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 5.744 23.16 284828.1 0.9784671741264905 0.008376012236643913 0.35334617552295505 399.6675109863281 120129.06 0.9773276221297302 0.011654305758891861 0.31885196761503215 399.8858947753906 True 0 100 10.08 21.07 21647.002 0.967807037567546 0.04959706770059584 -0.3610180889932619 27.082813262939453 19383.158 0.9673405278857664 0.05217543798742592 -0.3501578221418342 27.278087615966797 True 0 200 10.14 20.68 19852.53 0.9723692779883832 0.0505831229832328 -0.37564089388229444 27.951656341552734 19585.896 0.9725852429908823 0.048917190749534066 -0.36362049307558064 28.143447875976562 False 0 300 9.513 20.61 29657.166 0.98192035851893 0.004098528806415862 -0.37744323190870777 22.87989616394043 33966.66 0.9831729074046123 0.000641886793334149 -0.38282630409495527 23.071958541870117 False 0 400 9.943 20.74 22260.014 0.9795736181899398 0.004019404468359284 0.2469312583774634 19.682598114013672 24273.633 0.9804451495875945 0.0005591725987587646 0.21020137518258752 19.878801345825195 False 0 500 9.536 20.32 22922.52 0.9754264437228193 0.024552476371429245 0.238417942052354 26.80006980895996 21309.32 0.9750930094587732 0.02716432677311948 0.1953624208382106 26.994277954101562 False 0 600 9.624 20.38 21048.094 0.9748499289311543 0.02089161108124077 -0.3657194189225686 17.972902297973633 21888.92 0.9757058804997155 0.017672644144434847 -0.37922174364149297 18.16252899169922 False 1 700 10.8 20.74 20473.074 0.9760861513320932 0.02364268019458462 -0.3160145625116648 24.81808853149414 22138.771 0.9765759987794357 0.02035125701502752 -0.34681837868734466 24.994077682495117 False 1 800 9.657 20.69 25634.664 0.9771734114548704 0.0158807386560535 -0.08248137014357791 21.323225021362305 22377.951 0.9763835278989694 0.01802309664194181 -0.11905795654743251 21.51523780822754 False 1 900 9.02 20.59 14556.6 0.9700210911723371 0.04345596391510014 -0.3653743433500253 7.090790748596191 17237.365 0.9712500575584365 0.0401475144824915 -0.35982768690596295 7.332715034484863 True 1 1000 9.828 20.71 14888.674 0.9675844920104705 0.056701463949619 -0.361262974962764 13.172189712524414 15947.526 0.9683317007685185 0.0559640081464235 -0.36292346329297726 13.372895240783691 True 1 1100 10.09 20.84 18922.69 0.9710283014186293 0.030971370451793972 -0.329209877404784 10.974538803100586 16781.41 0.9711881928509413 0.031049286410330737 -0.33503519044676516 11.176155090332031 False 1 1200 9.921 20.67 13094.194 0.9697525558417789 0.04198216486905104 -0.19021491575278365 6.01648473739624 16781.805 0.9706598089310023 0.03883309757792273 -0.22926199632496977 6.293320655822754 False 2 1300 9.706 20.65 12411.882 0.9671270290606115 0.06096185792722961 -0.341928239836292 11.432280540466309 16275.247 0.9684607681210208 0.05718703052827112 -0.35577880709462023 11.634763717651367 False 2 1400 9.833 20.48 12033.967 0.9634567035673259 0.05555090369226533 -0.35258147565074127 5.854064464569092 14505.689 0.9649513445514482 0.0504211023825236 -0.3526365377838313 6.1003217697143555 True 2 1500 9.897 20.69 17684.584 0.9647910911296679 0.047150265356515675 -0.3655487003018352 7.855788707733154 15458.37 inf 0.04637511660641007 -0.3656193646605528 8.26321792602539 False 2 1600 9.773 20.74 17434.37 0.9682022711197354 0.04620844870669285 -0.35769758906485416 12.044377326965332 15685.422 0.9680845327704394 0.046816466403899956 -0.3602997794427085 12.252884864807129 False 2 1700 9.768 20.8 14414.427 0.9770217129662209 0.018909936075486907 -0.23833037372065352 10.925165176391602 20385.643 0.9789202054408881 0.015219757411683016 -0.26704589892743813 11.144591331481934 False 2 1800 9.698 20.59 12668.493 0.9676115954053838 0.05011558096144223 0.06955958295207769 7.290780067443848 15203.006 0.9682069173441796 0.04946601766241019 0.0016684108151056923 7.549369812011719 False 3 1900 9.759 20.71 11886.741 0.9626294151037749 0.06301065704419025 -0.3199964469356641 5.6856913566589355 14404.777 0.9639693607432915 0.05967786767945927 -0.34537488506798303 5.960875034332275 True 3 2000 10.21 20.71 11750.168 0.9700442039105307 0.03935893804880149 -0.17031531252021195 7.01912784576416 18542.117 0.972545311345901 0.03160341350745461 -0.21557573804542732 7.264498233795166 False 3 2100 9.819 20.8 10611.622 0.9633615826981485 0.052706634624856114 -0.353643333829804 6.480562210083008 15147.346 0.9659784021708605 0.0462829459887998 -0.36879298847845243 6.80081033706665 False 3 2200 9.942 20.68 11643.856 