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 21.27 85.05 168944.2 0.9795579305734211 -0.005052487838931667 -0.18737428892138486 97.17273712158203 741231.7 0.9743260919425213 0.0019752563565761136 -0.04894904108797773 94.5419692993164 True 0 100 29.9 73.58 39480.082 0.9724293416037791 0.006389718601628147 0.1733631657448493 26.76064109802246 67217.3 0.9686130772235717 0.013249847651462662 0.28598104822797527 28.42307472229004 True 0 200 30.06 73.29 62967.215 0.9763630334627457 0.009166826628883752 0.3336959478551095 15.383907318115234 288292.53 0.971207561415254 0.014828954667954876 0.41503309460710186 16.607133865356445 False 0 300 29.59 72.93 34459.348 0.9627517410734582 0.04481264773771715 -0.4146217750822625 5.5569868087768555 54412.93 0.9613039369338376 0.04058088993881585 -0.4230460090198529 6.015395164489746 True 0 400 29.54 72.5 30318.25 0.9660541663309523 0.028757328663956628 -0.37712959684830943 6.31951379776001 55383.137 0.9657199010724616 0.02222526335602657 -0.4278728370784151 7.019460201263428 False 0 500 29.33 73.15 28173.863 0.9717076833148189 0.005905319680141407 -0.2338199082942379 17.31332015991211 61536.785 0.9714355282710108 0.000426563528336891 -0.27699746837845834 18.64131736755371 False 0 600 29.54 73.33 29339.475 0.9687632887102695 0.023615473390731688 -0.30300702760560544 4.737218379974365 62342.555 0.9661202873654106 0.02193283334307795 -0.31733374358489647 5.066905498504639 False 1 700 33.18 73.82 28480.957 0.9701146888888735 0.012483198743603083 -0.17979066125158638 5.795727252960205 56282.84 0.9698693218283041 0.007322954252246692 -0.23318379877220072 6.3986406326293945 False 1 800 29.53 74.11 24045.693 0.9738313702745386 0.008984163787298731 0.4010092244790235 4.555100440979004 72805.94 0.9692299605305803 0.014940098672423085 0.4546879815577978 4.9137115478515625 False 1 900 29.71 73.29 28287.617 0.9765002876280254 0.008291405616492113 0.3840304700509253 6.445823669433594 100651.01 0.9712021823213433 0.014667980850195706 0.39676173396570963 7.102702617645264 False 1 1000 29.36 73.33 55587.79 0.9757554264204675 -0.004966985939610179 0.4036794876149612 21.3763370513916 66751.266 0.9765036040620075 -0.010619458972574367 0.42377845693426963 22.79921531677246 False 1 1100 28.99 73.17 37368.133 0.9793003368822022 -0.002451487591205654 0.4105592679586635 10.363121032714844 148898.67 0.9738634738693441 0.00472979203718192 0.4298775581290572 11.266989707946777 False 1 1200 29.55 73.29 31011.34 0.9666791784907354 0.02654920097652309 -0.37741649425050405 6.279666423797607 58042.066 0.9667113640189001 0.019377140668177785 -0.405239317648967 6.824360370635986 False 2 1300 29.15 72.81 21908.867 0.9652218464708988 0.04207527204507755 -0.30160488549083314 6.520689487457275 65806.18 0.963142915468615 0.04160104044898229 -0.24265785432741283 6.451268196105957 False 2 1400 29.46 72.47 129579.66 0.9745838158545332 0.0031000021066108514 0.37416805162343597 8.010536193847656 90583.484 0.9760774656301179 -0.003299105406536447 0.4254916843311369 8.632330894470215 False 2 1500 29.17 73.18 28557.352 0.9681168079789889 0.021070333440529564 -0.3641583451821972 5.709259033203125 59878.152 0.9681265672188055 0.01323652420597406 -0.45918812659335373 6.389434814453125 False 2 