790049553, "m": 1.0 }, { "p": 0.06250664591789246, "m": 1.0 }, { "p": 0.06990643590688705, "m": 1.0 }, { "p": 0.0722825899720192, "m": 1.0 }, { "p": 0.05478668212890625, "m": 1.0 }, { "p": 0.05873360484838486, "m": 1.0 }, { "p": 0.0698317363858223, "m": 1.0 }, { "p": 0.054640889167785645, "m": 1.0 }, { "p": 0.059517696499824524, "m": 1.0 }, { "p": 0.04053753614425659, "m": 1.0 }, { "p": 0.022456014528870583, "m": 1.0 }, { "p": 0.06409244239330292, "m": 1.0 } ] }, { "epoch": 111, "train_loss": 1.4426629543304443, "val_loss": 0.9828891158103943, "acc": 67.81, "time": 128.91515263391193, "param": [ { "p": 0.05731455236673355, "m": 1.0 }, { "p": 0.05184905603528023, "m": 1.0 }, { "p": 0.07168486714363098, "m": 1.0 }, { "p": 0.06515387445688248, "m": 1.0 }, { "p": 0.05231320485472679, "m": 1.0 }, { "p": 0.05603930726647377, "m": 1.0 }, { "p": 0.04434940963983536, "m": 1.0 }, { "p": 0.05317436158657074, "m": 1.0 }, { "p": 0.050936076790094376, "m": 1.0 }, { "p": 0.05779607221484184, "m": 1.0 }, { "p": 0.056609682738780975, "m": 1.0 }, { "p": 0.06461402028799057, "m": 1.0 }, { "p": 0.05785740539431572, "m": 1.0 }, { "p": 0.04715591296553612, "m": 1.0 }, { "p": 0.04912789911031723, "m": 1.0 }, { "p": 0.06608059257268906, "m": 1.0 }, { "p": 0.047149740159511566, "m": 1.0 }, { "p": 0.050794050097465515, "m": 1.0 } ] }, { "epoch": 112, "train_loss": 1.402697205543518, "val_loss": 0.9321402907371521, "acc": 69.38, "time": 137.68843584693968, "param": [ { "p": 0.06881804019212723, "m": 1.0 }, { "p": 0.03764892369508743, "m": 1.0 }, { "p": 0.05436386168003082, "m": 1.0 }, { "p": 0.05440948158502579, "m": 1.0 }, { "p": 0.06305380165576935, "m": 1.0 }, { "p": 0.047422826290130615, "m": 1.0 }, { "p": 0.05957551300525665, "m": 1.0 }, { "p": 0.055645983666181564, "m": 1.0 }, { "p": 0.05457528680562973, "m": 1.0 }, { "p": 0.06283155083656311, "m": 1.0 }, { "p": 0.05775515362620354, "m": 1.0 }, { "p": 0.06527293473482132, "m": 1.0 }, { "p": 0.05299180746078491, "m": 1.0 }, { "p": 0.047503888607025146, "m": 1.0 }, { "p": 0.05309486761689186, "m": 1.0 }, { "p": 0.07435978949069977, "m": 1.0 }, { "p": 0.055193156003952026, "m": 1.0 }, { "p": 0.03548317030072212, "m": 1.0 } ] }, { "epoch": 113, "train_loss": 1.3809939622879028, "val_loss": 0.882122814655304, "acc": 69.49, "time": 142.6938963540597, "param": [ { "p": 0.08001803606748581, "m": 1.0 }, { "p": 0.040262117981910706, "m": 1.0 }, { "p": 0.07162544876337051, "m": 1.0 }, { "p": 0.04660375416278839, "m": 1.0 }, { "p": 0.050302017480134964, "m": 1.0 }, { "p": 0.03371252492070198, "m": 1.0 }, { "p": 0.05321472883224487, "m": 1.0 }, { "p": 0.04495987296104431, "m": 1.0 }, { "p": 0.0698053315281868, "m": 1.0 }, { "p": 0.05155861750245094, "m": 1.0 }, { "p": 0.06416312605142593, "m": 1.0 }, { "p": 0.06666158139705658, "m": 1.0 }, { "p": 0.058212630450725555, "m": 1.0 }, { "p": 0.062253959476947784, "m": 1.0 }, { "p": 0.057223644107580185, "m": 1.0 }, { "p": 0.061150118708610535, "m": 1.0 }, { "p": 0.0433766134083271, "m": 1.0 }, { "p": 0.04489604011178017, "m": 1.0 } ] }, { "epoch": 114, "train_loss": 1.3571908473968506, "val_loss": 0.8636925220489502, "acc": 68.61, "time": 125.56925939302891, "param": [ { "p": 0.06643250584602356, "m": 1.0 }, { "p": 0.05738603323698044, "m": 1.0 }, { "p": 0.04233521968126297, "m": 1.0 }, { "p": 0.05609976500272751, "m": 1.0 }, { "p": 0.06783958524465561, "m": 1.0 }, { "p": 0.06578251719474792, "m": 1.0 }, { "p": 0.05975033715367317, "m": 1.0 }, { "p": 0.06257472932338715, "m": 1.0 }, { "p": 0.06913499534130096, "m": 1.0 }, { "p": 0.06948442757129669, "m": 1.0 }, { "p": 0.05039447918534279, "m": 1.0 }, { "p": 0.04714668169617653, "m": 1.0 }, { "p": 0.06257481127977371, "m": 1.0 }, { "p": 0.014401277527213097, "m": 1.0 }, { "p": 0.07250861078500748, "m": 1.0 }, { "p": 0.05958661437034607, "m": 1.0 }, { "p": 0.03689802810549736, "m": 1.0 }, { "p": 0.03966940566897392, "m": 1.0 } ] }, { "epoch": 115, "train_loss": 1.4504666328430176, "val_loss": 0.8454713821411133, "acc": 68.62, "time": 130.6567588809412, "param": [ { "p": 0.05531228333711624, "m": 1.0 }, { "p": 0.050935741513967514, "m": 1.0 }, { "p": 0.07625831663608551, "m": 1.0 }, { "p": 0.05747946351766586, "m": 1.0 }, { "p": 0.014529500156641006, "m": 1.0 }, { "p": 0.05844718590378761, "m": 1.0 }, { "p": 0.056492798030376434, "m": 1.0 }, { "p": 0.06779954582452774, "m": 