,epoch,train_loss,test_loss,train_dbs,test_dbs
0,0,0.003585669809721948,0.0034042190466272203,-14.45757571647987,-14.679442950684223
1,1,0.0033260006697598808,0.0032218174739299635,-14.787720898583075,-14.91860859698246
2,2,0.0031621275378448752,0.0030776002125716523,-15.007430250956643,-15.117495890374093
3,3,0.003012002445757389,0.002937595139404661,-15.213090017467728,-15.319698514025053
4,4,0.002878076423286009,0.002810556245477576,-15.40683286569433,-15.511695114193195
5,5,0.0027748287641011257,0.0027081982208121765,-15.566704854093844,-15.672813438952215
6,6,0.002676369619949423,0.0026161555127289736,-15.727747527806963,-15.822982360476303
7,7,0.0025948940430643016,0.0025348507088461987,-15.862596253392656,-15.9600940587623
8,8,0.002508153426028865,0.002464607125148177,-16.00130280099371,-16.082140926463683
9,9,0.0024436784346501543,0.0023989366416476273,-16.122841386859438,-16.19943014372058
10,10,0.0023807639702578486,0.0023318197406632336,-16.232112967159427,-16.322668177131888
11,11,0.0023174723610281944,0.002262778151290197,-16.34760197195183,-16.45319815662295
12,12,0.002254114047019291,0.0021988932950128067,-16.470897456967162,-16.577576373295653
13,13,0.0021992763048325923,0.002173899550383028,-16.578618988898985,-16.62722319612413
14,14,0.00217614107352403,0.0021589608421843302,-16.623256116083503,-16.657170268759348
15,15,0.0021666831471333185,0.00214138957916906,-16.640496276445084,-16.69266107433826
16,16,0.0021438607081924518,0.0021341453110309025,-16.684684281489893,-16.707378057215575
17,17,0.002149050409627176,0.00212275769904648,-16.67445368933279,-16.730613676313713
18,18,0.002136794120534179,0.0021132427806916988,-16.70060231644474,-16.750123983296593
19,19,0.0021160400170141583,0.002104709488584807,-16.73790848699256,-16.767696333545917
20,20,0.002113163130377064,0.002094869281312353,-16.75320768905433,-16.788048639214797
21,21,0.00210500514547619,0.002083853793967711,-16.769108433783977,-16.810945473316128
22,22,0.002089042079721376,0.002075984351042854,-16.799778470122824,-16.827377168953323
23,23,0.0020979750114157028,0.002071009887578456,-16.78968001090731,-16.837796199918344
24,24,0.0020717795249362734,0.0020587254548445344,-16.837636614850314,-16.86363358000687
25,25,0.002077390570625586,0.0020481614322450602,-16.830678195225282,-16.885976084032656
26,26,0.0020480420183601605,0.0020402682222131836,-16.883643149401884,-16.902745269808673
27,27,0.0020573514384054337,0.0020313344491449626,-16.869339683841513,-16.921803586082092
28,28,0.0020371538157257993,0.00201062443911245,-16.906188895045364,-16.96630835238682
29,29,0.0020330309623026663,0.0020013435033002965,-16.91942366448068,-16.98640156578187
30,30,0.0020079727647057976,0.0019911102350114993,-16.968859923671115,-17.008664875383154
31,31,0.0019962589626114084,0.0019782379110294735,-16.996598130280944,-17.036832718899895
32,32,0.001976613907057062,0.0019533856355242038,-17.039777430170727,-17.091738025797035
33,33,0.0019723903519802332,0.0019413606986697566,-17.04626225084359,-17.1185555890845
34,34,0.0019501249903582573,0.0019195403192976588,-17.106312810744036,-17.167645535746484
35,35,0.0019327124554337455,0.001902715970860108,-17.14064957077683,-17.205878287935974
36,36,0.0019092740090179844,0.0018827383051087197,-17.193628534629994,-17.251718337320636
37,37,0.0018971058499240845,0.0018676981501477329,-17.21751371075844,-17.286551036927584
38,38,0.0018680149511693372,0.0018486381802511843,-17.285831691627855,-17.331098739792136
39,39,0.0018505633355012721,0.0018325608505524304,-17.32790233749348,-17.36903387944738
40,40,0.0018362143033750587,0.0018012635042204668,-17.35985089184001,-17.443845425574846
41,41,0.0017930189154792538,0.0017715855317778494,-17.463549472439723,-17.515996675112902
42,42,0.0017676457628300508,0.0017454671722493674,-17.522795073863,-17.580501070689504
43,43,0.0017603216884830564,0.001730487197882643,-17.5438682902257,-17.61793401594931
44,44,0.0017314287125776262,0.0017082382385668002,-17.61279573384585,-17.674133530997672
