models/test_net.csv

epoch,loss,metric,val_loss,val_metric
0,0.5792831778526306,0.08707964420318604,0.2686351239681244,0.18605774641036987
1,0.19250857830047607,0.43725818395614624,0.1852559745311737,0.4634668827056885
2,0.16093379259109497,0.5593861937522888,0.16082532703876495,0.5733473300933838
3,0.14543092250823975,0.6255929470062256,0.1488269418478012,0.63395094871521
4,0.12666401267051697,0.666949450969696,0.11372919380664825,0.6729271411895752
0,0.5089145302772522,0.25269806385040283,0.27051591873168945,0.3349062204360962
1,0.1967650204896927,0.5298511981964111,0.20710639655590057,0.5521775484085083
0,0.8009456992149353,0.07237023115158081,0.2860392928123474,0.13293105363845825
1,0.21518316864967346,0.36741554737091064,0.17043517529964447,0.40075528621673584
2,0.1353035271167755,0.5156017541885376,0.1295004040002823,0.5311333537101746
3,0.10504436492919922,0.5923976302146912,0.0920918732881546,0.6027640104293823
0,0.6142831444740295,0.3092024326324463,0.2761601507663727,0.3843993544578552
1,0.1792871505022049,0.5696495175361633,0.16053983569145203,0.587952733039856
2,0.15032710134983063,0.6569366455078125,0.1518559604883194,0.6671137809753418
3,0.12507788836956024,0.7046017050743103,0.09000631421804428,0.7107555270195007
0,0.5527782440185547,0.26157480478286743,0.23802177608013153,0.34619617462158203
1,0.1958579421043396,0.5416689515113831,0.19428320229053497,0.5630278587341309
2,0.1600833237171173,0.6347113847732544,0.13307933509349823,0.6456845998764038
0,8.03618335723877,-0.23649930953979492,8.100448608398438,-0.32168859243392944
0,0.6504725813865662,0.25017714500427246,0.2908828854560852,0.26535338163375854
1,0.21556322276592255,0.30397123098373413,0.2253882735967636,0.30914950370788574
2,0.17874960601329803,0.40382057428359985,0.16253149509429932,0.423504114151001
3,0.1623172014951706,0.498810738325119,0.15415795147418976,0.5112500190734863
4,0.14756657183170319,0.5605748295783997,0.1398751139640808,0.5694715976715088
5,0.1373278945684433,0.6050353050231934,0.1351291686296463,0.6116708517074585
6,0.13605420291423798,0.6383166313171387,0.14079000055789948,0.6434153318405151
0,0.1698039174079895,0.8222432136535645,0.15346021950244904,0.8201806545257568
1,0.14066781103610992,0.8286581039428711,0.14108289778232574,0.829414963722229
2,0.13314875960350037,0.8342328071594238,0.1405581384897232,0.8344126343727112
0,0.1670708805322647,0.8313606977462769,0.15515761077404022,0.8308302164077759
1,0.1344645619392395,0.840022087097168,0.1436576396226883,0.8384050130844116
0,0.16156606376171112,0.7187739610671997,0.1633194088935852,0.7316173315048218
1,0.13136540353298187,0.773334264755249,0.15412697196006775,0.7779111862182617
0,0.7927361726760864,0.27356213331222534,1.703354835510254,0.027867376804351807
0,0.5389106273651123,0.6709468960762024,0.29393842816352844,0.6829639673233032
1,0.22007878124713898,0.7329767942428589,0.19691519439220428,0.7383453845977783
0,0.2857753336429596,0.7877333760261536,0.21339130401611328,0.7896153330802917
1,0.17907072603702545,0.8048688173294067,0.19218584895133972,0.8057090044021606
2,0.16596385836601257,0.8143202662467957,0.15090911090373993,0.8155441284179688
3,0.1512470841407776,0.8215228915214539,0.13808861374855042,0.8227419257164001
4,0.14178559184074402,0.8271878957748413,0.1319303810596466,0.8281859159469604
5,0.14332376420497894,0.8319848775863647,0.12964089214801788,0.8328174352645874
6,0.13156448304653168,0.83599853515625,0.12717750668525696,0.8366832733154297
7,0.1227605938911438,0.8395903706550598,0.12008209526538849,0.8401733636856079
8,0.12135213613510132,0.8429508209228516,0.12225354462862015,0.8433856964111328
9,0.1141774132847786,0.846051037311554,0.12232238799333572,0.8463866710662842
10,0.10962406545877457,0.8489089012145996,0.13413004577159882,0.8491337299346924
11,0.10880501568317413,0.8514202237129211,0.12612012028694153,0.8516396880149841