1.0 }, { "p": 0.05379257723689079, "m": 1.0 }, { "p": 0.0748801976442337, "m": 1.0 }, { "p": 0.07250537723302841, "m": 1.0 }, { "p": 0.048311587423086166, "m": 1.0 }, { "p": 0.05452810227870941, "m": 1.0 }, { "p": 0.05602103844285011, "m": 1.0 }, { "p": 0.062087927013635635, "m": 1.0 }, { "p": 0.06873764842748642, "m": 1.0 }, { "p": 0.034533023834228516, "m": 1.0 }, { "p": 0.03734775632619858, "m": 1.0 } ] }, { "epoch": 116, "train_loss": 1.590139627456665, "val_loss": 0.9548758864402771, "acc": 67.96, "time": 141.5480413089972, "param": [ { "p": 0.08453237265348434, "m": 1.0 }, { "p": 0.046850260347127914, "m": 1.0 }, { "p": 0.04971836507320404, "m": 1.0 }, { "p": 0.03014479950070381, "m": 1.0 }, { "p": 0.029781829565763474, "m": 1.0 }, { "p": 0.05451793968677521, "m": 1.0 }, { "p": 0.065546415746212, "m": 1.0 }, { "p": 0.07184542715549469, "m": 1.0 }, { "p": 0.0529012605547905, "m": 1.0 }, { "p": 0.06816799193620682, "m": 1.0 }, { "p": 0.03503995016217232, "m": 1.0 }, { "p": 0.08878358453512192, "m": 1.0 }, { "p": 0.044803913682699203, "m": 1.0 }, { "p": 0.048516638576984406, "m": 1.0 }, { "p": 0.058697666972875595, "m": 1.0 }, { "p": 0.06482866406440735, "m": 1.0 }, { "p": 0.05790046229958534, "m": 1.0 }, { "p": 0.04742242768406868, "m": 1.0 } ] }, { "epoch": 117, "train_loss": 1.487734079360962, "val_loss": 0.8333675861358643, "acc": 69.98, "time": 128.1605033740634, "param": [ { "p": 0.07621482759714127, "m": 1.0 }, { "p": 0.037743501365184784, "m": 1.0 }, { "p": 0.0538613460958004, "m": 1.0 }, { "p": 0.04939426854252815, "m": 1.0 }, { "p": 0.0695381611585617, "m": 1.0 }, { "p": 0.06139849126338959, "m": 1.0 }, { "p": 0.05668086186051369, "m": 1.0 }, { "p": 0.06231442838907242, "m": 1.0 }, { "p": 0.055750757455825806, "m": 1.0 }, { "p": 0.07401454448699951, "m": 1.0 }, { "p": 0.03976104035973549, "m": 1.0 }, { "p": 0.06712619960308075, "m": 1.0 }, { "p": 0.06445044279098511, "m": 1.0 }, { "p": 0.027114735916256905, "m": 1.0 }, { "p": 0.047545839101076126, "m": 1.0 }, { "p": 0.07794292271137238, "m": 1.0 }, { "p": 0.052996307611465454, "m": 1.0 }, { "p": 0.02615133672952652, "m": 1.0 } ] }, { "epoch": 118, "train_loss": 1.4415627717971802, "val_loss": 0.8859504461288452, "acc": 70.6, "time": 129.06481881905347, "param": [ { "p": 0.06081267446279526, "m": 1.0 }, { "p": 0.05276765674352646, "m": 1.0 }, { "p": 0.06418609619140625, "m": 1.0 }, { "p": 0.04318977892398834, "m": 1.0 }, { "p": 0.05030101165175438, "m": 1.0 }, { "p": 0.06751273572444916, "m": 1.0 }, { "p": 0.0641719251871109, "m": 1.0 }, { "p": 0.05798482894897461, "m": 1.0 }, { "p": 0.0633537620306015, "m": 1.0 }, { "p": 0.05502495542168617, "m": 1.0 }, { "p": 0.06426510214805603, "m": 1.0 }, { "p": 0.058809809386730194, "m": 1.0 }, { "p": 0.05065758526325226, "m": 1.0 }, { "p": 0.06648288667201996, "m": 1.0 }, { "p": 0.05023079365491867, "m": 1.0 }, { "p": 0.052439335733652115, "m": 1.0 }, { "p": 0.03567708656191826, "m": 1.0 }, { "p": 0.0421319305896759, "m": 1.0 } ] }, { "epoch": 119, "train_loss": 1.4523980617523193, "val_loss": 0.8712940216064453, "acc": 69.79, "time": 131.13376676908229, "param": [ { "p": 0.06496810913085938, "m": 1.0 }, { "p": 0.04411022737622261, "m": 1.0 }, { "p": 0.04966026172041893, "m": 1.0 }, { "p": 0.07292532920837402, "m": 1.0 }, { "p": 0.05754045024514198, "m": 1.0 }, { "p": 0.06255075335502625, "m": 1.0 }, { "p": 0.058521952480077744, "m": 1.0 }, { "p": 0.031396783888339996, "m": 1.0 }, { "p": 0.06542468070983887, "m": 1.0 }, { "p": 0.05421635881066322, "m": 1.0 }, { "p": 0.053800005465745926, "m": 1.0 }, { "p": 0.04868708923459053, "m": 1.0 }, { "p": 0.05137288570404053, "m": 1.0 }, { "p": 0.031437166035175323, "m": 1.0 }, { "p": 0.07315841317176819, "m": 1.0 }, { "p": 0.0564143992960453, "m": 1.0 }, { "p": 0.05621793866157532, "m": 1.0 }, { "p": 0.06759712100028992, "m": 1.0 } ] }, { "epoch": 120, "train_loss": 1.3161895275115967, "val_loss": 1.0059624910354614, "acc": 70.28, "time": 124.19208705599885, "param": [ { "p": 0.08258035033941269, "m": 1.0 }, { "p": 0.060678787529468536, "m": 1.0 }, { "p": 0.053504567593336105, "m": 1.0 }, { "p": 0.052335403859615326, "m": 1.0 }, { "p": 0.04035766422748566, "m": 1.0 }, { "p": 0.035200539976358414, "m": 1.0 }, { "p": 0.05885952711105347, "m": 1.0 }, { "p": 0.059969712048769, "m": 1.0 }, { "p": 0.06398920714855194, "m": 1.0 }, { "p": 