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 17.08 57.01 13499.669 inf -0.0062118858337427245 0.04039851243825497 642.5611572265625 12990.255 inf -0.005931790090576283 0.01075556858074451 634.1785888671875 True 0 100 29.04 41.84 986.2378 0.9582028707530398 0.019182075596478797 0.036577518186582676 5.450199604034424 979.07874 0.9579818029332905 0.01716796005436056 5.360580460690509e-05 5.341907024383545 True 0 200 28.94 41.3 994.3652 0.9589419151294724 0.01866437266248942 0.04358375628781373 5.44457483291626 1007.17645 0.9592247061234103 0.015239932615638004 0.00533993577480158 5.338787078857422 False 0 300 28.88 41.42 872.00226 0.9544938240159969 0.031901209749217355 0.03737195874815943 5.439760684967041 895.7368 0.9545925371337289 0.027436624146099826 -0.0018098775343394474 5.300477504730225 True 1 400 39.99 41.56 854.2704 0.9555868841645812 0.028016185871903385 0.023447226950226125 5.492692470550537 898.9722 0.9558069245104815 0.024859167448125937 -0.014508916902457872 5.416597843170166 False 1 500 28.74 41.79 818.6916 0.954024520258849 0.034856126073300256 0.024262606632598997 5.448168754577637 888.57544 0.9542427311619588 0.030467921823335888 -0.013252726979069094 5.310600280761719 True 1 600 28.92 41.74 776.1349 0.9525653598859518 0.0412810988452301 0.02611846757997521 5.511655807495117 870.44366 0.9530499559038704 0.037071028553603606 -0.012635720459209574 5.446802616119385 True 2 700 29.06 41.68 783.2785 0.9513438344698273 0.04459054796410931 0.02240938439487092 5.462928295135498 881.818 0.9518800137644396 0.03964497484980739 -0.015637779952721 5.362172603607178 False 2 800 28.6 41.47 784.6007 0.9540233493008787 0.03281786951299487 0.037971042810783104 5.431951999664307 934.3031 0.9548879550588817 0.02777394328364956 -0.0009480804490958152 5.283444881439209 False 2 900 28.46 41.4 732.4716 0.9534755706039134 0.03486633146433966 0.02924018205528419 5.4537577629089355 877.4083 0.954612065703259 0.02913267099997472 -0.011795800775666271 5.307758808135986 True 2 1000 28.77 41.66 736.89594 0.9517373793760243 0.04073965661348943 0.023724709101886596 5.457186698913574 895.7322 0.9529150944323502 0.03398967031072165 -0.01835314367053027 5.351790428161621 False 3 1100 28.48 41.62 744.70056 0.950526507596697 0.045478907559505115 0.05790266125800974 5.445032119750977 898.0115 0.9515445758899383 0.04029829318814555 0.020333116074455926 5.264180660247803 False 3 1200 29.04 41.48 712.6282 0.9494263256974699 0.04935620754227338 0.06709976367376776 5.4208574295043945 894.4771 0.950926228886108 0.04147114697345905 0.033619188132370456 5.291842460632324 False 3 1300 28.55 42.3 706.44147 0.9493608107046793 0.049567790236282126 0.07073137492324634 5.415844440460205 892.8013 0.9507664340296501 0.0415485157664531 0.03639861051358156 5.253806114196777 False 4 1400 28.78 41.22 722.3185 0.9498858666695924 0.053431761398083456 0.08406125325765848 5.411350250244141 862.1769 0.9504536476103732 0.04656664406595063 0.04071397396917845 5.2504048347473145 True 4 1500 30.47 41.32 673.55457 0.9488471689900301 0.051655055986723306 0.06772308049551128 5.450915336608887 841.1059 0.9505135953619369 0.04307858717618392 0.03185233531368291 5.260297775268555 True 4 1600 29.72 42.33 657.37134 0.9465615765871498 0.06145362273672728 0.04302184214573407 5.435240745544434 829.36774 