smart_augmentation/higher/res/log/RandAugment(N2-M0.30)-resnet18-200 epochs+decay.json

4027 lines
82 KiB
JSON
Raw Normal View History

2020-02-28 16:32:22 -05:00
{
"Accuracy": 85.96,
"Time": [
6.334256903460019,
0.33240463964398737,
1530.0743819070003
],
"Optimizer": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9,
"decay": 0.0005,
"nesterov": true,
"scheduler": "exponential"
},
"Device": "TITAN RTX",
"Memory": [
3529.8330078125,
3558.0
],
"Rand_Aug": {
"N": 2,
"M": 0.3
},
"Log": [
{
"epoch": 0,
"train_loss": 2.150725841522217,
"val_loss": 2.1562740802764893,
"acc": 25.03,
"f1": [
0.35650718212127686,
0.2999142110347748,
0.03386639803647995,
0.06317535042762756,
0.23458275198936462,
0.12713173031806946,
0.2656433582305908,
0.22867083549499512,
0.22528062760829926,
0.33333325386047363
],
"time": 9.718324846000542,
"param": null
},
{
"epoch": 1,
"train_loss": 1.706071376800537,
"val_loss": 2.099121570587158,
"acc": 30.82,
"f1": [
0.41575977206230164,
0.3489711284637451,
0.1625281721353531,
0.046210698783397675,
0.19055238366127014,
0.2344101518392563,
0.3295978009700775,
0.3236869275569916,
0.4481043517589569,
0.20114386081695557
],
"time": 6.425542621000204,
"param": null
},
{
"epoch": 2,
"train_loss": 1.6916348934173584,
"val_loss": 1.4937255382537842,
"acc": 45.06,
"f1": [
0.43307626247406006,
0.5861124992370605,
0.33640071749687195,
0.3381534218788147,
0.26105552911758423,
0.3827209770679474,
0.5430302023887634,
0.3988226056098938,
0.61481773853302,
0.5426355004310608
],
"time": 6.261455322000074,
"param": null
},
{
"epoch": 3,
"train_loss": 1.6226050853729248,
"val_loss": 1.3247535228729248,
"acc": 47.79,
"f1": [
0.5772388577461243,
0.5830049514770508,
0.3938392698764801,
0.17529872059822083,
0.3119265139102936,
0.4420507252216339,
0.6032387614250183,
0.5009860992431641,
0.39909628033638,
0.5563969016075134
],
"time": 6.7602860650004,
"param": null
},
{
"epoch": 4,
"train_loss": 1.357525110244751,
"val_loss": 1.5401275157928467,
"acc": 48.55,
"f1": [
0.5621059536933899,
0.5749417543411255,
0.3306009769439697,
0.22561854124069214,
0.368663489818573,
0.24410083889961243,
0.5841583013534546,
0.5640784502029419,
0.6031571626663208,
0.4677348732948303
],
"time": 6.78246928399949,
"param": null
},
{
"epoch": 5,
"train_loss": 1.4181554317474365,
"val_loss": 1.2330881357192993,
"acc": 54.35,
"f1": [
0.5934297442436218,
0.692874550819397,
0.4011089503765106,
0.28791046142578125,
0.4862422049045563,
0.41319215297698975,
0.6476189494132996,
0.6062585711479187,
0.6245397329330444,
0.603119432926178
],
"time": 6.2415384630003246,
"param": null
},
{
"epoch": 6,
"train_loss": 1.1998599767684937,
"val_loss": 1.7344549894332886,
"acc": 48.54,
"f1": [
0.47246766090393066,
0.5962217450141907,
0.4153845012187958,
0.31191423535346985,
0.45050370693206787,
0.31150150299072266,
0.4929576516151428,
0.6188339591026306,
0.4981451630592346,
0.6107847690582275
],
"time": 6.720598515000347,
"param": null
},
{
"epoch": 7,
"train_loss": 1.0823439359664917,
"val_loss": 0.9594718217849731,
"acc": 65.38,
"f1": [
0.7191550135612488,
0.7651932239532471,
0.5647057294845581,
0.4615383446216583,
0.6027666926383972,
0.5209407806396484,
0.6843159198760986,
0.7174699902534485,
0.7918779850006104,
0.6729632019996643
],
"time": 6.6050636629997825,
"param": null
},
{
"epoch": 8,
"train_loss": 1.148309588432312,
"val_loss": 1.0546984672546387,
"acc": 62.06,
"f1": [
0.6824511885643005,
0.7021275758743286,
0.5298364758491516,
0.4171854555606842,
0.5259115695953369,
0.5162035226821899,
0.6987011432647705,
0.7143591046333313,
0.6923962235450745,
0.6577329635620117
],
"time": 6.724013140000352,
"param": null
},
{
"epoch": 9,
"train_loss": 1.0483771562576294,
"val_loss": 0.7862726449966431,
"acc": 68.73,
"f1": [
0.7347479462623596,
0.7931217551231384,
0.5911723971366882,
0.4661398231983185,
0.6356106996536255,
0.5685729384422302,
0.7536230683326721,
0.7323639392852783,
0.80058354139328,
0.7643113732337952
],
"time": 6.514854938999633,
"param": null
},
{
"epoch": 10,
"train_loss": 1.0736877918243408,
"val_loss": 0.8303113579750061,
"acc": 67.05,
"f1": [
0.7323007583618164,
0.8029627799987793,
0.547778308391571,
0.4712642431259155,
0.6018294095993042,
0.5762384533882141,
0.6659029126167297,
0.7359049320220947,
0.8013900518417358,
0.7581987977027893
],
"time": 6.455642058000194,
"param": null
},
{
"epoch": 11,
"train_loss": 1.009596824645996,
"val_loss": 1.1232374906539917,
"acc": 57.58,
"f1": [
0.7010307908058167,
0.7565216422080994,
0.5681591033935547,
0.3092658519744873,
0.45435526967048645,
0.4363543391227722,
0.6377747058868408,
0.6166559457778931,
0.6911123394966125,
0.65506511926651
],
"time": 6.4592544509996515,
"param": null
},
{
"epoch": 12,
"train_loss": 0.949975311756134,
"val_loss": 1.089259386062622,
"acc": 62.74,
"f1": [
0.6450365781784058,
0.7190832495689392,
0.5671190619468689,
0.39372125267982483,
0.6066626310348511,
0.4691847860813141,
0.7300114035606384,
0.7070924639701843,
0.6716890335083008,
0.645823061466217
],
"time": 6.29345282200029,
"param": null
},
{
"epoch": 13,
"train_loss": 0.893406331539154,
"val_loss": 0.7290019989013672,
"acc": 70.72,
"f1": [
0.724624752998352,
0.8230295777320862,
0.6460130214691162,
0.505564272403717,
0.6502922177314758,
0.6102772355079651,
0.796459972858429,
0.740402102470398,
0.7737477421760559,
0.7904190421104431
],
"time": 6.409984846000043,
"param": null
},
{
"epoch": 14,
"train_loss": 0.9145186543464661,
"val_loss": 0.8049719929695129,
"acc": 71.15,
"f1": [
0.7539459466934204,
0.7997851371765137,
0.6504063606262207,
0.5393257141113281,
0.6748590469360352,
0.5853657722473145,
0.7532313466072083,
0.725581169128418,
0.8175983428955078,
0.774077296257019
],
"time": 6.183835867999733,
"param": null
},
{
"epoch": 15,
"train_loss": 0.9329931139945984,
"val_loss": 0.904682993888855,
"acc": 68.89,
"f1": [
0.7551438808441162,
0.7808856964111328,
0.5871831774711609,
0.5125626921653748,
0.6293364763259888,
0.5621888637542725,
0.7358489632606506,
0.7636362910270691,
0.828431248664856,
0.7895957827568054
],
"time": 6.408010394000485,
"param": null
},
{
"epoch": 16,
"train_loss": 0.8226126432418823,
"val_loss": 0.7933158874511719,
"acc": 71.35,
"f1": [
0.746456503868103,
0.8219031095504761,
0.635874330997467,
0.5187928676605225,
0.695692777633667,
0.615384578704834,
0.7384244203567505,
0.7709496021270752,
0.8263819217681885,
0.8012992739677429
],
"time": 6.187172564999855,
"param": null
},
{
"epoch": 17,
"train_loss": 0.7584786415100098,
"val_loss": 0.8688976168632507,
"acc": 69.45,
"f1": [
0.7135562896728516,
0.8232802152633667,
0.6291890740394592,
0.49913328886032104,
0.6805240511894226,
0.602514922618866,
0.7149040102958679,
0.77325838804245,
0.7707440257072449,
0.6950569152832031
],
"time": 6.1153588609995495,
"param": null
},
{
"epoch": 18,
"train_loss": 0.7371900081634521,
"val_loss": 0.7815151214599609,
"acc": 69.6,
"f1": [
0.7436168789863586,
0.8176990151405334,
0.6344826221466064,
0.4816882908344269,
0.6110544800758362,
0.5058257579803467,
0.7765566110610962,
0.7321426868438721,
0.8081476092338562,
0.7774614095687866
],
"time": 6.299802061999799,
"param": null
},
{
"epoch": 19,
"train_loss": 0.7824631333351135,
"val_loss": 0.7957367300987244,
"acc": 71.44,
"f1": [
0.7431738972663879,
0.8234686255455017,
0.6611186861991882,
0.560072124004364,
0.6924753189086914,
0.5494922399520874,
0.7747406363487244,
0.7729416489601135,
0.7785481810569763,
0.7716261148452759
],
"time": 6.404166684000302,
"param": null
},
{
"epoch": 20,
"train_loss": 0.6569474935531616,
"val_loss": 0.6545372605323792,
"acc": 74.81,
"f1": [
0.7928535342216492,
0.8411315083503723,
0.6473371386528015,
0.593103289604187,
0.7309545278549194,
0.6188547611236572,
0.8061782717704773,
0.7783250212669373,
0.8535854816436768,
0.7844825983047485
],
"time": 6.298071076000269,
"param": null
},
{
"epoch": 21,
"train_loss": 0.6928422451019287,
"val_loss": 0.8208704590797424,
"acc": 73.07,
"f1": [
0.7604354619979858,
0.7903836965560913,
0.684832751750946,
0.5549856424331665,
0.7145920991897583,
0.6369078159332275,
0.7501044869422913,
0.781596302986145,
0.8426148891448975,
0.7440542578697205
],
"time": 6.015221900000142,
"param": null
},
{
"epoch": 22,
"train_loss": 0.7076852321624756,
"val_loss": 1.244894027709961,
"acc": 59.42,
"f1": [
0.6003170609474182,
0.7756375074386597,
0.5405403971672058,
0.35142847895622253,
0.6271378397941589,
0.40615829825401306,
0.6215671896934509,
0.6934203505516052,
0.5570060014724731,
0.656610369682312
],
"time": 6.223388110000087,
"param": null
},
{
"epoch": 23,
"train_loss": 0.6735064387321472,
"val_loss": 0.5760048627853394,
"acc": 76.63,
"f1": [
0.8026182055473328,
0.8754900693893433,
0.7189998030662537,
0.5875874757766724,
0.7342274188995361,
0.6362097263336182,
0.7787761092185974,
0.8265566229820251,
0.8534702658653259,