0.05706654116511345, "m": 1.0 }, { "p": 0.05865230783820152, "m": 1.0 }, { "p": 0.05956675857305527, "m": 1.0 }, { "p": 0.06223980337381363, "m": 1.0 }, { "p": 0.04544813185930252, "m": 1.0 }, { "p": 0.06220761686563492, "m": 1.0 }, { "p": 0.06956363469362259, "m": 1.0 }, { "p": 0.03924916684627533, "m": 1.0 }, { "p": 0.03853033855557442, "m": 1.0 } ] }, { "epoch": 121, "train_loss": 1.2675251960754395, "val_loss": 0.8564119338989258, "acc": 69.4, "time": 124.3120849779807, "param": [ { "p": 0.0533500611782074, "m": 1.0 }, { "p": 0.061513498425483704, "m": 1.0 }, { "p": 0.05271286517381668, "m": 1.0 }, { "p": 0.05955221503973007, "m": 1.0 }, { "p": 0.06498696655035019, "m": 1.0 }, { "p": 0.046159375458955765, "m": 1.0 }, { "p": 0.0662950873374939, "m": 1.0 }, { "p": 0.055406857281923294, "m": 1.0 }, { "p": 0.07703417539596558, "m": 1.0 }, { "p": 0.04353806748986244, "m": 1.0 }, { "p": 0.057550955563783646, "m": 1.0 }, { "p": 0.05500984564423561, "m": 1.0 }, { "p": 0.05089466646313667, "m": 1.0 }, { "p": 0.04971485584974289, "m": 1.0 }, { "p": 0.06981188803911209, "m": 1.0 }, { "p": 0.06098135560750961, "m": 1.0 }, { "p": 0.04157377779483795, "m": 1.0 }, { "p": 0.033913418650627136, "m": 1.0 } ] }, { "epoch": 122, "train_loss": 1.5327385663986206, "val_loss": 0.9600484371185303, "acc": 70.35, "time": 122.68474443699233, "param": [ { "p": 0.044386088848114014, "m": 1.0 }, { "p": 0.051657047122716904, "m": 1.0 }, { "p": 0.05863621085882187, "m": 1.0 }, { "p": 0.055070698261260986, "m": 1.0 }, { "p": 0.04689927399158478, "m": 1.0 }, { "p": 0.05219820514321327, "m": 1.0 }, { "p": 0.04905994236469269, "m": 1.0 }, { "p": 0.07352912425994873, "m": 1.0 }, { "p": 0.05621258169412613, "m": 1.0 }, { "p": 0.07507023215293884, "m": 1.0 }, { "p": 0.0664411336183548, "m": 1.0 }, { "p": 0.06579568982124329, "m": 1.0 }, { "p": 0.06532670557498932, "m": 1.0 }, { "p": 0.04109317436814308, "m": 1.0 }, { "p": 0.08117424696683884, "m": 1.0 }, { "p": 0.05557616055011749, "m": 1.0 }, { "p": 0.04577043652534485, "m": 1.0 }, { "p": 0.0161031112074852, "m": 1.0 } ] }, { "epoch": 123, "train_loss": 1.3514248132705688, "val_loss": 0.9274383783340454, "acc": 69.57, "time": 130.20527662709355, "param": [ { "p": 0.058822453022003174, "m": 1.0 }, { "p": 0.041621483862400055, "m": 1.0 }, { "p": 0.061505191028118134, "m": 1.0 }, { "p": 0.052267078310251236, "m": 1.0 }, { "p": 0.05039813742041588, "m": 1.0 }, { "p": 0.04825495555996895, "m": 1.0 }, { "p": 0.06740878522396088, "m": 1.0 }, { "p": 0.07494262605905533, "m": 1.0 }, { "p": 0.03327976167201996, "m": 1.0 }, { "p": 0.07496856898069382, "m": 1.0 }, { "p": 0.05673636496067047, "m": 1.0 }, { "p": 0.05972607806324959, "m": 1.0 }, { "p": 0.06871733069419861, "m": 1.0 }, { "p": 0.056830573827028275, "m": 1.0 }, { "p": 0.04060107097029686, "m": 1.0 }, { "p": 0.06713102757930756, "m": 1.0 }, { "p": 0.04610447958111763, "m": 1.0 }, { "p": 0.04068402945995331, "m": 1.0 } ] }, { "epoch": 124, "train_loss": 1.245069146156311, "val_loss": 0.7009199857711792, "acc": 69.76, "time": 141.5567739889957, "param": [ { "p": 0.06393878906965256, "m": 1.0 }, { "p": 0.05840331315994263, "m": 1.0 }, { "p": 0.06254216283559799, "m": 1.0 }, { "p": 0.044573426246643066, "m": 1.0 }, { "p": 0.056947994977235794, "m": 1.0 }, { "p": 0.021181050688028336, "m": 1.0 }, { "p": 0.052569370716810226, "m": 1.0 }, { "p": 0.062150146812200546, "m": 1.0 }, { "p": 0.07675351947546005, "m": 1.0 }, { "p": 0.061900265514850616, "m": 1.0 }, { "p": 0.0662904679775238, "m": 1.0 }, { "p": 0.032318975776433945, "m": 1.0 }, { "p": 0.0584094263613224, "m": 1.0 }, { "p": 0.0658620223402977, "m": 1.0 }, { "p": 0.06858321279287338, "m": 1.0 }, { "p": 0.04650428891181946, "m": 1.0 }, { "p": 0.04976300522685051, "m": 1.0 }, { "p": 0.0513085275888443, "m": 1.0 } ] }, { "epoch": 125, "train_loss": 1.2389400005340576, "val_loss": 0.9079318046569824, "acc": 70.49, "time": 134.79614110605326, "param": [ { "p": 0.022303586825728416, "m": 1.0 }, { "p": 0.03056119568645954, "m": 1.0 }, { "p": 0.05889381468296051, "m": 1.0 }, { "p": 0.04031882435083389, "m": 1.0 }, { "p": 0.057050760835409164, "m": 1.0 }, { "p": 0.0794256180524826, "m": 1.0 }, { "p": 0.05592779815196991, "m": 1.0 }, { "p": 0.04325314238667488, "m": 1.0 }, { "p": 0.05831114575266838, "m": 1.0 }, { "p": 0.09612925350666046, "m": 1.0 }, { "p": 0.0665973499417305, "m": 