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 1.979 22.06 149451.95 0.9770077084187894 0.01025431819100577 0.3745011683387331 8.307364463806152 193295.31 0.9753610767802577 0.016571324336490258 0.44017275292134767 8.18427562713623 True 0 100 10.05 19.8 13465.467 0.9718958882343023 0.049566360306016535 -0.4291105698987334 5.640084743499756 14280.364 0.9711758141944781 0.04984059598539133 -0.5169645275889286 6.316347599029541 True 0 200 9.932 19.03 11923.877 0.9749803896852046 0.01962397960687151 -0.42504059247492504 22.005754470825195 14190.117 0.9754675988418997 0.014452342970305824 -0.5138931334455931 23.4625186920166 False 0 300 9.502 19.05 9887.872 0.9695556659145383 0.03263692664462996 -0.40291896420108136 14.4639253616333 13041.865 0.9693370815002721 0.030469075562410314 -0.48962589404399415 15.664992332458496 True 0 400 10.04 19.86 8184.775 0.9662518517415237 0.04739938270399146 -0.40499521003707073 7.784705638885498 12972.096 0.9657069382671235 0.046728946453368995 -0.49199093282389833 8.677323341369629 True 0 500 9.972 19.53 7803.92 0.9649205454823204 0.056496312702456364 -0.3975546458019853 7.880034923553467 12848.005 0.9637180819464297 0.05882941489530737 -0.47257496028608004 8.761516571044922 True 1 600 10.32 19.55 7596.71 0.964721023498202 0.056863209868920996 -0.36047498647929715 5.179705619812012 12118.273 0.9642245229152471 0.0562621121525078 -0.444775353561192 5.764403820037842 True 1 700 9.891 19.78 8887.4375 0.963909038680946 0.05251929390849246 -0.3858754358661874 5.310457229614258 15988.692 0.9616334988125478 0.05813928171758814 -0.48146463632656233 5.938493251800537 False 1 800 9.551 19.85 6604.9844 0.957122618222707 0.07345809217949535 -0.39536542777883654 5.311297416687012 12058.296 0.9562779027232575 0.07415821982711077 -0.487465291291531 5.885436058044434 True 1 900 9.851 19.84 5993.6074 0.9561851018881259 0.07302342070607148 0.14792183183686544 4.549556255340576 10969.841 0.9564904901072641 0.06927693689656539 0.22929350960432188 4.852878093719482 True 1 1000 10.09 19.83 5601.0483 0.9505090003999108 0.08899188704061382 0.3385667528146204 4.209651470184326 10748.48 0.9499915719438532 0.08912785471962681 0.4520084231835263 4.349110126495361 True 1 1100 9.999 20.37 5900.0337 0.9491312250441065 0.07458077127040262 0.30346154297132116 4.39865255355835 11763.595 0.9486814897546116 0.07191038351756629 0.40222111622930756 4.722534656524658 False 2 1200 9.641 19.92 8424.66 0.9609958558596259 0.05132660279847211 -0.32564937951484413 5.479240417480469 10075.043 0.9623272707771288 0.04456326446574132 -0.3401014290066031 6.101719856262207 True 2 1300 9.938 19.71 7193.0874 0.9501543042096642 0.0915523827989152 0.07248163296432325 4.670012474060059 11014.178 0.950131728854151 0.0882971751366098 0.14771583672708008 4.926046371459961 False 2 1400 9.661 19.81 7434.3447 0.9539442917218093 0.07472597653690809 0.14801871097372685 4.580216407775879 9733.227 0.9549297356171157 0.0682388691369691 0.24040902142933218 4.949380874633789 True 2 1500 9.993 20.21 6617.02 0.9551943294203948 0.08542436609102678 0.3265379710113092 4.305088043212891 12752.638 0.9548983844607453 0.08218182906564409 