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 2.341 27.91 592649.5 0.9450470356621811 0.0054567418608653506 -0.13371898849750058 9.548567771911621 428906.16 0.9535759514013944 -0.0010969041639691567 -0.12296656203639364 10.81098747253418 True 0 100 9.717 12.88 38234.426 0.9095736550778883 0.10125092286839223 -0.19738562568636314 37.60688781738281 28902.156 0.9197596272573578 0.08531369487844725 -0.20022693628727853 34.358482360839844 True 0 200 9.442 12.89 32011.965 0.8928075002300715 0.1596381494118575 -0.2057132081446107 18.78568458557129 23879.049 0.8999886250874987 0.14463319267475092 -0.2130953078271437 16.60527801513672 True 0 300 9.471 18.17 42858.125 0.9006062123335479 0.11915642254926347 -0.2193323463690434 7.8127522468566895 32432.102 0.9138968551927867 0.10212510437467995 -0.23521597842593836 6.739480018615723 False 1 400 9.662 14.24 26771.37 0.8739361755120503 0.18512815656547343 -0.22336097718837586 7.3805975914001465 22951.662 0.8822152115862072 0.1648248332524732 -0.23805986830702522 6.416152000427246 True 1 500 9.878 14.3 25990.752 0.8715676542196389 0.18297728618202422 -0.2265786849941131 6.368226528167725 23697.271 0.8815150982449931 0.15667389681253419 -0.24286607700661456 5.645747184753418 False 1 600 9.305 13.08 25577.002 0.8717952534406811 0.1863350302146667 -0.23167616109664776 8.165223121643066 23129.557 0.8848666184413196 0.16067918670231526 -0.24991292509114835 7.1324567794799805 False 1 700 9.313 13.24 22747.016 0.8604849000465052 0.2193007500217329 -0.2294171214665273 5.645157814025879 22092.79 0.8728228800274919 0.18921567701572245 -0.2501888347694975 5.1192755699157715 True 2 800 10.22 14.65 24259.486 0.8663490259261504 0.18808136457509445 -0.21434579893624298 4.713527202606201 23320.406 0.8829149543394599 0.1531340605222343 -0.24053835095013132 4.6175432205200195 False 2 900 9.217 14.15 21344.244 0.8555937562354564 0.23239862380826154 -0.19703142102445043 4.613122940063477 22101.117 0.8712770167919561 0.1981891555871866 -0.2262235430783749 4.345409393310547 True 2 1000 10.18 13.14 20862.35 0.8544096625596667 0.22618423323963743 -0.15421687487695462 4.39542818069458 22818.824 0.8724951016043284 0.1900747099603972 -0.19937536151921117 4.186830997467041 False 2 1100 9.39 17.4 20423.97 0.8545459969382725 0.21981000703511783 -0.17519952447563078 4.580750942230225 24421.574 0.8705606546233015 0.17807522550588667 -0.21770726408513963 4.287001132965088 False 3 1200 9.111 13.58 19521.533 0.8495790505176299 0.22288471275056135 -0.15570645126678057 5.054227352142334 23752.57 0.8660542187564522 0.18266409604835687 -0.20085356068862645 4.567044734954834 False 3 1300 9.415 13.46 18062.508 0.8429805684921196 0.24676009619246878 0.11043377958384436 4.257163047790527 21676.754 0.8609074891317124 0.20367052216142265 0.06580425167991485 3.966632127761841 True 3 1400 10.33 13.3 17121.771 0.8341677032561089 0.2669866478265733 0.06150852695683474 4.007383823394775 21950.164 0.8566326821458725 0.2173102635895196 0.03535847930974037 4.0641889572143555 False 3 1500 9.611 14.0 18437.46 0.8435664907837496 0.23206947111349346 0.13762265750300692 3.916138172149658 24167.193 0.8615200166830712 0.1881156423635516 0.12446457988183587 3.9119105339050293 False 4 1600 10.71 13.34 15205.061 0.8184825094222935 0.29204912541645583 0.23761851601300552 3.838157892227173 20683.613 0.8446185502693396 0.23389690720530393 0.25177973760671324 3.8905017375946045 True 4 1700 9.725 13.19 15513.989 0.8284715435422673 0.2811289190346035 0.17387751326343676 4.246962070465088 20977.994 0.8513197158108082 0.22852307016719597 0.18264075336681326 3.872023105621338 False 4 1800 9.488 13.41 15136.087 0.8211168747484431 0.2899326071731162 0.16449411547173687 