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 17.29 93.97 178036.44 0.9783224623407173 -0.0007854774877093852 0.12566807644424371 207.93028259277344 767586.2 0.9733189137241814 0.005682951820027561 0.20895674877201206 204.05894470214844 True 0 100 29.34 1.009e+03 31668.818 0.9784870498314285 0.007084043908073623 -0.022490788811015558 27.111000061035156 106830.195 0.9735568090319957 0.010893462375991746 -0.16340864956983814 28.79802703857422 True 0 200 29.57 171.1 48401.242 0.9751818919030463 0.016361563154631803 0.40411684203117915 23.564245223999023 211297.25 0.9697636477944782 0.022014154473356383 0.41342307367542447 25.082895278930664 False 0 300 29.13 92.35 20777.422 0.9689026786140317 0.026742651573612376 -0.07754660608330069 5.762328147888184 74185.25 0.964549176506259 0.03094102961636621 -0.13361596772240045 6.369214057922363 True 0 400 29.54 75.11 252113.64 0.966144514900747 0.030426773573307034 -0.35479575456814727 6.280413627624512 104887.31 0.9685025979104196 0.023457768638022427 -0.403234734174145 6.958643913269043 False 0 500 29.01 78.05 41391.535 0.962798671584995 0.04776005540716192 -0.38411139727800514 6.975119113922119 59107.473 0.9610103715244617 0.04601703623526625 -0.4295947075629021 7.753176689147949 True 0 600 29.32 273.2 45291.895 0.9634777406940916 0.03833304390242599 -0.3881377126212469 8.05435562133789 55324.906 0.9640209078902343 0.031446061933286834 -0.4398256696090029 8.967616081237793 True 1 700 34.42 967.8 61662.22 0.9757984685089348 0.01143937092177589 0.3997222158660897 17.777706146240234 184031.17 0.9703476879349803 0.018386899868819504 0.4130518890958183 19.00275421142578 False 1 800 30.13 72.35 20015.816 0.9593526032245115 0.05024472529502358 -0.39088708300699737 6.132863521575928 56104.086 0.9591710342116595 0.045695399328740095 -0.45126303286338887 6.814183712005615 False 1 900 28.79 113.5 20362.742 0.961935554062075 0.047954767065404275 -0.38150123764532945 8.251715660095215 63281.746 0.9599146061555603 0.04760096179357576 -0.42603319121941885 8.509130477905273 False 1 1000 28.98 81.81 42083.516 0.9812080005653403 -0.0002960211703587135 0.4068051620793572 10.517162322998047 146099.3 0.9753543454817505 0.007002250754446285 0.4270609573705032 11.351454734802246 False 1 1100 28.92 341.7 26400.484 0.978716989767729 0.0026985475444352204 0.40869710542101306 13.064621925354004 93963.3 0.9732200357476561 0.010097021797662026 0.4183898320557041 14.083100318908691 False 1 1200 29.12 75.28 23667.395 0.9763798677510369 0.010314042521353161 0.3467215016867823 8.569232940673828 91443.0 0.9710500792578295 0.016679247268368818 0.353744439457854 9.356191635131836 False 2 1300 28.63 765.7 184750.02 0.9798529179150863 -0.008723792712413928 0.3944318488226667 4.135207176208496 114210.3 0.9808324406012219 -0.01334024061941121 0.4152789307518266 4.4139628410339355 False 2 1400 28.88 82.66 19185.328 0.9627663239199106 0.039561096344470324 -0.233794607338043 4.936148166656494 55923.145 0.9632821900912599 0.03359833482476163 -0.2824564382747794 5.277410507202148 False 2 1500 28.91 72.65 32877.93 0.9681380450925222 0.023646479947565455 -0.3687637721925588 6.754306316375732 60244.703 0.9648560359573576 0.026881768563043015 -0.4335276159357592 7.52754020690918 False 2 1600 28.82 186.6 110172.79 0.9726754677646405 0.009933899310791564 0.16573001301490373 11.411208152770996 78697.305 0.974274020385518 0.0032502015377498914 0.21955679431021122 12.306166648864746 False 2 1700 28.96 