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 19.41 52.44 197742.7 inf 0.01559024214148737 0.12519788675795807 14.623029708862305 88733.35 inf 0.01909083652324807 0.18651267795837678 14.050331115722656 True 0 100 28.75 40.32 51400.88 0.9749115452862664 0.007424709954745841 0.39752615414114484 27.61028289794922 10532.146 0.9760365347722524 0.002660649165865139 0.48809814934541906 26.962974548339844 True 0 200 29.46 40.3 34342.14 0.9700002088807522 0.03419894093365185 0.07405158309708168 22.532787322998047 9877.526 0.9696803400138615 0.03775644305269468 0.0821822258335294 21.91826629638672 True 0 300 29.8 40.66 28847.143 0.9708134898088545 0.023563743946704206 0.3551403169080235 25.17913246154785 10254.742 0.9700618000819886 0.02735254118170096 0.43660153799726414 24.538833618164062 False 1 400 31.13 40.32 26598.27 0.9682562535784837 0.03956360233233947 -0.4106842188402671 10.316605567932129 9812.407 0.9679261509399097 0.04313960802047619 -0.5491057848765599 9.817829132080078 True 1 500 29.85 40.31 46465.117 0.9787121133505395 0.005763443407927418 0.016060202656930412 10.681845664978027 13295.54 0.9806190165823172 0.00027378225285057726 -0.04408690803854696 10.138824462890625 False 1 600 29.38 40.33 30826.385 0.9711346746662701 0.026031127098588666 0.4334043913864274 17.691631317138672 12717.708 0.9700607076015145 0.029398597709700134 0.51241795969098 17.00995635986328 False 1 700 29.43 40.3 25640.496 0.9702312778390997 0.029413467981508613 0.4295959422462367 14.635980606079102 9838.531 0.9704603521251026 0.031482189165463206 0.5047084788659127 13.962403297424316 False 2 800 29.08 40.31 25724.271 0.969752556861451 0.03679411332044992 0.42757457915189295 13.356800079345703 9724.656 0.97036766533766 0.03735629590791178 0.49838541855959945 12.687435150146484 False 2 900 29.21 40.32 31487.037 0.9755408054748429 0.015799443650199068 0.412728635596225 8.013415336608887 11241.728 0.977649453304998 0.010175564621486284 0.47771483906491446 7.3957719802856445 False 2 1000 29.14 40.27 27688.02 0.9724919452936551 0.024777737464675122 0.3792634199306263 6.7527079582214355 10238.036 0.9741086462286161 0.019741413777625175 0.42671568517032143 6.189682960510254 False 3 1100 29.13 40.5 21122.646 0.9635175207622744 0.05607123623519786 0.22386043143161438 5.721499919891357 9069.48 0.9635676860619309 0.0591325251911037 0.21701605973157198 5.263175010681152 True 3 1200 29.83 40.9 30468.512 0.9734170209536018 0.022775808925212374 0.2979993058598857 6.394837856292725 10690.728 0.9754818366955003 0.018036674319581194 0.31689563568446816 5.888652324676514 False 3 1300 29.4 40.39 19830.629 0.9624329514013006 0.06298209517531023 0.28003881851192175 6.383111953735352 9078.61 0.9626985312265081 0.06561151819383935 0.300190716671995 5.8816237449646 False 3 1400 29.23 40.37 19088.31 0.9566832670954039 0.05804547476545401 -0.2344175380162957 5.98215913772583 8358.728 0.9553870895552684 0.06586395816269756 -0.3744745867351894 5.64951753616333 True 4 1500 29.22 40.29 19432.307 0.9621563455760062 0.05803643256232945 0.3448694329898191 5.908697605133057 8626.965 0.9619802170538593 0.06484348316124443 0.40670934872601083 5.394506931304932 False 4 1600 29.07 40.27 17376.023 0.9563676094376178 0.0673185889418702 -0.056673131950330656 5.81524133682251 8537.95 0.954854250783745 0.0772756203637313 -0.15386495051155008 