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 10.77 28.67 156158.72 inf -0.0024206367161452133 0.42225460829556205 46.041072845458984 440034.2 inf -0.0008661308538632654 0.3718959284352729 45.908634185791016 True 0 100 25.74 25.28 221363.5 0.9824043609133207 -0.006407854612939033 -0.4331122784193618 15.325499534606934 44196.434 0.9818670622810829 -0.006790000847548155 -0.4177907694444009 15.457052230834961 True 0 200 24.87 24.87 34907.336 0.9802885733382207 -0.0026304137246329464 0.11031123911931966 12.017156600952148 38659.043 0.979242216255971 -0.0007491964882370206 0.024366483227473115 12.161734580993652 True 0 300 25.15 25.2 114681.46 0.976329862055618 0.011361599260101649 -0.43853615536246426 5.559079170227051 34052.2 0.9764559645976394 0.008651191917331194 -0.43688276106620844 5.632765769958496 True 0 400 24.56 26.98 23121.451 0.974876575631663 0.018630882955478874 -0.3370589993117562 4.924031734466553 34246.785 0.9743459050113533 0.01870987664544511 -0.378820235772779 5.000199317932129 False 0 500 23.78 26.32 98149.08 0.9777215101714622 0.007299771907159887 0.37694051396507794 4.247183799743652 35153.27 0.9776718854643801 0.005175069306434383 0.3182163776413431 4.368015766143799 False 1 600 25.61 26.16 41227.934 0.9786623931348324 0.003827157193126789 -0.41481745661872316 8.797042846679688 40591.57 0.977933957522294 0.004668989494615533 -0.40655766258859954 8.898587226867676 False 1 700 23.13 26.47 24939.277 0.9830085425187723 -0.00809639196517152 -0.3959990281523423 15.398427963256836 49520.016 0.9820603390156075 -0.005841953402961142 -0.39830084523923664 15.520490646362305 False 1 800 23.56 26.51 30203.928 0.9802125135616037 -0.006116645378730225 -0.4113776867158061 22.98375129699707 39045.785 0.9792731987565743 -0.0043728849209438815 -0.40297257996082786 23.129928588867188 False 1 900 23.55 26.66 31920.967 0.9833405715890761 -0.006648953450800889 -0.4071962017267179 10.490631103515625 65471.8 0.9823523573083373 -0.005005432026461438 -0.38475404797223983 10.562616348266602 False 1 1000 23.36 26.23 35913.473 0.9833114887016495 -0.006617017460679641 -0.3850773661472087 6.9961748123168945 90464.81 0.9824097039520402 -0.0048535817736013965 -0.3590155007352407 7.0551300048828125 False 2 1100 23.01 27.05 30109.906 0.9834786255563688 -0.007145735396731711 -0.32477825947194816 5.280534744262695 69305.09 0.982707793855923 -0.005427003394282927 -0.3145945705776069 5.336620807647705 False 2 1200 22.82 26.46 34490.938 0.9762669987037512 0.011414597466691654 -0.3681686727947296 19.159854888916016 32977.496 0.9755932288021646 0.011833013068203975 -0.3515819297385481 19.291610717773438 False 2 1300 22.73 26.11 54538.688 0.976130333563455 0.009489760248271481 -0.24282068913948962 15.511940002441406 31050.85 0.9760557983663953 0.007277182433160979 -0.25339234174055464 15.62851619720459 True 2 1400 23.72 26.49 65392.73 0.9760222882152452 0.011126153032108775 -0.3583431034765742 13.84713077545166 31523.242 0.9760593661501499 0.0086606219760454 -0.36166570034582357 13.964801788330078 False 2 1500 23.26 26.35 45242.176 0.9768430372231868 0.006366503482440422 -0.40564588862726136 11.66873550415039 31520.666 0.9766458774428332 0.004344044656683472 -0.3897012468275053 11.772031784057617 False 3 1600 22.56 26.68 28907.176 0.983255873483257 -0.006879036486148177 0.0055422468321532446 5.189128875732422 69470.73 0.9825616788273867 -0.005448387885245298 -0.07010426055786033 5.273828506469727 False 3 1700 23.21 26.44 26927.459 0.9756065414977476 0.01888031748957161 -0.39219263415979266 7.411048889160156 31744.078 0.9752404767523059 0.01686415891257351 -0.3800606263561923 7.488839626312256 True 3 1800 22.98 26.3 26647.064 0.974215536670694 0.018838406560584532 -0.38870270471732044 5.394837379455566 30174.045 0.9741386732287848 0.015137222928175926 -0.3812943012690987 5.475560665130615 True 3 1900 23.53 26.71 21877.432 0.976491155340405 0.0005197540310524294 0.005713583376707437 10.86367130279541 32283.746 0.976080467416057 0.0014435424813759043 -0.08712686639476933 10.987847328186035 False 3 2000 23.09 26.34 21815.355 0.9770244950510035 0.0006128459069244706 -0.27274019547964756 4.839229106903076 33341.004 0.9764581207275597 0.0011705091630387948 -0.3128963591096398 4.920939922332764 False 4 2100 23.17 26.28 33652.39 0.9771746319410316 0.004243789135285037 0.04740038335273938 7.070685863494873 31146.342 0.976998927720107 0.002055251706308009 -0.044982629538619714 7.188037395477295 False 4 2200 23.65 26.66 19922.492 0.9769790506583373 -0.001958355410644714 0.002084037273123692 5.430042743682861 32954.21 0.9765562979869726 -0.0011558737028507288 -0.07892914264839145 5.549174785614014 False 4 2300 22.95 26.34 20495.842 0.9787065219465017 -0.00691014033502632 0.21449922115783135 4.870022773742676 35066.6 0.9781964347444358 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4.218471050262451 29314.818 0.9780174309655049 0.0024187762274923328 0.2734382259298919 4.378660678863525 True 8 4400 23.6 26.51 17574.332 0.9732048256639341 0.02409704199715903 -0.20329032061080057 5.587084770202637 25201.877 0.9737924796289754 0.021591790857731667 -0.21698895145712188 5.698179721832275 True 8 4500 23.78 26.51 31611.305 0.9733521576411439 0.02436690402853643 -0.21261851796773346 4.909904956817627 27656.568 0.9741162794047796 0.01873707138824093 -0.2592645750942514 5.030283451080322 False 8 4600 22.99 26.01 18066.506 0.9745640632668922 0.021691608566315492 0.14919097483450597 4.614389419555664 27561.72 0.9746340230186292 0.017957949058685727 0.08155390431383064 4.863437652587891 False 9 4700 23.5 26.65 21178.355 0.9778332409764159 0.0029189449460556827 0.26685386674324446 7.573076248168945 33310.055 0.9775803008811963 0.0024638171451296714 0.1856967795796107 7.727950096130371 False 9 4800 23.29 26.46 23115.775 0.9721035056163353 0.034088191235540896 -0.284073330354492 5.204826831817627 26206.412 0.9726992657355209 0.02996867824723291 -0.32771693239568067 5.378720760345459 False 9 4900 23.5 26.25 20747.3 0.973377636878881 0.02431407066428156 0.21519912842041042 5.82157039642334 26265.135 0.9738362305866325 0.020292242278009 0.12967300564352477 5.96282434463501 False 9 5000 22.96 26.42 14713.861 0.9712990898206825 0.03170713300258933 -0.09969819181289946 5.155368804931641 21736.256 0.9722524997977631 0.02728747105635721 -0.15068302785041274 5.37107515335083 True 9 5100 23.78 26.38 12951.792 0.9706064879888855 0.03760234688525847 -0.11073360496819168 4.983983039855957 21839.527 0.9713930096002199 0.033786567648365705 -0.16224910917185295 5.165125370025635 False 9 5200 23.4 26.27 23247.646 0.9685592422510219 0.04312849717447382 -0.18092826598644077 5.124422073364258 22206.318 0.9690031289355775 0.0388416033043076 -0.21056454009999617 5.2940168380737305 False 10 5300 23.7 26.09 14614.57 0.9713551496706367 0.03888656246393695 0.23485805872946922 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4.097630977630615 17562.678 0.959843500906312 0.08314337176556649 0.43384232873223005 4.191120624542236 False 30 15900 23.51 26.18 7509.0103 0.943874364600038 0.10922907332196094 0.45639173971763985 3.987391233444214 11439.71 0.9502643142842606 0.09096352390086357 0.43654907570328616 4.084951877593994 False 30 16000 23.43 26.42 7793.849 0.9460526587124606 0.10035950182748449 0.4583208919686117 4.044531345367432 11010.125 0.9522467901222543 0.08331329069002259 0.44085900691606666 4.141610622406006 False 30 16100 23.25 26.24 7056.3013 0.9385705884037764 0.1039034589042428 0.4600060837081887 3.742229700088501 9730.919 0.9482323364200824 0.08218930285185551 0.4452792530258781 3.8427159786224365 False 31 16200 23.69 26.28 7010.8916 0.9335515543539309 0.1160940083571846 0.4640796183023576 3.6702442169189453 8592.245 0.9435141668840599 0.09222140384039451 0.4444089165562288 3.781714677810669 False 31 16300 23.86 26.26 6893.8413 0.9328023870523324 0.12444739343094469 0.4656215405769701 3.661652088165283 10152.907 0.9430668334824567 0.09949876454742955 0.4453634577978391 3.7826650142669678 