0.43238238629854187 4.372459411621094 False 2 1600 9.642 19.63 6635.0166 0.9589246299845282 0.06686210015836669 0.40440629762400077 3.9826877117156982 11056.204 0.9594034458453345 0.06067198355661009 0.48686886707261645 4.108932971954346 False 2 1700 9.586 19.7 5967.799 0.9517212773279138 0.10104627026881889 0.3951343387656936 3.9769668579101562 10891.949 0.9512868877005687 0.09769038625586994 0.4840645518585928 4.115341663360596 False 3 1800 9.448 19.84 5356.2974 0.9437102801169156 0.08792542182936966 0.3735753429632534 3.9855802059173584 10454.423 0.9440411721113009 0.08487855348682047 0.4691457181761054 4.049216270446777 False 3 1900 9.572 19.42 5229.2817 0.9447299810080871 0.09971912259555814 0.35268840080620617 4.217649936676025 10222.43 0.9446265480169385 0.09796178535091153 0.44808363833935283 4.44541597366333 False 3 2000 9.717 19.61 5065.1504 0.9494607489017566 0.09938251802518656 0.3908114068032184 5.027770519256592 11116.843 0.9496425128230238 0.09672672007621648 0.4813277943175962 5.446098804473877 False 3 2100 9.635 21.28 5753.675 0.9472977423384583 0.11252205681847377 0.40139396166796804 3.889899492263794 10879.018 0.9479787043455279 0.10669442275217812 0.489310469158407 3.900080680847168 False 3 2200 9.703 19.88 4842.757 0.9432033387462322 0.11435924678330192 0.38346173509939235 4.612173557281494 10123.427 0.9441156232041648 0.10804124930819176 0.4720217452476367 4.861429214477539 False 3 2300 9.558 20.36 4823.932 0.9415095088960538 0.10888534874841702 0.3838047088313997 4.043516159057617 10318.083 0.9424563287193329 0.10393015078322139 0.47273465773002865 4.199923515319824 False 4 2400 9.545 19.74 5157.2476 0.9365035812564299 0.11836391639339328 0.38837199277631346 3.913832187652588 10434.364 0.937636227846552 0.11265812411320228 0.4747795433564858 3.9187376499176025 False 4 2500 9.515 19.73 4779.027 0.9420342682884723 0.10994163322279094 0.3875505411604814 3.9494235515594482 9417.041 0.9434505185010728 0.10290812804301899 0.4794705713862754 4.035407543182373 True 4 2600 10.09 19.75 4420.4087 0.9356049883172302 0.12493531859115893 0.39324117280972054 4.020270824432373 8861.401 0.9374681642158474 0.11589603392827875 0.47981707446915844 3.9035885334014893 True 4 2700 9.829 19.73 4904.416 0.9363103155838138 0.11531365754218922 0.39490620950245336 4.039703369140625 8819.527 0.9385374876554485 0.10527345153794826 0.48403634847461724 4.2037200927734375 True 4 2800 9.988 19.65 5413.7134 0.9314097892072394 0.1304989754284698 0.3954568084696256 4.294352054595947 8685.839 0.9335084146557255 0.12316757252368163 0.48301030580930443 4.539190769195557 True 5 2900 9.902 19.72 5893.8633 0.9439544159286589 0.10900897380485633 0.353572332467637 4.284111022949219 11163.443 0.9433021985596977 0.1065978090140235 0.4344688303935738 4.558997631072998 False 5 3000 9.546 19.47 5025.7627 0.9471292061717601 0.10278302483885039 0.4032806276267369 3.8676254749298096 9754.639 0.9486586825022564 0.09437825969871909 0.4857263965402695 3.827765703201294 False 5 3100 9.481 19.7 4716.4414 0.9391560661926446 0.11656076609574097 0.4032898133440931 4.030044078826904 9793.935 0.9407065107951847 0.10859978216654807 0.4766726170122762 