Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 19.77 104.7 151434.88 inf -0.009200216971265841 -0.3639992360515484 350.2998962402344 551460.25 0.9842906881716535 -0.0074402465419440384 -0.39819384870964514 352.0325012207031 True 0 100 30.56 100.4 18553.69 0.9755361844988636 0.022188279294372018 0.31756137660361683 31.624488830566406 58739.668 0.9750760719903232 0.024388093133501664 0.3621531499801882 31.469938278198242 True 0 200 32.75 95.86 19469.535 0.9778959367157033 0.02158043590789356 -0.47600948609417 27.22321319580078 67727.13 0.9771393441810196 0.024799828033525494 -0.4931698614956654 27.102127075195312 False 0 300 29.85 358.1 18217.154 0.9741111118604404 0.02853998132083428 -0.4899864617804487 12.463295936584473 62241.12 0.9733741477409437 0.03106108263165122 -0.5095671255104547 12.61916446685791 False 0 400 36.74 149.1 18065.797 0.9681596608765846 0.042561025179385405 -0.480866203281255 11.155729293823242 46288.31 0.9677974225055438 0.0440750181358886 -0.49788137356510054 11.470731735229492 True 0 500 32.72 150.7 17488.516 0.9770690208246262 0.015004837901440348 0.45570291513021594 18.306718826293945 55222.17 0.976851409881993 0.014134629562992029 0.46681501066538555 18.230056762695312 False 0 600 29.67 79.59 16787.914 0.9682653777237076 0.05741706742518933 -0.4621591791273906 7.753186225891113 47943.39 0.9683109245014107 0.05649307037121132 -0.4892526271386305 8.026987075805664 False 1 700 43.98 80.88 23469.225 0.971566759348397 0.0326487246168654 -0.45531444042712715 7.86094856262207 56316.81 0.9720745493641724 0.029170568778407308 -0.48417928654084247 8.203388214111328 False 1 800 29.68 80.39 17024.71 0.9636334528980232 0.0693157809970632 -0.48262934967013577 7.090709209442139 46017.133 0.9641657254797046 0.06723407413938319 -0.5034708897685307 7.499505996704102 True 1 900 30.42 80.6 17703.744 0.9746757760696811 0.028305736977096447 0.01705380816811575 22.96438980102539 53323.63 0.9746608233706565 0.025536521187833176 -0.04257127571436737 22.81743621826172 False 1 1000 29.68 86.96 16075.071 0.9712480695029133 0.050896765648485984 -0.40555985323463234 11.706652641296387 47265.22 0.9711915234011994 0.049236835315205583 -0.4506341077515626 11.776520729064941 False 1 1100 29.88 80.37 17405.102 0.9658193879374302 0.05490274210445335 -0.4763048188074384 7.6352081298828125 49907.84 0.9662702765747628 0.05297668335371474 -0.5013012071949617 8.192755699157715 False 1 1200 29.7 83.02 18308.592 0.9778972576153656 0.01958157883113679 -0.23703307480088995 9.184524536132812 67800.21 0.9773401576268533 0.021095452127571943 -0.28446557960735475 9.321803092956543 False 1 1300 30.05 79.4 30129.059 0.9753454639300427 0.022494294481908525 0.3100191043554225 20.040271759033203 71417.016 0.9756096856303224 0.019715803552636708 0.27660651941561615 19.946399688720703 False 2 1400 29.73 80.35 22928.275 0.9747430373592509 0.024023644324696926 -0.12920766529371044 15.737471580505371 60880.742 0.9751679629619251 0.02058723079094601 -0.18859053463542164 15.715919494628906 False 2 1500 29.64 80.27 27682.246 0.9789566228752862 0.019334808562148746 -0.3421180366305076 9.415711402893066 97992.836 0.9785013819264728 0.020989304495668454 -0.3862293515252051 9.56328010559082 False 2 1600 29.33 80.91 17523.395 0.9801051428121113 0.006066756808572711 0.3301010073913679 16.952274322509766 62200.37 0.9796619647723683 0.007833580675160478 0.2905049162714679 16.903366088867188 False 2 1700 29.78 80.75 18824.383 0.9762653331737495 