5.441463947296143 False 4 1700 29.25 40.26 24573.723 0.9701182606170068 0.029422027963050483 0.25974107467674973 5.545521259307861 10078.641 0.9730645694735566 0.024220148857317755 0.3023714937501644 5.066699028015137 False 4 1800 29.32 40.25 17021.617 0.9505219944461529 0.07139971779872711 0.2033607259316376 5.66035270690918 8075.901 0.9492138059275075 0.07961576206139226 0.24157762433987953 5.168761253356934 True 5 1900 29.4 41.7 18956.744 0.9507574229292793 0.07904826942922104 0.2960224722185114 5.583502769470215 8494.148 0.9493460453117025 0.0854523208815065 0.3465359474239085 5.089935302734375 False 5 2000 29.26 41.71 19367.715 0.9618490608395668 0.06202204912953277 0.42096085153654367 5.956141471862793 8740.812 0.9629834816932327 0.06390120865830026 0.49128650456401585 5.283957004547119 False 5 2100 29.25 41.69 19670.559 0.9503424985320225 0.07320640330118203 0.12360547954693629 5.550224304199219 7919.323 0.9525818942283781 0.07363870699240402 0.11409495022359234 5.1192097663879395 True 6 2200 29.41 40.93 17411.01 0.9522962465157726 0.07972786807921098 0.41544549901582883 8.17742919921875 8193.812 0.9516086034300696 0.08612617145449211 0.48311171645124396 7.546804904937744 False 6 2300 29.35 40.92 18249.488 0.9487912238876777 0.09060392207704722 0.2962179284382961 5.2122039794921875 7766.826 0.9498892623936918 0.09439568699356533 0.35088906189098173 4.7029595375061035 True 6 2400 29.69 40.24 18445.648 0.9630376305505027 0.04405175137725508 0.3779219025197252 4.943674087524414 8653.771 0.9665029599276632 0.03797910927546984 0.44640211391490403 4.373311996459961 False 6 2500 29.23 40.27 15156.627 0.9504022528859705 0.0803002286639522 0.23893738794307798 5.538299083709717 7691.144 0.9532581617259345 0.07854824086533176 0.2726681533030772 5.0593061447143555 True 7 2600 29.41 40.25 18564.793 0.9396297367032768 0.10222854780685664 0.251438747789853 5.531368255615234 7219.492 0.9413475316971162 0.10253867904652093 0.298812824947898 5.0472412109375 True 7 2700 29.71 40.22 19974.846 0.9670241373505665 0.036444064928342776 0.40878352669048174 5.794350624084473 9308.815 0.97102756379841 0.027750558296674683 0.48091397236341843 5.137447357177734 False 7 2800 29.28 40.22 15078.392 0.9431134389683001 0.08653628586385234 0.17846605450544564 5.5369873046875 7289.1187 0.9450727851781222 0.08888832110921982 0.18438340383837318 5.098950386047363 False 8 2900 29.03 40.25 15231.797 0.9379608021205529 0.09350877577934621 0.32303721103301475 6.058731555938721 7270.644 0.939983499275978 0.09575285576924733 0.3868942876808759 5.507338523864746 False 8 3000 29.27 40.24 18011.793 0.950256916710681 0.07683776022648248 0.4268500629479116 5.159787178039551 7471.606 0.9525924039667882 0.0753682311042518 0.5016659648833546 4.533884048461914 False 8 3100 29.28 40.26 13386.843 0.948756560836093 0.08640173928127497 0.42402112498670513 5.198962211608887 7619.4136 0.9509957133722775 0.08637662447585147 0.4996714696362952 4.53588342666626 False 8 3200 29.28 40.23 13992.5625 0.9528801177032457 0.08042624407281945 0.41816641849255815 4.703354835510254 8003.6606 0.9549691010978671 0.07865689256528458 0.49672420580329 4.018923282623291 False 9 3300 29.05 40.23 13055.868 0.9365481051085941 0.1061654110863802 0.3923608110115545 5.078516960144043 7146.658 0.9398804846599904 0.10526376683453602 0.4644919091461368 4.452592372894287 True 