,epoch,train_loss,test_loss,train_dbs,test_dbs
0,0,0.0029195854488337776,0.0027825656150908848,-15.345228133566254,-15.5588206598562
1,1,0.0026466091542706356,0.0025280882408352276,-15.77211899732439,-15.97535251553731
2,2,0.0024212655568130546,0.0023042936319191206,-16.165773050675458,-16.377896604911022
3,3,0.002201796466119818,0.0021176967818878198,-16.56683540893052,-16.744637034697625
4,4,0.0020343398005634394,0.0019487056966969057,-16.923577951572103,-17.105812253791992
5,5,0.0018741316126045032,0.001801265667094604,-17.266175078022805,-17.447497088632502
6,6,0.001732468656648296,0.0016747440738407405,-17.61194290301304,-17.76379030424607
7,7,0.0016128187267032941,0.0015567537813790534,-17.918917784736777,-18.08107550816636
8,8,0.0015019609547248973,0.0014538569743499945,-18.232995848360908,-18.378057959524916
9,9,0.001404617350193259,0.0013572304987495667,-18.52917507168291,-18.676738698699815
10,10,0.0013140361736883822,0.0012688926715207728,-18.81822368771601,-18.969025909935908
11,11,0.0012287638635019359,0.0011892461610075674,-19.100057753738234,-19.25055721966411
12,12,0.0011465715498845909,0.0011165900903410818,-19.399680492589326,-19.52433710921003
13,13,0.001078106041099953,0.001049823149131905,-19.67360725534364,-19.792113351684893
14,14,0.0010158268737213052,0.000988650157140862,-19.927795857558415,-20.05284840394644
15,15,0.0009429661566679625,0.0009346295478998831,-20.246501180881943,-20.296879731860372
16,16,0.0009051340496522787,0.0008808385525634023,-20.433595874942164,-20.554311655281463
17,17,0.0008585349573830585,0.0008344637769225397,-20.669242838304353,-20.78919990900515
18,18,0.0008133810839241313,0.0007895966164620692,-20.90017000210922,-21.02922201469706
19,19,0.0007674318297823757,0.0007517743414562,-21.15194574112092,-21.242399812397892
20,20,0.0007291153438158871,0.0007148119314622722,-21.37958052829424,-21.46135687090223
21,21,0.0006940178861169471,0.0006785366046977671,-21.58262284659695,-21.687541988097784
22,22,0.0006653256054257148,0.0006491625742790731,-21.77333522214451,-21.879740063228642
23,23,0.0006328607698153589,0.0006175959776890906,-21.98960765926021,-22.09623021277971
24,24,0.0005995499680644458,0.0005924694062406687,-22.22552537053288,-22.276615508277864
25,25,0.0005789884478909914,0.0005673662679711063,-22.375592085630952,-22.464639683096888
26,26,0.0005546101445773828,0.0005430714748064546,-22.558262559049286,-22.654704883366932
27,27,0.0005304583236719146,0.0005208954542850781,-22.74753764597226,-22.835769126416086
28,28,0.0005087095544404667,0.0005012190468780892,-22.94128369099793,-23.002999138130736
29,29,0.0004887197448118331,0.0004818935673316254,-23.112105942775045,-23.173763510603894
30,30,0.0004711880158997842,0.0004659545926475211,-23.263969876626426,-23.319838834367932
31,31,0.0004590376335455431,0.0004497818253615773,-23.390147714906348,-23.47325577496083
32,32,0.00044339297479738666,0.00043422215477269336,-23.527090312577936,-23.62615501972728
33,33,0.0004222400287843127,0.0004209466661498147,-23.742267606092167,-23.76100405813688
34,34,0.0004126644713117635,0.0004080889155279453,-23.84864246648028,-23.895726814510468
35,35,0.0004018229434204278,0.0003971405416163371,-23.957611250333734,-24.013832563606158
36,36,0.0003873308227618331,0.00038659623609610687,-24.11382554936224,-24.130698587006393
37,37,0.0003804412358992531,0.00037828604169925183,-24.199890214914063,-24.225071634759374
38,38,0.00036933418506151545,0.0003693178096957701,-24.322350834877916,-24.32927228882971
39,39,0.00036465813202985094,0.0003617221388451167,-24.383570947557217,-24.41952389980839
40,40,0.0003605206060756152,0.0003548023692258683,-24.434127616855474,-24.503409689081536
41,41,0.0003532508817818208,0.0003495077100141268,-24.516070936911454,-24.568707195522492
42,42,0.00034542787986922743,0.0003442999073549321,-24.613938981589023,-24.633905742757207
43,43,0.000344772342791704,0.0003406228788662702,-24.628164875522852,-24.68053664937686
44,44,0.0003345607823125788,0.0003358042740728706,-24.755744985782655,-24.742412606388203
45,45,0.00033284280690383744,0.0003326683011102049,-24.776510449358486,-24.783160597999704
46,46,0.0003272759093250119,0.0003282654430030992,-24.849664373706016,-24.841023138170584
47,47,0.0003266066031352876,0.00032537512781441604,-24.86200300584774,-24.879431284017507
48,48,0.00032173182194831677,0.00032227265948772823,-24.922705017457652,-24.921040171055424