4.224274158477783 False 5 3200 9.587 19.33 4562.7095 0.933801800810084 0.12087217978258465 0.38065940932999004 4.392391204833984 9609.947 0.9351805067242819 0.11448351528501523 0.45166208026223187 4.303733825683594 False 5 3300 9.379 19.68 4512.188 0.9335767310248748 0.12436703468122094 0.40643530378573334 3.852078676223755 9119.203 0.9356631729743335 0.11545522042686855 0.47297398691953774 3.9423232078552246 False 5 3400 9.558 19.5 4008.6318 0.9291790803974734 0.1380725256923027 0.42626137237966943 3.9193122386932373 8922.942 0.932237687138455 0.12638594754368898 0.49383728308040215 4.1099042892456055 False 6 3500 9.784 19.77 5495.451 0.9362956755593737 0.11752198124232598 0.4335906037862101 3.752058267593384 10135.373 0.9395017404808894 0.1063059499355016 0.5005756128431684 3.807924747467041 False 6 3600 9.528 19.44 5513.0 0.945954186200993 0.08976511653988684 0.4171040593330079 3.9693493843078613 10852.495 0.9464357291773213 0.08516401736002482 0.47029588747534884 4.259876728057861 False 6 3700 9.735 19.52 5042.6416 0.9330332778749079 0.12833290841120878 0.41796526376617776 3.846240758895874 9566.797 0.934606941345304 0.12099632985043857 0.4893798168419089 3.9373488426208496 False 6 3800 9.52 19.43 4226.852 0.9269993240583374 0.13277366160743387 0.4325610788261087 3.751101493835449 9499.19 0.9294346554433931 0.12412493505855897 0.4965123709375138 3.82961106300354 False 6 3900 9.514 19.78 4648.3467 0.9230175772223409 0.14304010038087395 0.43094372365831163 3.770879030227661 9874.98 0.926037774920181 0.13358797743638817 0.5040512404886432 3.726773738861084 False 6 4000 9.57 19.56 4485.403 0.9240540912850743 0.14597411487233394 0.4371070103000066 3.754157543182373 9372.938 0.927135296041005 0.13650497650901863 0.5126960190539871 3.684903383255005 False 7 4100 9.464 19.66 3941.3086 0.9244337621327328 0.14944755401752868 0.4253350007878431 3.799623966217041 8640.961 0.9268376606779093 0.13929667693195702 0.49759321633534925 3.8831000328063965 True 7 4200 9.897 19.74 5141.36 0.9190798521803586 0.15253150745753982 0.44003185524570765 3.716362237930298 8522.893 0.9228712428239265 0.13974138623969276 0.5086214786285669 3.733851909637451 True 7 4300 9.951 19.24 4987.329 0.9494916639999204 0.1042083192952236 0.4057502819805034 3.861664056777954 10071.569 0.9513839733882393 0.09476316875224801 0.4979439375071939 3.8891379833221436 False 7 4400 9.54 19.5 4304.7207 0.9310588433778214 0.1333618301532609 0.4230003771942178 3.7919254302978516 9627.162 0.9344544905326754 0.12196010460544454 0.5054722432891873 3.743241786956787 False 7 4500 9.524 19.8 4987.767 0.9283401570395329 0.13622252912273863 0.4376079014536823 3.9611802101135254 8572.175 0.9304895910901031 0.12833801914346563 0.5107224378116954 3.851452589035034 False 7 4600 9.564 19.86 4002.855 0.9283972615322741 0.13766961758590504 0.4286249746836903 3.848733901977539 8631.931 0.9322161899221941 0.1255291743064643 0.5074606787615313 3.821439743041992 False 8 4700 8.935 19.86 4097.3975 0.9329995741682313 0.14714753514090992 0.3983693160543172 6.0701212882995605 9165.288 0.9346197955799072 0.13949114101236681 0.47444437156111124 6.6443586349487305 