0.948356031804957 0.05284842589945398 0.017460354638200573 5.305878639221191 True 4 1700 29.26 42.32 702.4534 0.9498164555707285 0.05307526258111505 0.01723919349679361 5.452643871307373 848.161 0.9501931444622388 0.04811622537007367 -0.023466941500620342 5.32624626159668 False 5 1800 28.47 42.27 693.7242 0.9500049910025232 0.05426331861339985 0.018518542443339822 5.708261489868164 842.8936 0.9509205198938483 0.04701044027671238 -0.03398279672178411 5.714075088500977 False 5 1900 28.89 42.29 700.6888 0.9495693258869192 0.04884985265690378 0.06109029016551279 5.522383689880371 870.2936 0.950574935833285 0.043229312486678356 0.020094585673529983 5.470188617706299 False 5 2000 28.65 41.63 927.5456 0.95701900575773 0.03366675822381899 0.09718659432884133 5.655539512634277 1090.6859 0.9582738844657186 0.028736454487034678 0.0565842005209753 5.644014835357666 False 6 2100 28.45 41.86 701.92346 0.9470969563301079 0.05875304387646769 0.04283670966774235 5.440575122833252 858.08386 0.9489032858007737 0.049865409313913235 0.010482245713743938 5.322732925415039 False 6 2200 28.52 41.52 1388.2235 0.9571355475035332 0.04167978404018026 0.053992358857681874 5.849074840545654 1480.0625 0.9583105978604703 0.0361250659457167 0.024386822672550466 5.857079029083252 False 6 2300 28.07 41.51 697.55096 0.9464497568958394 0.06576426357052162 0.04428356952952793 5.449728012084961 841.31976 0.9479141277183631 0.0574837498992448 -0.003454061107664272 5.352187156677246 False 6 2400 28.27 41.19 666.19446 0.9485083600842624 0.05204945772012683 0.08328527874500014 5.4518280029296875 849.2224 0.9507085257948916 0.04301571817433063 0.05561740978055477 5.250426769256592 False 7 2500 28.49 41.16 633.3808 0.9428686040470742 0.0689337092999867 0.10644700511716074 5.497010707855225 819.38196 0.9460839544783802 0.057014887026979356 0.08562068210408719 5.267507076263428 True 7 2600 28.94 41.09 607.80566 0.9430664302687894 0.07517815429167526 0.11767753817495118 5.404719829559326 808.3284 0.9468563068028714 0.059952059975460464 0.11404603121315508 5.244727611541748 True 7 2700 28.93 42.12 630.1434 0.9440153724044266 0.07163532891361771 0.06478731389027897 5.61152982711792 816.72437 0.9464400944529391 0.060702397904868595 0.03594847122790177 5.358506679534912 False 8 2800 28.4 42.3 619.9425 0.9425451690139922 0.07564791163205489 0.12270071962630519 5.466311454772949 795.3179 0.9455116115630827 0.06263438120323758 0.12213101666785231 5.354325771331787 True 8 2900 28.43 42.31 657.0758 0.9437479549070382 0.06937734468483392 0.03893594634433532 5.505343437194824 810.89386 0.9465845103826124 0.05721260734851003 0.0018714722548539718 5.30988073348999 False 8 3000 28.39 41.26 624.9029 0.9423542728440124 0.07320163799053553 0.12029718950300186 5.388307094573975 824.65955 0.9467826084696824 0.05726846651591706 0.10044734959625594 5.225180149078369 False 9 3100 28.33 42.29 726.89417 0.9514573300380379 0.04611154095202608 0.06010508796983207 5.51613712310791 931.18536 0.9532689351342363 0.03872868931074819 0.014683877759437611 5.333622455596924 False 9 3200 28.72 41.87 575.29285 0.9423814617035432 0.07642212566677671 0.11413405012270948 5.48959493637085 819.0632 0.9470270139681592 0.059534596680449366 0.07977134354955041 5.409048080444336 False 9 3300 29.01 42.32 554.41095 0.9391230697874019 0.08739600752119464 