1.0 }, { "p": 0.045875661075115204, "m": 1.0 }, { "p": 0.05969672277569771, "m": 1.0 }, { "p": 0.05429596081376076, "m": 1.0 }, { "p": 0.06358588486909866, "m": 1.0 }, { "p": 0.06862533092498779, "m": 1.0 }, { "p": 0.042540375143289566, "m": 1.0 }, { "p": 0.056607600301504135, "m": 1.0 } ] }, { "epoch": 126, "train_loss": 1.4037411212921143, "val_loss": 0.8544010519981384, "acc": 70.64, "time": 122.99367859400809, "param": [ { "p": 0.06515046954154968, "m": 1.0 }, { "p": 0.052669066935777664, "m": 1.0 }, { "p": 0.06295931339263916, "m": 1.0 }, { "p": 0.05067542940378189, "m": 1.0 }, { "p": 0.04274663329124451, "m": 1.0 }, { "p": 0.05809967964887619, "m": 1.0 }, { "p": 0.0632089152932167, "m": 1.0 }, { "p": 0.05281580239534378, "m": 1.0 }, { "p": 0.054166555404663086, "m": 1.0 }, { "p": 0.04968031868338585, "m": 1.0 }, { "p": 0.05115130916237831, "m": 1.0 }, { "p": 0.059765201061964035, "m": 1.0 }, { "p": 0.07520261406898499, "m": 1.0 }, { "p": 0.0457238107919693, "m": 1.0 }, { "p": 0.05848708003759384, "m": 1.0 }, { "p": 0.06486781686544418, "m": 1.0 }, { "p": 0.05059860274195671, "m": 1.0 }, { "p": 0.04203152656555176, "m": 1.0 } ] }, { "epoch": 127, "train_loss": 1.6229937076568604, "val_loss": 0.9213089942932129, "acc": 70.7, "time": 129.7071653320454, "param": [ { "p": 0.08634679764509201, "m": 1.0 }, { "p": 0.03699106723070145, "m": 1.0 }, { "p": 0.06591098755598068, "m": 1.0 }, { "p": 0.04177552089095116, "m": 1.0 }, { "p": 0.05072993040084839, "m": 1.0 }, { "p": 0.049784105271101, "m": 1.0 }, { "p": 0.0496366061270237, "m": 1.0 }, { "p": 0.06842965632677078, "m": 1.0 }, { "p": 0.0598566047847271, "m": 1.0 }, { "p": 0.044485904276371, "m": 1.0 }, { "p": 0.05139922723174095, "m": 1.0 }, { "p": 0.05162068083882332, "m": 1.0 }, { "p": 0.07187839597463608, "m": 1.0 }, { "p": 0.049554139375686646, "m": 1.0 }, { "p": 0.05502944439649582, "m": 1.0 }, { "p": 0.06381843984127045, "m": 1.0 }, { "p": 0.052083905786275864, "m": 1.0 }, { "p": 0.05066855996847153, "m": 1.0 } ] }, { "epoch": 128, "train_loss": 1.2549123764038086, "val_loss": 0.9229324460029602, "acc": 68.95, "time": 148.3216903010616, "param": [ { "p": 0.06460052728652954, "m": 1.0 }, { "p": 0.06959801912307739, "m": 1.0 }, { "p": 0.04369226470589638, "m": 1.0 }, { "p": 0.07101563364267349, "m": 1.0 }, { "p": 0.03648006543517113, "m": 1.0 }, { "p": 0.03811738267540932, "m": 1.0 }, { "p": 0.059393592178821564, "m": 1.0 }, { "p": 0.058314140886068344, "m": 1.0 }, { "p": 0.061156146228313446, "m": 1.0 }, { "p": 0.04385651275515556, "m": 1.0 }, { "p": 0.06174575909972191, "m": 1.0 }, { "p": 0.06751707941293716, "m": 1.0 }, { "p": 0.053876545280218124, "m": 1.0 }, { "p": 0.05438525602221489, "m": 1.0 }, { "p": 0.061676811426877975, "m": 1.0 }, { "p": 0.05379506200551987, "m": 1.0 }, { "p": 0.05267113819718361, "m": 1.0 }, { "p": 0.04810805991292, "m": 1.0 } ] }, { "epoch": 129, "train_loss": 1.143168568611145, "val_loss": 0.7990154027938843, "acc": 71.05, "time": 129.96121581504121, "param": [ { "p": 0.06676054000854492, "m": 1.0 }, { "p": 0.05451776832342148, "m": 1.0 }, { "p": 0.05087404325604439, "m": 1.0 }, { "p": 0.056541964411735535, "m": 1.0 }, { "p": 0.057774145156145096, "m": 1.0 }, { "p": 0.058851756155490875, "m": 1.0 }, { "p": 0.05213278532028198, "m": 1.0 }, { "p": 0.05791095271706581, "m": 1.0 }, { "p": 0.05915241315960884, "m": 1.0 }, { "p": 0.058804865926504135, "m": 1.0 }, { "p": 0.07348623871803284, "m": 1.0 }, { "p": 0.0576791986823082, "m": 1.0 }, { "p": 0.06315792351961136, "m": 1.0 }, { "p": 0.040257517248392105, "m": 1.0 }, { "p": 0.06799609214067459, "m": 1.0 }, { "p": 0.05779010429978371, "m": 1.0 }, { "p": 0.039156895130872726, "m": 1.0 }, { "p": 0.02715478464961052, "m": 1.0 } ] }, { "epoch": 130, "train_loss": 1.3904093503952026, "val_loss": 0.8228532671928406, "acc": 70.82, "time": 126.1952292190399, "param": [ { "p": 0.06534358114004135, "m": 1.0 }, { "p": 0.039139971137046814, "m": 1.0 }, { "p": 0.0689084529876709, "m": 1.0 }, { "p": 0.0517207533121109, "m": 1.0 }, { "p": 0.043759509921073914, "m": 1.0 }, { "p": 0.03919600322842598, "m": 1.0 }, { "p": 0.04473303258419037, "m": 1.0 }, { "p": 0.07165129482746124, "m": 1.0 }, { "p": 0.07401154190301895, "m": 1.0 }, { "p": 0.05247082933783531, "m": 1.0 }, { "p": 0.0519135445356369, "m": 1.0 }, { "p": 0.04450638219714165, "m": 1.0 }, { "p": 