104.8 24997.78 0.9764775024326406 -0.0014454632081385992 0.38675328554829225 6.860166549682617 65144.2 0.9723388252025078 0.0034297319707943647 0.4261960895544403 7.405616760253906 False 2 1800 29.14 728.3 71693.1 0.9704894203570561 0.01727500619790374 -0.12046068932585062 5.373776912689209 66899.3 0.9722828572346428 0.010971215350216255 -0.10433767119515948 5.814198017120361 False 3 1900 29.17 74.45 49658.895 0.9724337848118576 0.006154182974737646 0.18701953876016394 13.930107116699219 61991.39 0.9733436617052234 -0.0001220729832706785 0.23634637157799832 14.991612434387207 False 3 2000 28.83 747.5 32416.088 0.9645537332660459 0.042223212363955646 -0.3484538156899694 5.87850284576416 60400.555 0.9633810892050091 0.03820317667190432 -0.35923021119616144 6.261910915374756 False 3 2100 30.46 389.6 31018.258 0.9642609595284386 0.040481309795863826 -0.36495648100697337 5.774298667907715 61305.598 0.9623840147675967 0.03901945519757976 -0.390075808097521 6.180657863616943 False 3 2200 29.06 88.32 30225.996 0.9711530152751311 0.012527391241636683 0.2922103728563556 4.794445991516113 58700.65 0.9712614711894147 0.007184559235259973 0.3280286319797714 5.130295276641846 False 3 2300 28.87 99.69 19706.297 0.9683605954724244 0.030351807012885194 0.3897272834306429 4.333310127258301 61834.29 0.9668894129201397 0.029648551195597308 0.44012312720282737 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29.64 200.2 19332.79 0.9681978107557188 0.028211084009696914 -0.1512298518234093 5.047375679016113 61827.168 0.9652675917447557 0.02951500698557254 -0.21240568616998085 5.5337748527526855 False 6 4000 30.1 275.3 31251.045 0.9638889001799203 0.049905554052891314 -0.3623855418033335 5.377347469329834 59225.02 0.9626908655526756 0.0460280862407874 -0.43194411319479264 5.850020885467529 False 6 4100 29.29 93.71 17872.992 0.9639135221568196 0.038224922053640385 -0.3989640143305277 6.217078685760498 63741.684 0.961850725728532 0.03757027753727347 -0.4578574368823031 6.873797416687012 False 6 4200 29.11 78.13 22771.445 0.9666561577536463 0.03280839728517656 0.14862817307016502 4.587771892547607 59009.902 0.966199315406382 0.02893557682746681 0.16126717269792853 4.928789138793945 False 7 4300 29.19 732.8 21911.246 0.9624799021664192 0.04753244281133593 -0.2729173087033786 5.006636142730713 58221.723 0.961806469862702 0.04342564624307263 -0.33132962963069235 5.3983049392700195 False 7 4400 29.21 75.69 29211.15 0.9644413062864238 0.03240151410266805 -0.38367703090430694 5.319255352020264 59091.19 0.9668809156452326 0.025327324906220677 -0.41713873085366543 5.742771625518799 False 7 4500 28.81 235.5 18969.498 0.9638595932507875 0.040818877493119084 -0.36352151265220106 5.339291095733643 66474.11 0.961902489998032 0.04004159109155339 -0.4313849967799917 5.773346900939941 False 7 4600 28.59 81.21 20550.326 0.9712294275958634 0.015969348377455148 0.04359925952274183 7.806947231292725 67363.92 0.9677784676429747 0.01869902529768048 0.08784288845774474 8.553338050842285 False 7 4700 28.95 474.0 24186.121 0.9748781863467274 0.005107105423251483 0.33181574829619465 7.98136568069458 75304.62 0.970553856848062 0.010403787375486665 0.27750294113254564 8.806315422058105 False 7 4800 30.48 420.4 23894.926 0.968652846824123 0.020817963182583846 -0.21182235935225563 7.000596046447754 59478.816 0.9683828803228067 0.013707822261372694 -0.28914072510051575 7.771109580993652 False 8 4900 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