0.024697643282182092 -0.42198501268674604 8.059855461120605 81674.164 0.9757784578126123 0.026352510077873176 -0.45212114535717723 8.72607707977295 False 2 1800 29.7 79.5 13343.006 0.9700945010802279 0.038760093976103555 -0.4133697952836316 6.804104804992676 50266.1 0.9700964840150217 0.03894075490561482 -0.44634281961785693 7.216868877410889 False 2 1900 29.52 80.34 12448.988 0.9584974901693333 0.06733162665381599 -0.46564172268277293 6.887807369232178 35466.574 0.9603777163849657 0.060589797715559716 -0.4860327587743526 7.304807186126709 True 3 2000 37.86 79.81 12475.607 0.961880087747652 0.05545824699898133 -0.47067739348955967 6.58379602432251 38691.965 0.9629201513259406 0.05246865560590486 -0.49459114540856425 6.95082426071167 False 3 2100 29.58 79.47 17490.445 0.9745865322565145 0.03046338816640411 -0.4643134887369746 9.324257850646973 64117.79 0.9743958865527776 0.030977495517981596 -0.49785749364783155 9.548616409301758 False 3 2200 29.55 80.31 11622.416 0.9581499805117049 0.074203671209031 -0.488334620171952 6.971569538116455 30232.016 0.9597723242807947 0.06702648509969013 -0.5157972706746432 7.25232458114624 True 3 2300 30.13 80.15 12817.061 0.9657091448175962 0.061556419699816844 0.17989606777099934 8.223289489746094 34858.074 0.9662678656866039 0.057728426267037274 0.13745855898058676 8.310602188110352 False 3 2400 29.73 87.97 12222.091 0.9562617531318128 0.07419634616927888 -0.3923988429454818 6.048843860626221 29073.406 0.9580958249480248 0.06750226002851044 -0.40412906797970005 6.348196029663086 True 3 2500 30.0 80.43 11534.856 0.9533080130381841 0.08260698210855848 -0.174998053328038 5.76229190826416 28799.838 0.9554027651837953 0.07379972624596899 -0.16128739890571123 5.9649810791015625 True 3 2600 29.83 80.88 12840.893 0.9667861826507147 0.05003784971776057 0.15718098565461602 7.496136665344238 35858.35 0.9671734436639925 0.04728472094899463 0.12607224243984205 7.605473041534424 False 4 2700 29.67 79.47 13879.653 0.9738672940859066 0.03253452374763269 0.37247510968812697 8.070341110229492 44012.484 0.9738260616958198 0.03229971563420898 0.36459023563362836 8.12590217590332 False 4 2800 29.6 86.28 11261.971 0.95519109341721 0.0811070775823253 0.17661153949745162 5.451964855194092 25828.643 0.9568962963582152 0.0748064225862876 0.1841200330821687 5.623023509979248 True 4 2900 30.37 83.03 11870.265 0.9564182251356621 0.08671927473924644 0.40554326279773284 4.926912784576416 28141.012 0.9578640425961328 0.07857602511955343 0.40597225710283663 5.118016719818115 False 4 3000 30.22 107.0 16280.443 0.9720402495425586 0.036173272938679064 0.39265221904056274 12.774264335632324 45023.51 0.9725365730477064 0.03137523452786252 0.3861707952139703 12.750667572021484 False 4 3100 29.59 89.91 15000.229 0.9727951486613776 0.036168350141727125 -0.43402876096782333 7.4785990715026855 51641.363 0.9722533992087704 0.03659623024642328 -0.4623865181089216 8.05452823638916 False 4 3200 30.38 93.05 10439.482 0.9522404023697946 0.08391575493165497 -0.36118715233120147 5.971933364868164 23761.047 0.9544664220293448 0.07661511050468174 -0.3852629444917797 6.253786087036133 True 4 3300 31.97 96.82 9897.783 0.9483547002472122 0.09437580462415995 0.19759239123221037 5.508440017700195 23491.016 0.9507919000920714 0.08470224589925117 0.19872713788531882 5.7338948249816895 True 5 3400 30.75 83.88 9771.603 0.948480677068158 0.10159508507756952 0.40165622587573696 5.331966400146484 24843.713 0.9509784338559532 