0.8356232047080994
],
"time": 6.083924151000247,
"param": null
},
{
"epoch": 24,
"train_loss": 0.7153042554855347,
"val_loss": 0.8120484948158264,
"acc": 71.78,
"f1": [
0.7256370186805725,
0.8542196750640869,
0.5895675420761108,
0.5545452833175659,
0.6482503414154053,
0.6571427583694458,
0.7755756378173828,
0.8279167413711548,
0.8002079129219055,
0.8153423070907593
],
"time": 6.666456016999291,
"param": null
},
{
"epoch": 25,
"train_loss": 0.7062268257141113,
"val_loss": 0.919587254524231,
"acc": 69.58,
"f1": [
0.7660222053527832,
0.8168497085571289,
0.6448183655738831,
0.5367253422737122,
0.6262625455856323,
0.5952614545822144,
0.7271940112113953,
0.7977652549743652,
0.7696825861930847,
0.720292329788208
],
"time": 6.744989247999911,
"param": null
},
{
"epoch": 26,
"train_loss": 0.7187071442604065,
"val_loss": 0.7824048399925232,
"acc": 71.84,
"f1": [
0.7820265889167786,
0.8359159827232361,
0.6491870880126953,
0.4455695152282715,
0.6981958150863647,
0.4928976595401764,
0.6921330094337463,
0.8288821578025818,
0.8074865341186523,
0.8137781023979187
],
"time": 6.277001696999832,
"param": null
},
{
"epoch": 27,
"train_loss": 0.7796114087104797,
"val_loss": 0.8069636821746826,
"acc": 71.37,
"f1": [
0.7641507983207703,
0.866498589515686,
0.6195522546768188,
0.5068491697311401,
0.6484051942825317,
0.5440208315849304,
0.7782099843025208,
0.7498908042907715,
0.7544713616371155,
0.8228459358215332
],
"time": 6.26861084399934,
"param": null
},
{
"epoch": 28,
"train_loss": 0.6380662322044373,
"val_loss": 0.653373658657074,
"acc": 76.2,
"f1": [
0.806515097618103,
0.8599893450737,
0.6694409847259521,
0.5978315472602844,
0.7435771822929382,
0.6513193249702454,
0.7761964797973633,
0.8363634347915649,
0.8393535017967224,
0.8031913042068481
],
"time": 6.224933613999383,
"param": null
},
{
"epoch": 29,
"train_loss": 0.6498903632164001,
"val_loss": 0.641433835029602,
"acc": 76.65,
"f1": [
0.7851850390434265,
0.8778977990150452,
0.7075941562652588,
0.5497629046440125,
0.7620479464530945,
0.6638582944869995,
0.8026904463768005,
0.8184195160865784,
0.855165421962738,
0.8395538926124573
],
"time": 6.247205861000111,
"param": null
},
{
"epoch": 30,
"train_loss": 0.6632598042488098,
"val_loss": 0.9007465839385986,
"acc": 72.56,
"f1": [
0.7326006293296814,
0.8245930075645447,
0.6883383989334106,
0.5675814151763916,
0.6397475004196167,
0.6226940751075745,
0.8038479685783386,
0.7657089829444885,
0.7810649871826172,
0.7767552733421326
],
"time": 6.193523332000041,
"param": null
},
{
"epoch": 31,
"train_loss": 0.7333775758743286,
"val_loss": 1.0322548151016235,
"acc": 67.41,
"f1": [
0.7518048882484436,
0.8346773386001587,
0.6253966689109802,
0.44485968351364136,
0.6237744092941284,
0.5157749056816101,
0.5597447156906128,
0.7935802936553955,
0.7848567962646484,
0.7971013188362122
],
"time": 6.16859693600054,
"param": null
},
{
"epoch": 32,
"train_loss": 0.605527400970459,
"val_loss": 0.9570295810699463,
"acc": 67.53,
"f1": [
0.73698490858078,
0.7948949933052063,
0.5932695269584656,
0.48275846242904663,
0.6312647461891174,
0.6043642163276672,
0.7005387544631958,
0.7431565523147583,
0.7664070129394531,
0.6825497150421143
],
"time": 6.1024891790002584,
"param": null
},
{
"epoch": 33,
"train_loss": 0.645384669303894,
"val_loss": 0.9660470485687256,
"acc": 69.94,
"f1": [
0.762637197971344,
0.8383837342262268,
0.6669681072235107,
0.5451696515083313,
0.6324959993362427,
0.5775654911994934,
0.6437649130821228,
0.7212712168693542,
0.8182281851768494,
0.801142692565918
],
"time": 5.824034504000338,
"param": null
},
{
"epoch": 34,
"train_loss": 0.6456566452980042,
"val_loss": 0.9833425283432007,
"acc": 68.51,
"f1": [
0.7022837400436401,
0.8405061364173889,
0.6152589917182922,
0.4816221594810486,
0.6196502447128296,
0.5854544043540955,
0.6645076274871826,
0.7578049898147583,
0.7519732713699341,
0.7465436458587646
],
"time": 6.496952109999256,
"param": null
},
{
"epoch": 35,
"train_loss": 0.6174625754356384,
"val_loss": 0.7258546948432922,
"acc": 74.44,
"f1": [
0.7980098128318787,
0.8691146969795227,
0.699168860912323,
0.5371427536010742,
0.6715505123138428,
0.6297808289527893,
0.8017239570617676,
0.7951921224594116,
0.8201115727424622,
0.8391984105110168
],
"time": 6.471991682999942,
"param": null
},
{
"epoch": 36,
"train_loss": 0.5698494911193848,
"val_loss": 0.698250412940979,
"acc": 77.88,
"f1": [
0.7964944243431091,
0.873282253742218,
0.7114582657814026,
0.5908595323562622,
0.7578497529029846,
0.7005648612976074,
0.8322674036026001,
0.8288971185684204,
0.8553256988525391,
0.824225664138794
],
"time": 6.605193022000094,
"param": null
},
{
"epoch": 37,
"train_loss": 0.553013265132904,
"val_loss": 0.6417236328125,
"acc": 75.37,
"f1": [
0.7573485970497131,
0.8206894397735596,
0.7099613547325134,
0.5855586528778076,
0.7400175929069519,
0.6833012700080872,
0.7755335569381714,
0.8066757321357727,
0.8413416147232056,
0.8108346462249756
],
"time": 6.1905516039996655,
"param": null
},
{
"epoch": 38,
"train_loss": 0.62400883436203,
"val_loss": 0.7597689628601074,
"acc": 75.68,
"f1": [
0.751560389995575,
0.8536583781242371,
0.6792057156562805,
0.559722900390625,
0.7487736940383911,
0.6669878363609314,
0.811638355255127,
0.8207003474235535,
0.8303795456886292,
0.8188762068748474
],
"time": 6.172455295999498,
"param": null
},
{
"epoch": 39,
"train_loss": 0.5162445306777954,
"val_loss": 0.6244021058082581,
"acc": 77.38,
"f1": [
0.7977578639984131,
0.865853488445282,
0.7323231101036072,
0.6169295907020569,
0.7186596393585205,
0.6776595115661621,
0.8264544010162354,
0.8144375681877136,
0.8449846506118774,
0.8288571238517761
],
"time": 6.028405803000169,
"param": null
},
{
"epoch": 40,
"train_loss": 0.5170266032218933,
"val_loss": 0.6208991408348083,
"acc": 76.26,
"f1": [
0.8012818694114685,
0.8715767860412598,
0.6936307549476624,
0.5783538818359375,
0.7357074618339539,
0.6448540687561035,
0.7670189142227173,
0.8225804567337036,
0.8532635569572449,
0.8283826112747192
],
"time": 6.130751560000135,
"param": null
},
{
"epoch": 41,
"train_loss": 0.5300760269165039,
"val_loss": 0.782554566860199,
"acc": 76.17,
"f1": [
0.7840423583984375,
0.8784065246582031,
0.6781607270240784,
0.5552237629890442,
0.7149510383605957,
0.6704738736152649,
0.812946081161499,
0.7999998331069946,
0.8312719464302063,
0.8327541947364807
],
"time": 6.374602035000862,
"param": null
},
{
"epoch": 42,
"train_loss": 0.5799063444137573,
"val_loss": 0.5845696926116943,
"acc": 77.38,
"f1": [
0.7999997735023499,
0.8382807970046997,
0.7380950450897217,
0.584437906742096,
0.7687466144561768,
0.6787080764770508,
0.8223682641983032,
0.7978140711784363,
0.8309857249259949,
0.8356373310089111
],
"time": 6.063340580999466,
"param": null
},
{
"epoch": 43,
"train_loss": 0.534827470779419,
"val_loss": 0.7137746214866638,
"acc": 77.03,
"f1": [
0.7620136141777039,
0.8674060106277466,
0.7226979732513428,
0.6081472635269165,
0.77450031042099,
0.684812068939209,
0.8190473914146423,
0.8182243704795837,
0.8334839940071106,
0.8005305528640747
],
"time": 6.235290308999538,
"param": null
},
{
"epoch": 44,
"train_loss": 0.5581871867179871,
"val_loss": 0.8121351599693298,
"acc": 72.62,
"f1": [
0.697435736656189,
0.8216453194618225,
0.7078231573104858,
0.5894847512245178,
0.7421985864639282,
0.6232717633247375,
0.7857545614242554,
0.8077322840690613,
0.6917023658752441,
0.7976134419441223
],
"time": 5.940273258999696,
"param": null
},
{
"epoch": 45,
"train_loss": 0.5184495449066162,
"val_loss": 0.8135653138160706,
"acc": 70.63,
"f1": [
0.661567747592926,
0.8039441704750061,
0.6417176723480225,
0.4916720986366272,
0.6479462385177612,
0.6772702932357788,
0.6842682957649231,
0.8097249269485474,
0.8210330605506897,
0.7636510133743286
],
"time": 6.3559548610001,
"param": null
},
{
"epoch": 46,
"train_loss": 0.48681730031967163,
"val_loss": 0.6218506097793579,
"acc": 76.98,
"f1": [
0.7984679937362671,
0.862213671207428,
0.7097359299659729,
0.5705810785293579,
0.7691529989242554,
0.6721161603927612,
0.7969596982002258,
0.8059046864509583,
0.8641853928565979,
0.8285712003707886
],
"time": 6.066639949999626,
"param": null
},
{
"epoch": 47,
"train_loss": 0.4758167564868927,
"val_loss": 0.7684703469276428,
"acc": 73.73,
"f1": [
0.7668096423149109,
0.8774001002311707,
0.689695417881012,
0.5553046464920044,
0.7207897901535034,
0.6524900794029236,
0.7704543471336365,
0.7847511172294617,
0.7991188168525696,
0.7135716676712036
],
"time": 6.3957322879996354,
"param": null
},
{
"epoch": 48,
"train_loss": 0.5394729375839233,
"val_loss": 0.6822599172592163,
"acc": 78.71,
"f1": [
0.8135591745376587,
0.8824410438537598,
0.7330461144447327,
0.604676365852356,
0.7541665434837341,
0.7030466794967651,
0.826305091381073,
0.8287079334259033,
0.8737961053848267,
0.8368037343025208
],
"time": 6.121528136999586,
"param": null
},
{
"epoch": 49,
