epoch,MASS_loss,NCONC_loss,total_loss,val_MASS_loss,val_NCONC_loss,val_total_loss
0,0.09288415312767029,0.09486455470323563,0.18774870038032532,0.05457605421543121,0.05604289844632149,0.1106189489364624
1,0.10614511370658875,0.09338857233524323,0.19953368604183197,0.056918803602457047,0.05785662308335304,0.11477542668581009
2,0.06993485987186432,0.07490040361881256,0.14483526349067688,0.05750447139143944,0.050449613481760025,0.10795408487319946
3,0.06291165947914124,0.07239951193332672,0.13531117141246796,0.06649559736251831,0.05546301230788231,0.12195861339569092
4,0.045724548399448395,0.05078354477882385,0.09650809317827225,0.06351490318775177,0.0556151419878006,0.11913004517555237
5,0.07619617134332657,0.06310224533081055,0.13929840922355652,0.061576422303915024,0.0845334529876709,0.14610987901687622
6,0.10952489823102951,0.09314225614070892,0.20266714692115784,0.07406027615070343,0.07110441476106644,0.14516469836235046
7,0.046740319579839706,0.043213315308094025,0.08995363116264343,0.07333939522504807,0.07819976657629013,0.1515391618013382
8,0.0632634311914444,0.05438338592648506,0.11764681339263916,0.07595640420913696,0.076957568526268,0.15291397273540497
9,0.03603459894657135,0.026544589549303055,0.0625791847705841,0.07648079842329025,0.07752810418605804,0.1540088951587677
10,0.028091292828321457,0.03128416836261749,0.05937546119093895,0.05769175663590431,0.03587812930345535,0.09356988966464996
11,0.03470908850431442,0.04108985513448715,0.07579894363880157,0.05973172187805176,0.029150398448109627,0.08888211846351624
12,0.124336838722229,0.103779137134552,0.228115975856781,0.0632060170173645,0.03668653219938278,0.09989254921674728
13,0.07546044141054153,0.07957147806882858,0.15503191947937012,0.06160235404968262,0.03539833053946495,0.09700068831443787
14,0.0933089628815651,0.08499180525541306,0.17830076813697815,0.07274775207042694,0.028811180964112282,0.10155893117189407
15,0.016499200835824013,0.024205848574638367,0.04070504754781723,0.03818219527602196,0.027299432083964348,0.06548162549734116
16,0.12498082220554352,0.0949060469865799,0.2198868691921234,0.034341637045145035,0.02481335774064064,0.059154994785785675
17,0.110030896961689,0.07800023257732391,0.1880311369895935,0.03522267937660217,0.022390838712453842,0.057613518089056015
18,0.05342429503798485,0.06674442440271378,0.12016871571540833,0.038107696920633316,0.024386277422308922,0.06249397248029709
19,0.1064477413892746,0.07106582820415497,0.17751356959342957,0.03902912884950638,0.019495006650686264,0.05852413550019264
20,0.08680698275566101,0.06453624367713928,0.1513432264328003,0.10084524005651474,0.03611217066645622,0.13695740699768066
21,0.035964492708444595,0.035723648965358734,0.07168814539909363,0.06540411710739136,0.04255298897624016,0.10795710980892181
22,0.019888760522007942,0.033146534115076065,0.053035296499729156,0.05732996389269829,0.04171853885054588,0.09904850274324417
23,0.01876857876777649,0.027588684111833572,0.04635726287961006,0.0711483284831047,0.05310972407460213,0.12425805628299713
24,0.06007513403892517,0.13576331734657288,0.19583845138549805,0.06846866756677628,0.04449612274765968,0.11296479403972626
25,0.12064707279205322,0.0916118174791336,0.21225889027118683,0.05002051219344139,0.041537098586559296,0.09155760705471039
26,0.09958057105541229,0.1286880075931549,0.2282685786485672,0.04594193398952484,0.0440419502556324,0.08998388051986694
27,0.12647658586502075,0.13078750669956207,0.25726407766342163,0.048602860420942307,0.04043518751859665,0.08903804421424866
28,0.1067429929971695,0.08524354547262192,0.19198653101921082,0.05337689816951752,0.03961183503270149,0.09298872947692871
29,0.07674858719110489,0.08651860058307648,0.16326719522476196,0.0616631917655468,0.04487226530909538,0.10653545707464218
30,0.06878556311130524,0.0826319009065628,0.15141746401786804,0.10761057585477829,0.08005698770284653,0.18766756355762482
31,0.036478497087955475,0.04913991317152977,0.08561840653419495,0.12394153326749802,0.07931353151798248,0.2032550573348999