0.07327022403478622, "m": 1.0 }, { "p": 0.08177071809768677, "m": 1.0 }, { "p": 0.0642429068684578, "m": 1.0 }, { "p": 0.05484659597277641, "m": 1.0 }, { "p": 0.03517798334360123, "m": 1.0 }, { "p": 0.04333667457103729, "m": 1.0 } ] }, { "epoch": 131, "train_loss": 1.3909399509429932, "val_loss": 0.908728837966919, "acc": 70.57, "time": 125.22900654794648, "param": [ { "p": 0.06105581670999527, "m": 1.0 }, { "p": 0.04434293136000633, "m": 1.0 }, { "p": 0.06332173198461533, "m": 1.0 }, { "p": 0.03876620531082153, "m": 1.0 }, { "p": 0.05066623538732529, "m": 1.0 }, { "p": 0.05982718989253044, "m": 1.0 }, { "p": 0.053643692284822464, "m": 1.0 }, { "p": 0.05065903067588806, "m": 1.0 }, { "p": 0.06828485429286957, "m": 1.0 }, { "p": 0.07472281903028488, "m": 1.0 }, { "p": 0.05892352759838104, "m": 1.0 }, { "p": 0.06375782936811447, "m": 1.0 }, { "p": 0.06632374972105026, "m": 1.0 }, { "p": 0.04222573712468147, "m": 1.0 }, { "p": 0.06322870403528214, "m": 1.0 }, { "p": 0.056239716708660126, "m": 1.0 }, { "p": 0.04983958601951599, "m": 1.0 }, { "p": 0.03417066112160683, "m": 1.0 } ] }, { "epoch": 132, "train_loss": 1.6519495248794556, "val_loss": 0.7746352553367615, "acc": 70.81, "time": 122.76533287996426, "param": [ { "p": 0.04712149128317833, "m": 1.0 }, { "p": 0.019258763641119003, "m": 1.0 }, { "p": 0.0573643334209919, "m": 1.0 }, { "p": 0.057820726186037064, "m": 1.0 }, { "p": 0.05022050067782402, "m": 1.0 }, { "p": 0.06170526146888733, "m": 1.0 }, { "p": 0.06053655594587326, "m": 1.0 }, { "p": 0.0585927776992321, "m": 1.0 }, { "p": 0.0691269040107727, "m": 1.0 }, { "p": 0.058981336653232574, "m": 1.0 }, { "p": 0.0650622621178627, "m": 1.0 }, { "p": 0.08165529370307922, "m": 1.0 }, { "p": 0.07645455747842789, "m": 1.0 }, { "p": 0.029130270704627037, "m": 1.0 }, { "p": 0.04115412384271622, "m": 1.0 }, { "p": 0.07068408280611038, "m": 1.0 }, { "p": 0.04958349093794823, "m": 1.0 }, { "p": 0.04554726555943489, "m": 1.0 } ] }, { "epoch": 133, "train_loss": 1.5411760807037354, "val_loss": 0.9183929562568665, "acc": 71.14, "time": 130.17286961106583, "param": [ { "p": 0.06146875023841858, "m": 1.0 }, { "p": 0.04320189729332924, "m": 1.0 }, { "p": 0.07674787938594818, "m": 1.0 }, { "p": 0.04669218882918358, "m": 1.0 }, { "p": 0.023013612255454063, "m": 1.0 }, { "p": 0.03680632263422012, "m": 1.0 }, { "p": 0.0622703917324543, "m": 1.0 }, { "p": 0.062471941113471985, "m": 1.0 }, { "p": 0.05225275456905365, "m": 1.0 }, { "p": 0.04160400480031967, "m": 1.0 }, { "p": 0.07368732243776321, "m": 1.0 }, { "p": 0.06502190977334976, "m": 1.0 }, { "p": 0.0659768357872963, "m": 1.0 }, { "p": 0.03362787142395973, "m": 1.0 }, { "p": 0.08583290874958038, "m": 1.0 }, { "p": 0.07558156549930573, "m": 1.0 }, { "p": 0.06221971660852432, "m": 1.0 }, { "p": 0.03152211755514145, "m": 1.0 } ] }, { "epoch": 134, "train_loss": 1.508217692375183, "val_loss": 0.8396517634391785, "acc": 69.39, "time": 125.17450552002992, "param": [ { "p": 0.04479987919330597, "m": 1.0 }, { "p": 0.05470891669392586, "m": 1.0 }, { "p": 0.061920732259750366, "m": 1.0 }, { "p": 0.047966353595256805, "m": 1.0 }, { "p": 0.05537491664290428, "m": 1.0 }, { "p": 0.05637294426560402, "m": 1.0 }, { "p": 0.04138742387294769, "m": 1.0 }, { "p": 0.03334222361445427, "m": 1.0 }, { "p": 0.05162441357970238, "m": 1.0 }, { "p": 0.056642256677150726, "m": 1.0 }, { "p": 0.0511639378964901, "m": 1.0 }, { "p": 0.05662001296877861, "m": 1.0 }, { "p": 0.06933911889791489, "m": 1.0 }, { "p": 0.06573718041181564, "m": 1.0 }, { "p": 0.08156734704971313, "m": 1.0 }, { "p": 0.07280438393354416, "m": 1.0 }, { "p": 0.04553716257214546, "m": 1.0 }, { "p": 0.05309076979756355, "m": 1.0 } ] }, { "epoch": 135, "train_loss": 1.5649343729019165, "val_loss": 0.7998570799827576, "acc": 71.41, "time": 131.8791824959917, "param": [ { "p": 0.06917222589254379, "m": 1.0 }, { "p": 0.04983166232705116, "m": 1.0 }, { "p": 0.07374358177185059, "m": 1.0 }, { "p": 0.07777602225542068, "m": 1.0 }, { "p": 0.01978135108947754, "m": 1.0 }, { "p": 0.07609131187200546, "m": 1.0 }, { "p": 0.03673480451107025, "m": 1.0 }, { "p": 0.07011787593364716, "m": 1.0 }, { "p": 0.047594018280506134, "m": 1.0 }, { "p": 0.06849569082260132, "m": 1.0 }, { "p": 0.034336913377046585, "m": 1.0 }, { "p": 0.06592068821191788, "m": 1.0 }, { "p": 0.051169998943805695, "m": 1.0 }, { "p": 0.05864366143941879, "m": 