False 8 4800 9.42 19.73 3973.4744 0.9223064846412219 0.1489207705982306 0.43777410405811723 3.7338473796844482 8203.759 0.925985656543094 0.13582823760085808 0.5106504197064479 3.71329665184021 True 8 4900 10.02 19.66 3931.221 0.9232587174162492 0.14150951537784778 0.4460532340796777 3.716526508331299 8331.266 0.9279842688617573 0.12772205338806525 0.5101090880486664 3.8208274841308594 False 8 5000 9.56 19.92 3626.297 0.9142275584538537 0.16097776184989632 0.4537732860634218 3.6612725257873535 8011.9 0.9206552743979911 0.143319369216612 0.5132053931051298 3.732645273208618 True 8 5100 9.723 19.24 4324.5796 0.9217763135595262 0.14318665831849467 0.4415337244863392 4.04304838180542 8500.997 0.926591752103781 0.12887554048667718 0.49622882993594347 4.3534698486328125 False 9 5200 8.368 19.69 3604.176 0.923728115987331 0.14955767651697524 0.4387197650002529 3.926647901535034 8694.833 0.9279740311797955 0.1358556114381594 0.49619148956927495 4.177525520324707 False 9 5300 9.546 19.12 4236.0386 0.9289503525264787 0.1448448340890541 0.45549062811600766 3.9929137229919434 8813.6 0.9331395086785921 0.1308035184503431 0.5213372489613457 3.810368061065674 False 9 5400 9.507 21.0 4508.8403 0.9201798479692042 0.15165668096708534 0.45879702195899696 3.879244089126587 7899.724 0.9252377588276934 0.13785769419061777 0.5205549738388705 3.7835676670074463 True 9 5500 9.92 19.57 3724.6387 0.9187844037276245 0.1657035490155216 0.4600994999258669 4.2031450271606445 8604.47 0.9232829551330388 0.1513997458114093 0.5215236212458397 4.494272232055664 False 9 5600 9.454 19.71 3590.1113 0.9169381401643134 0.1625468924072707 0.46473432057953307 3.63578724861145 7982.4727 0.9229521880787893 0.1454278210947524 0.5231961234005716 3.740046262741089 False 9 5700 9.556 19.49 3828.3074 0.914604754750303 0.16168712571431695 0.45531362805214237 3.713526487350464 9013.43 0.9201150719865087 0.1460183822290034 0.5178932068943454 3.6999833583831787 False 10 5800 9.411 19.77 4289.738 0.9327425322133608 0.14609581842232047 0.4621229381105286 3.7146999835968018 9199.125 0.937379846956872 0.1292341785536753 0.528384985854026 3.8655195236206055 False 10 5900 9.594 20.41 4115.867 0.9112956801387291 0.16769109099576812 0.46106688373319327 3.6472487449645996 8142.9976 0.9178603609353986 0.1498518818474014 0.516296718559655 3.762493133544922 False 10 6000 9.595 19.66 3971.413 0.9179250815596253 0.15995110953004152 0.4613736260059732 3.6922378540039062 8777.963 0.9238367357478057 0.14098468426002841 0.5184997601166685 3.6679000854492188 False 10 6100 9.57 19.97 3717.6045 0.9127684523287303 0.16420849510813945 0.4572637686594652 3.6725594997406006 8213.667 0.9202793081571912 0.14321627820393387 0.5117658747786609 3.7926218509674072 False 10 6200 9.178 19.16 3503.2234 0.9090043234807905 0.16769253936182266 0.46358401641418684 3.6565871238708496 8088.515 0.9172741109019252 0.14540639782707127 0.5162101853286789 3.7278060913085938 False 10 6300 9.532 19.5 3603.7427 0.9199107843320121 0.15920389876672703 0.4750369044027725 4.014330863952637 8425.99 0.9270661462885651 0.13768915549515617 0.5251303796088276 4.321643352508545 False 11 6400 9.492 19.92 3408.7493 