0.09733350075502398 5.440394878387451 802.25323 0.9444346413642519 0.06825938079595359 0.06898817665481426 5.331384181976318 False 9 3400 28.79 41.65 537.8914 0.9360818102826505 0.09047607250482305 0.07742931266874428 5.414229869842529 785.0231 0.942896092061885 0.06955008888947695 0.042548329997253234 5.247992038726807 True 10 3500 29.01 41.52 518.4603 0.9327606018616916 0.10046095032080973 0.10710045699409339 5.4050140380859375 787.81744 0.9418553787540066 0.0724383087239287 0.08179187212976298 5.252468585968018 False 10 3600 28.11 41.41 541.95605 0.9340948366258361 0.10089281862192044 0.09577034963339418 5.409843921661377 803.8601 0.9427903597048498 0.07284623966438965 0.059921151390621284 5.2890625 False 10 3700 28.45 41.57 627.08246 0.9431441101950698 0.07392146267467849 0.1104021776277076 5.637252330780029 908.74274 0.9491097034984122 0.05373995135596749 0.07109446187392827 5.601022720336914 False 11 3800 28.34 41.8 570.23914 0.9376973368592837 0.09678820310292258 0.07536164545278491 5.40669059753418 857.25555 0.9439990649646283 0.07347377447633176 0.04196065431411115 5.274240970611572 False 11 3900 28.76 44.44 553.9329 0.9350742073247701 0.09869764571510238 0.14760907312645383 5.382333278656006 888.3928 0.944935364208374 0.06689016642534737 0.11155609335596339 5.212403297424316 False 11 4000 29.1 41.75 559.2188 0.9334352437640925 0.10491094017312545 0.11775094415161715 5.381378173828125 840.2592 0.9435800681919886 0.07174328340539211 0.08667420910013468 5.250101566314697 False 11 4100 29.04 45.87 510.16776 0.9358274542703721 0.09215589785641316 0.04917515641382074 5.478350639343262 793.8987 0.9445378433383066 0.06406107431349517 0.0101026794473173 5.382818222045898 False 12 4200 28.83 42.46 512.15405 0.9299771422994686 0.10702946814333517 0.12235433455307852 5.4624199867248535 824.64404 0.9414352613185016 0.07381888334338083 0.08464386495909186 5.254035949707031 False 12 4300 28.78 44.42 511.14673 0.9317794128073037 0.11107693172847302 0.07328733859816354 5.415258884429932 840.56274 0.9428945848764984 0.07428695766510768 0.03094028738632809 5.27698278427124 False 12 4400 28.54 42.77 482.62213 0.9291681563789038 0.12134952536270563 0.10161287145632629 5.393914699554443 829.99567 0.9415685121860529 0.07994748330327735 0.05616614603504725 5.247714042663574 False 13 4500 28.6 41.2 489.3548 0.9277039413497712 0.11998513992677802 0.1058291030904794 5.393643856048584 828.89417 0.9429115979866867 0.07262312148609754 0.06912889876112446 5.277612209320068 False 13 4600 28.9 42.32 493.96408 0.9276201648331306 0.12412092516954154 0.14583437142276878 5.373942852020264 846.4108 0.9426462487895645 0.0764849337819116 0.10658901291934321 5.241012096405029 False 13 4700 28.77 41.67 465.18967 0.926179257357036 0.1324472428864426 0.13694926162508916 5.414098739624023 802.8856 0.9401658409776855 0.08684107156639508 0.09156465270474587 5.32230281829834 False 13 4800 28.66 41.96 609.04956 0.9413741375705471 0.08072142197813512 0.10640290905827034 5.715086936950684 923.8366 0.9507458512190821 0.04996157224453798 0.06442077342734868 5.726600170135498 False 14 4900 28.78 41.8 471.31265 0.9229825456783209 0.1356379757272919 0.12288595169292746 5.374243259429932 805.92267 0.9403370767892235 0.0825768900971325 0.07961885349299562 5.24832820892334 False 14 5000 28.93 42.22 459.22675 