"train_loss": 0.5054575800895691,
"val_loss": 0.6383894681930542,
"acc": 77.6,
"f1": [
0.8095005750656128,
0.8834474086761475,
0.7126902341842651,
0.6106466054916382,
0.7399191856384277,
0.670397162437439,
0.8096318244934082,
0.827277660369873,
0.8606840372085571,
0.8484522700309753
],
"time": 6.220510642999216,
"param": null
},
{
"epoch": 50,
"train_loss": 0.5444425344467163,
"val_loss": 0.7162665724754333,
"acc": 76.97,
"f1": [
0.7619441747665405,
0.8824108839035034,
0.689655065536499,
0.6233537197113037,
0.7473571300506592,
0.6249998807907104,
0.8248641490936279,
0.8394923210144043,
0.8655205965042114,
0.8449484705924988
],
"time": 6.287910011000349,
"param": null
},
{
"epoch": 51,
"train_loss": 0.518506646156311,
"val_loss": 0.66447913646698,
"acc": 76.21,
"f1": [
0.7912805676460266,
0.8320440649986267,
0.6818698048591614,
0.6027252078056335,
0.754146158695221,
0.6659814119338989,
0.80266273021698,
0.8365947604179382,
0.8334864974021912,
0.793770968914032
],
"time": 6.1433558789995,
"param": null
},
{
"epoch": 52,
"train_loss": 0.4706045985221863,
"val_loss": 0.6451539993286133,
"acc": 78.62,
"f1": [
0.8239232897758484,
0.8812896013259888,
0.7244316339492798,
0.6254328489303589,
0.7302903532981873,
0.7170222997665405,
0.8051485419273376,
0.8492020964622498,
0.8497940301895142,
0.8555856347084045
],
"time": 6.224348957000075,
"param": null
},
{
"epoch": 53,
"train_loss": 0.5481191873550415,
"val_loss": 0.7222777605056763,
"acc": 73.22,
"f1": [
0.7793426513671875,
0.8429984450340271,
0.659583330154419,
0.5403048396110535,
0.6902943253517151,
0.6351428627967834,
0.7015314698219299,
0.8186410665512085,
0.8490844368934631,
0.8082424998283386
],
"time": 6.729865375999907,
"param": null
},
{
"epoch": 54,
"train_loss": 0.5193207859992981,
"val_loss": 0.5578901767730713,
"acc": 79.55,
"f1": [
0.8180369734764099,
0.8877702951431274,
0.7383277416229248,
0.6148107647895813,
0.7963524460792542,
0.6914994120597839,
0.824225664138794,
0.8388029336929321,
0.8732538223266602,
0.85700923204422
],
"time": 6.384600792999663,
"param": null
},
{
"epoch": 55,
"train_loss": 0.47018522024154663,
"val_loss": 0.6053368449211121,
"acc": 77.13,
"f1": [
0.7998144626617432,
0.8633169531822205,
0.7313355803489685,
0.5615250468254089,
0.7792563438415527,
0.6757990121841431,
0.8096542358398438,
0.8085917234420776,
0.8391934037208557,
0.8003463745117188
],
"time": 6.288197889000003,
"param": null
},
{
"epoch": 56,
"train_loss": 0.5117580890655518,
"val_loss": 0.7713727355003357,
"acc": 77.39,
"f1": [
0.8033549189567566,
0.883993923664093,
0.7190122604370117,
0.5749703645706177,
0.7223147749900818,
0.6897619962692261,
0.7882351875305176,
0.8373034000396729,
0.8233098983764648,
0.8489914536476135
],
"time": 6.352588523999657,
"param": null
},
{
"epoch": 57,
"train_loss": 0.4642232060432434,
"val_loss": 0.6396126747131348,
"acc": 79.29,
"f1": [
0.8297212719917297,
0.8842313289642334,
0.7201808094978333,
0.6344826817512512,
0.7867149114608765,
0.6906205415725708,
0.82562255859375,
0.8521737456321716,
0.8693956136703491,
0.847342848777771
],
"time": 6.550821992999772,
"param": null
},
{
"epoch": 58,
"train_loss": 0.49582159519195557,
"val_loss": 0.5716503262519836,
"acc": 76.78,
"f1": [
0.8039118051528931,
0.8783441185951233,
0.700218677520752,
0.5498197674751282,
0.7077836990356445,
0.6895458102226257,
0.8005577325820923,
0.8020117282867432,
0.847837507724762,
0.8606717586517334
],
"time": 6.539897483000459,
"param": null
},
{
"epoch": 59,
"train_loss": 0.5064261555671692,
"val_loss": 0.8354337215423584,
"acc": 74.56,
"f1": [
0.7727065682411194,
0.8637480139732361,
0.7145944833755493,
0.5455626845359802,
0.7447583079338074,
0.5952969193458557,
0.8125641942024231,
0.8084642291069031,
0.7333852648735046,
0.8050191402435303
],
"time": 6.412327635999645,
"param": null
},
{
"epoch": 60,
"train_loss": 0.49097222089767456,
"val_loss": 0.6369425058364868,
"acc": 77.21,
"f1": [
0.8055289387702942,
0.8933331966400146,
0.7303261160850525,
0.6014961004257202,
0.7356193661689758,
0.6752272844314575,
0.7820963859558105,
0.7979796528816223,
0.834248960018158,
0.8476009964942932
],
"time": 6.215434134000134,
"param": null
},
{
"epoch": 61,
"train_loss": 0.5126073956489563,
"val_loss": 0.6165449619293213,
"acc": 78.74,
"f1": [
0.8364166617393494,
0.8858165144920349,
0.7215763330459595,
0.6191598773002625,
0.7743152379989624,
0.6771012544631958,
0.8297117948532104,
0.8258486986160278,
0.8542760014533997,
0.8421539068222046
],
"time": 6.251784690000022,
"param": null
},
{
"epoch": 62,
"train_loss": 0.4765546917915344,
"val_loss": 0.6767013669013977,
"acc": 76.68,
"f1": [
0.7878126502037048,
0.8155450820922852,
0.7137054204940796,
0.6170884370803833,
0.7380846738815308,
0.7111563086509705,
0.8031584024429321,
0.8101955652236938,
0.8496730923652649,
0.8135745525360107
],
"time": 6.0192603710002,
"param": null
},
{
"epoch": 63,
"train_loss": 0.46025314927101135,
"val_loss": 0.7211394906044006,
"acc": 78.05,
"f1": [
0.7934730052947998,
0.884787917137146,
0.6843798756599426,
0.6255058646202087,
0.7540075778961182,
0.6705470085144043,
0.8468104004859924,
0.8453219532966614,
0.874361515045166,
0.8315610885620117
],
"time": 6.154156503000195,
"param": null
},
{
"epoch": 64,
"train_loss": 0.5048274397850037,
"val_loss": 0.6805676221847534,
"acc": 77.17,
"f1": [
0.8147766590118408,
0.87972491979599,
0.7170027494430542,
0.5500277876853943,
0.7628359794616699,
0.6456813216209412,
0.8100663423538208,
0.8507305383682251,
0.8606840372085571,
0.8395333886146545
],
"time": 6.0965357300001415,
"param": null
},
{
"epoch": 65,
"train_loss": 0.4555818736553192,
"val_loss": 0.6533887386322021,
"acc": 78.04,
"f1": [
0.7999998331069946,
0.8807145357131958,
0.7377219200134277,
0.6130454540252686,
0.7574930191040039,
0.668867826461792,
0.8184712529182434,
0.8257239460945129,
0.8420562744140625,
0.8648118376731873
],
"time": 6.402049690999775,
"param": null
},
{
"epoch": 66,
"train_loss": 0.46321165561676025,
"val_loss": 0.5922849178314209,
"acc": 78.98,
"f1": [
0.8022946119308472,
0.8667278289794922,
0.7430976629257202,
0.6057141423225403,
0.7786015868186951,
0.6994423270225525,
0.8461536765098572,
0.8458951711654663,
0.8244272470474243,
0.859319269657135
],
"time": 6.302890164000019,
"param": null
},
{
"epoch": 67,
"train_loss": 0.46934840083122253,
"val_loss": 0.602343738079071,
"acc": 77.89,
"f1": [
0.776078999042511,
0.8882322311401367,
0.7083152532577515,
0.6067652702331543,
0.7859019637107849,
0.6973292231559753,
0.8212889432907104,
0.8531248569488525,
0.8070573210716248,
0.8566877245903015
],
"time": 6.171375939000427,
"param": null
},
{
"epoch": 68,
"train_loss": 0.4632149040699005,
"val_loss": 0.6624472737312317,
"acc": 79.09,
"f1": [
0.8221542835235596,
0.8872417211532593,
0.7393820881843567,
0.6047877669334412,
0.7671387195587158,
0.7014573216438293,
0.8150535821914673,
0.8657476305961609,
0.8756119608879089,
0.8807432651519775
],
"time": 6.2022553629994945,
"param": null
},
{
"epoch": 69,
"train_loss": 0.40877488255500793,
"val_loss": 0.6236454248428345,
"acc": 77.68,
"f1": [
0.803400456905365,
0.8572977185249329,
0.6934434175491333,
0.5790975093841553,
0.7679854035377502,
0.7142207026481628,
0.8309857249259949,
0.8325457572937012,
0.8517440557479858,
0.8071086406707764
],
"time": 5.136559762000616,
"param": null
},
{
"epoch": 70,
"train_loss": 0.465554803609848,
"val_loss": 0.665846049785614,
"acc": 76.46,
"f1": [
0.8046988248825073,
0.8808591961860657,
0.7080811858177185,
0.5819808840751648,
0.7287760972976685,
0.6579377055168152,
0.7781627774238586,
0.8379886150360107,
0.8121142387390137,
0.8523927927017212
],
"time": 5.341856375000134,
"param": null
},
{
"epoch": 71,
"train_loss": 0.5103397965431213,
"val_loss": 0.906281590461731,
"acc": 71.6,
"f1": [
0.791259765625,
0.8611763119697571,
0.6162864565849304,
0.4551723301410675,
0.6843246221542358,
0.5861860513687134,
0.8004290461540222,
0.6614053845405579,
0.8194231986999512,
0.7747904658317566
],
"time": 5.682350244999725,
"param": null
},
{
"epoch": 72,
"train_loss": 0.41804975271224976,
"val_loss": 0.7492058873176575,
"acc": 77.76,
"f1": [
0.80973219871521,
0.892785370349884,
0.7090067863464355,
0.5960074663162231,
0.7578039169311523,
0.6925041675567627,
0.8065805435180664,
0.8428873419761658,
0.8296701312065125,
0.858751118183136
],
"time": 6.043755067999882,
"param": null
},
{
"epoch": 73,
"train_loss": 0.4206526279449463,
"val_loss": 0.5480274558067322,
"acc": 80.26,
"f1": [
0.8284477591514587,
0.889752209186554,
0.7381877899169922,
0.6235630512237549,
0.7884055972099304,
0.7071701288223267,
0.8513377904891968,
0.8488547801971436,
0.8812896013259888,
0.8563047647476196
],
"time": 6.16959195399977,
"param": null
},
{
"epoch": 74,
"train_loss": 0.40112733840942383,
"val_loss": 0.49880552291870117,
"acc": 81.05,
"f1": [