0.0909004237658047 0.4098373675014531 5.446069240570068 False 5 3500 31.42 101.4 13200.463 0.9616991565271692 0.0666968727909678 0.21374006551784908 6.141039848327637 28060.38 0.9623003507233663 0.06337159661635379 0.19922281818221493 6.288781642913818 False 5 3600 30.74 147.9 13317.758 0.9486252971296227 0.0968703528319359 0.27783084893696214 5.158443927764893 22465.773 0.950822144235881 0.08799233217952283 0.27241603550768884 5.352680683135986 True 5 3700 29.84 80.23 12623.512 0.9534848561066708 0.08683007393668203 0.4610591891400735 4.583311080932617 23953.053 0.9552793550127697 0.07821613588247212 0.47059412599676564 4.739388465881348 False 5 3800 29.85 80.65 13544.941 0.9626734434674894 0.06669085728568615 0.4017583845629766 5.215139865875244 28275.252 0.9633786461387722 0.06020826552080156 0.4052573083952718 5.331435680389404 False 5 3900 29.81 79.94 11231.498 0.9503630108339013 0.1027353525099802 0.40964786907504136 6.465137481689453 26181.771 0.9525235481268238 0.09296299657363177 0.4163683029566861 6.549863338470459 False 6 4000 29.41 80.63 15315.04 0.9701868141778023 0.04312169509985151 0.4426767865975173 7.121978282928467 41052.38 0.970003857011529 0.043142928521184586 0.4519334420031738 7.168802738189697 False 6 4100 29.27 79.96 19996.867 0.9565033434615547 0.06365918675727653 0.08217799664246499 5.556919574737549 33043.66 0.9602087002030467 0.05370869701728697 0.07627551773599578 5.803329944610596 False 6 4200 29.71 80.32 10970.31 0.9642113464745462 0.06651592933635836 0.5121200445976636 5.3746562004089355 28280.846 0.9646336256595038 0.06290314201230653 0.5300195306272096 5.438412666320801 False 6 4300 29.46 79.25 10290.591 0.949960689016599 0.09000423481215374 0.5008064004834445 4.581395149230957 24807.879 0.9526250512328645 0.08011490118083092 0.5158947200660405 4.712021350860596 False 6 4400 29.55 80.4 17244.137 0.9585780711271444 0.06474361470905923 0.5071951681590252 4.543935298919678 33921.816 0.9615062633358648 0.05465405643502874 0.5163608458591179 4.668368339538574 False 6 4500 29.74 80.53 22703.348 0.9585939259268349 0.06799699470202519 0.35771825940293395 7.434689998626709 44808.785 0.9612679614490373 0.05870817576176818 0.3379330125999691 7.527415752410889 False 6 4600 30.67 86.55 9206.549 0.9456451152894424 0.10236580879408115 0.2907818919246258 5.193918228149414 23449.5 0.9489932376526632 0.09168504040005067 0.29899158754653965 5.367537975311279 False 7 4700 30.05 87.82 9357.284 0.9405463317055194 0.10436927561616066 0.29144954925333216 5.169994354248047 21962.457 0.9449787391689076 0.09143577466850601 0.292764353094627 5.369073867797852 True 7 4800 31.24 80.89 9072.303 0.9497409192014006 0.11083689854678833 0.4549980071821531 4.950572490692139 25297.879 0.952097917918903 0.10089485350400196 0.46476952061374227 5.0343828201293945 False 7 4900 29.73 80.34 9038.819 0.9430887756929219 0.10159173182914946 0.41427730668583235 4.639372825622559 23453.521 0.9464058279968715 0.09081548010541611 0.4158679508544601 4.808271408081055 False 7 5000 29.62 83.77 9300.988 0.9435535843273444 0.09897554335148949 0.37043650049456206 4.852602481842041 22619.205 0.9482477729196299 0.08589984216074802 0.3761731026819514 5.002293109893799 False 7 5100 29.39 96.24 11783.033 0.9681770580486175 0.05541921952057709 0.4450380380536396 5.170583724975586 34570.156 0.9677991937692783 0.055121647016816544 0.4537179216005418 5.258316993713379 False 7 5200 31.5 86.28 8677.567 0.9469600015806193 0.09775853825882355 