3.9101996421813965 19266.686 0.846011635194488 0.23321754241476866 0.1485586734332801 3.796818256378174 True 4 1900 10.01 17.56 15802.855 0.8215320526116875 0.27838387337131587 0.05540478611562836 4.205836296081543 23260.611 0.8480774517839385 0.2207304038966085 0.0581454357488811 4.414574146270752 False 5 2000 9.331 14.01 14408.898 0.812726294263968 0.30280460926105035 0.19004810930866933 4.015353679656982 20082.506 0.8404780644029578 0.2432507486303944 0.19862263102366937 3.7527992725372314 False 5 2100 9.637 13.5 16299.448 0.8279249688011514 0.26237485970969665 0.11100591239065906 3.9694173336029053 22340.713 0.8526214919283907 0.20270752194537092 0.15147266793538341 3.986393451690674 False 5 2200 9.508 13.32 16355.691 0.821399229934641 0.27981074217918667 0.2242202639304814 3.8091816902160645 20281.205 0.8461189752067194 0.21997300343203824 0.2456356023612796 3.7414228916168213 False 5 2300 9.368 13.62 14166.472 0.8131499707424664 0.30683059519693484 0.202994088775083 4.859772205352783 19594.424 0.8414253686757103 0.24310722368673893 0.22448358526685785 4.247416973114014 False 6 2400 9.515 13.07 13576.196 0.8028635400218054 0.31866084847321857 0.24575126710569856 3.7732183933258057 18374.637 0.832972651519703 0.2543709905596346 0.2698234502073174 3.6361465454101562 True 6 2500 9.614 13.06 13538.284 0.7999045882504732 0.32471492492473497 0.24906706830449557 3.7521684169769287 19456.154 0.8323847790385333 0.2541474976414244 0.271079744641802 3.6484100818634033 False 6 2600 9.325 17.05 14018.764 0.8027898723334702 0.31657206366833107 0.18548611051405037 3.8773837089538574 18397.404 0.834634397065409 0.24771988174899265 0.17639157130556657 3.9231667518615723 False 6 2700 9.68 13.61 13750.69 0.7999240277443774 0.3159336219361236 0.2269883695670886 3.8083419799804688 19375.62 0.8326666325771175 0.24572260138622823 0.25546735288751315 3.648796319961548 False 7 2800 9.431 13.26 12885.847 0.8080242403907107 0.3196910737283898 0.16665827885926596 4.192438125610352 19235.533 0.8398724434575745 0.24466155127093342 0.21388193110604795 3.797738552093506 False 7 2900 9.393 13.29 12872.802 0.7942670225193686 0.3189073700298925 0.22772381384111806 4.098988056182861 19596.543 0.8307645443843884 0.24411934194464208 0.2572200567347432 4.3106184005737305 False 7 3000 9.297 12.78 12165.479 0.7903401683211252 0.3392437710099094 0.20279819555594167 3.8491835594177246 19391.357 0.8257026415963491 0.2654297379858237 0.24518450632158245 3.7069451808929443 False 7 3100 8.953 29.4 12817.373 0.7942850224484846 0.33551101919647985 0.2571728649304091 3.7502737045288086 20145.643 0.8299130355812223 0.2604337064680156 0.2821356105641544 3.5981926918029785 False 8 3200 9.63 13.44 12952.627 0.7891759502748871 0.3512082622501414 0.23955469550678934 3.792780637741089 18240.035 0.8262857695307881 0.2719982978309257 0.27026005254203905 3.6186044216156006 True 8 3300 9.936 13.1 12692.395 0.7865153629959998 0.3413897349809302 0.21635236786028214 3.80884051322937 19306.584 0.8227512259560108 0.26661019588069296 0.25160198072922035 3.7236289978027344 False 8 3400 9.795 13.0 13126.695 0.7937159942957177 0.32157319498126985 0.24533885089611013 3.797161817550659 18357.89 0.8315916195281747 0.24122042470089983 0.27195885952437876 3.626183032989502 False 8 3500 9.274 20.91 11423.392 0.7781997615842599 0.35694819645921905 0.2499085241778102 3.8895058631896973 17771.629 0.8204788154739003 0.2709486316502814 0.2813868002181396 3.9948790073394775 True 9 3600 9.899 16.01 13309.915 0.8036114242290054 0.31422726168982096 0.2467915329613033 3.781505584716797 18445.059 0.8393583654165607 0.23374359977234316 0.2680730404336568 3.623790740966797 False 9 3700 9.062 18.8 12114.859 