0.8407576084136963,
0.8840352296829224,
0.7627770304679871,
0.640845000743866,
0.7918621897697449,
0.718501091003418,
0.8598693013191223,
0.8633021116256714,
0.8866941928863525,
0.8666015863418579
],
"time": 5.884184481000375,
"param": null
},
{
"epoch": 75,
"train_loss": 0.45069992542266846,
"val_loss": 0.694842517375946,
"acc": 76.73,
"f1": [
0.7921525835990906,
0.8938713073730469,
0.7019935846328735,
0.6153845191001892,
0.7354955673217773,
0.6614523530006409,
0.7155961990356445,
0.8506354093551636,
0.8553457260131836,
0.8653232455253601
],
"time": 6.051193660000536,
"param": null
},
{
"epoch": 76,
"train_loss": 0.40632516145706177,
"val_loss": 0.5361154675483704,
"acc": 80.32,
"f1": [
0.830992579460144,
0.9017630815505981,
0.7499998807907104,
0.6196556687355042,
0.7775734066963196,
0.7252533435821533,
0.8451547026634216,
0.8382641077041626,
0.8689584732055664,
0.8596398830413818
],
"time": 6.259191082000143,
"param": null
},
{
"epoch": 77,
"train_loss": 0.422384649515152,
"val_loss": 0.6186561584472656,
"acc": 78.87,
"f1": [
0.8188584446907043,
0.8972330689430237,
0.7380833625793457,
0.5726919174194336,
0.7564985156059265,
0.6810809969902039,
0.8264913558959961,
0.8501982688903809,
0.8695212006568909,
0.8784391283988953
],
"time": 6.240165588999844,
"param": null
},
{
"epoch": 78,
"train_loss": 0.4106973707675934,
"val_loss": 0.6828072667121887,
"acc": 76.74,
"f1": [
0.8049836158752441,
0.878949761390686,
0.7332032918930054,
0.6170430183410645,
0.7427651286125183,
0.6669518947601318,
0.7662769556045532,
0.7749852538108826,
0.8465781807899475,
0.8642348647117615
],
"time": 6.085744684999554,
"param": null
},
{
"epoch": 79,
"train_loss": 0.4784471392631531,
"val_loss": 0.8065987825393677,
"acc": 74.71,
"f1": [
0.7322402596473694,
0.8732532858848572,
0.6935076713562012,
0.6065499186515808,
0.7072538137435913,
0.5880860090255737,
0.7688398361206055,
0.8294176459312439,
0.8266235589981079,
0.8414306640625
],
"time": 6.216509644000325,
"param": null
},
{
"epoch": 80,
"train_loss": 0.39366284012794495,
"val_loss": 0.5964481234550476,
"acc": 78.66,
"f1": [
0.8207003474235535,
0.8908466100692749,
0.7614211440086365,
0.5899580121040344,
0.7786498069763184,
0.6805214881896973,
0.7848394513130188,
0.8437657356262207,
0.8553931713104248,
0.8706116676330566
],
"time": 6.162630406000062,
"param": null
},
{
"epoch": 81,
"train_loss": 0.4688159227371216,
"val_loss": 0.6477013826370239,
"acc": 77.69,
"f1": [
0.8287813663482666,
0.8824129104614258,
0.7435756325721741,
0.6067745089530945,
0.7802082300186157,
0.6464943289756775,
0.8108106255531311,
0.8081492781639099,
0.8717121481895447,
0.8484286665916443
],
"time": 6.543990651000058,
"param": null
},
{
"epoch": 82,
"train_loss": 0.4918237030506134,
"val_loss": 0.6663233041763306,
"acc": 79.65,
"f1": [
0.8227846622467041,
0.886773407459259,
0.718508243560791,
0.6333836317062378,
0.7949236631393433,
0.6990691423416138,
0.8417441248893738,
0.8474944233894348,
0.8691543340682983,
0.8566842675209045
],
"time": 6.483559296999374,
"param": null
},
{
"epoch": 83,
"train_loss": 0.504143476486206,
"val_loss": 0.6083682775497437,
"acc": 79.58,
"f1": [
0.804383397102356,
0.8960903286933899,
0.7497610449790955,
0.6065400242805481,
0.7680640816688538,
0.7059932947158813,
0.8435921669006348,
0.8438500761985779,
0.8706685304641724,
0.8761999607086182
],
"time": 6.206786402000034,
"param": null
},
{
"epoch": 84,
"train_loss": 0.38573792576789856,
"val_loss": 0.8319050073623657,
"acc": 73.28,
"f1": [
0.7668710350990295,
0.8349725008010864,
0.7084147334098816,
0.5402230024337769,
0.760395884513855,
0.6034694910049438,
0.7818597555160522,
0.8300552368164062,
0.741520345211029,
0.723554790019989
],
"time": 6.12572990299941,
"param": null
},
{
"epoch": 85,
"train_loss": 0.369213730096817,
"val_loss": 0.5359050631523132,
"acc": 80.56,
"f1": [
0.8272005915641785,
0.8932134509086609,
0.7644133567810059,
0.6149520874023438,
0.7888721823692322,
0.7085157036781311,
0.8477404713630676,
0.8453091979026794,
0.8781698942184448,
0.8684887290000916
],
"time": 6.319867823000095,
"param": null
},
{
"epoch": 86,
"train_loss": 0.3382408618927002,
"val_loss": 0.6231029629707336,
"acc": 78.11,
"f1": [
0.7937130928039551,
0.8705770969390869,
0.7435218095779419,
0.6127166748046875,
0.7749468088150024,
0.6922355890274048,
0.8162266612052917,
0.8532776832580566,
0.8452828526496887,
0.8377934098243713
],
"time": 6.454775641000197,
"param": null
},
{
"epoch": 87,
"train_loss": 0.45727983117103577,
"val_loss": 0.5026755928993225,
"acc": 80.2,
"f1": [
0.834629237651825,
0.8944576978683472,
0.7591919898986816,
0.6223402619361877,
0.7724607586860657,
0.6999021768569946,
0.8361740708351135,
0.8502992391586304,
0.8752493262290955,
0.8625061511993408
],
"time": 6.402806000000055,
"param": null
},
{
"epoch": 88,
"train_loss": 0.44577333331108093,
"val_loss": 0.6173081994056702,
"acc": 77.89,
"f1": [
0.8073392510414124,
0.8887803554534912,
0.7247877717018127,
0.6073353886604309,
0.7384462952613831,
0.6802258491516113,
0.7688523530960083,
0.853853702545166,
0.8581855297088623,
0.8498918414115906
],
"time": 6.482090438999876,
"param": null
},
{
"epoch": 89,
"train_loss": 0.4578573405742645,
"val_loss": 0.5711283087730408,
"acc": 80.52,
"f1": [
0.8291402459144592,
0.8958331942558289,
0.760416567325592,
0.64292973279953,
0.7843920588493347,
0.7049951553344727,
0.8521650433540344,
0.8284477591514587,
0.8801196813583374,
0.8760249614715576
],
"time": 6.083794712000781,
"param": null
},
{
"epoch": 90,
"train_loss": 0.4407908320426941,
"val_loss": 0.6574519276618958,
"acc": 79.16,
"f1": [
0.8351756930351257,
0.8940228819847107,
0.7332203388214111,
0.617408812046051,
0.7909424304962158,
0.6565182209014893,
0.8437024354934692,
0.831182599067688,
0.881709098815918,
0.8670237064361572
],
"time": 6.462994921000245,
"param": null
},
{
"epoch": 91,
"train_loss": 0.31699201464653015,
"val_loss": 0.6396242380142212,
"acc": 79.79,
"f1": [
0.812557578086853,
0.8836550712585449,
0.752329409122467,
0.6409977078437805,
0.7821877002716064,
0.6635348200798035,
0.8471874594688416,
0.8477727174758911,
0.8591407537460327,
0.8508726954460144
],
"time": 6.342662359999849,
"param": null
},
{
"epoch": 92,
"train_loss": 0.41039660573005676,
"val_loss": 0.6313934922218323,
"acc": 79.45,
"f1": [
0.8257754445075989,
0.8870575428009033,
0.7293297052383423,
0.6334010362625122,
0.7818461656570435,
0.6562685966491699,
0.8491227030754089,
0.8549380898475647,
0.843779981136322,
0.8638448119163513
],
"time": 6.207784756000365,
"param": null
},
{
"epoch": 93,
"train_loss": 0.4122442901134491,
"val_loss": 0.6108241081237793,
"acc": 78.57,
"f1": [
0.8333331346511841,
0.884955644607544,
0.752302885055542,
0.5250499844551086,
0.7502220273017883,
0.6896880865097046,
0.7956042289733887,
0.8365094065666199,
0.8678458333015442,
0.8667023777961731
],
"time": 6.184679245000552,
"param": null
},
{
"epoch": 94,
"train_loss": 0.3548907935619354,
"val_loss": 0.8113126158714294,
"acc": 76.13,
"f1": [
0.8235901594161987,
0.889694333076477,
0.7448769211769104,
0.5858122110366821,
0.7322067022323608,
0.6705881357192993,
0.657318651676178,
0.8305460810661316,
0.8483918309211731,
0.8677684664726257
],
"time": 6.278331280999737,
"param": null
},
{
"epoch": 95,
"train_loss": 0.42882320284843445,
"val_loss": 0.5977452397346497,
"acc": 79.15,
"f1": [
0.8220981955528259,
0.8801168203353882,
0.7545637488365173,
0.6294705867767334,
0.7657609581947327,
0.7116628885269165,
0.7816481590270996,
0.8591762185096741,
0.8690776824951172,
0.8499173521995544
],
"time": 6.329165955999997,
"param": null
},
{
"epoch": 96,
"train_loss": 0.42134183645248413,
"val_loss": 0.4950917959213257,
"acc": 79.37,
"f1": [
0.8347226977348328,
0.8927704095840454,
0.7651355266571045,
0.6191721558570862,
0.786163330078125,
0.7099236249923706,
0.7928239703178406,
0.8255032300949097,
0.8712193965911865,
0.8237424492835999
],
"time": 6.089158313000553,
"param": null
},
{
"epoch": 97,
"train_loss": 0.3538140654563904,
"val_loss": 0.5087998509407043,
"acc": 80.84,
"f1": [
0.8222106695175171,
0.9059915542602539,
0.7720736861228943,
0.6533210873603821,
0.8051677346229553,
0.7072462439537048,
0.8484517335891724,
0.8492588996887207,
0.8683710098266602,
0.8725488185882568
],
"time": 6.135046884000076,
"param": null
},
{
"epoch": 98,
"train_loss": 0.37027448415756226,
"val_loss": 0.5827890634536743,
"acc": 78.71,
"f1": [
0.8028736710548401,
0.8739027976989746,
0.7221928238868713,
0.6125807166099548,
0.7744943499565125,
0.7167447209358215,
0.8243624567985535,
0.8466541767120361,
0.8006607294082642,
0.8469681143760681
],
"time": 6.4031017380002595,
"param": null
},
{
"epoch": 99,
"train_loss": 0.38883474469184875,
"val_loss": 0.5498619675636292,
"acc": 80.91,
"f1": [
0.830508291721344,
0.8947903513908386,
0.7670395374298096,
0.6290926933288574,
