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 20.71 80.13 79944.07 0.9849936834350476 -0.008320613529032475 0.023089047449700365 293.0132141113281 228843.8 0.9855967295324961 -0.008273776135092788 0.02955024059061974 293.62933349609375 True 0 100 29.8 60.13 8711.477 0.9785213444302001 0.018712826728840788 -0.017192593754377997 15.96436882019043 32300.564 0.9790653638958984 0.017621116460673523 -0.011729470861335597 16.27973175048828 True 0 200 29.41 59.99 5789.7046 0.9694680350980424 0.04751086226951091 -0.01987708702566692 12.057580947875977 26183.0 0.9716130583385679 0.04300564022713896 -0.01581552332208869 12.385929107666016 True 0 300 30.16 60.41 4942.428 0.9641859363627867 0.0629450828111192 -0.019300041615014512 3.643324136734009 24096.2 0.9664727639313332 0.056950454561415946 -0.011743284945909878 4.0036301612854 True 0 400 29.33 61.97 4772.3984 0.9639251026834258 0.057570371224502724 -0.021439459856846727 3.8378145694732666 23370.879 0.9662317586209012 0.05088230396588368 -0.021622292596414527 4.203550815582275 True 1 500 30.37 61.14 4472.919 0.9629283766789036 0.06688193592238614 -0.013422184396592086 4.723348140716553 23289.727 0.9651185659696241 0.06094805666203745 -0.024603732775251182 5.09381628036499 False 1 600 29.32 60.97 4811.5283 0.9598457986867657 0.07002004739725205 -0.011126335338625637 3.685814142227173 23520.975 0.9624035287362301 0.06218518472062942 -0.028327105181792083 4.066854000091553 False 1 700 28.96 61.7 4944.8447 0.9606444991307986 0.07024759050566713 -0.002018844927767493 4.130349159240723 24821.479 0.9636136758686895 0.06368167341386523 -0.012841287498761997 4.49999475479126 False 1 800 29.11 59.69 4859.6133 0.9583588851184599 0.07274270962791037 -0.003189529937962003 3.8059639930725098 24805.979 0.9615441846245221 0.06581210623032327 -0.01496887083460394 4.1817779541015625 False 1 900 29.29 60.16 4194.919 0.9614450306802823 0.07296246013028707 -0.008638452755001004 3.677093744277954 22936.205 0.9642498330033341 0.06479091731927321 -0.0026311474188813705 4.036373138427734 True 2 1000 29.1 60.6 4006.664 0.9579085269297466 0.08119125941415749 -0.0033654555537319967 3.6552951335906982 22841.738 0.961379283575201 0.07114082267650684 -0.003955553870212698 4.020805835723877 True 2 1100 29.63 59.55 4138.7866 0.9538043810025517 0.07905743728888777 0.00100537979930364 3.6355834007263184 22643.004 0.9571976045399907 0.07021729729241225 -0.009999160839496622 4.009970664978027 True 2 1200 30.22 63.37 4180.3994 0.9564527336199278 0.0844264916558713 0.005520409254082513 3.9607815742492676 23224.955 0.9601019127246091 0.0762922154393886 -0.026133810981689015 4.351673126220703 False 2 1300 29.39 59.5 3815.959 0.9549368485476538 0.08602923623827284 -0.005801158382446397 3.668818235397339 22321.982 0.9590687722431827 0.07630310201429297 -0.019061984308333373 4.048115253448486 True 2 1400 29.69 60.17 4010.7004 0.9563921572661622 0.07772281995536576 -0.015639510834767095 3.7735257148742676 23460.646 0.9606179372742392 0.06625865243148424 -0.015639440118637857 4.132590293884277 False 3 1500 28.65 59.47 3890.991 0.9496377542025309 0.09578776403462366 0.014440824690542036 3.6706383228302 22883.848 0.9541686236798197 0.08442620345842289 -0.019619931488317817 4.061895370483398 False 3 1600 29.0 61.38 3796.7515 0.9572414647899974 0.08208012570865257 0.017761032087187306 3.7414207458496094 22668.379 0.9609289430655729 0.07188616618367241 -0.0011356876175480659 4.120778560638428 False 3 1700 28.98 60.4 3769.3713 0.9545108142591197 0.09718673615262517 0.012377325077910362 