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 17.07 32.1 111807.36 0.9934586804820383 0.0033481264270541506 0.2017867192747527 26.56623649597168 54660.86 0.9938254120674234 0.004684380967798106 0.24885961095982237 26.61037254333496 True 0 100 29.72 17.99 10708.151 0.9899890093969459 0.0252748832212062 0.3467934408469671 17.18208885192871 5895.57 0.9919355042091159 0.021972308573650456 0.40573067931039397 16.246990203857422 True 1 200 38.15 18.09 9437.374 0.9868511066464724 0.04025961978320413 0.2459832723163606 12.812688827514648 5596.857 0.989416545382879 0.0361743827548139 0.28039567289216816 12.00545597076416 True 1 300 29.64 18.05 8642.597 0.9822231226825493 0.061913817159442684 -0.171560760541668 9.563126564025879 5252.144 0.9852589817244084 0.054189622470248014 -0.28708069559631216 8.940572738647461 True 2 400 29.53 18.04 7963.8257 0.9791276090762681 0.0704528953634908 0.2089963550245636 8.885737419128418 5111.27 0.9827973169879806 0.05997387464688351 0.23353921295839383 8.35060977935791 True 3 500 29.46 18.06 7567.008 0.977938264349806 0.07349776325189349 0.2599517979887324 9.355119705200195 5057.74 0.9822175378747443 0.0624060409634253 0.30183474500038654 8.725615501403809 True 3 600 29.1 18.05 10221.868 0.9802851349833697 0.0509474410445391 0.29018056938620174 8.734755516052246 6458.593 0.9845985181889713 0.03842389429601489 0.3385091858084986 8.174120903015137 False 4 700 28.6 18.05 8095.223 0.9781692248815553 0.05760050855944038 0.28853490360445916 9.173382759094238 5436.3887 0.9824641094279232 0.0530146725754149 0.3396576087167469 8.545166969299316 False 4 800 28.73 18.03 6884.547 0.9749212119106063 0.08013485224864277 0.31016974315718526 8.570103645324707 4983.545 0.9805495521239255 0.06618714875173035 0.358165090430405 7.9903340339660645 True 5 900 29.01 18.07 6627.218 0.9741091541663227 0.0831876486592403 0.3160105826462459 8.403428077697754 4950.7285 0.9807418111530182 0.0662856689101529 0.3695612435123277 7.795527458190918 True 6 1000 29.36 18.12 6963.137 0.9743505861290691 0.07691479730570354 0.29639865467637033 8.939713478088379 5161.9165 0.9808692805064787 0.05942128717596477 0.34852987284768633 8.313326835632324 False 6 1100 29.44 18.1 6486.2866 0.9742731366486879 0.07351822961635227 0.31175495428254696 8.758691787719727 5046.473 0.9806260537671393 0.06195729852145876 0.36604951958147836 8.132055282592773 False 7 1200 29.24 18.1 6193.5522 0.9721805470522307 0.07897924365559078 0.3145466570913439 8.3160400390625 5111.5513 0.9801757201746183 0.06191507639171562 0.3716591488454703 7.673949718475342 False 8 1300 29.34 18.06 5800.2173 0.9707789846039357 0.08916286997757868 0.32052595739292655 8.153793334960938 5029.7974 0.9794165310845057 0.06819394007171768 0.3773375381628889 7.471202850341797 False 8 1400 29.46 18.31 5603.2305 0.9693212181523393 0.09076296395857075 0.32372616587632946 8.095357894897461 5036.521 0.9788682731559593 0.06724380602027948 0.38175894163120394 7.376899242401123 False 9 1500 29.19 18.1 5391.43 0.9665262069732938 0.10112586658868747 0.3183765621741252 8.14931583404541 4926.472 0.9766284242496944 0.07614712371629459 0.3772431641001489 7.441184997558594 True 9 1600 29.81 18.08 5492.5396 0.9677206417236432 0.0912511646782596 0.3292151355810671 8.045265197753906 4991.1934 0.9776233379006815 0.06870719183359264 0.38927754942211557 7.281318664550781 False 10 1700 29.28 18.08 5489.9287 