45,45,0.0017180107725957006,0.001696350831097286,-17.640693212915213,-17.70446116433115
46,46,0.0017041473495821976,0.001679603041051642,-17.685663886251955,-17.747551400426698
47,47,0.0016967640954463445,0.0016662001634310734,-17.703476836961944,-17.782346196009897
48,48,0.0016767516091331532,0.0016502185332539835,-17.755369762251,-17.824203320574984
49,49,0.0016603771328311606,0.0016394258035640967,-17.800174602780693,-17.85270025997994
50,50,0.0016506098777286171,0.001622127362919089,-17.828281320976348,-17.898768420625537
51,51,0.0016237270163813817,0.0016092581270066532,-17.891938673380345,-17.933360812711577
52,52,0.0016037392401203666,0.0015819633722697433,-17.94031215911111,-18.007653684213516
53,53,0.0015888651220857637,0.001568443319564195,-17.988479967536946,-18.04492963558407
54,54,0.0015847149074615277,0.0015552140539512038,-18.002145520610274,-18.08171620158687
55,55,0.0015676405410445535,0.0015467677547253277,-18.043283899711575,-18.105366825207028
56,56,0.0015624335321319318,0.0015381734548626763,-18.06758469769081,-18.12956480117295
57,57,0.0015438486169063554,0.001529944717491928,-18.11459498212577,-18.1528605388284
58,58,0.001539176268762304,0.0015179622477214587,-18.127807727840647,-18.18700821702622
59,59,0.0015266807569843746,0.0015110068856493423,-18.164837176076784,-18.206953489122522
60,60,0.0015222369501194388,0.0015083783686063008,-18.166067200848005,-18.214514966970693
61,61,0.0015190677710127125,0.001494247686902159,-18.184094275353175,-18.25539200115466
62,62,0.001503577087429765,0.0014880007304447261,-18.22038784542363,-18.273586479324
63,63,0.0014941718527739963,0.001483159231659221,-18.25196006543759,-18.287740130386375
64,64,0.0014905444401575579,0.001481228226207589,-18.257830066423143,-18.293398129839584
65,65,0.0014925029095185479,0.001474000685113041,-18.261483627797354,-18.314641069507193
66,66,0.001496050403616631,0.0014712970618060545,-18.259488778765657,-18.32261424651038
67,67,0.0014665701364157434,0.0014651356093389424,-18.329888314760595,-18.34083968556358
68,68,0.001477395372762892,0.0014571048515407664,-18.30973112947044,-18.36470988121726
69,69,0.00146368486067453,0.001452051899640968,-18.339898495683403,-18.37979653018057
70,70,0.0014707276852052543,0.0014462858058610245,-18.32675472320049,-18.3970766836271
71,71,0.001457162662265227,0.0014449333600503834,-18.366036842124032,-18.401139743269212
72,72,0.0014557972137537814,0.0014390133223251293,-18.36785751303725,-18.418969776977846
73,73,0.0014528014850754714,0.0014360504543506785,-18.381024925383066,-18.427920936099035
74,74,0.0014324246464085947,0.0014350577012488717,-18.440536860016305,-18.43092428663704
75,75,0.0014350734538273867,0.0014314426930229131,-18.43210586833034,-18.44187826354924
76,76,0.001433027490551017,0.0014300045961710183,-18.436690706586035,-18.44624359001996
77,77,0.0014337763507111172,0.0014249114319682121,-18.445179966973694,-18.461739215344913
78,78,0.0014369362093911496,0.0014216405535606963,-18.420191006520817,-18.471719887229924
79,79,0.0014307775484282792,0.0014192308789413226,-18.440769064469247,-18.479087405727107
80,80,0.0014307635473855532,0.0014200536534190178,-18.44110125995681,-18.47657038834866
81,81,0.0014258851549232897,0.001417874585297939,-18.455374687681882,-18.48323974265965
82,82,0.0014213084017608275,0.0014122210161172245,-18.468251415106543,-18.500591221267786
83,83,0.0014264356961819467,0.001412965951634473,-18.454782384814017,-18.498300955910448
84,84,0.0014219136510197957,0.0014093349516195687,-18.465376811589657,-18.50947569733138
85,85,0.001422442845068872,0.0014097831934984577,-18.466800585997483,-18.508094634416103
86,86,0.0014233612263402373,0.0014050404332872283,-18.4740867571698,-18.522729700843144
87,87,0.0014238191430082487,0.0014051844206589617,-18.469308988728116,-18.52228466228351
88,88,0.0014248646306085219,0.0014039012052020745,-18.467028203681764,-18.52625245469007
89,89,0.0014039467823374824,0.0014020137758435386,-18.523814820181066,-18.532095114104646
90,90,0.0014143748972180886,0.0014064610126967494,-18.49759929850721,-18.51834094371094