0.8004199862480164,
0.708256721496582,
0.855087161064148,
0.8565754294395447,
0.8676469326019287,
0.8751257061958313
],
"time": 6.054497592000189,
"param": null
},
{
"epoch": 100,
"train_loss": 0.395789235830307,
"val_loss": 0.5224869847297668,
"acc": 79.74,
"f1": [
0.811310887336731,
0.9003018736839294,
0.7565172910690308,
0.6332855224609375,
0.7951551675796509,
0.6889374852180481,
0.8189471960067749,
0.8557456135749817,
0.847806453704834,
0.8589679002761841
],
"time": 6.167326700000558,
"param": null
},
{
"epoch": 101,
"train_loss": 0.3686855137348175,
"val_loss": 0.6855266094207764,
"acc": 78.13,
"f1": [
0.8095463514328003,
0.8966211080551147,
0.7336682677268982,
0.5506736040115356,
0.7611054182052612,
0.6899383068084717,
0.7724079489707947,
0.8457080125808716,
0.8559876680374146,
0.8688522577285767
],
"time": 6.330234488999849,
"param": null
},
{
"epoch": 102,
"train_loss": 0.3596245050430298,
"val_loss": 0.5121071338653564,
"acc": 81.01,
"f1": [
0.8281395435333252,
0.8959763050079346,
0.7607756853103638,
0.6493091583251953,
0.7950190305709839,
0.7222747206687927,
0.8433970212936401,
0.8590261936187744,
0.8615058660507202,
0.8779997825622559
],
"time": 6.425905518999571,
"param": null
},
{
"epoch": 103,
"train_loss": 0.31956884264945984,
"val_loss": 0.5896954536437988,
"acc": 80.79,
"f1": [
0.8311551213264465,
0.8949218988418579,
0.7372592687606812,
0.6333686113357544,
0.8016719222068787,
0.7376802563667297,
0.8250793218612671,
0.8722964525222778,
0.8609730005264282,
0.8643826842308044
],
"time": 6.043437567000183,
"param": null
},
{
"epoch": 104,
"train_loss": 0.3326852321624756,
"val_loss": 0.6414837837219238,
"acc": 80.11,
"f1": [
0.811116635799408,
0.8917002081871033,
0.7489071488380432,
0.6377991437911987,
0.7818883061408997,
0.7169623374938965,
0.8032715320587158,
0.8814966678619385,
0.8651024699211121,
0.8759728074073792
],
"time": 6.422899930999847,
"param": null
},
{
"epoch": 105,
"train_loss": 0.39182278513908386,
"val_loss": 0.7858428955078125,
"acc": 74.09,
"f1": [
0.7758345007896423,
0.8237231373786926,
0.701636016368866,
0.5452365279197693,
0.7469538450241089,
0.5823266506195068,
0.8109931349754333,
0.8240079879760742,
0.7945684194564819,
0.7395625114440918
],
"time": 6.571870732000207,
"param": null
},
{
"epoch": 106,
"train_loss": 0.407726526260376,
"val_loss": 0.6616398692131042,
"acc": 77.82,
"f1": [
0.8120017051696777,
0.8894521594047546,
0.7504167556762695,
0.6146392226219177,
0.756449818611145,
0.7016167640686035,
0.8106573820114136,
0.8177056908607483,
0.8034856915473938,
0.8080036640167236
],
"time": 6.563679005999802,
"param": null
},
{
"epoch": 107,
"train_loss": 0.34057608246803284,
"val_loss": 0.6035592555999756,
"acc": 78.89,
"f1": [
0.8235834836959839,
0.8877652883529663,
0.7601212859153748,
0.5909090042114258,
0.7746274471282959,
0.6883042454719543,
0.8135029077529907,
0.8221266269683838,
0.8507324457168579,
0.8279617428779602
],
"time": 6.313014651999765,
"param": null
},
{
"epoch": 108,
"train_loss": 0.34250128269195557,
"val_loss": 0.5743555426597595,
"acc": 79.28,
"f1": [
0.8152803182601929,
0.8915782570838928,
0.7395625114440918,
0.6272823810577393,
0.767991840839386,
0.6953208446502686,
0.8200920820236206,
0.8331769704818726,
0.856873631477356,
0.8544829487800598
],
"time": 6.601973417999943,
"param": null
},
{
"epoch": 109,
"train_loss": 0.37419411540031433,
"val_loss": 0.6977735161781311,
"acc": 79.35,
"f1": [
0.8241255283355713,
0.8963381052017212,
0.7447477579116821,
0.6160425543785095,
0.7619046568870544,
0.6807296276092529,
0.8199723362922668,
0.8482650518417358,
0.8513255715370178,
0.8675887584686279
],
"time": 6.448444804000246,
"param": null
},
{
"epoch": 110,
"train_loss": 0.37338846921920776,
"val_loss": 0.5975771546363831,
"acc": 80.95,
"f1": [
0.8458815813064575,
0.8822903633117676,
0.7749371528625488,
0.6237903833389282,
0.7901589870452881,
0.7179234623908997,
0.8497893214225769,
0.8387402892112732,
0.8826106786727905,
0.8678101301193237
],
"time": 6.119493335000698,
"param": null
},
{
"epoch": 111,
"train_loss": 0.30109840631484985,
"val_loss": 0.5730491876602173,
"acc": 80.46,
"f1": [
0.8391282558441162,
0.9090003967285156,
0.7456219792366028,
0.5995314717292786,
0.7866182923316956,
0.6935482621192932,
0.8460782170295715,
0.8397582769393921,
0.8697015047073364,
0.8790745139122009
],
"time": 6.501843122000537,
"param": null
},
{
"epoch": 112,
"train_loss": 0.316946417093277,
"val_loss": 0.5738881826400757,
"acc": 80.93,
"f1": [
0.8492752313613892,
0.8924416899681091,
0.7834742069244385,
0.6008327007293701,
0.776806116104126,
0.6972175240516663,
0.8522236347198486,
0.8379004597663879,
0.8780741691589355,
0.8794042468070984
],
"time": 6.41781913000068,
"param": null
},
{
"epoch": 113,
"train_loss": 0.32651257514953613,
"val_loss": 0.6131251454353333,
"acc": 80.56,
"f1": [
0.8310247659683228,
0.8886754512786865,
0.7479673027992249,
0.6171828508377075,
0.7945753931999207,
0.7191327214241028,
0.8186294436454773,
0.8590928912162781,
0.8670268058776855,
0.8844374418258667
],
"time": 6.3622812349995,
"param": null
},
{
"epoch": 114,
"train_loss": 0.4456427991390228,
"val_loss": 0.6069332361221313,
"acc": 80.23,
"f1": [
0.8225011825561523,
0.8925355076789856,
0.7626612186431885,
0.6359314322471619,
0.7908743619918823,
0.7085712552070618,
0.8289111852645874,
0.8438324928283691,
0.8711109161376953,
0.876537024974823
],
"time": 6.685935176000385,
"param": null
},
{
"epoch": 115,
"train_loss": 0.29633891582489014,
"val_loss": 0.5574081540107727,
"acc": 80.47,
"f1": [
0.8321788311004639,
0.9002055525779724,
0.744459331035614,
0.6432636380195618,
0.7823832631111145,
0.7048920392990112,
0.8624998927116394,
0.8506244421005249,
0.8566017746925354,
0.8822052478790283
],
"time": 6.160059517999798,
"param": null
},
{
"epoch": 116,
"train_loss": 0.3019779622554779,
"val_loss": 0.5424357652664185,
"acc": 80.77,
"f1": [
0.8222834467887878,
0.8952750563621521,
0.7561770081520081,
0.6581531167030334,
0.8024376034736633,
0.7104476690292358,
0.8543791770935059,
0.8597013354301453,
0.8659572601318359,
0.8658796548843384
],
"time": 6.58854832399993,
"param": null
},
{
"epoch": 117,
"train_loss": 0.272675484418869,
"val_loss": 0.7035767436027527,
"acc": 81.03,
"f1": [
0.8444654941558838,
0.9068008065223694,
0.7464633584022522,
0.593239963054657,
0.7970409989356995,
0.7167734503746033,
0.8522952198982239,
0.8548626899719238,
0.880715548992157,
0.8824410438537598
],
"time": 6.8536656730002505,
"param": null
},
{
"epoch": 118,
"train_loss": 0.3538183867931366,
"val_loss": 0.7543857097625732,
"acc": 78.79,
"f1": [
0.8108106851577759,
0.8728858232498169,
0.7484930157661438,
0.6288491487503052,
0.6953845620155334,
0.6851087808609009,
0.8356162905693054,
0.8563047647476196,
0.8747533559799194,
0.8652480840682983
],
"time": 6.290994316000251,
"param": null
},
{
"epoch": 119,
"train_loss": 0.31466084718704224,
"val_loss": 0.6617884039878845,
"acc": 79.79,
"f1": [
0.8318106532096863,
0.8963108658790588,
0.735099196434021,
0.6596909165382385,
0.7453972697257996,
0.681951642036438,
0.789649248123169,
0.8597559332847595,
0.8811049461364746,
0.8852128982543945
],
"time": 6.4447862100005295,
"param": null
},
{
"epoch": 120,
"train_loss": 0.31547847390174866,
"val_loss": 0.6043596863746643,
"acc": 79.57,
"f1": [
0.8326377272605896,
0.9012405872344971,
0.7604561448097229,
0.6104459762573242,
0.762367308139801,
0.7099519371986389,
0.7957262992858887,
0.859169065952301,
0.864749550819397,
0.8478497862815857
],
"time": 6.259192999000334,
"param": null
},
{
"epoch": 121,
"train_loss": 0.3029079735279083,
"val_loss": 0.7314526438713074,
"acc": 79.4,
"f1": [
0.839999794960022,
0.894709050655365,
0.7226791381835938,
0.6149539351463318,
0.7721794247627258,
0.7118472456932068,
0.827838659286499,
0.8507460951805115,
0.8862459063529968,
0.8556983470916748
],
"time": 6.67590463400029,
"param": null
},
{
"epoch": 122,
"train_loss": 0.3375469446182251,
"val_loss": 0.6368573904037476,
"acc": 79.76,
"f1": [
0.8135210275650024,
0.8940808773040771,
0.7424747943878174,
0.6337052583694458,
0.7599307894706726,
0.7314502596855164,
0.8372994661331177,
0.8408975601196289,
0.8612242341041565,
0.8546695113182068
],
"time": 6.344000244999734,
"param": null
},
{
"epoch": 123,
"train_loss": 0.30809924006462097,
"val_loss": 0.5533860921859741,
"acc": 78.93,
"f1": [
0.8274447917938232,
0.8842848539352417,
0.7653926610946655,
0.6288950443267822,
0.7674659490585327,
0.7157568335533142,
0.8059871196746826,
0.8094115853309631,
0.8624639511108398,
0.8257776498794556
],
"time": 6.136054992000027,
"param": null
},
{
"epoch": 124,
"train_loss": 0.32361900806427,
"val_loss": 0.6791250109672546,
"acc": 77.85,
"f1": [
0.8192418217658997,
0.8916279673576355,
0.7370164394378662,
0.5222928524017334,
0.772749662399292,
0.6868075132369995,