1.0 }, { "p": 0.061834774911403656, "m": 1.0 }, { "p": 0.07658463716506958, "m": 1.0 }, { "p": 0.03930067643523216, "m": 1.0 }, { "p": 0.022870030254125595, "m": 1.0 } ] }, { "epoch": 136, "train_loss": 1.3371202945709229, "val_loss": 0.8289499878883362, "acc": 69.62, "time": 129.8913340109866, "param": [ { "p": 0.07016601413488388, "m": 1.0 }, { "p": 0.06007508188486099, "m": 1.0 }, { "p": 0.06088050454854965, "m": 1.0 }, { "p": 0.04123983904719353, "m": 1.0 }, { "p": 0.043455008417367935, "m": 1.0 }, { "p": 0.055298611521720886, "m": 1.0 }, { "p": 0.05662015825510025, "m": 1.0 }, { "p": 0.06740157306194305, "m": 1.0 }, { "p": 0.04598546400666237, "m": 1.0 }, { "p": 0.05952834710478783, "m": 1.0 }, { "p": 0.07242375612258911, "m": 1.0 }, { "p": 0.0694461539387703, "m": 1.0 }, { "p": 0.05635745823383331, "m": 1.0 }, { "p": 0.056040070950984955, "m": 1.0 }, { "p": 0.057803425937891006, "m": 1.0 }, { "p": 0.05296461284160614, "m": 1.0 }, { "p": 0.041869960725307465, "m": 1.0 }, { "p": 0.03244389593601227, "m": 1.0 } ] }, { "epoch": 137, "train_loss": 1.3617318868637085, "val_loss": 0.9735754132270813, "acc": 69.43, "time": 124.06219600595068, "param": [ { "p": 0.07895588874816895, "m": 1.0 }, { "p": 0.046232160180807114, "m": 1.0 }, { "p": 0.07357629388570786, "m": 1.0 }, { "p": 0.05152679234743118, "m": 1.0 }, { "p": 0.051663994789123535, "m": 1.0 }, { "p": 0.03270823508501053, "m": 1.0 }, { "p": 0.06683647632598877, "m": 1.0 }, { "p": 0.042474858462810516, "m": 1.0 }, { "p": 0.0598553791642189, "m": 1.0 }, { "p": 0.05900949984788895, "m": 1.0 }, { "p": 0.07045594602823257, "m": 1.0 }, { "p": 0.04434572905302048, "m": 1.0 }, { "p": 0.0567130483686924, "m": 1.0 }, { "p": 0.05667963996529579, "m": 1.0 }, { "p": 0.062262434512376785, "m": 1.0 }, { "p": 0.06227939575910568, "m": 1.0 }, { "p": 0.05041731148958206, "m": 1.0 }, { "p": 0.034007005393505096, "m": 1.0 } ] }, { "epoch": 138, "train_loss": 1.3749525547027588, "val_loss": 0.8510814309120178, "acc": 69.69, "time": 133.57111094892025, "param": [ { "p": 0.04073534905910492, "m": 1.0 }, { "p": 0.04021035134792328, "m": 1.0 }, { "p": 0.05062151700258255, "m": 1.0 }, { "p": 0.047950681298971176, "m": 1.0 }, { "p": 0.057604871690273285, "m": 1.0 }, { "p": 0.06307332962751389, "m": 1.0 }, { "p": 0.057176221162080765, "m": 1.0 }, { "p": 0.06834757328033447, "m": 1.0 }, { "p": 0.06742970645427704, "m": 1.0 }, { "p": 0.07095901668071747, "m": 1.0 }, { "p": 0.0481061115860939, "m": 1.0 }, { "p": 0.055131684988737106, "m": 1.0 }, { "p": 0.07158812880516052, "m": 1.0 }, { "p": 0.05993305519223213, "m": 1.0 }, { "p": 0.05899184197187424, "m": 1.0 }, { "p": 0.060620084404945374, "m": 1.0 }, { "p": 0.03849330171942711, "m": 1.0 }, { "p": 0.0430271252989769, "m": 1.0 } ] }, { "epoch": 139, "train_loss": 1.3227713108062744, "val_loss": 0.8908712863922119, "acc": 71.52, "time": 134.76597661105916, "param": [ { "p": 0.06762689352035522, "m": 1.0 }, { "p": 0.038761552423238754, "m": 1.0 }, { "p": 0.06700657308101654, "m": 1.0 }, { "p": 0.05167020857334137, "m": 1.0 }, { "p": 0.01898260787129402, "m": 1.0 }, { "p": 0.05010523274540901, "m": 1.0 }, { "p": 0.05749218165874481, "m": 1.0 }, { "p": 0.06189826875925064, "m": 1.0 }, { "p": 0.06415289640426636, "m": 1.0 }, { "p": 0.07820477336645126, "m": 1.0 }, { "p": 0.05992323160171509, "m": 1.0 }, { "p": 0.058225154876708984, "m": 1.0 }, { "p": 0.05050012469291687, "m": 1.0 }, { "p": 0.03496949374675751, "m": 1.0 }, { "p": 0.07482150197029114, "m": 1.0 }, { "p": 0.07916480302810669, "m": 1.0 }, { "p": 0.03500586003065109, "m": 1.0 }, { "p": 0.051488716155290604, "m": 1.0 } ] }, { "epoch": 140, "train_loss": 1.2340904474258423, "val_loss": 0.8216469883918762, "acc": 71.23, "time": 135.04018316790462, "param": [ { "p": 0.05256803333759308, "m": 1.0 }, { "p": 0.046869758516550064, "m": 1.0 }, { "p": 0.05593114718794823, "m": 1.0 }, { "p": 0.058591023087501526, "m": 1.0 }, { "p": 0.027997087687253952, "m": 1.0 }, { "p": 0.0448104590177536, "m": 1.0 }, { "p": 0.04072212800383568, "m": 1.0 }, { "p": 0.06781405955553055, "m": 1.0 }, { "p": 0.07420819252729416, "m": 1.0 }, { "p": 0.06577284634113312, "m": 1.0 }, { "p": 0.04895300790667534, "m": 1.0 }, { "p": 0.06482799351215363, "m": 1.0 }, { "p": 0.054304856806993484, "m": 1.0 }, { "p": 0.04475344717502594, "m": 1.0 }, { "p": 0.06456883251667023, "m": 1.0 }, { "p": 