0.9597937637903682 0.06726118130837905 -0.22852103040418706 6.007795333862305 12633.081 0.9621543488677599 0.06118145246098728 -0.27575745282061925 6.27936315536499 True 3 2300 10.19 20.42 13120.733 0.9579427956396206 0.06292842845544279 -0.09012566958034175 5.303219795227051 11789.998 0.9593813425077964 0.059201666484783845 -0.1492676231174464 5.593372344970703 True 3 2400 9.974 20.69 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0.9553643536732177 0.06497000725399861 0.0540395843452786 5.013969421386719 11837.765 0.9593523027991923 0.05687363289669976 -0.003938724118366017 5.293880462646484 False 5 3500 9.817 20.79 11555.136 0.9562580412155165 0.07303000759587658 0.02703253915073291 5.229249477386475 11693.966 0.9590442373197093 0.066688267443973 -0.014988059666047094 5.506499767303467 True 5 3600 9.898 20.82 11398.364 0.9670536056888923 0.0541794972971347 0.3178282872724747 6.868757247924805 15766.256 0.9694684725239876 0.045995592308394076 0.2791089894535202 7.1338210105896 False 5 3700 9.801 20.67 9458.768 0.9509240659895586 0.0877085026856843 0.20853120914629328 4.8496809005737305 11672.433 0.9549356912615742 0.07800196670232076 0.14583223788324146 5.133602142333984 True 6 3800 10.1 21.05 9936.697 0.9565969796455364 0.08334324834588694 0.2681359662200377 4.711081504821777 13776.881 0.9607226667406492 0.07154546270950483 0.21244867445593665 5.035607814788818 False 6 3900 9.84 20.61 9103.304 0.9528531954289056 0.0957618016385258 0.22848305581759332 4.86802339553833 13046.684 0.9559878879547218 0.08672201814042498 0.1738139836133089 5.166666507720947 False 6 4000 9.513 20.59 10192.931 0.9519743809484188 0.088086017031003 0.3037211496341891 4.650608539581299 11199.485 0.9560042887413965 0.07902695896054801 0.27109774825589944 4.922167778015137 True 6 4100 10.15 21.1 9208.185 0.96281373838613 0.0601137860010198 0.374135916890557 4.325359344482422 13213.394 0.9659108748914955 0.051960173319396244 0.34451566543542883 4.620908260345459 False 6 4200 9.953 20.7 8197.44 0.9492494906731136 0.08984958000891023 0.25755521490203764 4.738678932189941 10622.278 0.9537201358155872 0.07979685899389716 0.20064219789240306 5.042745113372803 True 6 4300 10.2 20.61 7982.0913 0.946210728225754 0.09347723468724846 0.32367984546514017 4.599567890167236 10449.824 0.9514940674220769 0.08141139242651237 0.2781199542121356 4.881565093994141 True 6 4400 10.19 20.8 9567.802 0.9535559403938614 0.08449621188134042 0.32766799630809706 5.743368148803711 12644.219 0.9583923557030802 0.07090257170258067 0.28421339740888424 6.024961471557617 False 7 4500 9.741 20.65 8678.025 0.9473158759233051 0.09729875782223024 0.3184390906803773 4.532181262969971 10943.909 0.9520759585462183 0.08550864665489602 0.2756274876541244 4.841432094573975 False 7 4600 9.795 20.53 8562.232 0.944865279905226 0.10016556200250522 0.3151173000179111 4.546898365020752 10572.811 0.9495160921736524 0.0883027144907373 0.27657789704339486 4.843587398529053 False 7 4700 9.838 21.08 9406.754 0.9498600350521589 0.09319034506024479 0.3249554098782078 4.547819137573242 11705.131 0.9541586340344007 0.08269654965782605 0.2795927359592251 4.844408988952637 False 7 4800 9.67 21.15 11304.93 0.9611526903571358 0.05731846209351992 0.3500392211134468 4.468306064605713 17283.697 0.9657631832426469 0.04708619445425287 0.3090217743201387 4.826766490936279 False 7 4900 9.724 20.61 8215.227 0.9460614673381532 0.10272917047678776 0.3562308038786653 4.660882472991943 10543.515 0.9511811658513805 0.08972113141258088 0.31977520670312026 4.97370719909668 False 7 5000 9.738 20.77 9580.881 0.9484398024863588 0.08364913252848884 0.3451464618071444 6.086343765258789 11167.079 0.9523031909991967 0.07606701360390565 0.30452466798348793 6.364506244659424 False 8 5100 9.744 20.57 9972.892 0.9573905488887767 0.07490772602164257 0.3686994454341559 7.5957560539245605 11984.865 0.9596225930759192 0.06898402673376754 0.34016009585264784 7.837061405181885 False 8 5200 9.728 20.64 7490.883 0.9460813895382089 0.09960088344623826 0.35855423589804913 4.455822467803955 10590.3955 0.9513405860319166 0.08732902035894649 0.3240216903244813 4.73628568649292 False 8 5300 9.587 20.51 8393.795 0.9419420085072445 0.10838670918781418 0.34900603919152645 4.422575950622559 10456.209 0.9479997765557465 0.09441100812401318 0.3167347967763815 4.714639663696289 True 8 5400 10.26 20.7 8392.647 0.9427049707184049 0.10495981316735252 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