12,0.10369551926851273,0.853762149810791,0.12110114097595215,0.8539643287658691
13,0.10007887333631516,0.8559768199920654,0.132914200425148,0.8560960292816162
14,0.09819909185171127,0.8579888343811035,0.11553001403808594,0.8581525683403015
15,0.09546703100204468,0.8599019646644592,0.11811869591474533,0.8600267767906189
16,0.09371033310890198,0.8616670966148376,0.11449321359395981,0.8617474436759949
17,0.09217020869255066,0.8633014559745789,0.11109811067581177,0.8634198307991028
18,0.088905468583107,0.8649137020111084,0.11034618318080902,0.8650196194648743
19,0.08636123687028885,0.8664188981056213,0.10936732590198517,0.8665212392807007
20,0.08520893007516861,0.8678485155105591,0.1119479387998581,0.8679352402687073
21,0.08240646868944168,0.869208812713623,0.10952667891979218,0.8692827224731445
22,0.08110621571540833,0.8705243468284607,0.10950450599193573,0.8705824613571167
23,0.0781746357679367,0.8717760443687439,0.11107459664344788,0.8718281984329224
24,0.07678650319576263,0.8729735016822815,0.11485257744789124,0.8730039596557617
25,0.07492312788963318,0.8741103410720825,0.11378225684165955,0.874135434627533
26,0.07364609837532043,0.8751868009567261,0.12054762244224548,0.8751926422119141
27,0.07289441674947739,0.8762003183364868,0.111881323158741,0.8762071132659912
28,0.07146293669939041,0.877174973487854,0.11361969262361526,0.877173662185669
0,0.14524276554584503,0.7951285243034363,0.15552298724651337,0.7947998642921448
1,0.11941440403461456,0.8204135298728943,0.12679074704647064,0.8219422698020935
2,0.11406861990690231,0.8344649076461792,0.12177220731973648,0.8360315561294556
3,0.10969147831201553,0.8426803350448608,0.11931668221950531,0.8438970446586609
4,0.106366828083992,0.8493048548698425,0.11229711771011353,0.8502711057662964
5,0.10780062526464462,0.8539050817489624,0.11549726873636246,0.8545798659324646
6,0.09809882193803787,0.8577260375022888,0.11000974476337433,0.8582668900489807
7,0.0927678719162941,0.8613350987434387,0.10892131924629211,0.8617708683013916
8,0.0905081033706665,0.864226758480072,0.11210717260837555,0.8645503520965576
9,0.08884727954864502,0.8668279647827148,0.11454544961452484,0.8670980334281921
10,0.08239381015300751,0.8691513538360596,0.12233594805002213,0.8693215250968933
11,0.07996053248643875,0.8712579607963562,0.11481092870235443,0.8713655471801758
12,0.0758514478802681,0.8731313347816467,0.1155540719628334,0.8730958104133606
0,0.11549210548400879,0.8657721281051636,0.15919968485832214,0.8637303113937378
1,0.109700508415699,0.8718155026435852,0.11683906614780426,0.8715436458587646
2,0.0969151183962822,0.8756730556488037,0.123093381524086,0.8755111694335938
3,0.09358318895101547,0.8776394128799438,0.10777279734611511,0.8778664469718933
4,0.11120766401290894,0.8792121410369873,0.12302368134260178,0.8793209791183472
0,1.003353238105774,0.18950200080871582,1.398361325263977,0.17752492427825928
1,1.3931546211242676,0.1491488218307495,1.3930604457855225,0.14671093225479126
2,1.3929983377456665,0.13744455575942993,1.3926008939743042,0.1365286111831665
3,1.3927968740463257,0.13187187910079956,1.3926173448562622,0.13142812252044678
4,1.3929293155670166,0.12862074375152588,1.3926342725753784,0.12838107347488403
5,1.3927618265151978,0.1264784336090088,1.3925832509994507,0.1263430118560791
6,1.3927454948425293,0.12497121095657349,1.3925583362579346,0.12489235401153564
7,1.392755150794983,0.12384837865829468,1.392760157585144,0.12380433082580566
8,1.3927695751190186,0.12297844886779785,1.3926807641983032,0.12295585870742798
9,1.3926630020141602,0.12228518724441528,1.3926161527633667,0.1222769021987915
10,1.3926947116851807,0.1217227578163147,1.3926392793655396,0.12172514200210571
11,1.3926759958267212,0.12125903367996216,1.392557144165039,0.12126392126083374
12,1.3926702737808228,0.12086069583892822,1.392521858215332,0.12087422609329224
13,1.3926856517791748,0.12052559852600098,1.3925487995147705,0.12054169178009033