1600 29.36 72.8 32068.69 0.969244304235673 0.017984673899281222 -0.3957036039078455 8.436629295349121 58017.984 0.9701730303927938 0.010147869825066911 -0.46115512526022934 9.407687187194824 False 2 1700 29.14 72.96 25790.992 0.9675656594745062 0.024149956973193772 -0.4082233882920116 7.668960094451904 55101.2 0.9676989956500388 0.016623299217563798 -0.47366454687722814 8.568817138671875 False 2 1800 29.09 72.99 44151.996 0.9745439900698293 0.005735653233062134 0.21581709791789536 4.4598493576049805 64254.15 0.97584951531339 3.736868826968757e-05 0.1988562862260816 4.829719543457031 False 3 1900 29.06 73.14 59835.28 0.9700740821546093 0.019369765581482068 -0.17770493223537417 5.158113479614258 69404.7 0.9718454186672925 0.012463409308663938 -0.14270560971430224 5.272294044494629 False 3 2000 29.21 73.41 20035.137 0.963774160074156 0.0399236087378825 -0.39309600699117286 5.701076507568359 53221.25 0.9634562006376802 0.032783722943388986 -0.47189879742636276 6.048801898956299 True 3 2100 29.57 73.31 19976.447 0.9657734988834644 0.040568083179358796 -0.35234295025940743 9.117881774902344 55948.492 0.9644946557761361 0.03612028302100492 -0.40128234345105046 10.077665328979492 False 3 2200 29.09 72.96 18819.596 0.9655063748065 0.04207182122795251 -0.33578645096298004 6.990581512451172 57608.7 0.9633341985556839 0.04215326826842359 -0.3855373686971975 7.761146545410156 False 3 2300 29.24 72.94 21116.291 0.9667692688154919 0.030692352623954134 -0.29185534719230855 10.135909080505371 55891.457 0.9659760624547521 0.024537689769638237 -0.32375781714397894 11.125921249389648 False 3 2400 29.11 73.04 22892.068 0.9710997954230802 0.019374204486585007 -0.26849530238259967 7.683300971984863 69871.3 0.9667432909056367 0.023845313953197295 -0.33454147887525393 8.52509593963623 False 4 2500 28.68 73.05 19856.172 0.9661506537676923 0.03599500830754321 -0.33571342578038776 8.715601921081543 58264.973 0.9633303661603124 0.038140279346271046 -0.39400314989158125 9.655719757080078 False 4 2600 29.08 72.86 20307.857 0.9606179537479428 0.051282680975814315 -0.4186071936356147 5.347090721130371 53588.273 0.9588958638815352 0.049578988437987345 -0.4570714489853205 5.764956474304199 False 4 2700 28.94 73.07 59133.09 0.9720286000945767 0.022204319266598757 -0.41566198237250535 28.434762954711914 231938.78 0.9681592603151749 0.024871322947861027 -0.4653018640826438 27.586101531982422 False 4 2800 29.22 72.98 80804.73 0.9764995088019165 -0.002726920119056611 0.40487137943287344 5.368095874786377 80060.664 0.9777659728908348 -0.008163238416036474 0.43807969283148396 5.815879821777344 False 4 2900 29.25 73.02 28149.703 0.9705693345867024 0.013901654825631098 -0.16642102248521914 6.605584144592285 56446.383 0.9715740454870632 0.006687958694155661 -0.2147443279508647 7.320554733276367 False 4 3000 29.33 73.02 24976.74 0.9644671361345655 0.03182101934469266 -0.40338986810913663 9.805858612060547 50162.31 0.9631613835750042 0.029480368947583425 -0.45444059357025723 10.018482208251953 True 5 3100 29.57 73.72 21719.293 0.9604563597623605 0.048432164124749044 -0.34087372850120645 5.05314826965332 52391.53 0.960587114628415 0.04212935789131512 -0.3037739100143197 5.257620334625244 False 5 3200 29.66 73.6 22047.537 0.9671456423767939 