9 3400 29.62 40.23 14458.975 0.9451989626303714 0.1083732225988717 0.4150391045804482 5.93853759765625 7463.4673 0.9469419376708961 0.10943941920846975 0.4809644035665778 5.347301959991455 False 9 3500 29.27 40.21 13188.801 0.9484705835868728 0.08768466624887766 0.4089625992151865 5.289367198944092 7581.176 0.9517465375530412 0.08435353747156904 0.47700803709036876 4.6924238204956055 False 9 3600 29.28 40.27 11844.541 0.9351005710388035 0.11735217944892669 0.4056993590071752 4.805175304412842 7004.155 0.9385429150294725 0.11614530652623842 0.4785341402844586 4.190902233123779 True 10 3700 29.41 40.27 12181.342 0.9367686679336285 0.112086579877716 0.41231184907738033 4.989437580108643 7088.132 0.9405061990160949 0.11105690713134113 0.48615030721075686 4.353508949279785 False 10 3800 29.29 40.27 12152.357 0.9363770662412954 0.1006958696966595 0.41031811997154843 4.809919834136963 6902.0806 0.9398269458966255 0.10030971299813282 0.4857094778979284 4.1239213943481445 True 10 3900 29.62 41.67 11972.533 0.9370910556399219 0.11203363329508116 0.4066509019536145 4.746588230133057 7086.6553 0.9417151615754092 0.10998870011027462 0.47876154427617723 4.095291614532471 False 11 4000 29.0 40.33 11797.532 0.9394067400424698 0.11312202761360143 0.43231471118576087 4.83589506149292 7104.012 0.9434401796274386 0.11094239435352603 0.5067656164100636 4.153982162475586 False 11 4100 29.28 40.19 11488.846 0.9402113330011094 0.10811151591941771 0.4359694881662046 4.69446325302124 7277.834 0.944214901354759 0.10573034854784918 0.5104117343326124 4.025615215301514 False 11 4200 29.22 40.23 11458.38 0.9293959040907382 0.13081345758339763 0.4397160736265173 5.05342960357666 7014.688 0.9326696483725414 0.12926125640076694 0.5089857481926394 4.417054176330566 False 11 4300 29.24 40.22 13670.448 0.9471554095180318 0.07618222234512444 0.445244446092068 6.725705146789551 7652.867 0.9496791968759069 0.07615870792889491 0.5170557460962472 6.017773628234863 False 12 4400 29.0 40.22 11535.194 0.9278928267704563 0.12608339419171802 0.433918755412949 4.707804203033447 7062.468 0.9311190215677104 0.12538519469239034 0.5025361349908423 4.054478645324707 False 12 4500 29.25 41.67 10588.365 0.929623529812167 0.13017784798048163 0.4346399661431506 4.592224597930908 7061.234 0.9333752198771047 0.12953449683394702 0.5052095579974756 3.926100254058838 False 12 4600 29.24 41.63 12553.213 0.927777962767571 0.1252656956802945 0.4311146284122776 4.626070499420166 6856.3413 0.9328111194387563 0.12109446398605551 0.5047853724226291 3.916567325592041 True 13 4700 29.42 40.31 12548.991 0.9254328974665444 0.12316808910755753 0.4384375821022095 4.550259113311768 6684.949 0.9304889599045865 0.11904969407838215 0.5078857546117258 3.857100486755371 True 13 4800 29.63 40.3 12507.512 0.9241438749835224 0.13126524632670997 0.4397069837391382 4.551055908203125 6480.166 0.9292805807913425 0.1267058323405246 0.5042224380103073 3.8804726600646973 True 13 4900 29.62 40.31 14279.254 0.9330396322412626 0.1218189078176537 0.4421780802561345 4.541606426239014 6857.166 0.9348370732791764 0.122857607285667 0.5075962098137912 3.8661699295043945 False 13 5000 29.1 40.23 13078.393 0.93393295542712 0.11008900400385473 0.45354172615935046 4.476612567901611 7397.633 0.9364586530380911 0.10986217914827137 0.5221620206300227 3.7824268341064453 False 14 5100 29.01 40.25 