0.7823493238205397 0.3448959314169115 0.2693833918684905 3.7424962520599365 18577.398 0.8226467180351419 0.2614542827001083 0.30051980128996797 3.718886137008667 False 9 3800 9.636 13.36 11261.692 0.7770456744940822 0.36243200066195563 0.2750539240880445 3.7307679653167725 18095.465 0.820546373134546 0.2727167272011232 0.2947071863461816 3.5766375064849854 False 9 3900 9.417 14.03 11677.14 0.7803289768074149 0.3578682606455879 0.20033989501827046 3.9273624420166016 17151.271 0.8215007203099703 0.26937948483475044 0.24615892595758637 3.6751859188079834 True 10 4000 10.41 13.19 11805.4 0.7774660583948421 0.3587230095029712 0.2750538448780033 3.7423903942108154 19952.643 0.8234185470785618 0.26302918035564726 0.3037869213513327 3.5959270000457764 False 10 4100 9.256 13.1 11882.862 0.7861751481065662 0.3433129912912584 0.24487073578720625 3.7857167720794678 21891.957 0.8319768728392669 0.24332124019747775 0.2914540460127993 3.627271890640259 False 10 4200 10.66 13.03 11283.369 0.7808271217919664 0.36654904843885683 0.25593466261456366 3.8106586933135986 17335.951 0.8244769580444605 0.27179989013424866 0.2890279964637344 3.5643138885498047 False 10 4300 9.598 13.65 11216.69 0.7735840662605002 0.36391969545648045 0.2796706222249089 3.769906759262085 17020.37 0.8189049935006231 0.2666012620674255 0.30523552696839445 3.556602716445923 True 11 4400 10.41 13.41 11113.056 0.7693395573607663 0.36491962610781775 0.25657467517765203 3.7604026794433594 17928.96 0.8182996785315929 0.26329885166921957 0.29089354410125245 3.736356496810913 False 11 4500 9.423 13.52 11115.456 0.7753682168024695 0.37068053585366656 0.27468378598275534 3.701838731765747 17448.74 0.8213250176586511 0.2728227425326163 0.31120967596317156 3.6247270107269287 False 11 4600 9.342 13.62 10251.872 0.768510885765828 0.38259127599978193 0.2799808436407111 3.7580583095550537 17989.96 0.8173609637902167 0.2776376565844732 0.3125787061472531 3.528557777404785 False 11 4700 9.255 13.01 10167.318 0.7646022098583827 0.3835884359523775 0.2887425844226332 3.691899299621582 17982.994 0.8171761596628123 0.27420031511975895 0.3145171963612491 3.5296742916107178 False 12 4800 10.08 14.44 10175.39 0.7734749952298463 0.3788730002011144 0.2986222215430416 3.6861274242401123 17840.922 0.8222111475299623 0.2756099980435221 0.31810128530679777 3.526381731033325 False 12 4900 9.657 13.7 10783.478 0.7680886064729555 0.3771560284859135 0.26791016160830916 3.707355499267578 17897.416 0.8176868833877393 0.27141327864565623 0.29133908246492035 3.654686212539673 False 12 5000 9.574 15.22 10034.217 0.7601820244402874 0.38442030773453034 0.27875703585570155 3.7520313262939453 16946.475 0.8131348604792956 0.27685376047196464 0.3082746640732145 3.787104845046997 True 13 5100 9.71 13.16 10288.549 0.7611972603857154 0.3926694248557405 0.31541106564446403 3.6348471641540527 17005.373 0.8146937188034135 0.28085046378389583 0.34069548414112466 3.591430902481079 False 13 5200 9.267 16.0 10287.235 0.7788502538384994 0.3750156606988979 0.3147200454584695 3.9148941040039062 17259.66 0.8264703184188097 0.2667115420616316 0.3392143606924087 3.52244234085083 False 13 5300 8.898 17.85 10981.2 0.7765806928059963 0.3742482257360804 0.31652239417591715 3.7791426181793213 18109.111 0.8262866998924182 0.2653826063882238 0.33138058198890236 3.492065906524658 False 13 5400 8.785 16.01 9695.607 0.7624218687027947 0.3766278332224761 0.30223880200534536 3.713252067565918 18014.277 0.8183906683554512 0.2590262841097218 0.33023837680465096 3.5955514907836914 False 14 5500 9.932 13.32 9204.938 0.7590822249619392 0.3947137904398796 0.2986481814818993 3.702441453933716 16380.274 0.8141138340829758 0.28094905729870334 0.3211140197797892 