0.9696151751457572 0.08206502096320516 0.3258997320986188 8.199806213378906 5125.0063 0.9792871059660233 0.06304782336747175 0.3853687007216178 7.45053243637085 False 11 1800 29.24 18.62 5113.8413 0.9637856736233777 0.10432410498038708 0.32686946244444215 8.240949630737305 4944.6484 0.9757027366967672 0.07352874318315097 0.3838481792269137 7.521165370941162 False 11 1900 29.48 18.06 5059.9023 0.9627870904068379 0.1081780615709789 0.3267415922998006 8.154196739196777 5008.322 0.9755089702976047 0.07629152351367374 0.3867969813261017 7.420875549316406 False 12 2000 29.33 18.04 4983.837 0.9636749104876358 0.10462041099676574 0.3329139340318623 7.982470512390137 5103.7754 0.9766188083882125 0.07132329886617611 0.3927788776459784 7.151349067687988 False 12 2100 29.48 18.1 4797.7554 0.9606216619181426 0.111726378598527 0.3314646209671963 7.987311840057373 5093.7593 0.9749184388530117 0.07632285120028566 0.3905353904828237 7.190016269683838 False 13 2200 29.37 18.07 5045.641 0.9637122079133803 0.10073956620199101 0.3355062179706638 8.001197814941406 5154.712 0.9773940826624554 0.06878122415023837 0.3940154163880541 7.24946403503418 False 14 2300 29.36 18.11 5041.578 0.9636708894398486 0.09916800088716954 0.3329878791071684 8.163951873779297 5185.658 0.9774906086858945 0.0656476607855704 0.38906638486426603 7.4443864822387695 False 14 2400 29.31 18.05 4463.3667 0.9564860966919222 0.11998979939334833 0.3354574043011751 7.972720623016357 5007.839 0.97387876836799 0.07473948056519598 0.394350927181692 7.199194431304932 False 15 2500 29.0 18.05 4571.7856 0.9591571495341659 0.12261822267776465 0.33921580030883114 8.021413803100586 4946.307 0.9753635294010159 0.07806171715210865 0.39830555117856914 7.270011901855469 False 16 2600 29.21 18.29 5107.8315 0.9621598653711266 0.11203358899222192 0.34430035695594463 8.633600234985352 5332.7134 0.97722126550144 0.06744612546792161 0.4050459281790552 7.91367769241333 False 16 2700 29.13 18.61 4824.3994 0.9591934705730751 0.11629190826034155 0.33651611380427104 7.968426704406738 4993.8877 0.9755701754188718 0.07492966103492683 0.39633241270992603 7.186431407928467 False 17 2800 29.06 18.06 4571.945 0.9583900606313043 0.11924232605936418 0.3445987255015071 7.97221040725708 5092.4634 0.9766123247816042 0.0724347919612619 0.4031401676355726 7.128655433654785 False 17 2900 28.82 18.17 4751.153 0.9578931443201015 0.12636664503784187 0.3464321736850634 8.248316764831543 5066.206 0.9756998980810043 0.07820946152899166 0.39868403454125656 7.546809196472168 False 18 3000 28.77 18.04 4598.2476 0.9553214161754371 0.12735497247425795 0.33878621588540175 7.941685199737549 4827.5625 0.9735394037479954 0.08206192451130602 0.3944978583904888 7.155835151672363 True 19 3100 29.25 18.19 4584.6963 0.9545253109272878 0.1269103131291474 0.34269212522496917 8.129852294921875 5057.8633 0.9745203055724486 0.07701756082525066 0.3991194185868397 7.310390949249268 False 19 3200 29.08 18.05 4371.614 0.9557744863465685 0.1329646491149774 0.3484043589705293 7.937829494476318 4948.456 0.9758412840445878 0.078368805535311 0.40196240721027693 7.188778877258301 False 20 3300 28.81 18.05 4612.436 0.9540891116263569 0.1249325967066069 0.3454305460831891 7.922295093536377 5062.521 0.973020982721117 0.07615120976381862 0.39986729544679944 7.090070724487305 False 20 3400 28.81 18.06 4404.7993 0.9499689671138756 0.1405748911094681 0.3495157625289326 