32,0.0637168288230896,0.06544273346662521,0.1291595697402954,0.1305779218673706,0.07318507879972458,0.20376300811767578
33,0.0624987930059433,0.06028008833527565,0.12277887761592865,0.14251826703548431,0.08108596503734589,0.2236042320728302
34,0.031359486281871796,0.03846115618944168,0.06982064247131348,0.16426633298397064,0.08408498018980026,0.2483513057231903
35,0.03518540784716606,0.03750022128224373,0.07268562912940979,0.13686072826385498,0.06256741285324097,0.19942814111709595
36,0.07256223261356354,0.06510123610496521,0.13766346871852875,0.11619475483894348,0.05637180432677269,0.17256656289100647
37,0.1046660766005516,0.11305414140224457,0.21772021055221558,0.10487306863069534,0.05464691296219826,0.1595199853181839
38,0.06486015766859055,0.06511898338794708,0.12997913360595703,0.10632070153951645,0.06587839871644974,0.1721991002559662
39,0.08613435924053192,0.09665735065937042,0.18279170989990234,0.12058588862419128,0.045720357447862625,0.1663062423467636
40,0.028901921585202217,0.03282642364501953,0.0617283433675766,0.0885198563337326,0.045560818165540695,0.1340806782245636
41,0.01307600550353527,0.012582626193761826,0.025658631697297096,0.08233566582202911,0.039290428161621094,0.12162609398365021
42,0.06275758892297745,0.058175161480903625,0.12093275040388107,0.09029296785593033,0.04552634432911873,0.13581931591033936
43,0.07202203571796417,0.06692025065422058,0.13894228637218475,0.0938488319516182,0.057370126247406006,0.1512189507484436
44,0.03658134490251541,0.03497239202260971,0.07155373692512512,0.0887361615896225,0.041686054319143295,0.1304222196340561
45,0.07482907176017761,0.07307086884975433,0.14789994060993195,0.09327424317598343,0.04731632024049759,0.14059056341648102
46,0.06891417503356934,0.06717022508382797,0.1360844075679779,0.09761079400777817,0.040519412606954575,0.13813020288944244
47,0.029741792008280754,0.06315512955188751,0.09289692342281342,0.09512056410312653,0.044031497091054916,0.13915206491947174
48,0.07471863180398941,0.07275794446468353,0.14747658371925354,0.10600746423006058,0.052607495337724686,0.15861496329307556
49,0.10354697704315186,0.08470472693443298,0.18825170397758484,0.10169399529695511,0.0432288683950901,0.1449228674173355
50,0.042131610214710236,0.05641445145010948,0.09854605793952942,0.04394238442182541,0.03295550495386124,0.07689788937568665
51,0.07460417598485947,0.07346712052822113,0.1480712890625,0.04990636929869652,0.0341181717813015,0.08402454107999802
52,0.10053284466266632,0.08381329476833344,0.18434613943099976,0.04516804963350296,0.026166586205363274,0.07133463770151138
53,0.06744439154863358,0.06126309931278229,0.12870749831199646,0.04896644875407219,0.03658753260970116,0.08555398136377335
54,0.05471605435013771,0.06068279594182968,0.11539885401725769,0.04950118064880371,0.029824551194906235,0.07932573556900024
55,0.06553617864847183,0.07046917080879211,0.13600534200668335,0.06387728452682495,0.03320205956697464,0.09707934409379959
56,0.02104106917977333,0.0425959974527359,0.06363706290721893,0.07036318629980087,0.03255056217312813,0.1029137521982193
57,0.02969730645418167,0.035738058388233185,0.06543536484241486,0.0636148452758789,0.030456185340881348,0.09407103061676025
58,0.031473249197006226,0.03990552946925163,0.07137878239154816,0.0614156574010849,0.028309790417551994,0.08972544968128204
59,0.056082822382450104,0.061735667288303375,0.11781848967075348,0.07033443450927734,0.029620138928294182,0.09995457530021667
60,0.11305790394544601,0.09288710355758667,0.20594501495361328,0.04737323150038719,0.023104021325707436,0.07047725468873978
61,0.11086655408143997,0.08301324397325516,0.19387979805469513,0.03906721621751785,0.024876320734620094,0.0639435350894928
62,0.05424286425113678,0.04291818290948868,0.09716104716062546,0.03968779370188713,0.017781389877200127,0.05746918171644211
63,0.018538527190685272,0.02935471571981907,0.04789324104785919,0.04476599022746086,0.02309313416481018,0.06785912811756134
64,0.10130567848682404,0.09882299602031708,0.2001286745071411,0.039581868797540665,0.02702685259282589,0.0666087195277214