3.537057876586914 True 14 5600 9.838 13.04 9488.949 0.7647711990365358 0.3897570779030023 0.3208164368832256 3.743772268295288 17836.02 0.8209841090770802 0.269040522303327 0.3412826249449091 3.4726755619049072 False 14 5700 9.256 13.56 9540.6045 0.7759714262375682 0.39748786195860464 0.3253728804736201 3.9084088802337646 17449.172 0.8261907984428738 0.2823552980092171 0.34189191477255276 3.5248594284057617 False 14 5800 9.286 12.84 9745.954 0.7810506605386642 0.3587882485026463 0.31683420609331203 3.622420310974121 18672.006 0.8368984432851188 0.23296288089761819 0.345208830309725 3.4676127433776855 False 15 5900 9.253 27.78 9770.351 0.7606958944244016 0.39241871735161854 0.3191965031374545 3.598066568374634 16318.108 0.8174866385824406 0.27293030314957767 0.34312847468898644 3.5042564868927 True 15 6000 10.17 14.52 9364.829 0.7550181655008873 0.40921619909278173 0.33251781743609604 3.61434006690979 17010.535 0.8143516383157602 0.2807375262272822 0.35579336843101106 3.4391727447509766 False 15 6100 9.534 13.69 9704.103 0.7685480677622688 0.39312452197896874 0.328444350726441 3.8421390056610107 17096.688 0.82557735641717 0.2630602631850747 0.35347383962020595 3.4731786251068115 False 15 6200 9.249 12.91 9460.646 0.746891657531373 0.4225392380566539 0.3302711390675771 3.572661876678467 16601.602 0.809604899510611 0.2905617798141717 0.35138127827914734 3.460397481918335 False 16 6300 9.156 13.88 9728.683 0.7441871049418955 0.41019666272756716 0.3170330989468271 3.7392866611480713 16786.12 0.8112556279034043 0.2743711048176086 0.33788549267946816 3.8455252647399902 False 16 6400 9.42 12.86 9270.347 0.7443105139677191 0.4171393901669243 0.32431324518376087 3.616727828979492 16865.666 0.8096305713905563 0.28155684384817903 0.34112608152205337 3.6047873497009277 False 16 6500 9.342 98.35 9182.337 0.7475492263311396 0.40697033078470723 0.3298127951775911 3.620016098022461 17564.146 0.812980193114699 0.26969037225060394 0.3498452642482347 3.4252865314483643 False 16 6600 9.512 14.4 9116.246 0.7543890160364457 0.41972595757708664 0.34130165635952725 3.8115594387054443 17069.629 0.8149457310359361 0.2862977950484397 0.35837145983541324 3.462310791015625 False 17 6700 9.453 16.94 8605.1045 0.7442915033592523 0.4243669845788726 0.30999343923189854 3.60561203956604 16819.254 0.80963092183627 0.28724311493948806 0.32681032297176255 3.539999485015869 False 17 6800 9.44 13.27 8711.761 0.7548387414546622 0.40280873406050316 0.3281871795070385 3.5786612033843994 17809.238 0.8218126865330057 0.26078637528313536 0.34093020120692163 3.4509055614471436 False 17 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0.45784855868595914 0.36104160964322424 3.5392959117889404 15875.311 0.810379986163004 0.2919210181942818 0.36595839594192153 3.3979787826538086 True 21 8500 10.02 13.32 7654.529 0.7256543726795978 0.45323618521878223 0.3507899085280493 3.595193386077881 17340.28 0.8074539032089575 0.2832868817282803 0.3616866226674085 3.370722770690918 False 21 8600 8.72 13.18 7230.813 0.7152966287105436 0.4632414700138647 0.35614381100255443 3.665839195251465 16530.47 0.8038497667475728 0.2852546116905274 0.3657800204331125 3.8101537227630615 False 22 8700 9.165 13.1 7141.0728 0.7185691873604894 0.4639434560339618 0.3586355052552809 3.492061138153076 16334.818 0.806346245240243 0.28395001821062266 0.36676804325847595 3.427299737930298 False 22 8800 9.577 12.82 7472.308 0.7202962280975043 0.46554765247157637 0.35264498224156493 3.510165214538574 16458.582 0.8057924056953463 0.2889237932725071 0.361778920974879 3.498100757598877 False 22 8900 9.567 15.35 7514.7935 0.717390697401081 0.45800823953237085 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