14,1.3926441669464111,0.12023532390594482,1.392670750617981,0.12025439739227295
15,1.3926643133163452,0.11998188495635986,1.3926984071731567,0.12000226974487305
16,1.3926347494125366,0.11975967884063721,1.3926042318344116,0.119781494140625
17,1.392693042755127,0.11956065893173218,1.3926358222961426,0.11958330869674683
18,1.3926719427108765,0.11938434839248657,1.3925529718399048,0.11940741539001465
19,1.3926223516464233,0.1192253828048706,1.3925957679748535,0.11924862861633301
20,1.3926528692245483,0.11908155679702759,1.3925637006759644,0.11910498142242432
21,1.3926141262054443,0.11895096302032471,1.3926150798797607,0.11897403001785278
22,1.3926399946212769,0.11883199214935303,1.392646074295044,0.11885535717010498
23,1.3926299810409546,0.11872315406799316,1.392663598060608,0.11874622106552124
24,1.3925843238830566,0.11862307786941528,1.3925637006759644,0.11864602565765381
25,1.3926137685775757,0.1185309886932373,1.3925782442092896,0.11855357885360718
26,1.3925976753234863,0.1184462308883667,1.3926258087158203,0.11846858263015747
27,1.3926029205322266,0.11836737394332886,1.3925565481185913,0.11838936805725098
28,1.392607569694519,0.11829382181167603,1.392587661743164,0.11831527948379517
29,1.3926101922988892,0.11822503805160522,1.3926246166229248,0.11824625730514526
30,1.3926008939743042,0.11816060543060303,1.3925888538360596,0.11818170547485352
31,1.3925994634628296,0.11810076236724854,1.392595887184143,0.1181216835975647
32,1.3926112651824951,0.11804449558258057,1.3925917148590088,0.1180647611618042
33,1.3926042318344116,0.1179916262626648,1.3925886154174805,0.11801159381866455
34,1.3926037549972534,0.11794084310531616,1.392622709274292,0.11796045303344727
35,1.3925995826721191,0.11789381504058838,1.392611026763916,0.11791336536407471
36,1.3925988674163818,0.11784982681274414,1.3926029205322266,0.11786895990371704
37,1.3925955295562744,0.11780792474746704,1.3925837278366089,0.11782658100128174
38,1.3925907611846924,0.1177678108215332,1.3925645351409912,0.11778652667999268
39,1.392593264579773,0.11773049831390381,1.3925665616989136,0.11774873733520508
40,1.3925895690917969,0.1176946759223938,1.392575979232788,0.11771249771118164
41,1.392587661743164,0.11766016483306885,1.3925749063491821,0.11767768859863281
42,1.3925867080688477,0.11762738227844238,1.3925725221633911,0.11764490604400635
43,1.3925929069519043,0.11759626865386963,1.3925749063491821,0.11761325597763062
44,1.3925888538360596,0.11756640672683716,1.3925710916519165,0.1175832748413086
45,1.3925894498825073,0.11753815412521362,1.392570972442627,0.11755478382110596
46,1.3925882577896118,0.11751103401184082,1.392573595046997,0.11752736568450928
47,1.3925875425338745,0.11748528480529785,1.3925784826278687,0.11750131845474243
48,1.392588496208191,0.11745983362197876,1.392579197883606,0.11747562885284424
49,1.3925890922546387,0.11743557453155518,1.3925789594650269,0.11745119094848633
0,0.4220621883869171,0.6504091620445251,2.526860475540161,0.5307062864303589
1,0.16479627788066864,0.6539881229400635,0.8261638283729553,0.6174086332321167
0,0.16665223240852356,0.7896190881729126,1.73157799243927,0.7267189025878906
1,0.13571642339229584,0.7778133153915405,1.780742883682251,0.7637547850608826
2,0.11579521000385284,0.7906908988952637,1.2440087795257568,0.7841405868530273
3,0.10729963332414627,0.8013592958450317,1.306922435760498,0.7962454557418823
4,0.09408099949359894,0.8093001246452332,0.819220781326294,0.8080454468727112
5,0.08375107496976852,0.8179858326911926,1.7656878232955933,0.8153394460678101
6,0.07383260130882263,0.823229968547821,1.336939811706543,0.8194595575332642
7,0.0626373291015625,0.8269361853599548,1.8501591682434082,0.8223000168800354
0,0.07709039002656937,0.8598532676696777,5.464160442352295,0.8096510171890259
1,0.07052382081747055,0.8393344283103943,2.5934090614318848,0.822557806968689