0.8337491750717163,
0.7919997572898865,
0.8367814421653748,
0.8237441778182983
],
"time": 6.35348393699951,
"param": null
},
{
"epoch": 125,
"train_loss": 0.2963339686393738,
"val_loss": 0.5761505365371704,
"acc": 80.35,
"f1": [
0.8262357115745544,
0.9009362459182739,
0.7630521059036255,
0.5928992629051208,
0.7679360508918762,
0.7092650532722473,
0.8344306349754333,
0.8543885350227356,
0.8748127818107605,
0.8735057711601257
],
"time": 6.121300902999792,
"param": null
},
{
"epoch": 126,
"train_loss": 0.2058209776878357,
"val_loss": 0.6760730147361755,
"acc": 80.78,
"f1": [
0.8453305959701538,
0.9028509855270386,
0.7729670405387878,
0.638852596282959,
0.7815845012664795,
0.7071360945701599,
0.8539562225341797,
0.8665649890899658,
0.8732528686523438,
0.8736840486526489
],
"time": 6.263181849999455,
"param": null
},
{
"epoch": 127,
"train_loss": 0.298673152923584,
"val_loss": 0.5327281951904297,
"acc": 82.61,
"f1": [
0.8510842323303223,
0.9135051369667053,
0.7759034037590027,
0.6567014455795288,
0.8145561218261719,
0.7304438352584839,
0.8709173202514648,
0.8700289130210876,
0.8849822878837585,
0.8912385106086731
],
"time": 6.097057743999358,
"param": null
},
{
"epoch": 128,
"train_loss": 0.28917261958122253,
"val_loss": 0.7172673940658569,
"acc": 80.26,
"f1": [
0.8273302912712097,
0.8961635231971741,
0.7429102063179016,
0.6486755013465881,
0.7921566963195801,
0.6976228356361389,
0.8170892596244812,
0.8660997152328491,
0.8603694438934326,
0.8763827681541443
],
"time": 6.414219510000294,
"param": null
},
{
"epoch": 129,
"train_loss": 0.2385019212961197,
"val_loss": 0.43103814125061035,
"acc": 82.22,
"f1": [
0.850096583366394,
0.9143713712692261,
0.7804876565933228,
0.6349371075630188,
0.8056393265724182,
0.7258994579315186,
0.8693810701370239,
0.8734111189842224,
0.8814228177070618,
0.8889988660812378
],
"time": 6.49351332399965,
"param": null
},
{
"epoch": 130,
"train_loss": 0.3324090838432312,
"val_loss": 0.6248306632041931,
"acc": 81.18,
"f1": [
0.8432537317276001,
0.8911526203155518,
0.7634809017181396,
0.6591720581054688,
0.7829311490058899,
0.7286134958267212,
0.8533890843391418,
0.8502179384231567,
0.8818135857582092,
0.8631066679954529
],
"time": 6.303037841999867,
"param": null
},
{
"epoch": 131,
"train_loss": 0.30868276953697205,
"val_loss": 0.5931800603866577,
"acc": 78.7,
"f1": [
0.808181643486023,
0.8846700191497803,
0.6727415323257446,
0.600579559803009,
0.7766883373260498,
0.6808508634567261,
0.843166708946228,
0.8788644671440125,
0.8666664958000183,
0.8474385142326355
],
"time": 6.493069011999978,
"param": null
},
{
"epoch": 132,
"train_loss": 0.254619836807251,
"val_loss": 0.7487394213676453,
"acc": 78.79,
"f1": [
0.8133045434951782,
0.8730157017707825,
0.7607051134109497,
0.6178589463233948,
0.7699357271194458,
0.6725042462348938,
0.8590261936187744,
0.8526827096939087,
0.8182222843170166,
0.8088616728782654
],
"time": 6.3278523079998195,
"param": null
},
{
"epoch": 133,
"train_loss": 0.24351955950260162,
"val_loss": 0.5378674864768982,
"acc": 81.62,
"f1": [
0.8618452548980713,
0.9029452800750732,
0.7706783413887024,
0.6357681155204773,
0.801069438457489,
0.7148815989494324,
0.8504427671432495,
0.8561775088310242,
0.8799998760223389,
0.8946546912193298
],
"time": 6.484387477999917,
"param": null
},
{
"epoch": 134,
"train_loss": 0.30435267090797424,
"val_loss": 0.5876603722572327,
"acc": 82.28,
"f1": [
0.8427203297615051,
0.9139137268066406,
0.7733846306800842,
0.6691941618919373,
0.8128967881202698,
0.7191511988639832,
0.8675170540809631,
0.8626289963722229,
0.8818356990814209,
0.8833919763565063
],
"time": 6.378269699000157,
"param": null
},
{
"epoch": 135,
"train_loss": 0.32937154173851013,
"val_loss": 0.5730280876159668,
"acc": 81.68,
"f1": [
0.8337823748588562,
0.8990289568901062,
0.7790338397026062,
0.618746280670166,
0.8003847002983093,
0.7330675721168518,
0.8581416010856628,
0.8733873963356018,
0.8711468577384949,
0.8725908398628235
],
"time": 6.130130511000061,
"param": null
},
{
"epoch": 136,
"train_loss": 0.254696249961853,
"val_loss": 0.5543097853660583,
"acc": 81.26,
"f1": [
0.8546920418739319,
0.908717691898346,
0.7681396007537842,
0.6311065554618835,
0.7926135063171387,
0.7200761437416077,
0.8524944186210632,
0.8504670858383179,
0.8687467575073242,
0.8834901452064514
],
"time": 6.187719349999497,
"param": null
},
{
"epoch": 137,
"train_loss": 0.3000147044658661,
"val_loss": 0.6310408711433411,
"acc": 82.49,
"f1": [
0.8542196750640869,
0.9098275303840637,
0.7743291258811951,
0.6739128828048706,
0.8079726099967957,
0.7238492369651794,
0.8556503057479858,
0.857280433177948,
0.8900622725486755,
0.8863407969474792
],
"time": 6.483447183999488,
"param": null
},
{
"epoch": 138,
"train_loss": 0.30451154708862305,
"val_loss": 0.6106959581375122,
"acc": 80.9,
"f1": [
0.8320753574371338,
0.8916375637054443,
0.7734137177467346,
0.6344313025474548,
0.8034100532531738,
0.7221331596374512,
0.8491976857185364,
0.851684033870697,
0.8636362552642822,
0.8470476865768433
],
"time": 6.284400133999952,
"param": null
},
{
"epoch": 139,
"train_loss": 0.328460693359375,
"val_loss": 0.4630945920944214,
"acc": 82.96,
"f1": [
0.852997899055481,
0.9125626087188721,
0.7865166068077087,
0.6601834893226624,
0.8197528719902039,
0.7313355803489685,
0.878960907459259,
0.8659296631813049,
0.8871817588806152,
0.8819510340690613
],
"time": 6.116235144999337,
"param": null
},
{
"epoch": 140,
"train_loss": 0.278902530670166,
"val_loss": 0.660784900188446,
"acc": 81.0,
"f1": [
0.8193409442901611,
0.9150598049163818,
0.7493171095848083,
0.638390302658081,
0.7660868167877197,
0.7234236598014832,
0.8456055521965027,
0.8692613244056702,
0.8879752159118652,
0.8855570554733276
],
"time": 6.224269456000002,
"param": null
},
{
"epoch": 141,
"train_loss": 0.28193575143814087,
"val_loss": 0.5621562004089355,
"acc": 82.16,
"f1": [
0.8441752791404724,
0.8980795741081238,
0.7687329649925232,
0.6724793910980225,
0.8053433299064636,
0.7333676218986511,
0.8480953574180603,
0.8613906502723694,
0.8836004137992859,
0.877906858921051
],
"time": 6.806476487000509,
"param": null
},
{
"epoch": 142,
"train_loss": 0.2653847932815552,
"val_loss": 0.6695763468742371,
"acc": 80.92,
"f1": [
0.8369904160499573,
0.8957567811012268,
0.7492709755897522,
0.6606668829917908,
0.7813550233840942,
0.7199999094009399,
0.8541561961174011,
0.8684609532356262,
0.8431370854377747,
0.8677448034286499
],
"time": 6.363923246000013,
"param": null
},
{
"epoch": 143,
"train_loss": 0.28584980964660645,
"val_loss": 0.650212824344635,
"acc": 82.97,
"f1": [
0.8626503944396973,
0.9100843071937561,
0.7958760857582092,
0.6470271944999695,
0.8001782298088074,
0.7402595281600952,
0.8688361048698425,
0.8742452263832092,
0.8970734477043152,
0.8824986219406128
],
"time": 6.76409238999986,
"param": null
},
{
"epoch": 144,
"train_loss": 0.23855499923229218,
"val_loss": 0.5870257019996643,
"acc": 80.82,
"f1": [
0.8204036355018616,
0.9076462984085083,
0.7581630945205688,
0.6265186071395874,
0.8114628791809082,
0.7248862385749817,
0.8474574089050293,
0.8525605797767639,
0.8653482794761658,
0.8494671583175659
],
"time": 6.154499290999411,
"param": null
},
{
"epoch": 145,
"train_loss": 0.2266223281621933,
"val_loss": 0.4604528248310089,
"acc": 83.01,
"f1": [
0.8671677112579346,
0.9076542258262634,
0.7887461185455322,
0.6625827550888062,
0.8203043341636658,
0.7349458932876587,
0.8728178143501282,
0.851637601852417,
0.9041230082511902,
0.8832995891571045
],
"time": 6.307390535000195,
"param": null
},
{
"epoch": 146,
"train_loss": 0.22345994412899017,
"val_loss": 0.6638656258583069,
"acc": 80.03,
"f1": [
0.8198378682136536,
0.9039545655250549,
0.7567065954208374,
0.648213267326355,
0.7808218002319336,
0.7188314199447632,
0.7815512418746948,
0.8407849669456482,
0.8823227882385254,
0.8824442028999329
],
"time": 6.227141546999519,
"param": null
},
{
"epoch": 147,
"train_loss": 0.268888920545578,
"val_loss": 0.6724711060523987,
"acc": 81.14,
"f1": [
0.8492336273193359,
0.897323489189148,
0.7697494029998779,
0.6306399703025818,
0.8087865710258484,
0.6822976469993591,
0.8272525668144226,
0.8661086559295654,
0.8779318928718567,
0.8746801018714905
],
"time": 6.229254551999475,
"param": null
},
{
"epoch": 148,
"train_loss": 0.26032552123069763,
"val_loss": 0.44538864493370056,
"acc": 82.04,
"f1": [
0.845630407333374,
0.9121925234794617,
0.7833952903747559,
0.6603323817253113,
0.7954109311103821,
0.720941960811615,
0.8679059743881226,
0.859266459941864,
0.882999837398529,
0.8807978630065918
],
"time": 6.260444434999954,
"param": null
},
{
"epoch": 149,
"train_loss": 0.2975049614906311,
"val_loss": 0.5841295123100281,
"acc": 82.65,
"f1": [
0.8537622094154358,
0.9029452800750732,
0.8007927536964417,
0.6435183882713318,
0.7932788729667664,
0.7489280104637146,
0.8588892817497253,
0.872852087020874,
0.8904520273208618,
