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 10.37 342.5 117708.92 0.9892818595201542 -0.008067754927196793 0.2632499973312166 574.920654296875 360549.12 0.9882606049826433 -0.004126383449809462 0.27423625211248576 572.9302368164062 True 0 100 27.25 58.44 36876.527 0.9838566005276073 0.003951375745868102 -0.4323174551481271 17.760845184326172 19772.852 0.9835815212122977 0.002149245432167778 -0.41917237170819344 17.90431785583496 True 0 200 25.19 60.85 38889.69 0.9825974431490031 0.008427910229004524 -0.4256292264071443 21.419384002685547 19832.754 0.9827737392925567 0.005025541627135907 -0.4216661980025208 21.621015548706055 False 0 300 29.01 360.6 80170.18 0.9850423402557335 0.001118403269564288 0.36653530002711765 19.136751174926758 23983.992 0.985106349919274 -0.0018386313524281675 0.3106616339860437 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0.9878248735949591 -0.0016927678331056652 0.2729838494248028 10.574610710144043 False 2 1900 44.49 41.87 117736.74 0.9870462641804701 -0.003235022642379884 0.4175475570417616 9.432347297668457 27115.31 0.9868494086310374 -0.005404125007502271 0.37341936679467774 9.221990585327148 False 3 2000 46.11 40.93 34954.312 0.9864403090891415 0.0067211442246242915 -0.2387807353092968 6.061032295227051 104073.5 0.9857189268782489 0.008648020280006073 -0.29144465952975845 6.121340274810791 False 3 2100 45.02 43.07 41611.938 0.9843038915198685 0.003857198027222542 0.4279437254670699 6.42456579208374 21078.14 0.9844671813331702 0.00042803155871631404 0.38294112008255915 6.594355583190918 False 3 2200 40.53 47.22 64335.12 0.9855438688528393 -0.00048666109627155686 0.4347988172043418 8.742329597473145 22979.818 0.9856017936711811 -0.0033063176320332686 0.3975338393461965 8.944864273071289 False 3 2300 35.61 50.52 135300.78 0.9820693786243314 0.012725427540073593 0.32702391829735106 5.044029235839844 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0.4385424327537115 3.4897115230560303 19406.586 0.9745150533151884 0.03796346488863753 0.4182185574097817 3.4406144618988037 False 17 11400 29.6 56.37 12902.025 0.9695543875409953 0.05275351538814114 0.44266071104357474 3.361144542694092 16597.201 0.9723540709922633 0.04302800898451872 0.42815626367482434 3.358328342437744 True 17 11500 34.51 49.35 20598.744 0.9855056385032659 0.014024520904998276 0.12713694994988783 4.504073619842529 51325.1 0.9848734899038223 0.016279214456150045 0.058737148679941585 4.4665656089782715 False 18 11600 35.76 48.92 15343.791 0.9760874847169648 0.0283108320549799 0.42956394696155603 3.51263165473938 18947.455 0.9776332319298896 0.023083477497628284 0.40397450787844497 3.473555088043213 False 18 11700 35.3 49.07 12384.466 0.9740627273194019 0.0441315238201098 0.42242549712668853 3.7761731147766113 20635.664 0.9753716064545719 0.03903408228300723 0.41801280650867595 3.7582876682281494 False 18 11800 34.89 49.67 12768.604 0.9818187300918763 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0.04162043539312809 0.4217128503659746 3.6061341762542725 20826.64 0.9748791808490558 0.03409687413907456 0.4226292898849217 3.6165966987609863 False 19 12400 42.46 52.56 7493.349 0.9684494138653732 0.05044530290357915 0.4465955435104255 3.287698268890381 18858.848 0.9719833894228694 0.04002109306605687 0.4252371217827108 3.3466103076934814 False 19 12500 27.76 45.39 7946.742 0.9703829478081286 0.047241255113188545 0.45183666580998966 3.745617389678955 13130.348 0.9729279168703846 0.038087291725677 0.4414230216496905 3.7932300567626953 True 19 12600 40.58 47.49 7699.5557 0.9712166644770065 0.0432046681192749 0.4534012973967382 3.227215051651001 17474.44 0.9738828941293718 0.03584073597149471 0.43367668419697164 3.244107484817505 False 19 12700 35.21 51.49 8153.6064 0.9768234255068792 0.041941233245259654 0.38497370631179006 3.9106504917144775 20078.936 0.9775317838690188 0.038474594916157887 0.3028459015549772 3.8769450187683105 False 19 12800 32.2 166.2 7888.78 0.9737043253802139 0.049113420642757796 0.4277125477059578 3.597919225692749 21359.695 0.9749080173256861 0.04451840363831578 0.4044846429706248 3.5742433071136475 False 20 12900 29.22 60.12 8354.063 0.970184473192814 0.05279957955902136 0.41973858837840944 3.4135923385620117 19709.04 0.972429902663365 0.04523465111134585 0.4186970351443211 3.3822972774505615 False 20 13000 26.55 121.4 21468.83 0.9760823768904349 0.03245655023367783 0.40830273000930484 3.7193617820739746 18111.338 0.9779040323419299 0.02482320527324579 0.37623900912758945 3.7082622051239014 False 20 13100 