3.6237587928771973 22476.7 0.9584777372748152 0.08657722166723011 -0.016358637370370778 4.007009506225586 False 3 1800 29.02 64.56 4197.937 0.9561611754713124 0.0870444643239306 0.010128889506880547 3.722790002822876 21472.002 0.9600148723760967 0.07520055599284839 -0.0028082397369522533 4.098369598388672 True 3 1900 29.61 63.22 4119.7554 0.9604345584630707 0.07611578415437084 0.02048813983500933 3.752153158187866 21544.094 0.9637987452513054 0.06685210503105847 0.005630090978328726 4.127078056335449 False 4 2000 28.89 59.81 3959.0583 0.9586395115941269 0.07464709196741526 0.005525114791432071 3.6293752193450928 23717.652 0.9622771574958604 0.06454124786965992 -0.009566823860104339 4.007018089294434 False 4 2100 29.4 59.54 3824.0447 0.9500830643769853 0.10676700311486585 0.01723392952305763 3.727874755859375 22037.953 0.9551343449131108 0.09114212079089443 -0.017168121842218758 4.119048118591309 False 4 2200 29.15 59.93 3870.3218 0.9468407778765853 0.10272367441551108 0.026695046891884962 3.6426596641540527 21563.854 0.9522187785985605 0.08691818682456107 0.02956055702597148 4.004942893981934 False 4 2300 29.18 60.19 3827.055 0.9514245158980427 0.10433343039486567 0.022809462604583143 3.669074058532715 21254.49 0.9571709083854402 0.08651336492000004 -0.004154338019033658 4.053980350494385 True 4 2400 29.74 60.08 4155.162 0.9474039243570047 0.10635220665330572 0.03648164601677947 3.674268960952759 22535.412 0.9536113172017794 0.08940044384035198 -0.008860153472531404 4.069016456604004 False 5 2500 28.65 62.14 4269.38 0.9511948128240694 0.10658700854729056 0.036722641329029304 3.8556690216064453 22039.236 0.956191331437355 0.08842325729106558 -0.01684758985307283 4.25323486328125 False 5 2600 28.97 62.37 3427.1584 0.9432995676606651 0.11367636549382457 0.031108796362583784 3.609978437423706 22653.357 0.9499604021631503 0.09563509889691418 -0.02286526058408921 4.007988929748535 False 5 2700 29.21 60.23 3414.7666 0.947859259630988 0.11472633880484184 0.028692971761272758 3.6042709350585938 22533.096 0.9546089783395095 0.09333661084767625 0.009920437616282548 3.9794771671295166 False 5 2800 29.34 59.82 4382.8716 0.9510178297742731 0.09938062767278809 0.011063548611986508 3.8615756034851074 23333.664 0.9567772856499349 0.08159698819167122 0.015558679254729557 4.222341060638428 False 5 2900 28.94 59.76 3528.9978 0.9494308303502841 0.11514140810955152 0.07389677843368145 3.5978147983551025 21307.656 0.9559856354730752 0.09507371646331898 0.02787084333035266 3.979995012283325 False 6 3000 28.61 60.71 3553.4988 0.9511549864200779 0.11712310627681523 0.06414289193682003 3.6201090812683105 22481.793 0.9574685330384891 0.09581587996131247 0.031712743172830155 3.996035099029541 False 6 3100 29.02 63.71 3116.0085 0.9438434890803477 0.12398720767207466 0.03423213751930335 3.6077358722686768 21198.92 0.9523257699960612 0.098739685212034 0.007888492964265414 3.987635612487793 True 6 3200 29.7 62.05 4305.15 0.9496284878862762 0.10049098635270375 0.009222138324408364 4.166920185089111 25520.729 0.957472922598461 0.07826430513285901 -0.011543610361617312 4.553582668304443 False 6 3300 29.15 61.43 3196.2358 0.9392526779326802 0.13056165308992812 0.030572055963774047 3.7070696353912354 21559.24 0.948253886304721 0.10561971934751145 0.012883187386813657 4.082444190979004 False 6 3400 29.24 59.71 3724.5347 0.9426058549321868 0.12826116562066048 0.04623685808758485 4.005797386169434 22060.693 0.9524717591050582 0.1000928518719888 0.019363383160251515 4.379976749420166 False 7 3500 28.52 59.3 3070.0237 0.9485804326445789 