0.873574435710907
],
"time": 6.305677287000435,
"param": null
},
{
"epoch": 150,
"train_loss": 0.1882936805486679,
"val_loss": 0.5147638916969299,
"acc": 83.27,
"f1": [
0.8612855076789856,
0.9145339727401733,
0.8060756921768188,
0.6691849827766418,
0.8136292099952698,
0.7388722896575928,
0.8537734150886536,
0.8673619627952576,
0.8906881213188171,
0.8961301445960999
],
"time": 6.332948216000659,
"param": null
},
{
"epoch": 151,
"train_loss": 0.21704304218292236,
"val_loss": 0.7297283411026001,
"acc": 79.93,
"f1": [
0.8368199467658997,
0.9038074612617493,
0.7585197687149048,
0.6217615604400635,
0.7880625128746033,
0.7163264155387878,
0.7656499743461609,
0.8648647665977478,
0.8747344613075256,
0.8776054382324219
],
"time": 6.0128999190001196,
"param": null
},
{
"epoch": 152,
"train_loss": 0.20658785104751587,
"val_loss": 0.5545017123222351,
"acc": 82.41,
"f1": [
0.8666334748268127,
0.9058424830436707,
0.7894473671913147,
0.6405731439590454,
0.8065505027770996,
0.7245975732803345,
0.8708131909370422,
0.8666664958000183,
0.8799606561660767,
0.8786980509757996
],
"time": 6.701126859999931,
"param": null
},
{
"epoch": 153,
"train_loss": 0.18782034516334534,
"val_loss": 0.5236541628837585,
"acc": 82.12,
"f1": [
0.8561505675315857,
0.9015646576881409,
0.7664996385574341,
0.66395103931427,
0.7991496324539185,
0.7372471690177917,
0.8664626479148865,
0.8605742454528809,
0.8766728639602661,
0.8917928338050842
],
"time": 6.279618947000017,
"param": null
},
{
"epoch": 154,
"train_loss": 0.23567408323287964,
"val_loss": 0.5796663165092468,
"acc": 82.84,
"f1": [
0.8607966303825378,
0.9125709533691406,
0.7944024205207825,
0.6610752940177917,
0.8152993321418762,
0.7276687026023865,
0.865121066570282,
0.8739581108093262,
0.9008553624153137,
0.8913674354553223
],
"time": 6.071160942999995,
"param": null
},
{
"epoch": 155,
"train_loss": 0.1858561486005783,
"val_loss": 0.5679540634155273,
"acc": 81.98,
"f1": [
0.8496466875076294,
0.900361180305481,
0.7754504084587097,
0.6497570276260376,
0.8136405944824219,
0.7131190896034241,
0.8461900353431702,
0.8678660988807678,
0.8908210396766663,
0.8684208989143372
],
"time": 6.101103285000136,
"param": null
},
{
"epoch": 156,
"train_loss": 0.2031635195016861,
"val_loss": 0.5563133358955383,
"acc": 82.53,
"f1": [
0.8579909205436707,
0.9112006425857544,
0.7882470488548279,
0.6729434132575989,
0.8025341033935547,
0.7428870797157288,
0.8612439036369324,
0.8489340543746948,
0.886244535446167,
0.8721657991409302
],
"time": 6.278527419000056,
"param": null
},
{
"epoch": 157,
"train_loss": 0.23888511955738068,
"val_loss": 0.5865746140480042,
"acc": 83.9,
"f1": [
0.865800678730011,
0.9099281430244446,
0.7933129668235779,
0.695056140422821,
0.8217520713806152,
0.7512792944908142,
0.8758102655410767,
0.881025493144989,
0.8993552923202515,
0.8969575762748718
],
"time": 6.149950491000709,
"param": null
},
{
"epoch": 158,
"train_loss": 0.21045073866844177,
"val_loss": 0.5892065167427063,
"acc": 81.79,
"f1": [
0.8530257344245911,
0.8992948532104492,
0.7764315009117126,
0.6476508378982544,
0.7956302165985107,
0.7322905659675598,
0.8449944257736206,
0.8589933514595032,
0.8928208947181702,
0.8647112250328064
],
"time": 6.0845127219999995,
"param": null
},
{
"epoch": 159,
"train_loss": 0.2124638855457306,
"val_loss": 0.5931845903396606,
"acc": 82.54,
"f1": [
0.8538069128990173,
0.913021445274353,
0.7828683853149414,
0.6783390641212463,
0.8230840563774109,
0.7170835733413696,
0.8696091771125793,
0.8650961518287659,
0.8748831152915955,
0.8662539720535278
],
"time": 6.241682517999834,
"param": null
},
{
"epoch": 160,
"train_loss": 0.17536786198616028,
"val_loss": 0.6289422512054443,
"acc": 82.7,
"f1": [
0.8496668338775635,
0.9022480845451355,
0.7944934964179993,
0.6745795011520386,
0.8249398469924927,
0.7064271569252014,
0.8621376156806946,
0.879918098449707,
0.8821479678153992,
0.8768618106842041
],
"time": 6.413135321000482,
"param": null
},
{
"epoch": 161,
"train_loss": 0.19700121879577637,
"val_loss": 0.5997803211212158,
"acc": 83.64,
"f1": [
0.8699997663497925,
0.9085237383842468,
0.7976188659667969,
0.6743213534355164,
0.826641321182251,
0.7570454478263855,
0.8701170086860657,
0.8729280829429626,
0.8952852487564087,
0.8843013644218445
],
"time": 6.4601543940007105,
"param": null
},
{
"epoch": 162,
"train_loss": 0.2272808700799942,
"val_loss": 0.6517843008041382,
"acc": 80.55,
"f1": [
0.8258858919143677,
0.8890050649642944,
0.7650634050369263,
0.6469342708587646,
0.7904410362243652,
0.7053570747375488,
0.8580120205879211,
0.8466256856918335,
0.8501803278923035,
0.8500229120254517
],
"time": 6.656758323999384,
"param": null
},
{
"epoch": 163,
"train_loss": 0.22273249924182892,
"val_loss": 0.5490255355834961,
"acc": 82.31,
"f1": [
0.858870804309845,
0.9083702564239502,
0.7706706523895264,
0.6599575281143188,
0.8058250546455383,
0.7241001725196838,
0.835659384727478,
0.8799169659614563,
0.8780950903892517,
0.8867089748382568
],
"time": 6.281531572999484,
"param": null
},
{
"epoch": 164,
"train_loss": 0.24642722308635712,
"val_loss": 0.4671330749988556,
"acc": 82.01,
"f1": [
0.8407701849937439,
0.9057335257530212,
0.7785977125167847,
0.6471526026725769,
0.8039976358413696,
0.7343748211860657,
0.8589405417442322,
0.8600781559944153,
0.8900935053825378,
0.8724830746650696
],
"time": 6.315630347000479,
"param": null
},
{
"epoch": 165,
"train_loss": 0.2287275195121765,
"val_loss": 0.43946608901023865,
"acc": 82.57,
"f1": [
0.8648371696472168,
0.9053283333778381,
0.7863246202468872,
0.651717483997345,
0.8042665123939514,
0.7312731742858887,
0.866254985332489,
0.871979296207428,
0.9040552973747253,
0.8862330913543701
],
"time": 6.530765354999858,
"param": null
},
{
"epoch": 166,
"train_loss": 0.16015112400054932,
"val_loss": 0.48233354091644287,
"acc": 83.74,
"f1": [
0.8733534812927246,
0.9073264002799988,
0.7910729646682739,
0.6744804382324219,
0.8249874711036682,
0.745002269744873,
0.8740739226341248,
0.8789871335029602,
0.9051986932754517,
0.8954916000366211
],
"time": 6.473655787000098,
"param": null
},
{
"epoch": 167,
"train_loss": 0.17052637040615082,
"val_loss": 0.5308802723884583,
"acc": 83.36,
"f1": [
0.8574143052101135,
0.912121057510376,
0.7914761900901794,
0.6702296733856201,
0.8246303200721741,
0.7572813630104065,
0.8683649897575378,
0.8632097244262695,
0.8919313549995422,
0.8896549940109253
],
"time": 6.258051155999965,
"param": null
},
{
"epoch": 168,
"train_loss": 0.10855243355035782,
"val_loss": 0.5731289982795715,
"acc": 82.29,
"f1": [
0.8548304438591003,
0.9044191241264343,
0.7922286987304688,
0.6585105657577515,
0.790970504283905,
0.7266185879707336,
0.8686867356300354,
0.8595119714736938,
0.8916375637054443,
0.8686677813529968
],
"time": 6.181230889999824,
"param": null
},
{
"epoch": 169,
"train_loss": 0.23515300452709198,
"val_loss": 0.5353975892066956,
"acc": 82.99,
"f1": [
0.8591198921203613,
0.9084323644638062,
0.789758563041687,
0.671006441116333,
0.8185051679611206,
0.735398530960083,
0.8710008859634399,
0.8824425935745239,
0.8804911375045776,
0.8815532922744751
],
"time": 6.315437531000498,
"param": null
},
{
"epoch": 170,
"train_loss": 0.1906787008047104,
"val_loss": 0.5733202695846558,
"acc": 82.45,
"f1": [
0.8548304438591003,
0.9122271537780762,
0.7781315445899963,
0.66168612241745,
0.8023198246955872,
0.7431057691574097,
0.8626260757446289,
0.8377995491027832,
0.8979390263557434,
0.88425213098526
],
"time": 6.053010536999864,
"param": null
},
{
"epoch": 171,
"train_loss": 0.1744810789823532,
"val_loss": 0.4926385283470154,
"acc": 83.9,
"f1": [
0.8558040857315063,
0.9114298224449158,
0.8066182136535645,
0.6908532381057739,
0.8210830688476562,
0.7468878030776978,
0.8708763718605042,
0.88627028465271,
0.9019606113433838,
0.8877004384994507
],
"time": 6.076847076999911,
"param": null
},
{
"epoch": 172,
"train_loss": 0.198286235332489,
"val_loss": 0.48031875491142273,
"acc": 83.25,
"f1": [
0.8607087135314941,
0.9121586680412292,
0.7899900078773499,
0.6700098514556885,
0.8218622207641602,
0.7394466996192932,
0.8761060237884521,
0.883233368396759,
0.8864467740058899,
0.8900201916694641
],
"time": 6.331805433999762,
"param": null
},
{
"epoch": 173,
"train_loss": 0.15720082819461823,
"val_loss": 0.45824867486953735,
"acc": 83.84,
"f1": [
0.8696072101593018,
0.9136902689933777,
0.7968440651893616,
0.6788130402565002,
0.8207790851593018,
0.7574186325073242,
0.8774458169937134,
0.8750605583190918,
0.8965515494346619,
0.8970734477043152
],
"time": 6.800215084000229,
"param": null
},
{
"epoch": 174,
"train_loss": 0.2010365128517151,
"val_loss": 0.5551491975784302,
"acc": 83.76,
"f1": [
0.8623045086860657,
0.9103724360466003,
0.7995887398719788,
0.6855157613754272,
0.8341706395149231,
0.7427183389663696,
0.8765999674797058,
0.8835848569869995,
0.8899033665657043,
0.8952957391738892
],