11561.881 0.9306055465295098 0.12543555556052247 0.4243870777886816 4.696810722351074 7101.507 0.9345662359651464 0.1230630889855632 0.5029554676440647 4.03599214553833 False 14 5200 29.28 40.27 12214.674 0.9295234504729738 0.12437763792415882 0.4192936925553725 4.708962917327881 6862.7935 0.93459397984295 0.12025849090280023 0.4904952224832407 4.094847202301025 False 14 5300 29.25 40.22 11241.548 0.9264679262396113 0.14153724976927876 0.4318556590820397 4.606670379638672 7086.1245 0.9318139827010679 0.13614870245970936 0.49623949890166863 3.953629493713379 False 14 5400 29.22 40.24 10067.597 0.9313377070803497 0.13155686951734627 0.43639709186207687 4.6406145095825195 7319.282 0.9352017379859268 0.12800414238385724 0.5089201714115107 3.9897239208221436 False 15 5500 29.0 41.69 10622.628 0.9313269158980924 0.12530002507127014 0.45266500988429864 4.47925329208374 6849.573 0.93710403243709 0.11941816332846508 0.5263755737968135 3.7698566913604736 False 15 5600 29.26 40.25 10065.73 0.9217865451412648 0.1403928953684507 0.45593966310353673 4.47200345993042 6434.926 0.927018235293389 0.13584360423042677 0.5268221017651296 3.744741439819336 True 15 5700 29.63 40.22 15875.362 0.9326493715554 0.12547586483428808 0.4373785819684198 4.565133571624756 6622.18 0.9373613563825948 0.12034982905338627 0.5041056994979677 3.8807497024536133 False 16 5800 29.0 40.22 16216.071 0.9492124212051868 0.06829280083391875 0.44542213398315283 10.061235427856445 8186.566 0.9551821140034602 0.05948127255199254 0.5217308587005914 9.361326217651367 False 16 5900 29.25 40.25 16452.137 0.936316293009786 0.10916226739390811 0.44620709312204876 4.598454475402832 7409.42 0.941663341199758 0.10029605510645216 0.5143977101728959 3.9225902557373047 False 16 6000 29.26 40.33 13622.77 0.9271477096054195 0.12414841433879308 0.4434984355817392 4.574338912963867 6852.954 0.9304896376925574 0.12092065548385156 0.5060312125882438 3.928781509399414 False 16 6100 29.24 40.18 11476.428 0.9247589774815798 0.13667322883915087 0.44272951075794176 4.590563774108887 6965.4214 0.9283880339429185 0.13368854816905312 0.508475458569018 3.9433834552764893 False 17 6200 28.99 252.4 10737.587 0.9278303616149094 0.13847292615093182 0.4518141980014024 4.520290374755859 7083.2285 0.9346021038809881 0.13015279068018246 0.5206775402097433 3.8688902854919434 False 17 6300 29.45 40.37 11586.174 0.9281514001367188 0.12744076365535223 0.4537228400901008 4.521692752838135 7010.1665 0.9349555646515448 0.12017130918031152 0.5198795669716525 3.8118011951446533 False 17 6400 29.04 40.43 11593.3 0.9324175303317058 0.11982313149349672 0.4554620026718548 4.546054840087891 7133.8325 0.9367905327632974 0.11549539971937949 0.5201427227778387 3.886753797531128 False 18 6500 28.6 40.32 11882.501 0.9212905107399478 0.1372709308860971 0.4570032827818124 4.508367538452148 6699.0186 0.9254278006375649 0.1355071314223912 0.5202185710980319 3.843259811401367 False 18 6600 28.75 40.23 11485.704 0.9300355495387747 0.12814430525087236 0.4579992274139398 4.537352085113525 6865.699 0.9360974801909743 0.12070191437613283 0.5276053086472076 3.8720364570617676 False 18 6700 29.22 40.77 10355.565 0.9220377941404706 0.14718049051978183 0.44745872737140524 4.598001956939697 6817.973 0.9297942990450794 0.13864717718930403 0.5111511399075002 3.992492198944092 False 18 6800 29.32 40.22 