0.9252149811306976 0.12925365830287233 0.16344829885545045 5.45851993560791 806.4626 0.9421663827653678 0.07508488077135918 0.12131395277235545 5.379262924194336 False 14 5100 28.65 42.53 483.23154 0.9236398962692376 0.12389628792661311 0.1681278120363282 5.458038330078125 921.9612 0.9428410116545277 0.07164635996167155 0.12522637627028904 5.246979713439941 False 15 5200 28.64 41.24 455.71396 0.9223389797196176 0.13908279263368634 0.07553695709386403 5.432934284210205 825.9155 0.9397497807770392 0.08638060530754617 0.03587624143131096 5.259964466094971 False 15 5300 28.85 41.12 445.8488 0.9199873976762643 0.14413271168049568 0.14860572434159347 5.359623432159424 831.61896 0.940625775553998 0.08411005498070986 0.10933340888687516 5.206009864807129 False 15 5400 28.72 41.31 432.538 0.9187223130351514 0.1453082248048927 0.16956108686597066 5.351006984710693 844.75 0.9411144242041065 0.0799522816497562 0.13055521416958588 5.192998886108398 False 16 5500 28.56 41.13 474.13416 0.9198237699504886 0.12932067729709917 0.16980034814598247 5.350274562835693 868.7052 0.9427080093575776 0.06986815585226398 0.13367212631166833 5.2181715965271 False 16 5600 28.66 41.98 457.22855 0.9223149021319086 0.14093657515882155 0.16279607760084275 5.442265510559082 826.6614 0.9412978021119905 0.07996867945928923 0.12440823811315214 5.364770412445068 False 16 5700 29.34 41.51 431.7511 0.9129971782859947 0.16386267990529377 0.1349777384145219 5.378284931182861 817.6539 0.93739324397492 0.09466218614951176 0.09656816942178266 5.268045425415039 False 16 5800 29.17 41.45 421.00388 0.9105043154415828 0.17864329451585306 0.19154558765254284 5.34454870223999 807.748 0.9369337152631398 0.10050219162973263 0.1547596982495827 5.190629482269287 False 17 5900 28.03 42.02 411.07474 0.909439158660719 0.17214931477166184 0.17527875777462076 5.380281925201416 795.26056 0.9382456458640479 0.08935560000678053 0.12846073183847556 5.275696277618408 False 17 6000 29.18 41.15 409.8965 0.9084429187475621 0.17505401769108198 0.17689702310777536 5.376210689544678 814.53406 0.9379062665004714 0.09181778379606705 0.13167155897035282 5.198650360107422 False 17 6100 28.46 41.11 403.8774 0.9067429229105989 0.19100483706921373 0.18011067809462264 5.394172668457031 820.5514 0.9372798865404799 0.09995178499632464 0.13128609696139323 5.294222354888916 False 18 6200 28.45 41.12 417.50653 0.9101068669654541 0.18869012666862275 0.11796616847609068 5.374441623687744 834.672 0.9368061677360717 0.10455641690540125 0.0710812617903635 5.259880542755127 False 18 6300 28.52 41.1 410.44504 0.9063852595653624 0.18775981681948867 0.1527504940844616 5.416257381439209 848.7118 0.939295178531919 0.09090146640109771 0.11674278874341755 5.221671104431152 False 18 6400 28.4 41.11 389.95325 0.905175577078378 0.2010746596473773 0.18287761742087025 5.3863606452941895 820.196 0.9364324808593618 0.1045959153542215 0.12809846206688508 5.295897960662842 False 18 6500 28.47 41.1 405.86197 0.9083847551803526 0.18851755507498733 0.18809184466583564 5.3287153244018555 824.08887 0.9371079851594815 0.09838926019786005 0.13676652162393957 5.188304424285889 False 19 6600 28.54 41.11 396.6806 0.9025513512303152 0.19174379119407234 0.20517610958844143 5.332671165466309 813.3284 0.9378208980460015 0.09048251609936281 0.15194509046642227 5.205649375915527 False