False 31 16400 23.73 26.32 6631.753 0.9351668898371748 0.12159567698810435 0.465021292731292 3.7242674827575684 10389.208 0.9442463312411857 0.0981124289633188 0.45078839505737545 3.821363687515259 False 31 16500 23.47 26.22 6624.3223 0.9348196260806366 0.11963217381890912 0.4683902201582402 3.6877355575561523 10242.465 0.9452964908233698 0.09436596603111878 0.45361341338411093 3.781578779220581 False 31 16600 21.81 17.07 7198.0435 0.9282277818340767 0.12161346389856509 0.4683659120731932 3.672372341156006 10016.917 0.940015571590533 0.09587360039434659 0.44549713864014806 3.8073570728302 False 31 16700 9.817 17.14 7573.7866 0.9414961845213651 0.11788153350221173 0.466235228817119 3.8095290660858154 13688.117 0.9489433682089392 0.0950393055804652 0.45522964627437323 3.8974130153656006 False 32 16800 9.705 16.94 7775.4897 0.9302955161724169 0.1226948995942847 0.46616915686495863 3.6712732315063477 11046.547 0.9413610780928845 0.09765173136767832 0.44393850399808127 3.8332769870758057 False 32 16900 9.633 17.17 7889.632 0.9365470308512678 0.11914827679682928 0.47373876450186914 3.6550557613372803 11380.846 0.9455177654325577 0.09651095280870528 0.46157326012595207 3.7446484565734863 False 32 17000 9.863 16.96 8687.027 0.9346017468017973 0.12572494756449526 0.4716939294450759 3.6637630462646484 10806.2295 0.944749912696357 0.09920847315813355 0.44480016377349046 3.8026883602142334 False 32 17100 9.642 17.08 8423.331 0.939126077176557 0.11335156600424437 0.47668753867361013 3.6802432537078857 12719.395 0.9499625459078143 0.0856341598599084 0.4519463666853277 3.816145658493042 False 32 17200 9.871 17.17 7467.44 0.9323073325075076 0.1292791721521933 0.47693159867281687 3.6549313068389893 11307.959 0.9437140296935133 0.10084160960850339 0.45624770162500083 3.763216018676758 False 33 17300 9.559 17.28 7344.005 0.9325985204471577 0.12646702852668076 0.48034791444658237 3.6554462909698486 11060.5625 0.9438507112017992 0.09861719459047005 0.46365793341689704 3.758967638015747 False 33 17400 9.773 17.04 7240.049 0.9247476742557889 0.13096864233832128 0.48559928124350166 3.5891315937042236 10814.301 0.938401470466808 0.10173807911492859 0.46366874336661684 3.7119648456573486 False 33 17500 9.888 17.0 7418.9937 0.9264632262186412 0.1316720663584339 0.48540483663651796 3.5993635654449463 11157.141 0.9398069944322534 0.10173847697578839 0.46603280313807915 3.7028472423553467 False 33 17600 9.789 17.24 6855.732 0.9404890088536032 0.12242578981529105 0.4749086946628772 3.776393413543701 13220.377 0.9485873055191608 0.09978856589802002 0.46386649563881155 3.869826555252075 False 33 17700 9.82 17.13 6567.4976 0.9260162690139138 0.13362996972044422 0.48415542923606153 3.578157663345337 10955.763 0.9395965024576742 0.10382216902258598 0.45816212925822347 3.754185438156128 False 34 17800 9.71 17.17 6660.888 0.921721249381099 0.1380735417405152 0.48718208480366715 3.5610239505767822 10972.394 0.9370637464594878 0.10477903535855716 0.45862138015611686 3.7310519218444824 False 34 17900 9.856 17.08 6726.295 0.9249361066124835 0.13701585760007848 0.4859944133867603 3.5682780742645264 10946.771 0.9395480810998416 0.10351183892171772 0.4606061757204158 3.7109029293060303 False 34 18000 9.642 17.11 8161.0254 0.9306770377983882 0.14036002989539956 0.4872585120856731 3.62337589263916 12919.299 0.94348130846158 0.10774697703098483 0.4520283252126683 3.77599835395813 False 34 18100 9.764 17.14 6611.8574 0.9268222539766386 0.13080384408654072 0.4930997999311794 3.5485711097717285 11226.01 0.9403991614638586 0.10022995513032801 0.4663427694505481 3.6892619132995605 False 34 18200 9.844 17.56 6679.7725 0.925896796716138 0.13534121315716258 0.49054258244514765 3.5499677658081055 11844.792 0.941904068393472 0.0992168960885812 0.4598469170110121 3.728940963745117 False 35 18300 9.752 17.07 6593.0684 0.9340639973906033 0.1353986176604759 0.48298770911422256 3.749037742614746 12016.089 0.9464495517377073 0.10113897382679526 0.45467377188053837 3.8551573753356934 False