0.023887528134357978 -0.005102601874832433 6.317507743835449 51701.93 0.9681679045367957 0.01702299698187382 -0.007313790780278573 6.945708274841309 False 5 3300 29.47 72.4 19861.67 0.9672436552510985 0.03123466261652143 0.2556386239537894 5.957987308502197 54668.93 0.9662586069649715 0.026242203790673976 0.2659459352978495 6.534302234649658 False 5 3400 29.09 72.13 18483.229 0.9611710429270515 0.04653615649775935 -0.3435775106128367 5.366858005523682 49608.75 0.9606101253635614 0.04194428390994494 -0.369494743492644 5.690615653991699 True 5 3500 29.64 79.17 65926.164 inf 0.005500581479800414 0.37555371724355785 7.1460771560668945 229130.17 inf 0.011285489856418458 0.42382702618050894 7.008817195892334 False 5 3600 29.76 73.04 29566.559 0.9774413152186862 0.0068318522552593105 0.394953280230781 6.254386901855469 111993.89 0.972003947384541 0.013344267018065249 0.4226761889876739 6.787658214569092 False 6 3700 29.51 73.31 28736.695 0.9759531770754001 -0.002287087943814619 0.37189994825475875 7.068411350250244 61801.773 0.9755348566936882 -0.006037730391814893 0.4110648819980741 7.582171440124512 False 6 3800 29.61 74.13 17151.55 0.9648004282193317 0.040032268888616065 -0.30896289140418887 6.668738842010498 58080.645 0.9623968075366702 0.04070305457134923 -0.32193933449621187 6.7950520515441895 False 6 3900 29.21 73.72 16713.5 0.9648918064758386 0.03959567531366805 -0.08224842877706247 4.835843563079834 53745.555 0.9629651062351893 0.03849578180511224 -0.07225404180196215 5.165416717529297 False 6 4000 29.56 74.9 17195.357 0.9654273884771358 0.034070015866879085 -0.26367380871102364 4.994710922241211 55539.742 0.9628916577523535 0.03474355910973912 -0.3183162752735172 5.270599365234375 False 6 4100 29.79 75.08 16852.025 0.9601869153076359 0.047442353770315956 -0.2467099406425713 4.834681510925293 47466.07 0.960497695463507 0.04056646203982612 -0.23833493731480795 5.10381555557251 True 6 4200 30.22 74.34 30943.941 0.9688043382078709 0.021045797654547095 0.09110161774403963 5.168949127197266 56350.785 0.9681005046086952 0.015343805751681488 0.09559895944549124 5.651371479034424 False 7 4300 29.05 75.92 34138.598 0.9715043543033888 0.010642534512810265 0.21767859759841265 6.316917419433594 59332.52 0.97219842582232 0.004125340540432195 0.18401190381828866 6.990574836730957 False 7 4400 29.32 73.28 17043.867 0.963029965891422 0.04721281216167769 -0.29237079601138555 5.300280570983887 52998.848 0.9628715123801693 0.042026057163017626 -0.3222113232818274 5.758803367614746 False 7 4500 29.56 73.61 16820.574 0.9669460173415405 0.03754731053879846 -0.10515345471649537 7.725738525390625 56336.758 0.9646312666179693 0.03778570070616873 -0.08619168309060975 8.471055030822754 False 7 4600 29.44 72.57 16550.453 0.9601462361886776 0.05735925316216128 -0.38430362852934064 5.135055065155029 50882.94 0.9598455273566563 0.052011930848554704 -0.40364518406227945 5.497812747955322 False 7 4700 29.45 73.28 15089.216 0.9592309477170634 0.05444432493712264 -0.3706804941199154 5.540987491607666 48642.516 0.9591187712220359 0.04853425311459448 -0.40981621797542667 5.838389873504639 False 7 4800 29.49 73.45 36491.746 0.965871649908272 0.031804020286202314 -0.29682398861725007 5.007045745849609 55340.9 