7.9710307121276855 4822.0444 0.9726958628953893 0.08339485649515288 0.4054170293208794 7.18494987487793 True 21 3500 29.56 18.1 4602.613 0.9495709782865964 0.13469320569202728 0.3484553245390893 7.882449150085449 5290.8916 0.9737895942937687 0.07416261560125702 0.4029866197286209 7.105686664581299 False 22 3600 29.13 18.18 4718.5957 0.9568004285818977 0.1229072800158056 0.3510982303515333 8.001958847045898 5205.7334 0.9773571822243381 0.06967848144323224 0.40774014311710016 7.24847936630249 False 22 3700 29.29 18.11 4258.446 0.953058081337286 0.14301725055970615 0.3597229377101547 7.911931991577148 5120.8374 0.9756481535230458 0.08045216160876037 0.41051699502017874 7.1566996574401855 False 23 3800 29.2 18.02 4140.447 0.9494823188566056 0.14884090858794477 0.35353166904381794 7.978334426879883 4974.4673 0.9742591959307496 0.08187169746105559 0.4056041097177076 7.236558437347412 False 24 3900 28.85 18.03 3889.1057 0.9468715528485248 0.15543955865658096 0.35656247013007036 7.845101356506348 4897.389 0.973090991048761 0.08368791740722545 0.4054152750890751 7.107005596160889 False 24 4000 29.04 18.02 4175.534 0.9428903460897782 0.16193994139135715 0.3573513814129359 7.847724914550781 4829.72 0.9705843851038576 0.08870108105441443 0.4063741193246571 7.106428623199463 True 25 4100 29.27 18.4 4546.832 0.9465622401708564 0.15664530178868796 0.36206718617763384 7.8309197425842285 4924.6724 0.972594471002474 0.08725592636881156 0.4113491767184962 7.092534065246582 False 25 4200 29.48 18.04 4006.6033 0.9438343760759377 0.16106488088098675 0.35675300975031743 7.857662677764893 5029.2715 0.9719515218853148 0.0852208229787054 0.4080666916673376 7.112224578857422 False 26 4300 29.38 18.04 3987.3193 0.941370134303556 0.16686588761604043 0.35860234732143487 7.901699066162109 4842.8687 0.9702749747614781 0.0911354310368195 0.4173626650309846 7.14229679107666 False 27 4400 29.28 18.06 4609.509 0.9452603235488743 0.14579591920825724 0.35509724628187006 7.957745552062988 5334.179 0.9731549481966517 0.07566340364882582 0.4039365154026786 7.167178153991699 False 27 4500 28.99 18.04 4077.7725 0.9415430175326968 0.166571701030017 0.3611193983664055 7.811542510986328 4918.896 0.9713366595873905 0.0868986985315577 0.40903843904328485 7.071124076843262 False 28 4600 29.16 18.03 3904.1726 0.9367684863405332 0.17741845528566622 0.3615186801160148 7.971686840057373 4855.4087 0.9696975722516196 0.09099313634446576 0.40894865064182856 7.268535137176514 False 29 4700 28.71 18.03 3549.2075 0.9375581735541091 0.18131900939679496 0.36607760683323326 7.805987358093262 4842.1973 0.971125175622606 0.09181737351905167 0.40943653401389096 7.0449981689453125 False 29 4800 28.99 18.04 3922.731 0.9377002442188012 0.1756884208168588 0.36857637200203225 7.813401699066162 5000.186 0.9714719835464023 0.08633377854707482 0.41211109843769134 7.111557960510254 False 30 4900 28.93 18.03 3835.5898 0.9389237262432872 0.18202029129775024 0.37777690743103637 7.968475818634033 4789.754 0.9720052588296898 0.09060530515113104 0.41986929518909094 7.302652835845947 True 30 5000 29.45 18.04 3645.0918 0.9348639670612836 0.18063184764491147 0.37591371774027593 7.759093284606934 4901.1646 0.9704515753837648 0.08883166805726868 0.41910037052237936 7.056957244873047 False 31 5100 28.71 18.15 3424.7556 0.9286707000655201 0.18781691734173994 0.3763282898102711 7.697634696960449 4913.5527 