0.1117106542906026 0.01977814499342909 3.613326072692871 22371.088 0.9561137356752645 0.08740886982305185 0.011657008694049313 3.983049154281616 False 7 3600 28.53 59.59 3387.291 0.9408691848529659 0.1281736829077184 0.028323640187267143 3.645076036453247 21212.295 0.9510923652748048 0.09868248178507309 -0.0018017926547690378 4.029160976409912 False 7 3700 28.97 61.52 3304.0605 0.9431837437970096 0.1267363668255903 0.05824935710126163 3.59662127494812 21736.336 0.9535088255008375 0.09820060457741246 -0.00988741099286534 3.998610734939575 False 7 3800 29.42 61.66 3617.5059 0.9374743627290691 0.13766674202338666 0.05855695316979562 3.591533660888672 21306.232 0.9487911626704167 0.10789934364132768 -0.0041311399003675095 3.988684892654419 False 7 3900 29.2 64.95 3196.852 0.942775385750377 0.1295888717676271 0.07133224024656315 4.011629104614258 21246.312 0.9509466596307017 0.10198407003277479 0.027946101900666473 4.389593601226807 False 8 4000 29.05 61.62 3443.653 0.9399992857298518 0.13940014474045676 0.06259578521888896 3.5912466049194336 21681.914 0.9500673111067637 0.10878559668448075 -0.00016940294380893135 3.991278886795044 False 8 4100 29.18 59.42 3565.9075 0.9347458024655748 0.13384421212677255 0.03037913760523426 3.6402549743652344 22774.797 0.946808308152875 0.10083889173671899 -0.01040845113405316 4.031330585479736 False 8 4200 28.87 59.7 2994.6367 0.9384888007458959 0.14487993136512545 0.029169305893360434 3.6501569747924805 21195.578 0.9513659828389742 0.10763873813073087 0.036205422243386354 4.010651111602783 True 8 4300 29.68 59.22 2957.1553 0.9309965706813778 0.14473451943434293 0.07825001874205773 3.627488851547241 21913.867 0.9460769298992683 0.1075756404023591 0.031796302761952486 4.008952617645264 False 9 4400 28.8 60.04 2969.4624 0.9283375643819198 0.15231417659388274 0.08302595743258438 3.587162971496582 20815.27 0.9445282136184218 0.1125232865286466 0.06009942777262557 3.960613489151001 True 9 4500 63.75 61.41 3088.6914 0.9420837233151627 0.1325178905554212 0.05638462995668878 3.9041855335235596 21393.02 0.9525747875141299 0.09892388334910214 0.04199377095622345 4.270664215087891 False 9 4600 29.18 61.43 3031.2522 0.9383307287620981 0.14561691521415218 0.05444155668558658 3.6024224758148193 21507.95 0.9508095569819421 0.10919852898731827 0.006851230529692017 3.990532875061035 False 9 4700 29.21 61.32 3100.3765 0.9379043198458614 0.14050218485164276 0.05683497730969352 3.7805593013763428 21834.324 0.9500326977679253 0.10464510477133145 -0.004162575740585895 4.171562194824219 False 9 4800 29.27 63.06 3234.9429 0.9357171777255345 0.12841569787524412 0.06081492507511756 3.5853805541992188 20597.422 0.9506620474350869 0.09016232073876468 0.0015383789464694857 3.9793732166290283 True 10 4900 29.61 61.6 3450.742 0.9261609490384759 0.1576590973845846 0.1214100218893866 3.5622267723083496 21795.525 0.9444186738117832 0.11332018617733484 0.022234283406564498 3.964576005935669 False 10 5000 29.27 62.11 3102.9077 0.9291917036531966 0.15670945913693055 0.12069267371855774 3.5533220767974854 22061.172 0.9459464853856652 0.11197051890231997 0.033195221215116893 3.9495596885681152 False 10 5100 29.05 61.0 2946.704 0.9362373598296954 0.14246530510971753 0.12089755866441858 3.5540032386779785 21804.379 0.9519972940740443 0.0976419098333147 0.010984534094802588 3.9588470458984375 False 10 5200 29.0 59.27 3526.7498 0.9259996571939122 0.15576464340817445 0.11650265503300478 3.5901083946228027 21465.977 0.9441745943345415 0.11161917869755288 0.048042974897135646 3.980912685394287 False 