0.9070195839390592 0.17322365123863157 0.48537175169099084 3.5937979221343994 8599.124 0.9163742266554326 0.15045042970509892 0.5339113162178274 3.666872024536133 False 11 6500 9.533 19.52 3843.1367 0.9041391769021823 0.17619080948803323 0.4805781450372609 3.5555150508880615 7834.6895 0.9136084791160446 0.15162976588907934 0.5292531378408549 3.663438081741333 True 11 6600 10.04 19.25 3760.216 0.9067819758869071 0.17197588219391352 0.4950905081498469 3.5913403034210205 8359.123 0.9168969695393187 0.14619499276704676 0.5369734032619953 3.6203360557556152 False 11 6700 9.408 19.69 3282.7947 0.9071068037752756 0.172397114512429 0.4629814110674986 3.8919479846954346 8666.852 0.9171967806639815 0.14556061167916579 0.5185435512810223 3.7838680744171143 False 11 6800 9.531 19.21 3262.5593 0.9118729453187553 0.1804555208027498 0.47239134629757035 3.906521797180176 8821.735 0.9200069420407746 0.15716548464446695 0.5313820234395357 4.1698317527771 False 11 6900 9.399 19.66 3586.5854 0.9011378700125444 0.18080419836752784 0.4804298949132159 3.6128032207489014 8035.7295 0.9117105006228252 0.1549635438035923 0.5313315448331465 3.690396785736084 False 12 7000 9.49 19.17 3510.552 0.8988225725037998 0.18753350444024044 0.48697285425174947 3.5258424282073975 9261.278 0.9103467792108665 0.1600150599163818 0.5356749872257395 3.6354143619537354 False 12 7100 9.516 19.63 4156.5103 0.9043597276761416 0.1778171843065343 0.48834126278661866 3.5527236461639404 7828.487 0.9148596216771905 0.15094168780651596 0.5356761853747514 3.7062909603118896 True 12 7200 9.93 19.42 3409.9592 0.9048301829727206 0.1832001262841569 0.48546306048551974 3.6319386959075928 8093.845 0.9153796997720334 0.15685957893697708 0.5335649057194112 3.6088945865631104 False 12 7300 9.503 19.32 3356.5999 0.9011196426834946 0.18856289267925655 0.4936560983340541 3.4929490089416504 7711.2773 0.9132308003999432 0.15794441215108662 0.5345762457641683 3.6255767345428467 True 12 7400 9.962 19.21 3524.968 0.9058644281584542 0.19351558654946588 0.4875639352025554 3.767314910888672 9150.377 0.9166720887179326 0.16400921611819275 0.5452786472952477 3.5946497917175293 False 12 7500 9.475 19.86 3314.6506 0.9178011149121785 0.16929805650021962 0.4755627171877939 4.523056983947754 7847.8135 0.9258550660701083 0.14378057291628643 0.52583321291953 4.974012851715088 False 13 7600 9.516 19.38 3072.82 0.8972559378048747 0.19164190786142868 0.5103375450878362 3.6971144676208496 7570.1294 0.9104580227421619 0.1598547854794038 0.5480914210661973 3.6851978302001953 True 13 7700 10.07 19.2 3779.2634 0.8974425600999316 0.187685274935618 0.47996448796061003 3.5614492893218994 8884.386 0.9096959474021455 0.15748145898124385 0.5336439996433067 3.6467909812927246 False 13 7800 9.499 21.81 3433.3562 0.8959924355997759 0.1935978509902278 0.502794957446484 3.575746536254883 7649.794 0.9099053584516162 0.1613469623789808 0.5357826057318943 3.7893261909484863 False 13 7900 9.631 19.28 3177.2485 0.9004529861085722 0.19568087184066166 0.48990907114564936 3.53852915763855 7812.2085 0.9122927428984419 0.1662338585905142 0.5443168221471033 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