91,91,0.0014136696171937223,0.0014025935547818478,-18.49249855652313,-18.53029953442068
92,92,0.0014151328917803992,0.0014017157219840509,-18.500959437190478,-18.533018478124415
93,93,0.0014061949410254962,0.0013989262086780447,-18.509714678481583,-18.541669856391316
94,94,0.001410616565370913,0.0013992976348258946,-18.50961146188792,-18.54051692269898
95,95,0.001408731965732175,0.0013928927272852313,-18.51546044307693,-18.560441215244044
96,96,0.0014185136203298864,0.001395637114336224,-18.484366214141936,-18.551892821610416
97,97,0.0014054571151176525,0.0013935821020583574,-18.526694041780583,-18.55829232329722
98,98,0.001403127715337215,0.0013932996907418495,-18.53210963170815,-18.55917251618608
99,99,0.0013921626557874464,0.0013913884942762945,-18.559963269144436,-18.565133845814394
100,100,0.0014031663652240615,0.0013922464629439147,-18.537627901946898,-18.56245669111905
101,101,0.0014070156042358464,0.0013868416549245779,-18.517958578780185,-18.579349147625404
102,102,0.0013987884962374402,0.0013852148855987348,-18.5462642185867,-18.584446424771944
103,103,0.0013926412427759508,0.0013857947074268993,-18.55541135759386,-18.582628939731343
104,104,0.0013937194946884494,0.001385542515077089,-18.55064737833396,-18.583419357767184
105,105,0.001397669196522497,0.0013867593247835572,-18.54840213228651,-18.579606975093824
106,106,0.0014000277205360766,0.0013830653195710558,-18.53286464136341,-18.591191008287666
107,107,0.001396150825084331,0.0013855001582813106,-18.545922807972193,-18.583552126005333
108,108,0.0013923664378079096,0.0013808872440437738,-18.56250110191328,-18.59803574499497
109,109,0.0013943457851167192,0.0013802047745373688,-18.553372921455132,-18.6001826690724
110,110,0.0013986232020824995,0.0013840915512685712,-18.54424795692549,-18.587969746865774
111,111,0.0013901978339903901,0.001380518287126171,-18.568884027838916,-18.59919628409377
112,112,0.001389450203992196,0.0013818409122330578,-18.57306406313707,-18.595037456164544
113,113,0.0013936164683287905,0.0013777973546989653,-18.55857024946029,-18.60776445739591
114,114,0.001385850144175755,0.0013756699014553114,-18.583907377360653,-18.6144755696201
115,115,0.0013907302516637389,0.0013748371030056947,-18.573221929429177,-18.617105483171837
116,116,0.0013818609283411318,0.0013734367247180718,-18.59301912854522,-18.6215313639512
117,117,0.0013889460812428409,0.0013759025237768104,-18.581459536182173,-18.613741250654634
118,118,0.0013788395618885448,0.0013748245607865485,-18.602354640145553,-18.617145102712215
119,119,0.0013855096005556203,0.0013768094297694532,-18.588538820572808,-18.61087960520021
120,120,0.0013863464682987055,0.0013713214950832097,-18.587406150502193,-18.628225088255274
121,121,0.0013829289345051517,0.001372545786005886,-18.60118421092947,-18.624349515767406
122,122,0.0013784231730861608,0.0013719721770796337,-18.60524285139594,-18.626164881514104
123,123,0.001380445717680316,0.0013707443630616915,-18.60279444680023,-18.630053237314726
124,124,0.0013812661804642873,0.0013721542751514598,-18.60463059003534,-18.625588492712406
125,125,0.001375667294775395,0.0013704361504335936,-18.615924940804,-18.63102986066033
126,126,0.0013799507233323816,0.0013719171677765093,-18.605769281598196,-18.626339015626677
127,127,0.0013817690538492093,0.0013697465979739239,-18.59106759478092,-18.63321561877966
128,128,0.001378314172340192,0.0013717129262850473,-18.60481249109473,-18.62698561119416
129,129,0.0013717863271877017,0.0013684997408601799,-18.628214550102342,-18.63717072825222
130,130,0.0013671502154128452,0.001371046534347299,-18.635891813670128,-18.629095970131555
131,131,0.001370853920870451,0.0013696205324346298,-18.62058457659274,-18.63361534298971
132,132,0.0013740660548306157,0.0013698207177711946,-18.620133824202178,-18.632980619487785
133,133,0.0013763047514732966,0.0013675163438739745,-18.60819865247397,-18.640292668253988
134,134,0.0013847155748511252,0.0013685594496660326,-18.59008459208424,-18.63698124601525