2,0.061456747353076935,0.8396022319793701,2.3297951221466064,0.8264848589897156
3,0.06136056408286095,0.8390621542930603,2.1727395057678223,0.8326810598373413
4,0.05313623696565628,0.8422598838806152,1.8285629749298096,0.8382339477539062
5,0.050215836614370346,0.8460312485694885,0.3282730281352997,0.845674991607666
6,0.044720977544784546,0.8517802357673645,2.9163832664489746,0.8484545350074768
7,0.03943433612585068,0.8538034558296204,4.1685333251953125,0.8507410883903503
8,0.03468519449234009,0.8556206822395325,1.3857775926589966,0.8532553315162659
9,0.03337412327528,0.857691764831543,3.5532422065734863,0.8553842902183533
10,0.02999262884259224,0.8595008850097656,0.7951024174690247,0.8581821322441101
11,0.025988034904003143,0.8619904518127441,2.7535245418548584,0.8601791262626648
12,0.023386407643556595,0.8636650443077087,0.9381691813468933,0.8621066212654114
13,0.0192265585064888,0.8653948307037354,2.716872453689575,0.8640808463096619
14,0.016788149252533913,0.8671086430549622,2.0537924766540527,0.8660362362861633
15,0.015403465367853642,0.8688346147537231,1.535812258720398,0.8679121732711792
16,0.012020102702081203,0.8705869317054749,0.4251477122306824,0.8704729080200195
17,0.010067090392112732,0.8729838728904724,0.13198424875736237,0.8731420040130615
18,0.00795215554535389,0.8754519820213318,1.1146494150161743,0.8748947978019714
19,0.007649827748537064,0.8770840764045715,1.8660205602645874,0.8763547539710999
20,0.005359108559787273,0.8784314393997192,1.947130799293518,0.8777301907539368
21,0.0047105359844863415,0.8797004818916321,1.3474763631820679,0.8791146278381348
22,0.003389080986380577,0.8810132145881653,0.6163967847824097,0.880793035030365
23,0.002755745081230998,0.8825951218605042,0.2309466153383255,0.8825922012329102
24,0.00237245368771255,0.884299099445343,0.9030110836029053,0.8840353488922119
25,0.002175566041842103,0.8856425285339355,0.16520722210407257,0.88565593957901
26,0.0018133074045181274,0.887183427810669,0.27374687790870667,0.8871197700500488
27,0.0017740718321874738,0.8885707855224609,0.5224115252494812,0.8883822560310364
28,0.0017004153924062848,0.889758825302124,0.4769617021083832,0.8896452784538269
29,0.0014541043201461434,0.8909575939178467,0.15872864425182343,0.8909551501274109
30,0.0014301873743534088,0.8921950459480286,0.1882798671722412,0.8921701908111572
31,0.0013156859204173088,0.8933559060096741,0.16265028715133667,0.8933427929878235
32,0.001230531488545239,0.8944689631462097,0.1653619110584259,0.8944480419158936
33,0.0012698249192908406,0.8955240845680237,0.16497394442558289,0.895500898361206
34,0.0011738131288439035,0.8965323567390442,0.17290955781936646,0.8965012431144714
35,0.0010973179014399648,0.897484540939331,0.16786909103393555,0.8974508047103882
36,0.001032124855555594,0.8983965516090393,0.17500309646129608,0.8983575105667114
37,0.0011101061245426536,0.8992618918418884,0.16668984293937683,0.8992250561714172
38,0.0009849460329860449,0.9000951051712036,0.171517014503479,0.9000523090362549
39,0.0009901424637064338,0.9008889198303223,0.4927704334259033,0.9007343053817749
40,0.0009380549308843911,0.9015434980392456,0.1752167046070099,0.9014936685562134
41,0.0009192993165925145,0.9022683501243591,0.1773909032344818,0.9022182822227478
42,0.0009287502616643906,0.9029608368873596,0.17879681289196014,0.9029076099395752
43,0.000880658917594701,0.9036257863044739,0.17318575084209442,0.9035744667053223
44,0.0008758362964726985,0.9042635560035706,0.17816688120365143,0.9042063355445862
45,0.0008624111069366336,0.9048725366592407,0.1740228682756424,0.9048175811767578
46,0.0008730563567951322,0.9054569005966187,0.1761113405227661,0.9054009914398193
47,0.0008300764602608979,0.9060229063034058,0.1756826490163803,0.9059663414955139
48,0.0009069890365935862,0.9065644145011902,0.18167704343795776,0.9065045118331909
49,0.0008375387988053262,0.9070833325386047,0.17656338214874268,0.9070245027542114