0.0764712318778038, "m": 1.0 }, { "p": 0.053077664226293564, "m": 1.0 }, { "p": 0.057758230715990067, "m": 1.0 } ] }, { "epoch": 141, "train_loss": 1.2857348918914795, "val_loss": 0.7608781456947327, "acc": 70.44, "time": 130.43273728294298, "param": [ { "p": 0.05382392928004265, "m": 1.0 }, { "p": 0.060784246772527695, "m": 1.0 }, { "p": 0.054131463170051575, "m": 1.0 }, { "p": 0.07026638835668564, "m": 1.0 }, { "p": 0.056193482130765915, "m": 1.0 }, { "p": 0.04784710705280304, "m": 1.0 }, { "p": 0.0638071671128273, "m": 1.0 }, { "p": 0.05491841956973076, "m": 1.0 }, { "p": 0.04500874504446983, "m": 1.0 }, { "p": 0.05014733225107193, "m": 1.0 }, { "p": 0.06788049638271332, "m": 1.0 }, { "p": 0.06372174620628357, "m": 1.0 }, { "p": 0.05720922723412514, "m": 1.0 }, { "p": 0.06460586190223694, "m": 1.0 }, { "p": 0.03877989202737808, "m": 1.0 }, { "p": 0.05279473215341568, "m": 1.0 }, { "p": 0.05398821830749512, "m": 1.0 }, { "p": 0.0440916046500206, "m": 1.0 } ] }, { "epoch": 142, "train_loss": 1.4066510200500488, "val_loss": 0.759854257106781, "acc": 71.34, "time": 127.76167768798769, "param": [ { "p": 0.08283478021621704, "m": 1.0 }, { "p": 0.05168604850769043, "m": 1.0 }, { "p": 0.07257296144962311, "m": 1.0 }, { "p": 0.05880428105592728, "m": 1.0 }, { "p": 0.03799920529127121, "m": 1.0 }, { "p": 0.0482928566634655, "m": 1.0 }, { "p": 0.06244327872991562, "m": 1.0 }, { "p": 0.03232559934258461, "m": 1.0 }, { "p": 0.07785467058420181, "m": 1.0 }, { "p": 0.04917727783322334, "m": 1.0 }, { "p": 0.05776306986808777, "m": 1.0 }, { "p": 0.05248607322573662, "m": 1.0 }, { "p": 0.08075956255197525, "m": 1.0 }, { "p": 0.052148692309856415, "m": 1.0 }, { "p": 0.06184465438127518, "m": 1.0 }, { "p": 0.05234096199274063, "m": 1.0 }, { "p": 0.02465922199189663, "m": 1.0 }, { "p": 0.04400681331753731, "m": 1.0 } ] }, { "epoch": 143, "train_loss": 1.2684617042541504, "val_loss": 0.968235194683075, "acc": 69.71, "time": 126.10515320498962, "param": [ { "p": 0.07106568664312363, "m": 1.0 }, { "p": 0.0818839743733406, "m": 1.0 }, { "p": 0.07868736982345581, "m": 1.0 }, { "p": 0.04894663393497467, "m": 1.0 }, { "p": 0.030431026592850685, "m": 1.0 }, { "p": 0.052500657737255096, "m": 1.0 }, { "p": 0.03913535922765732, "m": 1.0 }, { "p": 0.04926137253642082, "m": 1.0 }, { "p": 0.043330058455467224, "m": 1.0 }, { "p": 0.07358415424823761, "m": 1.0 }, { "p": 0.06870593875646591, "m": 1.0 }, { "p": 0.05526339262723923, "m": 1.0 }, { "p": 0.06316447257995605, "m": 1.0 }, { "p": 0.038610462099313736, "m": 1.0 }, { "p": 0.0910537913441658, "m": 1.0 }, { "p": 0.0521557591855526, "m": 1.0 }, { "p": 0.04409942030906677, "m": 1.0 }, { "p": 0.018120460212230682, "m": 1.0 } ] }, { "epoch": 144, "train_loss": 1.3985099792480469, "val_loss": 0.6469780206680298, "acc": 70.4, "time": 122.09413826896343, "param": [ { "p": 0.07374659925699234, "m": 1.0 }, { "p": 0.06945561617612839, "m": 1.0 }, { "p": 0.04992102459073067, "m": 1.0 }, { "p": 0.03493678942322731, "m": 1.0 }, { "p": 0.0485442653298378, "m": 1.0 }, { "p": 0.050768543034791946, "m": 1.0 }, { "p": 0.05775875598192215, "m": 1.0 }, { "p": 0.05021468549966812, "m": 1.0 }, { "p": 0.06735167652368546, "m": 1.0 }, { "p": 0.06594725698232651, "m": 1.0 }, { "p": 0.05194011330604553, "m": 1.0 }, { "p": 0.056243669241666794, "m": 1.0 }, { "p": 0.05021354556083679, "m": 1.0 }, { "p": 0.057760316878557205, "m": 1.0 }, { "p": 0.050685200840234756, "m": 1.0 }, { "p": 0.05788467451930046, "m": 1.0 }, { "p": 0.06347183883190155, "m": 1.0 }, { "p": 0.043155305087566376, "m": 1.0 } ] }, { "epoch": 145, "train_loss": 1.4124670028686523, "val_loss": 0.8352468013763428, "acc": 70.93, "time": 122.75464682094753, "param": [ { "p": 0.05844907835125923, "m": 1.0 }, { "p": 0.06351421773433685, "m": 1.0 }, { "p": 0.06088028475642204, "m": 1.0 }, { "p": 0.07479272037744522, "m": 1.0 }, { "p": 0.0104615967720747, "m": 1.0 }, { "p": 0.020331332460045815, "m": 1.0 }, { "p": 0.03997058421373367, "m": 1.0 }, { "p": 0.06097213551402092, "m": 1.0 }, { "p": 0.09760091453790665, "m": 1.0 }, { "p": 0.07312773168087006, "m": 1.0 }, { "p": 0.059351708739995956, "m": 1.0 }, { "p": 0.0760108008980751, "m": 1.0 }, { "p": 0.051609065383672714, "m": 1.0 }, { "p": 0.08552425354719162, "m": 1.0 }, { "p": 0.06923002749681473, "m": 1.0 }, { "p": 0.05208948254585266, "m": 1.0 }, { "p": 0.0156813133507967, "m": 