10 5300 29.21 59.88 2999.971 0.937607039656399 0.1445789452388631 0.07260454737877658 3.634446859359741 20494.191 0.9505915608697201 0.10327145944492173 -0.011933449073811954 4.041897773742676 True 11 5400 29.13 61.23 3062.1282 0.9335767061138063 0.15103985724017402 0.08605319615994272 3.5709500312805176 21607.74 0.9476869877132909 0.11120406439930394 -0.020317976951524878 3.9868500232696533 False 11 5500 29.29 59.66 3030.417 0.9264870495972981 0.16015192594853062 0.10267136141137803 3.576017141342163 21380.416 0.9455719541949494 0.11427563842092536 0.027096046967744453 3.967400312423706 False 11 5600 29.07 61.99 2699.0876 0.9338349369878852 0.16793516318502358 0.11209803694322555 3.5985124111175537 20441.965 0.9496592574609457 0.12185643157233578 0.028651541088904515 3.9925079345703125 True 11 5700 29.78 59.25 2662.1555 0.9293789416943594 0.165789074544056 0.11397127759302363 3.675178050994873 20688.475 0.9481647856660991 0.11492191547968403 0.035498989932297026 4.066155433654785 False 11 5800 29.15 59.27 3022.5784 0.9284920023766671 0.15983541997323508 0.1314074676433204 3.5606067180633545 20624.588 0.9470107694759043 0.1124881271651898 0.04040301956137484 3.9647140502929688 False 12 5900 28.84 60.09 3318.3052 0.9217799460876545 0.16868941265473564 0.13976062570274095 3.5435845851898193 20856.727 0.9429634962018045 0.11972100895925773 0.04170343894021763 3.948309898376465 False 12 6000 29.0 61.56 2809.6343 0.9231331881651654 0.16941554057931352 0.10586043267960595 3.5791234970092773 21216.775 0.9437876443779104 0.11971759018270466 0.05712816618497263 3.961944341659546 False 12 6100 29.66 61.69 2727.1091 0.9292894954822669 0.1691769504317031 0.07214430507553707 3.5697743892669678 21692.916 0.9480866111431477 0.11776354345570057 0.03045098551594117 3.953098773956299 False 12 6200 29.41 64.44 2697.3203 0.9394141271697029 0.14783611029964128 0.09914926071089371 3.556820869445801 21925.65 0.9538466330116789 0.0980921538465564 0.09031431309719401 3.924605369567871 False 12 6300 29.25 62.32 2693.9768 0.9359482085686375 0.16281089646861654 0.13191697127355306 3.7025251388549805 21863.285 0.9507063005676415 0.11715425411674454 0.041423938885758814 4.105413913726807 False 13 6400 28.95 60.96 2733.3406 0.9289642469303794 0.15925659693124306 0.13070396362669434 3.6051294803619385 21131.895 0.9487878368969835 0.10595250005955305 0.03319078794721913 4.003441333770752 False 13 6500 29.09 59.21 2715.8857 0.9209010164580891 0.17807263622080569 0.1388056228986291 3.5522329807281494 21409.605 0.9444317074981825 0.12071486353915403 0.031236869319088575 3.9602339267730713 False 13 6600 28.93 60.02 2708.129 0.9186802592281751 0.1797901394435659 0.14427585361657685 3.5948386192321777 21226.627 0.9423300612652684 0.12182434289986985 0.049759831855438925 3.997623920440674 False 13 6700 29.11 60.07 2657.331 0.9215729261751334 0.17265749684640894 0.0804349377977589 3.635991096496582 20573.309 0.9459846232904371 0.11332992123671477 0.025285361355818922 4.026463031768799 False 13 6800 29.24 59.49 2560.6577 0.9224527925295943 0.18151274931906597 0.1491517547394716 3.60494065284729 20947.695 0.9454246508159702 0.12435939174811984 0.06849211325342562 3.9976069927215576 False 14 6900 28.87 62.41 2423.4915 0.9208032850021278 0.18738565975355598 0.1561750358157126 3.5622105598449707 20440.922 0.9454371463096144 0.12486814101805127 0.04723804963529297 3.9683282375335693 True 14 7000 29.59 60.13 2611.5735 0.9158152857864942 0.17606600166243258 0.13929909643342392 3.606285572052002 21462.93 0.9440240646276502 0.10974253098682167 