65,0.014501793310046196,0.028868401423096657,0.04337019473314285,0.03243250772356987,0.01675070822238922,0.04918321594595909
66,0.05184789001941681,0.04820515215396881,0.10005304217338562,0.032493527978658676,0.018841251730918884,0.05133477970957756
67,0.038057759404182434,0.03957901895046234,0.07763677835464478,0.034260861575603485,0.023075412958860397,0.05733627453446388
68,0.05289642512798309,0.04524233192205429,0.09813875705003738,0.0337771400809288,0.020866362378001213,0.054643504321575165
69,0.05171176791191101,0.04939098283648491,0.10110275447368622,0.03192004933953285,0.022198406979441643,0.054118454456329346
70,0.06747150421142578,0.06765951216220856,0.13513101637363434,0.048855967819690704,0.0396428182721138,0.0884987860918045
71,0.08308763802051544,0.07527095079421997,0.1583585888147354,0.04446427896618843,0.04621756076812744,0.09068183600902557
72,0.0500112846493721,0.05098302289843559,0.1009943038225174,0.03822075575590134,0.0431588813662529,0.08137963712215424
73,0.07401768863201141,0.057344987988471985,0.1313626766204834,0.042920954525470734,0.05237048491835594,0.09529143571853638
74,0.05210613086819649,0.05888383090496063,0.11098995804786682,0.04060930758714676,0.033195070922374725,0.07380437850952148
75,0.046337779611349106,0.047965988516807556,0.09430377185344696,0.05604004114866257,0.05004449561238289,0.10608454048633575
76,0.04017743468284607,0.039303116500377655,0.07948055118322372,0.053438570350408554,0.040915247052907944,0.0943538174033165
77,0.02695612609386444,0.029302308335900307,0.0562584325671196,0.056845005601644516,0.05060384422540665,0.10744884610176086
78,0.054122909903526306,0.04667855054140091,0.10080146044492722,0.07478832453489304,0.04733676835894585,0.12212508916854858
79,0.06525187194347382,0.07546970248222351,0.14072157442569733,0.05405019223690033,0.042790062725543976,0.0968402549624443
80,0.05845090001821518,0.09623874723911285,0.15468963980674744,0.0625125914812088,0.031360357999801636,0.09387294948101044
81,0.08713018894195557,0.08350236713886261,0.17063255608081818,0.07353075593709946,0.022168483585119247,0.0956992357969284
82,0.06568160653114319,0.06582291424274445,0.13150452077388763,0.07094509154558182,0.025390030816197395,0.09633512049913406
83,0.036876216530799866,0.06647299230098724,0.10334920883178711,0.08209642022848129,0.026817679405212402,0.1089140996336937
84,0.03428373485803604,0.03600400686264038,0.07028774172067642,0.06305122375488281,0.02171391248703003,0.08476513624191284
85,0.036097534000873566,0.04494914412498474,0.0810466781258583,0.07041753828525543,0.028329815715551376,0.0987473577260971
86,0.04117961227893829,0.05604223161935806,0.09722184389829636,0.05431540682911873,0.016034334897994995,0.07034973800182343
87,0.1413716971874237,0.10940205305814743,0.25077375769615173,0.06030524522066116,0.022771243005990982,0.08307649195194244
88,0.05090579763054848,0.05552693083882332,0.1064327284693718,0.06342900544404984,0.016314491629600525,0.07974349707365036
89,0.05861532688140869,0.07957124710083008,0.13818657398223877,0.06342893093824387,0.02152198553085327,0.08495091646909714
90,0.025608863681554794,0.03317910432815552,0.05878796800971031,0.09071322530508041,0.08366791158914566,0.17438113689422607
91,0.05457502603530884,0.052687183022499084,0.10726220905780792,0.09300919622182846,0.08895858377218246,0.18196777999401093
92,0.062267400324344635,0.08816750347614288,0.15043491125106812,0.09082543104887009,0.09351830184459686,0.18434372544288635
93,0.06631910800933838,0.06984690576791763,0.13616600632667542,0.09733247011899948,0.09318844228982925,0.19052091240882874
94,0.04808654636144638,0.05787663161754608,0.10596317797899246,0.09634088724851608,0.09755837172269821,0.1938992589712143
95,0.07018294930458069,0.0531519316136837,0.12333488464355469,0.06997429579496384,0.07690896838903427,0.1468832641839981
96,0.08269482105970383,0.08628743141889572,0.16898225247859955,0.0628071278333664,0.06996577978134155,0.13277290761470795
97,0.0529111884534359,0.06649121642112732,0.11940240859985352,0.05958109721541405,0.0697486475110054,0.12932974100112915