"time": 6.426774139999907,
"param": null
},
{
"epoch": 175,
"train_loss": 0.1606777161359787,
"val_loss": 0.5449255704879761,
"acc": 83.87,
"f1": [
0.8647813200950623,
0.9112541675567627,
0.8022087216377258,
0.6944044232368469,
0.82606440782547,
0.7450775504112244,
0.8656856417655945,
0.886398196220398,
0.9038364887237549,
0.8894445300102234
],
"time": 6.277977077000287,
"param": null
},
{
"epoch": 176,
"train_loss": 0.17245414853096008,
"val_loss": 0.5619100332260132,
"acc": 83.39,
"f1": [
0.866569459438324,
0.9089136719703674,
0.7939451932907104,
0.6670150756835938,
0.8273746967315674,
0.7340322136878967,
0.8718453645706177,
0.8799201250076294,
0.8929888010025024,
0.8960903286933899
],
"time": 6.725513604999833,
"param": null
},
{
"epoch": 177,
"train_loss": 0.1573631912469864,
"val_loss": 0.49222108721733093,
"acc": 83.6,
"f1": [
0.8608694076538086,
0.9177531003952026,
0.7953100800514221,
0.6747108101844788,
0.8345677256584167,
0.7304158806800842,
0.8798304200172424,
0.8895462155342102,
0.8868200182914734,
0.880929172039032
],
"time": 6.472747718999926,
"param": null
},
{
"epoch": 178,
"train_loss": 0.13028210401535034,
"val_loss": 0.49878883361816406,
"acc": 83.9,
"f1": [
0.8641147017478943,
0.9088233709335327,
0.7946256399154663,
0.6803277134895325,
0.8349414467811584,
0.7526880502700806,
0.8744978308677673,
0.8926272392272949,
0.8903418779373169,
0.8927261829376221
],
"time": 6.459060342000157,
"param": null
},
{
"epoch": 179,
"train_loss": 0.15684238076210022,
"val_loss": 0.629761815071106,
"acc": 82.87,
"f1": [
0.8592737913131714,
0.9063629508018494,
0.7966716289520264,
0.6587471961975098,
0.8128846883773804,
0.7381464242935181,
0.8674578070640564,
0.8744545578956604,
0.8788305521011353,
0.8700188398361206
],
"time": 6.582196069999554,
"param": null
},
{
"epoch": 180,
"train_loss": 0.1382368803024292,
"val_loss": 0.509391725063324,
"acc": 83.43,
"f1": [
0.8655833005905151,
0.9130653738975525,
0.7987219095230103,
0.6794492602348328,
0.8287291526794434,
0.7400515079498291,
0.8717681169509888,
0.8666983842849731,
0.8976452350616455,
0.8754861950874329
],
"time": 6.32337259399992,
"param": null
},
{
"epoch": 181,
"train_loss": 0.10870678722858429,
"val_loss": 0.5637006759643555,
"acc": 84.17,
"f1": [
0.8719687461853027,
0.914567768573761,
0.7970800995826721,
0.683937668800354,
0.8335013389587402,
0.7567565441131592,
0.8671797513961792,
0.886215329170227,
0.904339075088501,
0.8922434449195862
],
"time": 6.297905134000757,
"param": null
},
{
"epoch": 182,
"train_loss": 0.11648044735193253,
"val_loss": 0.5411306023597717,
"acc": 83.21,
"f1": [
0.8415508270263672,
0.9172166585922241,
0.7839145660400391,
0.687404215335846,
0.8269960284233093,
0.7280948162078857,
0.8788349628448486,
0.8699027299880981,
0.8885628581047058,
0.8853597044944763
],
"time": 6.413807711000118,
"param": null
},
{
"epoch": 183,
"train_loss": 0.12306340783834457,
"val_loss": 0.43211793899536133,
"acc": 83.89,
"f1": [
0.8733097910881042,
0.9226098656654358,
0.7896953821182251,
0.6846752166748047,
0.8181816339492798,
0.7570279836654663,
0.8756862282752991,
0.8678660988807678,
0.8992698788642883,
0.8998457789421082
],
"time": 6.352104407000297,
"param": null
},
{
"epoch": 184,
"train_loss": 0.1558210253715515,
"val_loss": 0.45590633153915405,
"acc": 84.71,
"f1": [
0.8785423040390015,
0.9210916757583618,
0.8080508708953857,
0.6878465414047241,
0.8353928327560425,
0.751253604888916,
0.8895580172538757,
0.8925535082817078,
0.9089097380638123,
0.8974617123603821
],
"time": 6.747665190000589,
"param": null
},
{
"epoch": 185,
"train_loss": 0.12945589423179626,
"val_loss": 0.5139467716217041,
"acc": 84.44,
"f1": [
0.8795599937438965,
0.913679838180542,
0.7999998331069946,
0.6908712387084961,
0.8329296708106995,
0.7540649175643921,
0.8803086876869202,
0.8895490765571594,
0.9104475975036621,
0.8819203972816467
],
"time": 6.423456311000336,
"param": null
},
{
"epoch": 186,
"train_loss": 0.12224125117063522,
"val_loss": 0.5227382183074951,
"acc": 84.62,
"f1": [
0.8791431188583374,
0.9201015830039978,
0.807711660861969,
0.6933332085609436,
0.8438436388969421,
0.7562041878700256,
0.8753566741943359,
0.8890013098716736,
0.9063891768455505,
0.8969443440437317
],
"time": 6.337768421999499,
"param": null
},
{
"epoch": 187,
"train_loss": 0.10882650315761566,
"val_loss": 0.5287723541259766,
"acc": 84.45,
"f1": [
0.8723714351654053,
0.9233080744743347,
0.8075582981109619,
0.6801920533180237,
0.8425233960151672,
0.7578235268592834,
0.8865029215812683,
0.8818585276603699,
0.8992554545402527,
0.8865460157394409
],
"time": 6.505533499000194,
"param": null
},
{
"epoch": 188,
"train_loss": 0.11983366310596466,
"val_loss": 0.6514765620231628,
"acc": 84.94,
"f1": [
0.8836290836334229,
0.9189998507499695,
0.8144014477729797,
0.6929689645767212,
0.8337491750717163,
0.7548123598098755,
0.887371838092804,
0.8922303915023804,
0.9125819206237793,
0.898564875125885
],
"time": 6.133423531000517,
"param": null
},
{
"epoch": 189,
"train_loss": 0.06283240020275116,
"val_loss": 0.49745050072669983,
"acc": 85.22,
"f1": [
0.8863407969474792,
0.921065628528595,
0.8132559657096863,
0.7015292644500732,
0.8423667550086975,
0.7630559206008911,
0.8876402974128723,
0.8943169116973877,
0.9198604226112366,
0.8958023190498352
],
"time": 6.614865253000062,
"param": null
},
{
"epoch": 190,
"train_loss": 0.10384643822908401,
"val_loss": 0.5419197082519531,
"acc": 85.27,
"f1": [
0.8906559348106384,
0.9193224906921387,
0.8061172366142273,
0.7036668658256531,
0.840712308883667,
0.7671505212783813,
0.886025607585907,
0.8962404727935791,
0.9166665077209473,
0.9024388790130615
],
"time": 6.578331372999855,
"param": null
},
{
"epoch": 191,
"train_loss": 0.11635725945234299,
"val_loss": 0.475087434053421,
"acc": 84.41,
"f1": [
0.8749395608901978,
0.9187312126159668,
0.8082050085067749,
0.6912441253662109,
0.8326444029808044,
0.7471103668212891,
0.8820728063583374,
0.8891058564186096,
0.9059302806854248,
0.8942926526069641
],
"time": 6.282510889999685,
"param": null
},
{
"epoch": 192,
"train_loss": 0.10599955171346664,
"val_loss": 0.5609046220779419,
"acc": 83.35,
"f1": [
0.8591547608375549,
0.911266028881073,
0.7938399314880371,
0.6633985638618469,
0.8199231624603271,
0.7435343265533447,
0.8501611948013306,
0.885858416557312,
0.8954500555992126,
0.889889657497406
],
"time": 6.363800980000633,
"param": null
},
{
"epoch": 193,
"train_loss": 0.08126743137836456,
"val_loss": 0.42738839983940125,
"acc": 85.2,
"f1": [
0.8906881213188171,
0.9182642102241516,
0.8086998462677002,
0.703532874584198,
0.8387753367424011,
0.7636885643005371,
0.8920280933380127,
0.886150598526001,
0.9171654582023621,
0.9019411206245422
],
"time": 6.410727956000301,
"param": null
},
{
"epoch": 194,
"train_loss": 0.09119108319282532,
"val_loss": 0.42978036403656006,
"acc": 85.27,
"f1": [
0.8888887763023376,
0.9200586676597595,
0.8192403316497803,
0.686358630657196,
0.836418092250824,
0.765714168548584,
0.8919313549995422,
0.8920280933380127,
0.913173496723175,
0.9041515588760376
],
"time": 6.178495132000535,
"param": null
},
{
"epoch": 195,
"train_loss": 0.10016889870166779,
"val_loss": 0.4636434316635132,
"acc": 84.93,
"f1": [
0.8810914754867554,
0.9224570393562317,
0.8124371767044067,
0.6905261874198914,
0.8372092247009277,
0.7612634897232056,
0.8926378488540649,
0.8917195796966553,
0.9073169231414795,
0.8825517892837524
],
"time": 6.434901880000325,
"param": null
},
{
"epoch": 196,
"train_loss": 0.07692506909370422,
"val_loss": 0.3840217888355255,
"acc": 85.81,
"f1": [
0.8907478451728821,
0.923152506351471,
0.8188584446907043,
0.7062498331069946,
0.846693217754364,
0.7682117819786072,
0.8916133046150208,
0.9011974334716797,
0.9216268062591553,
0.9027706384658813
],
"time": 6.5601522470005875,
"param": null
},
{
"epoch": 197,
"train_loss": 0.07432882487773895,
"val_loss": 0.5061989426612854,
"acc": 85.96,
"f1": [
0.8956260085105896,
0.9236906170845032,
0.8198882341384888,
0.7158973813056946,
0.8511055111885071,
0.766700804233551,
0.8967549800872803,
0.8968967795372009,
0.9195059537887573,
0.9011856317520142
],
"time": 6.621521271999882,
"param": null
},
{
"epoch": 198,
"train_loss": 0.12483596056699753,
"val_loss": 0.6319846510887146,
"acc": 85.59,
"f1": [
0.8932526111602783,
0.9246986508369446,
0.8147027492523193,
0.7068435549736023,
0.842315137386322,
0.7643621563911438,
0.8947367072105408,
0.8933659195899963,
0.9178693890571594,
0.9059998393058777
],
"time": 6.435697949999849,
"param": null
},
{
"epoch": 199,
"train_loss": 0.09189622104167938,
"val_loss": 0.5234283804893494,
"acc": 85.79,
"f1": [
0.8916499614715576,
0.922155499458313,
0.8165981769561768,
0.7070391774177551,
0.845319926738739,
0.7725449204444885,
0.8977382779121399,
0.8947367072105408,
0.9188117384910583,
0.9042869806289673
],
"time": 6.411807923000197,
"param": null
}
]
}