0.07110805435406424 3.9997730255126953 False 14 7100 29.1 60.44 2529.4465 0.9141002847468819 0.19040372576356204 0.15430714056511094 3.578613758087158 20680.496 0.9417862515381429 0.12379735890075387 0.06183185347822563 3.9823153018951416 False 14 7200 28.96 59.48 2412.2559 0.9157831564319303 0.18845260256072693 0.1514586022219217 3.5601022243499756 20228.895 0.9430093366190425 0.12048772069563757 0.04190969545433746 3.9732627868652344 True 14 7300 29.26 59.96 2542.3352 0.9121171435190474 0.19217918373998477 0.15178131046033158 3.5583298206329346 20562.057 0.9404988017857598 0.12497421106485758 0.06501779810201397 3.9582901000976562 False 15 7400 28.64 61.53 2684.2405 0.9181641205250562 0.17185635178467135 0.14276998443207323 3.6720306873321533 21342.518 0.9432961649051648 0.10871778558603001 0.033352965300784146 4.088003158569336 False 15 7500 29.65 67.65 2748.1213 0.9104970916161819 0.19440802127375773 0.17715381192397875 3.5343127250671387 20047.05 0.9407741910919951 0.12659354666262546 0.06400324145354183 3.9415571689605713 True 15 7600 30.05 84.19 3008.1306 0.9145076122559209 0.18742538343297827 0.1517659162909372 3.6581528186798096 22310.18 0.9433191360630381 0.11816100528948041 0.0661546317704381 4.058473587036133 False 15 7700 29.62 61.13 2542.932 0.9163610932961282 0.189913724535572 0.10576699380905251 3.589930772781372 22180.754 0.945355199004867 0.116213505917621 0.07135690565031298 3.970489501953125 False 15 7800 29.3 59.44 2487.6262 0.9106930278587079 0.18921600118284213 0.15253790960195 3.570988655090332 21691.662 0.9418210863829676 0.1172417827370117 0.06183824652947745 3.9701178073883057 False 16 7900 29.0 59.61 2429.7954 0.9079112981220102 0.20287132726669418 0.16892530493797456 3.541595220565796 20454.318 0.9404683356773466 0.12824869987839096 0.06498974101058744 3.948040723800659 False 16 8000 29.34 61.53 2305.14 0.9172876566483628 0.19629816724917226 0.17766609614840234 3.693641185760498 20255.52 0.9462952409555924 0.12143644782351086 0.087797290534275 4.091405868530273 False 16 8100 29.16 60.05 2311.4634 0.9109464381705951 0.20107402264008334 0.15204153062490744 3.5468409061431885 20473.797 0.9421762689647821 0.12584303754657006 0.09521733668760787 3.9374730587005615 False 16 8200 29.21 62.11 2273.0757 0.9100964568048951 0.2046894535385531 0.15721623354709935 3.5415122509002686 20432.947 0.9413313402841642 0.13025729853460602 0.04859036940318291 3.9640820026397705 False 17 8300 28.95 62.5 2328.8772 0.9118312642710766 0.19788568903706488 0.18874759123705664 3.525907516479492 19791.57 0.9434657597569451 0.11847302084429329 0.0892954037252219 3.93192195892334 True 17 8400 29.8 61.23 2674.1047 0.9080502594136737 0.1958159995041376 0.18491223839422863 3.5260982513427734 21377.135 0.9415008519730711 0.11821988402859734 0.07586482141841387 3.9399819374084473 False 17 8500 29.39 59.56 2547.8464 0.9078920733850171 0.20610215581701405 0.19169114674514368 3.5182275772094727 20105.125 0.9425685349881662 0.12389234264675901 0.08186434028889451 3.936411142349243 False 17 8600 29.11 59.49 2289.3325 0.9032969477005377 0.2112418710095504 0.19846171679008268 3.515977382659912 19787.264 0.940546244743952 0.12680246221711156 0.07868281467176474 3.935812473297119 True 17 8700 29.52 60.3 2233.5916 0.904735004157178 0.21248747950063024 0.200689458706085 3.5140764713287354 20762.248 0.9408753248945948 0.12788051618467416 0.0897044245514576 3.9311022758483887 False 18 8800 28.86 62.88 2435.0952 0.899428843481093 0.2105071586730125 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