10005.052 0.9176504049888862 0.1484438118468487 0.4654755843270008 4.435701370239258 6744.4185 0.9248232364700315 0.14110859894458033 0.531782280658112 3.734553337097168 False 19 6900 28.88 40.21 11146.932 0.9208016101433103 0.1470338031643546 0.47791512536215164 4.5712690353393555 6637.865 0.9290247410850335 0.136868068087651 0.5441355765073705 3.889056921005249 False 19 7000 28.79 40.22 14299.218 0.9452901043914401 0.08597169207451986 0.46543010493889725 4.714731693267822 8176.006 0.9533028895347945 0.07201203034420942 0.5419901433733418 3.9311842918395996 False 19 7100 28.7 40.17 11848.301 0.9226740186266595 0.1441518224498714 0.4664482198505118 4.588417053222656 6849.2 0.9309554693847164 0.13283195209128307 0.5348755442273327 3.9198853969573975 False 19 7200 28.84 40.55 10141.265 0.9166806967738015 0.1488583963129539 0.4591354987638967 4.446447372436523 6642.228 0.9232262211156923 0.14263090202617387 0.5234987153753476 3.763983726501465 False 20 7300 28.81 40.24 10291.026 0.9181115999670861 0.15532735311579293 0.4627561122974352 4.456583499908447 6683.2627 0.9265793943897336 0.1430306523299653 0.5275812704879482 3.7679362297058105 False 20 7400 29.05 40.38 10484.502 0.9163441096104774 0.15971466038223342 0.4671058811702542 4.4395432472229 6551.434 0.9249635004946855 0.14741492535890238 0.534048255838173 3.7500195503234863 False 20 7500 28.79 40.22 9944.746 0.9134438731055153 0.1646484297906436 0.46221958456884904 4.429849624633789 6534.4355 0.9226998533603352 0.15033243633125226 0.5237997876601975 3.768970012664795 False 21 7600 28.86 40.23 20667.533 0.9416577944999737 0.07565951179230324 0.4706458420488576 4.6066155433654785 9395.259 0.9509769441883347 0.059256655916073854 0.5439658893460194 3.8978452682495117 False 21 7700 28.82 40.19 12969.43 0.9368440004990601 0.10407976987236704 0.46364265985214137 7.497093200683594 7551.9946 0.9418566724775672 0.09770101272743338 0.5439310968481507 6.776595115661621 False 21 7800 28.96 40.21 12432.504 0.9295806386025552 0.12030628527006704 0.45079049984105285 4.740598678588867 7124.6064 0.9360841533424012 0.11345153439040227 0.5351563501542881 4.122779846191406 False 21 7900 29.11 41.68 11812.969 0.9323027136861062 0.11839550421070785 0.4492090822104793 4.609011173248291 7047.4165 0.9392954505834044 0.109918846991248 0.5277212095574247 3.9572207927703857 False 22 8000 28.9 40.22 12198.348 0.926704136155482 0.1399054944114606 0.44543518800269577 5.100542068481445 6868.92 0.9341552641855162 0.1299354628319538 0.5164362885539523 4.478889465332031 False 22 8100 28.72 41.69 10875.885 0.9148209812242863 0.15149622398536536 0.4437089877205151 4.642189979553223 6839.1 0.9229266783799182 0.13961907729462195 0.5182321049808266 4.003674030303955 False 22 8200 28.93 40.19 11648.027 0.9216305303043085 0.15076968274497834 0.4587724408205044 4.674361228942871 6779.768 0.9287438835819283 0.14056166205371845 0.5358582775009046 3.9881954193115234 False 22 8300 28.91 40.21 9848.835 0.916809300499797 0.14564680214135167 0.455539949117419 4.494197845458984 6864.9136 0.9250367165517512 0.13329700485156626 0.5268367190068407 3.805044174194336 False 23 8400 28.72 43.94 14889.086 0.9272635527613864 0.12001686886777173 0.4675122401358969 4.563747882843018 8223.228 0.9313566746177416 0.10754827649952686 0.5425006565551057 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