0.9683442383291984 0.08853443522142967 0.41504924115993647 6.99437952041626 False 32 5200 28.78 18.17 3948.9011 0.9305407242753135 0.18382838633841708 0.37122048063200497 7.744988918304443 4896.2285 0.9686261063583492 0.08546996793452948 0.4124338125458845 6.99793815612793 False 32 5300 28.74 18.37 3849.7202 0.9292005510408355 0.18877663067686828 0.37709375860776456 7.715167045593262 4918.416 0.9689968382888694 0.08878120267571023 0.41512928135814614 6.986846446990967 False 33 5400 29.02 18.08 3621.9834 0.9277663335000251 0.19928570719850863 0.3802880126379725 7.775485992431641 4727.114 0.9685925320843123 0.09646853566609702 0.4161932738239849 7.034367084503174 True 33 5500 29.92 18.04 3485.2512 0.9282793103247775 0.19521845059029003 0.38019416348936697 7.683366298675537 4734.6284 0.9683056180489633 0.09136019308591187 0.41353994825927876 7.021332263946533 False 34 5600 29.06 18.04 3427.0361 0.9211075582444609 0.20493657019502695 0.379617826671924 7.713517665863037 4691.612 0.9668532310205002 0.09062232441791114 0.41036015401785975 7.07719612121582 True 35 5700 29.53 18.08 3858.1086 0.9438873235794275 0.1915919801912009 0.39199210611029117 7.617644786834717 4753.6147 0.9744126436007915 0.0926755741470644 0.4155247749221149 7.001663684844971 False 35 5800 29.04 18.17 3495.4827 0.9252896871119831 0.20960637323333028 0.39104558434381864 7.647198677062988 4856.736 0.9686710315975599 0.09355594039103471 0.4191422250546344 7.01646614074707 False 36 5900 29.36 18.26 3702.561 0.9308353784587948 0.21554067801526966 0.39669745449965865 8.303275108337402 4747.5576 0.9714168248136671 0.0939342630240474 0.4249894812344095 7.702654838562012 False 37 6000 29.23 18.06 3511.8127 0.9175269823201923 0.21441665356510803 0.38550162810656546 7.652597904205322 4743.11 0.9681006599537032 0.08700513880081677 0.41354470524666 7.026054382324219 False 37 6100 29.42 18.04 3654.1401 0.9276321055354354 0.21657838007050045 0.3988752590792263 7.650134086608887 4796.216 0.970577000985914 0.09583804308070165 0.4268474327916521 6.9849700927734375 False 38 6200 29.11 18.05 3468.6187 0.9200714639661658 0.21959719251678134 0.3941591832209675 7.661811828613281 4700.404 0.9676082575932928 0.09481446284409195 0.4219782834790294 6.990166187286377 False 38 6300 29.38 18.04 3496.2878 0.9158431879430398 0.22105304676793044 0.3895519058193058 7.715222358703613 4791.428 0.9671344901452983 0.09056636554684584 0.4172408624042256 7.035378456115723 False 39 6400 29.21 18.36 3081.3604 0.9118218369075651 0.2346133971685122 0.39598792231845154 7.635139465332031 4798.951 0.9667452567025762 0.09611031340112883 0.42391405995212345 7.032225131988525 False 40 6500 28.91 18.07 3285.815 0.9153854405229095 0.230935694288353 0.39482518505405967 7.640543460845947 4677.7466 0.967126642832285 0.09492424100715831 0.4218941589932745 6.988656997680664 True 40 6600 29.43 18.06 3130.178 0.9131224774051185 0.2358363557260195 0.39686800423068175 7.576441287994385 4835.378 0.9689119849458551 0.09005957032860497 0.42291694423856824 6.929112434387207 False 41 6700 28.94 18.04 3289.7405 0.9065443342247479 0.2486461513214946 0.4014589430243279 7.557441234588623 4606.4937 0.9666622891455212 0.09613683637632288 0.42633742329508184 6.946265697479248 True 41 6800 29.11 18.06 3351.3801 0.9124385922235386 0.23681996128694469 0.39649864253194245 7.605496883392334 4618.4946 0.9673172018114196 0.09287095318614165 