98,0.10747877508401871,0.137093186378479,0.24457195401191711,0.05890362337231636,0.06679994612932205,0.1257035732269287
99,0.028117604553699493,0.0826353132724762,0.11075291782617569,0.07076812535524368,0.06968187540769577,0.14045000076293945
100,0.04576517641544342,0.04738976061344147,0.09315493702888489,0.08005606383085251,0.07943014800548553,0.15948620438575745
101,0.03133997321128845,0.037550292909145355,0.06889026612043381,0.07945292443037033,0.08415400236845016,0.1636069267988205
102,0.030892185866832733,0.04090123251080513,0.07179342210292816,0.07941226661205292,0.09687814116477966,0.17629040777683258
103,0.05327565222978592,0.055001843720674515,0.10827749967575073,0.08476269990205765,0.10804753005504608,0.19281023740768433
104,0.0526668019592762,0.0541011244058609,0.1067679226398468,0.08359254151582718,0.11028540879487991,0.1938779503107071
105,0.04671027511358261,0.05495727062225342,0.10166754573583603,0.058950845152139664,0.0724593997001648,0.13141024112701416
106,0.07933899760246277,0.06798045337200165,0.14731945097446442,0.05829178914427757,0.0709412544965744,0.12923304736614227
107,0.021860288456082344,0.03427814692258835,0.05613843351602554,0.05825396254658699,0.06232892721891403,0.12058289349079132
108,0.02997973933815956,0.031076915562152863,0.061056654900312424,0.06350170075893402,0.06116252765059471,0.12466423213481903
109,0.021591484546661377,0.025136560201644897,0.046728044748306274,0.05984391272068024,0.07263951003551483,0.13248342275619507
110,0.07783688604831696,0.08663645386695862,0.16447333991527557,0.05609078332781792,0.030492333695292473,0.08658311516046524
111,0.06797608733177185,0.06495623290538788,0.13293232023715973,0.06040852144360542,0.03102540597319603,0.09143392741680145
112,0.058287303894758224,0.0607476606965065,0.11903496086597443,0.05649985373020172,0.033226463943719864,0.08972631394863129
113,0.06914858520030975,0.07402227818965912,0.14317086338996887,0.06591259688138962,0.03272417560219765,0.09863677620887756
114,0.07054881006479263,0.07701608538627625,0.14756488800048828,0.05233180895447731,0.025805234909057617,0.07813704013824463
115,0.12768496572971344,0.1093946248292923,0.23707959055900574,0.050521060824394226,0.026113172993063927,0.0766342356801033
116,0.015938472002744675,0.017008433118462563,0.032946906983852386,0.04798506945371628,0.027735881507396698,0.07572095096111298
117,0.019085891544818878,0.022425765171647072,0.0415116548538208,0.056337013840675354,0.025903262197971344,0.0822402760386467
118,0.07572486251592636,0.064254991710186,0.13997985422611237,0.05509978160262108,0.025815041735768318,0.08091482520103455
119,0.07432132959365845,0.07641586661338806,0.1507371962070465,0.05170188099145889,0.035467322915792465,0.08716920018196106
120,0.07588818669319153,0.06801416724920273,0.14390236139297485,0.04573594033718109,0.03198948875069618,0.07772542536258698
121,0.022325625643134117,0.05601824074983597,0.07834386825561523,0.058110352605581284,0.03772670403122902,0.0958370566368103
122,0.07846531271934509,0.08109268546104431,0.1595579981803894,0.05977875366806984,0.03949835151433945,0.09927710890769958
123,0.06929311156272888,0.05457600951194763,0.12386912107467651,0.05209852755069733,0.029076285660266876,0.0811748132109642
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994,0.04466082155704498,0.03576507046818733,0.08042588829994202,0.05309514328837395,0.07900357246398926,0.1320987194776535
995,0.03452633321285248,0.031965434551239014,0.06649176776409149,0.06105256825685501,0.06249326840043068,0.12354584038257599
996,0.03969103470444679,0.04028523340821266,0.07997626811265945,0.0648040622472763,0.06565677374601364,0.13046082854270935
997,0.026743296533823013,0.03145911917090416,0.05820241570472717,0.07309205830097198,0.06555264443159103,0.13864469528198242
998,0.04898999631404877,0.04988206923007965,0.09887206554412842,0.07200436294078827,0.06256259977817535,0.13456696271896362
999,0.061313971877098083,0.06977921724319458,0.13109318912029266,0.06831901520490646,0.0781678706407547,0.14648687839508057