0.4340842019516468 4.6079792976379395 21203.656 0.9497141278132609 0.0887970142154676 0.42989194462261915 4.808320045471191 True 7 5300 30.9 80.74 8248.796 0.9403715030110847 0.10442139582155675 0.4579942667270813 4.367539405822754 19645.463 0.9444045160914604 0.09294817490727943 0.46065152860281533 4.520593166351318 True 8 5400 30.55 87.18 9910.071 0.9447089396235094 0.10396711503673185 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0.8807670515424945 0.2165213397024673 0.5960204972009931 3.5866353511810303 16202.172 0.9114471201315851 0.14851311918010426 0.6059740913996784 3.6508262157440186 False 25 17100 29.37 79.02 5227.5083 0.8847588078865911 0.215879672642594 0.5836948856999644 3.6629445552825928 21229.355 0.915108249560752 0.1467164687889385 0.5931416870698867 3.741964101791382 False 25 17200 29.51 79.09 5376.7246 0.8820832987248924 0.22032995444422265 0.5919295494467425 3.6237521171569824 17044.568 0.913077772795221 0.15022021752937545 0.5986666328796328 3.7168209552764893 False 26 17300 29.38 79.11 5799.626 0.8784573720867591 0.21950955847173392 0.5970893613794734 3.6383399963378906 16903.785 0.9119738845350164 0.14481676835946933 0.6049500629338307 3.714555263519287 False 26 17400 29.49 79.09 5370.392 0.8844181753587326 0.21258649476277364 0.5957670762462356 3.5584654808044434 16497.752 0.9146141812931435 0.14543158081631766 0.6047249391400956 3.6345303058624268 False 26 17500 29.26 79.14 5310.1807 0.8870908995978323 0.2131318436640389 0.6003974146850857 3.534789562225342 17874.518 0.9164409131083632 0.14518306710987905 0.6084705336337145 3.617274522781372 False 26 17600 29.37 79.04 5216.1377 0.8821215312266435 0.2201157159694495 0.5931932167572853 3.67352557182312 17102.348 0.9148558241624066 0.1465288774558624 0.6000644763572355 3.769944667816162 False 26 17700 29.44 79.13 5361.2593 0.8791021645142463 0.2173694657697593 0.5949425741924765 3.5637049674987793 14753.373 0.9119458299066792 0.1462609138049378 0.6059201966528445 3.6248598098754883 False 26 17800 29.6 79.24 5346.3345 0.8789907309490526 0.21913346396090108 0.5958189809759964 3.5863916873931885 16996.299 0.9115378111575708 0.14824308198900837 0.6050243913718839 3.657123565673828 False 26 17900 29.46 79.1 5321.094 0.8803303157209182 0.21966089620224796 0.5978159069068779 3.5370795726776123 17350.174 0.9120298109341366 0.1491380613339002 0.606941263119423 3.6087324619293213 False 27 18000 29.47 79.06 4683.1367 0.8816047816197548 0.22601483283483106 0.603069683636652 3.5684711933135986 18505.098 0.9151729611668394 0.14890253297697176 0.6086974157901762 3.664468288421631 False 27 18100 29.73 79.02 5469.931 0.8777129889705569 0.22223807338701612 0.602740570655097 3.706617593765259 14468.365 0.912530371135496 0.14608155634631986 0.6106465127067904 3.7725985050201416 False 27 18200 29.56 82.88 5911.8433 0.8768635372682309 0.22829630433284878 0.6038371133042835 3.5435972213745117 15125.776 0.9120743229365923 0.148327414603711 0.6105937490677769 3.6316158771514893 False 27 18300 29.79 85.18 4391.034 0.8791680399130709 0.23041643842653436 0.6019722244459007 3.5054149627685547 16837.426 0.9133230039715836 0.15225551964341313 0.6090020541570073 3.589522123336792 False 27 18400 29.91 79.6 4534.6323 0.8727044810426335 0.23672342152386588 0.6018458267632484 3.5439891815185547 14609.86 0.9099330340529551 0.1551770102345704 0.6096533670305139 3.6267263889312744 False 27 18500 29.69 79.18 4805.25 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