135,135,0.0013723283593264437,0.0013690529525966237,-18.62547333926342,-18.635415461160513
136,136,0.0013844450448457267,0.0013691254609607551,-18.58874143477116,-18.635185454362666
137,137,0.001383358232206521,0.0013674536511596096,-18.59526873258907,-18.64049177171734
138,138,0.001373820273282448,0.0013697492326364706,-18.616208298013913,-18.63320726527612
139,139,0.001379819265230722,0.0013695444458311325,-18.60716458170713,-18.6338566135398
140,140,0.0013662124815944237,0.00136996434976984,-18.644438348484357,-18.632525265633696
141,141,0.0013829889388025267,0.0013714516780486232,-18.599375117718157,-18.627812821254025
142,142,0.001376816562434524,0.0013672883352754933,-18.609368059732358,-18.641016836068466
143,143,0.001370467887663273,0.001366384456081218,-18.62640909474529,-18.64388879471639
144,144,0.0013845730452923123,0.0013674281316956407,-18.585279664120392,-18.640572820649346
145,145,0.001372450875051166,0.0013667061177425478,-18.621410842192304,-18.642866538911637
146,146,0.0013815343473586685,0.0013703968388175493,-18.59352514375066,-18.63115444189524
147,147,0.0013786820735609562,0.0013674191003175157,-18.612349168865364,-18.640601504355242
148,148,0.0013819762587201658,0.0013670347520689432,-18.595602092835755,-18.64182237209406
149,149,0.0013811464671083947,0.0013693576605108223,-18.590604637217453,-18.634448966467264
150,150,0.0013708201544263313,0.0013668341317067021,-18.62902125412127,-18.642459771473032
151,151,0.0013783302688587112,0.0013694575264755833,-18.603711370542854,-18.63413225113977
152,152,0.0013718117561344941,0.0013677164127952174,-18.622902104810297,-18.63965733783511
153,153,0.0013811960432332817,0.0013684642158056561,-18.593876153932037,-18.637283468758813
154,154,0.001380370567389524,0.0013677485434240417,-18.609407698743997,-18.639555313828062
155,155,0.0013735678740633057,0.001366597061094485,-18.618365565692756,-18.643213099080008
156,156,0.0013812417860536539,0.0013717871931332507,-18.600936774177924,-18.626750483211897
157,157,0.0013775682825710356,0.0013678376501622168,-18.60640231666182,-18.63927238679184
158,158,0.0013743902174947957,0.0013673783488277543,-18.614649234852465,-18.640730933663725
159,159,0.0013802442579654995,0.0013679070030584147,-18.60354465630154,-18.6390521938722
160,160,0.00137194683511271,0.001369175979083306,-18.630442589351837,-18.63502521092459
161,161,0.0013740896631377873,0.001366759717807566,-18.62368555929059,-18.64269621878422
162,162,0.0013782243345163226,0.00136634132114092,-18.603480710493553,-18.64402589787329
163,163,0.001381261813089482,0.0013664235348666185,-18.602621228007795,-18.643764587666965
164,164,0.0013759372391037106,0.0013662887014154542,-18.614007975773838,-18.644193154005468
165,165,0.00137858890289844,0.001370251907868997,-18.599213818009662,-18.631613768989585
166,166,0.0013675479849646847,0.001370008642736234,-18.63464765714845,-18.632384854097186
167,167,0.0013743928446405635,0.0013651058666015927,-18.619973305462782,-18.647954592728308
168,168,0.0013759112868880488,0.0013655581952709901,-18.614732226593112,-18.64651579364888
169,169,0.001379255078176094,0.0013665263295957917,-18.60987127215185,-18.643437884391137
170,170,0.001370637884037089,0.0013660765436821077,-18.63066501883312,-18.644867580187952
171,171,0.001380476375715327,0.001367580298775513,-18.601246316258052,-18.640089565662286
172,172,0.0013769620515828587,0.001368806685173982,-18.603331860563543,-18.63619674725377
173,173,0.0013750069150605152,0.0013666856347730285,-18.615807802204966,-18.642931627573933
174,174,0.0013880650236837797,0.0013691557902156522,-18.58573828918154,-18.63508924928485
175,175,0.001376309481295805,0.001368376242585088,-18.606698887413355,-18.637562668696418
176,176,0.0013880336443538365,0.0013709908204251214,-18.57875779534782,-18.629272453861276
177,177,0.0013733625930455542,0.0013670111871569564,-18.620561561141738,-18.64189723631705
178,178,0.0013825585309550474,0.0013651679527308595,-18.594587956197802,-18.647757076543982
179,179,0.0013821973374171048,0.0013668310436371126,-18.593242807979937,-18.642469583439723