49,49,0.0003193278974594222,0.00032015729965151926,-24.958628008635166,-24.949640718438296
50,50,0.00031851902040028846,0.00031775112055536166,-24.972669827875226,-24.98240389342895
51,51,0.00031332939997622645,0.00031576606163166856,-25.043596226645327,-25.009620296787254
52,52,0.00031382810641272167,0.0003133981923670753,-25.039209098513382,-25.042309929238492
53,53,0.0003109979125210228,0.000311565758525639,-25.073471265727335,-25.067777580139165
54,54,0.0003120957927168683,0.00031053280077972695,-25.060272190745152,-25.08219999776606
55,55,0.00030858214547348776,0.0003092498947425108,-25.113093579130783,-25.10017919636344
56,56,0.0003068432441106085,0.00030817602773344045,-25.131766409456183,-25.115286271386637
57,57,0.0003055799683464749,0.0003053721539847749,-25.154220547604695,-25.154980476678656
58,58,0.00030654700072098176,0.00030422247762448693,-25.14583105491491,-25.17136181159664
59,59,0.0003000660910458333,0.00030204207685432936,-25.228136263997495,-25.20260032285563
60,60,0.00030114761548904106,0.000300930457581815,-25.202607616785006,-25.218613346182423
61,61,0.00029835349384493663,0.00029882445386120757,-25.251127126625942,-25.249113456693635
62,62,0.00029906255046635404,0.00029708126155463487,-25.24367915189067,-25.274522206417643
63,63,0.000296514356789688,0.000296303136948202,-25.277684430707268,-25.28591230758524
64,64,0.0002930021176316305,0.0002945248362314152,-25.32935801354177,-25.312055569437653
65,65,0.000291023764203629,0.00029317873352403313,-25.356816712109904,-25.331950156786974
66,66,0.0002925507328233,0.0002920630473741575,-25.33742405417832,-25.34850867810984
67,67,0.0002913520801644388,0.00028992407820432593,-25.352581039795318,-25.38043195095419
68,68,0.0002890470540919101,0.00028885137841203496,-25.391237149740885,-25.396530357638035
69,69,0.0002894216251905201,0.0002870554040112582,-25.384911101529298,-25.42361752952745
70,70,0.0002884714088292274,0.00028568698632481853,-25.401520958896782,-25.44437022361922
71,71,0.0002860444818128899,0.0002846128558494935,-25.443084738868535,-25.460729670190506
72,72,0.0002844408091479317,0.00028277522774021094,-25.46784284304127,-25.48886119290696
73,73,0.0002816511078356026,0.00028113376863889004,-25.503531683745877,-25.514144657011457
74,74,0.000277463871788848,0.00027877388224863494,-25.566145742749317,-25.550753969438475
75,75,0.00027887705988346686,0.0002781120879502085,-25.545739825820743,-25.56107614534676
76,76,0.00027877222338556937,0.0002775366339942832,-25.551049139859145,-25.570071633219857
77,77,0.00027677569671572406,0.0002768169774514574,-25.588861332791776,-25.581347578195697
78,78,0.0002746517780793773,0.00027474286999725,-25.617986778179663,-25.614010494916574
79,79,0.00027243893283908973,0.00027452989122952873,-25.642101356444137,-25.61737842119105
80,80,0.0002746878951828754,0.00027311737970816657,-25.608379410952757,-25.639781429558653
81,81,0.00027303377192793894,0.0002729605828215809,-25.636654267358526,-25.642275433315174
82,82,0.00027084144683838006,0.0002721980930992255,-25.67416654942152,-25.654424017185768
83,83,0.00027226091670976547,0.0002716098840066575,-25.644100019795534,-25.663819100505137
84,84,0.00027091052583010734,0.0002722316314343755,-25.66454932930496,-25.653888943024683
85,85,0.0002679659760876357,0.00027149559249856363,-25.711561514839232,-25.66564696541071
86,86,0.0002697336314349272,0.00026974486229990264,-25.693470892334563,-25.693742984828777
87,87,0.00026991921876072305,0.0002703816242405753,-25.69161314841791,-25.683503075025147
88,88,0.00026973906875055127,0.0002693206364423723,-25.690826509458105,-25.70057848023592
89,89,0.00026853273268044955,0.00026897435294047584,-25.706452745178158,-25.706166086948194
90,90,0.0002691332935223586,0.00026829631257753233,-25.705395089220943,-25.71712776281712
91,91,0.0002673091350384921,0.0002682379111463792,-25.726884892578035,-25.7180732167421
92,92,0.0002659422760414075,0.0002670038658451583,-25.74772468835466,-25.738099307283406
93,93,0.0002696674991310238,0.00026733446544599965,-25.687041010182195,-25.732725273931226
94,94,0.0002648668631025561,0.0002669718945215113,-25.768886251968933,-25.738619367199465
95,95,0.00026591720669194287,0.0002664560115111894,-25.7526361139891,-25.747019573188183
96,96,0.0002654090560624645,0.0002654638320611986,-25.756050122399515,-25.76322120827037
97,97,0.000265625654119691,0.0002649573312067476,-25.75736224536167,-25.77151539440998