36.49 50.71 10248.468 0.9758266845913842 0.04126060444640977 0.3925132101065451 3.9954164028167725 20722.42 0.9767845985276383 0.03680330004698592 0.3836584762005146 3.982076644897461 False 20 13200 45.92 42.34 15169.847 0.9716993650769149 0.045307677630994386 0.45183286511756604 3.3377368450164795 17957.758 0.9742973740041808 0.03616627301676889 0.4239620682857849 3.3288028240203857 False 20 13300 42.38 97.53 11873.162 0.9704000472225762 0.053877104003573754 0.4390024538877966 3.371927499771118 18057.102 0.9730135933712417 0.0443222860253877 0.4174593623890169 3.380409002304077 False 20 13400 33.78 51.43 10524.616 0.971512456018313 0.05447124349102735 0.43070127738677083 3.5723812580108643 16470.117 0.9735167078380187 0.04590112437392062 0.3986655809292276 3.5575919151306152 False 21 13500 31.48 50.6 10742.907 0.9687803314269835 0.05117419472494331 0.44343943446415357 3.3392670154571533 15532.442 0.9718262793375329 0.04094171821263106 0.4248776095035748 3.334146738052368 False 21 13600 31.65 50.85 11359.533 0.9711700488847753 0.047032138855983834 0.43004568834646195 3.440887212753296 17263.6 0.9732470841124263 0.04032994413611626 0.41520926743823455 3.384929656982422 False 21 13700 33.36 50.91 9409.899 0.9733653815973784 0.04369063566596403 0.41874621108751503 3.555327892303467 17116.424 0.9752474851626086 0.036821819066879515 0.4035511454576072 3.528507709503174 False 21 13800 30.28 127.5 9699.261 0.9699373910357039 0.054702096389270295 0.44037239115935056 3.372919797897339 13789.485 0.9725036810629989 0.044907926392436244 0.4216199204208991 3.3483245372772217 False 21 13900 37.51 105.2 9360.084 0.973134216273466 0.043922649641283826 0.4336873985237096 3.5165982246398926 16844.91 0.9749620204768128 0.037179028383461696 0.4236210294100021 3.525794506072998 False 21 14000 30.32 43.02 8995.162 0.9670724257077407 0.056732953903170576 0.44977871950789994 3.243454933166504 13108.676 0.970358299452698 0.04637612505131512 0.4341522333218888 3.2686634063720703 True 21 14100 38.85 53.15 8336.811 0.9737070645880961 0.04857911665428617 0.40950146615565497 3.7081103324890137 12494.36 0.975105475800048 0.0415931966147207 0.34878671571575065 3.6970834732055664 True 22 14200 43.54 48.17 7596.8755 0.9689475560753258 0.05330784747667707 0.434416288065899 3.3322699069976807 12776.454 0.9722688372669335 0.042370224455912736 0.4224366281550601 3.320286273956299 False 22 14300 40.06 40.23 7836.474 0.9681220034733687 0.058121473149358026 0.4396164508621698 3.341409683227539 13466.724 0.9714738865385546 0.046451585903411884 0.42450120384169115 3.3735640048980713 False 22 14400 25.66 56.4 11893.83 0.9684645123883915 0.053624093624417786 0.4353342597774932 3.5041487216949463 16172.375 0.9713476744826696 0.044219788126943355 0.43438843446440484 3.5448427200317383 False 22 14500 27.74 54.97 11566.989 0.9657971417053061 0.05899353557758636 0.4440907122671588 3.2615652084350586 15847.248 0.9692958616867416 0.04826268756927726 0.4339102572897254 3.236815929412842 False 22 14600 31.03 50.14 6943.241 0.9679339078333062 0.05775048891837956 0.4479649593016392 3.3484389781951904 15150.048 0.9711071989424171 0.04647673104752385 0.4337796088163088 3.377925157546997 False 22 14700 32.72 42.88 7440.3745 0.9736666589072059 0.05629443978034794 0.40557343698950465 3.87101674079895 13945.116 0.9749777826878933 0.04941591336087382 0.337667927481403 3.8729519844055176 False 23 14800 44.91 30.38 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35.49 6699.033 0.9650412031573785 0.06561354935678727 0.4421091410031536 3.2933149337768555 13841.142 0.969160199813381 0.052933749143055674 0.42481410607353004 3.3169631958007812 False 23 15400 26.07 35.02 6843.769 0.9655892697534726 0.06211554469553346 0.44367430271119696 3.2941231727600098 12897.403 0.9693629964164124 0.050416562994219954 0.4178364887379307 3.3032004833221436 False 24 15500 18.1 39.99 6377.915 0.9702124991010286 0.05899233088276262 0.4378957095617024 3.4469282627105713 15583.632 0.9723229996546279 0.05101882439753331 0.418229994890032 3.414745330810547 False 24 15600 18.66 38.07 10591.749 0.9661373178093178 0.05849971046022151 0.4456086951137239 3.264603853225708 13771.094 0.9699279765534925 0.046704758061551006 0.4342895655615057 3.2623775005340576 False 24 15700 18.61 36.61 5963.6104 0.9655252438629065 0.06148850447004414 0.4494040564460138 3.347064971923828 12517.92 0.9698350320252664 0.04785476431660866 0.43614699436393517 3.3599605560302734 False 24 15800 21.18 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