0.42238375707880527 6.953781604766846 False 42 6900 28.93 18.04 3331.8948 0.9094428388910478 0.2440503849135798 0.39903556762032394 7.545393943786621 4536.122 0.9675923165067873 0.09445679174712122 0.42258882801200004 6.935445785522461 True 43 7000 29.35 18.09 3378.5723 0.8999898272901461 0.2539320632223327 0.40172756496075135 7.542123317718506 4733.734 0.9657295878017755 0.0929902733067556 0.42489789836252434 6.91964054107666 False 43 7100 29.05 18.05 2984.302 0.899412196768571 0.2645096719529292 0.4082121833016826 7.510140895843506 4570.044 0.9657490740951321 0.09879951172044008 0.4283123850399269 6.902830600738525 False 44 7200 28.78 18.04 3227.4153 0.9037697154834995 0.26067408652509255 0.3977610066853606 7.583250045776367 4648.959 0.9673120680818725 0.09515315663103685 0.4192984611299018 6.96602725982666 False 45 7300 28.89 18.05 3349.9524 0.8953108214269304 0.2623738578747784 0.39865890013040306 7.589533805847168 4785.3994 0.9648735852607764 0.09243389251302674 0.42306337633021074 6.995387554168701 False 45 7400 29.13 18.05 2845.1672 0.8997508555488061 0.2705140690090901 0.40203134389501316 7.582076072692871 4598.2026 0.966097526847284 0.09930476572493484 0.42147059438928847 7.01762056350708 False 46 7500 29.15 21.41 3071.2393 0.889767624186685 0.27927060307956475 0.40529471799706945 7.57371711730957 4743.751 0.9657575484448072 0.09426485677875748 0.4256783335375209 6.9481353759765625 False 46 7600 29.73 21.1 3160.5308 0.904569392131593 0.2784202849096736 0.4137121394051533 7.479057788848877 4703.9487 0.9693833903252913 0.09847965040563642 0.4269687358977169 6.925465106964111 False 47 7700 29.36 18.27 3090.6062 0.8911490526827607 0.2791528290319785 0.41331498505196185 7.439621925354004 5159.059 0.9664660011097809 0.08988697905490724 0.42667099397189767 6.898414611816406 False 48 7800 29.14 18.34 2827.5044 0.887506476376766 0.2903159038651106 0.4213526909427429 7.411683559417725 4961.5757 0.9657470717682325 0.09582393428573163 0.4336824764804217 6.867244720458984 False 48 7900 29.49 18.33 2645.2727 0.8769907261670508 0.3048840675921886 0.42175992511369664 7.385189056396484 4875.2993 0.9660300336649683 0.09323874590271443 0.432739750667641 6.852559566497803 False 49 8000 29.27 18.26 2737.2717 0.8836147211077526 0.30196626890254824 0.4157031460118761 7.82895040512085 4873.043 0.9661009277829848 0.09774049906730903 0.43269056229896874 7.349963665008545 False 50 8100 28.91 18.17 2710.0535 0.892302562332111 0.2955287007382468 0.4149387851294431 7.4588518142700195 4747.8228 0.9669435545760187 0.09914320864907197 0.4250121818677066 6.922970294952393 False 50 8200 29.05 18.05 2683.3145 0.8899892878451123 0.2949511554537204 0.42501133782009914 7.5991716384887695 5083.4346 0.9688691940625186 0.09062930999126179 0.42892698907498367 7.135811805725098 False 51 8300 29.3 18.04 2756.2615 0.8691014059841149 0.31621310890973087 0.42485833144169094 7.34601354598999 4975.876 0.9647510508651453 0.09563363459414022 0.4348247864477873 6.848862648010254 False 51 8400 29.46 18.1 2615.2732 0.865366568060409 0.3236008755623882 0.42674846721811077 7.331179618835449 5013.2993 0.9649086591802447 0.09267111543104214 0.434384402704094 6.848041534423828 False 52 8500 29.29 18.06 2681.1357 0.8610730638291111 0.33340906587870583 0.43264204059121203 7.444512844085693 4934.239 0.9631676886000908 0.09926983884345195 0.43604359075669347 6.939601898193359 False