98,98,0.00026700210747952313,0.000264732564621801,-25.732561955993255,-25.77520113182677
99,99,0.00026256146033044864,0.0002640639064147284,-25.804625864389998,-25.786184364139796
100,100,0.00026067078309181655,0.00026319090178922604,-25.83527719545552,-25.80056607985325
101,101,0.00026162509034152536,0.00026277652834419554,-25.816030150071725,-25.807409094365035
102,102,0.0002622022721064325,0.0002620953417040016,-25.81996080863646,-25.818681779451005
103,103,0.00026340829043471515,0.0002607318264812133,-25.796589017664495,-25.841334331415645
104,104,0.00026025049827666473,0.00026001933407602146,-25.84519599801623,-25.853218384164546
105,105,0.00026004481820639263,0.0002588780511072592,-25.8506091158562,-25.87232249642351
106,106,0.00025401791973524374,0.00025727175785792306,-25.95430593546512,-25.89935366196858
107,107,0.00025745628767085175,0.0002564819358093174,-25.887790058863427,-25.912706972391764
108,108,0.0002535434801925991,0.00025488543293536887,-25.954687619111255,-25.939824644875568
109,109,0.00025336197595419264,0.000253252248512581,-25.964171630382225,-25.967741701649636
110,110,0.00025389899833358286,0.00025219911491915,-25.95173029819999,-25.985839220155597
111,111,0.00025116829423608316,0.00024889562490371694,-26.001633089482535,-26.043102174877784
112,112,0.00024767953391815773,0.00024836460943333805,-26.05777855688945,-26.052377687389317
113,113,0.0002456773791075732,0.0002458203525748104,-26.101316841038454,-26.09709642882973
114,114,0.00024492608262682044,0.00024436968286815837,-26.116658115963084,-26.12280154898172
115,115,0.00024155549406189203,0.00024286258542959236,-26.175577907633254,-26.149668660677875
116,116,0.00024094378045212824,0.00023994022156234438,-26.178295907304815,-26.202244245717104
117,117,0.00023987982437115394,0.0002391261491299558,-26.205107655301294,-26.217004100600878
118,118,0.00023512920537560256,0.00023669117945246398,-26.283332358675928,-26.26145406332668
119,119,0.00023534633090225115,0.00023518767174161774,-26.283761381232125,-26.28912927319497
120,120,0.00023772627578510605,0.0002342995009568863,-26.24315517046481,-26.30556116541202
121,121,0.0002342892539766665,0.00023342597476010653,-26.3052976841595,-26.321782990727396
122,122,0.00023400862704237596,0.0002330681393351896,-26.307609514989565,-26.32844571063128
123,123,0.00023023495642641157,0.0002319789300121269,-26.38572377447514,-26.348789391725106
124,124,0.0002277813575496974,0.00023137811436562945,-26.419587775572854,-26.360052026849253
125,125,0.0002321271550152739,0.00023105673225424988,-26.344638832263747,-26.36608853127992
126,126,0.00022911936204914082,0.0002291376241421523,-26.397904000595727,-26.402310744055466
127,127,0.00022864985530571917,0.00022995873051082812,-26.402379987821575,-26.386775776652893
128,128,0.00022860615410405145,0.0002301403345834268,-26.40349543642334,-26.383347399735833
129,129,0.0002271208437171659,0.0002295935371780376,-26.43961238536049,-26.39367821164434
130,130,0.0002294767402849381,0.00022915222507435828,-26.396295955568583,-26.40203401506831
131,131,0.00022718795009927113,0.0002277614456895543,-26.434367947780437,-26.428472693375088
132,132,0.00022657643241529382,0.00022806156975045604,-26.447902068412596,-26.422753708683388
133,133,0.00022539538487350357,0.000227724780990301,-26.466809787339336,-26.429171870459626
134,134,0.00022395192804511099,0.00022692868017321942,-26.493701429992527,-26.444380928556924
135,135,0.00022565503544702203,0.00022764974212470022,-26.461093349683654,-26.43060317431609
136,136,0.00022432375573265106,0.0002268429862421104,-26.48116548778833,-26.446021242600754
137,137,0.00022308163500280533,0.00022625631352543438,-26.51459270132055,-26.457267733868846
138,138,0.00022425703715158569,0.0002262051911154566,-26.500947049105935,-26.458249129210625
139,139,0.0002242125103912633,0.00022602347369109723,-26.497690819598667,-26.46173934931625
140,140,0.00022505830145877853,0.00022540132187331388,-26.480748976128254,-26.473710214678434
141,141,0.00022586884778761065,0.0002254935787181909,-26.470601071547584,-26.471933009429293
142,142,0.00022439919901200446,0.00022532595137722398,-26.484838798903954,-26.475162666872826
143,143,0.00022392584741254788,0.00022496486781165004,-26.50222895502077,-26.482127793718163
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150,150,0.00022474164608265898,0.00022479681080623873,-26.487860230462367,-26.48537334517183
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