1.0 }, { "p": 0.030402740463614464, "m": 1.0 } ] }, { "epoch": 146, "train_loss": 1.2484078407287598, "val_loss": 0.7443569898605347, "acc": 70.61, "time": 145.92689733603038, "param": [ { "p": 0.05457470938563347, "m": 1.0 }, { "p": 0.06490162760019302, "m": 1.0 }, { "p": 0.06841837614774704, "m": 1.0 }, { "p": 0.054242368787527084, "m": 1.0 }, { "p": 0.04514206945896149, "m": 1.0 }, { "p": 0.03263396769762039, "m": 1.0 }, { "p": 0.05134667456150055, "m": 1.0 }, { "p": 0.04992654174566269, "m": 1.0 }, { "p": 0.07232116907835007, "m": 1.0 }, { "p": 0.06977418810129166, "m": 1.0 }, { "p": 0.07784239202737808, "m": 1.0 }, { "p": 0.05388468876481056, "m": 1.0 }, { "p": 0.0602421835064888, "m": 1.0 }, { "p": 0.057183343917131424, "m": 1.0 }, { "p": 0.04648633673787117, "m": 1.0 }, { "p": 0.05272536352276802, "m": 1.0 }, { "p": 0.03498642519116402, "m": 1.0 }, { "p": 0.05336759611964226, "m": 1.0 } ] }, { "epoch": 147, "train_loss": 1.44467031955719, "val_loss": 0.7958933115005493, "acc": 71.68, "time": 136.07533530599903, "param": [ { "p": 0.07921718806028366, "m": 1.0 }, { "p": 0.051528450101614, "m": 1.0 }, { "p": 0.05618583410978317, "m": 1.0 }, { "p": 0.059113845229148865, "m": 1.0 }, { "p": 0.04953693225979805, "m": 1.0 }, { "p": 0.035223767161369324, "m": 1.0 }, { "p": 0.07836353033781052, "m": 1.0 }, { "p": 0.058905038982629776, "m": 1.0 }, { "p": 0.067329540848732, "m": 1.0 }, { "p": 0.06387080997228622, "m": 1.0 }, { "p": 0.07643883675336838, "m": 1.0 }, { "p": 0.05501740425825119, "m": 1.0 }, { "p": 0.037651319056749344, "m": 1.0 }, { "p": 0.047134414315223694, "m": 1.0 }, { "p": 0.05861411988735199, "m": 1.0 }, { "p": 0.05764606222510338, "m": 1.0 }, { "p": 0.03413910046219826, "m": 1.0 }, { "p": 0.03408383950591087, "m": 1.0 } ] }, { "epoch": 148, "train_loss": 1.3580892086029053, "val_loss": 0.7836019992828369, "acc": 71.0, "time": 146.58424496592488, "param": [ { "p": 0.07915438711643219, "m": 1.0 }, { "p": 0.06016940250992775, "m": 1.0 }, { "p": 0.05658145621418953, "m": 1.0 }, { "p": 0.04388706758618355, "m": 1.0 }, { "p": 0.05996587872505188, "m": 1.0 }, { "p": 0.035597968846559525, "m": 1.0 }, { "p": 0.05999923124909401, "m": 1.0 }, { "p": 0.051685720682144165, "m": 1.0 }, { "p": 0.06634757667779922, "m": 1.0 }, { "p": 0.05959516763687134, "m": 1.0 }, { "p": 0.07200820744037628, "m": 1.0 }, { "p": 0.06039179116487503, "m": 1.0 }, { "p": 0.043902743607759476, "m": 1.0 }, { "p": 0.042086921632289886, "m": 1.0 }, { "p": 0.0366678461432457, "m": 1.0 }, { "p": 0.058919504284858704, "m": 1.0 }, { "p": 0.06213952228426933, "m": 1.0 }, { "p": 0.05089962109923363, "m": 1.0 } ] }, { "epoch": 149, "train_loss": 1.5305989980697632, "val_loss": 0.856858491897583, "acc": 71.61, "time": 135.72840933001135, "param": [ { "p": 0.06367302685976028, "m": 1.0 }, { "p": 0.05627007782459259, "m": 1.0 }, { "p": 0.06382036209106445, "m": 1.0 }, { "p": 0.05352732911705971, "m": 1.0 }, { "p": 0.07657873630523682, "m": 1.0 }, { "p": 0.0671788901090622, "m": 1.0 }, { "p": 0.040970973670482635, "m": 1.0 }, { "p": 0.06490121781826019, "m": 1.0 }, { "p": 0.05414453521370888, "m": 1.0 }, { "p": 0.05933680012822151, "m": 1.0 }, { "p": 0.0557563342154026, "m": 1.0 }, { "p": 0.058336999267339706, "m": 1.0 }, { "p": 0.051378097385168076, "m": 1.0 }, { "p": 0.04636596888303757, "m": 1.0 }, { "p": 0.04172194004058838, "m": 1.0 }, { "p": 0.0632721409201622, "m": 1.0 }, { "p": 0.04355893284082413, "m": 1.0 }, { "p": 0.03920777514576912, "m": 1.0 } ] }, { "epoch": 150, "train_loss": 1.339548110961914, "val_loss": 0.7991787195205688, "acc": 71.31, "time": 135.34587001695763, "param": [ { "p": 0.04444041848182678, "m": 1.0 }, { "p": 0.05493829771876335, "m": 1.0 }, { "p": 0.0450628362596035, "m": 1.0 }, { "p": 0.04817486181855202, "m": 1.0 }, { "p": 0.07391487807035446, "m": 1.0 }, { "p": 0.04162006080150604, "m": 1.0 }, { "p": 0.024370428174734116, "m": 1.0 }, { "p": 0.05697852000594139, "m": 1.0 }, { "p": 0.08582759648561478, "m": 1.0 }, { "p": 0.05338126793503761, "m": 1.0 }, { "p": 0.0784013569355011, "m": 1.0 }, { "p": 0.052830107510089874, "m": 1.0 }, { "p": 0.08542286604642868, "m": 1.0 }, { "p": 0.04594834893941879, "m": 1.0 }, { "p": 0.05578835681080818, "m": 1.0 }, { "p": 0.05577999725937843, "m": 1.0 }, { "p": 0.05733109265565872, "m": 1.0 }, { "p": 0.039788734167814255, "m": 1.0 } ] } ] }