0.9680870969955949 0.02371759829179652 -0.23001817504043504 5.344895839691162 False 8 4900 29.56 73.86 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0.960060830343661 0.05500650698284078 -0.15857746979317663 4.8119025230407715 48513.86 0.9596522501921093 0.05019134404256586 -0.08728255539143386 5.118748188018799 False 9 5500 29.44 73.7 23071.484 0.9750177417124718 0.016802122539575942 0.24776619619254453 4.402859687805176 71520.91 0.9705949737923325 0.020663109259544607 0.2847798827907224 4.609105587005615 False 9 5600 29.56 72.93 16369.455 0.9604003080190052 0.056109245014165164 -0.2180340620575196 5.579272270202637 48472.074 0.959761021553792 0.051357254978553916 -0.21808054612654013 6.10809850692749 False 9 5700 29.57 72.51 19720.084 0.9571134672160223 0.06349675229894994 -0.4051996426300214 5.7630109786987305 47643.863 0.9567374006457037 0.05888042734477824 -0.4261320426495368 6.227276802062988 False 9 5800 28.92 72.94 19818.297 0.9699101632678097 0.01574619976973997 0.32361209420477144 6.255813121795654 56571.91 0.9706771157124012 0.008749811481914062 0.34710712399664495 6.856690883636475 False 9 5900 29.25 72.86 14067.142 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0.9583552977664488 0.056481220039562165 0.23393688802051152 4.425886154174805 50007.625 0.9579828145721115 0.0509269215854621 0.2433244236429186 4.635873317718506 False 10 6500 29.26 72.98 17477.0 0.9551242202588563 0.06395012749504983 -0.3607981882712172 5.376060485839844 48733.97 0.9550875603448776 0.0592639975770449 -0.42887501379468485 5.873749256134033 False 10 6600 29.44 72.93 13738.53 0.9563924637610359 0.06547136274483009 -0.28511329481635467 5.468001842498779 47638.43 0.9573818628777624 0.057084239778093834 -0.31502665635744237 6.00127649307251 False 10 6700 29.54 73.22 13395.824 0.9556093160354445 0.06552798710470838 -0.36153010174916955 5.177145481109619 47954.246 0.956512655969976 0.0574600653658571 -0.3877517607386888 5.604955673217773 False 11 6800 29.59 72.99 20934.314 0.9661875407727288 0.0294171314190086 0.3699613661011141 4.1954522132873535 52787.984 0.9676224150349585 0.02178388709597218 0.4071050460980466 4.227317810058594 False 11 6900 29.48 73.71 19598.49 0.9546642636274627 0.06290867641103662 0.18989514730191892 4.45298957824707 49645.33 0.9544461088195246 0.05805085621237066 0.21694870236371044 4.647881031036377 False 11 7000 29.51 73.08 21195.883 0.9515514510608032 0.066202514671512 0.31644015046589224 4.324704647064209 49588.203 0.9540212126544237 0.055016461343798596 0.36711702097546384 4.38827657699585 False 11 7100 29.59 73.34 17058.549 0.9585992007083836 0.06852546019568874 0.3692301065679292 5.435243606567383 49630.41 0.9584277280022138 0.062224280877934086 0.3706174836333966 5.985424041748047 False 11 7200 29.26 73.13 23986.84 0.9736110225648545 0.012623207799174033 0.36386943390571685 4.574751853942871 57217.766 0.9751926889035054 0.007043491276869474 0.4103528666692964 4.487536430358887 False 11 7300 29.4 73.18 15182.086 0.955988637504677 0.06247162569350312 0.31717390391974887 4.4742255210876465 43518.285 0.955984151878141 0.057342255062682125 0.32401353159411544 4.6076250076293945 True 12 7400 29.28 72.28 19191.332 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