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 16.57 165.3 337079.47 0.9134009077822433 0.017678020766498242 0.07174589486829949 47.21417236328125 283329.28 0.9214552561664275 0.008418307553762381 0.08855775363370592 57.0295524597168 True 0 100 29.52 150.9 30240.37 0.8877277112011289 0.07451537460905619 -0.08020434249889656 55.73192596435547 28246.76 0.8905202583460157 0.07526423381355354 -0.12860293481924434 51.35246658325195 True 0 200 29.54 174.6 21343.7 0.8491589664828613 0.1640567356784434 -0.053922689794704416 35.70610046386719 19872.377 0.8575763703951014 0.1527286449007569 -0.07819866538707053 32.87559127807617 True 0 300 29.87 212.9 21003.71 0.8413446994849454 0.17447525628710686 -0.045193597105029105 20.419082641601562 19653.953 0.850461398436599 0.16212088598805272 -0.05215600279665228 19.118946075439453 True 0 400 29.94 223.8 19287.914 0.8229029593700129 0.20954160971387023 -0.04920898549525772 5.065732002258301 17753.252 0.836805248819927 0.1890057558659654 -0.049727041229346125 6.289462566375732 True 0 500 29.7 184.8 18656.506 0.8126017878858596 0.22453239195458635 -0.05323993133149005 2.115825653076172 17298.877 0.8279959301616385 0.20183636072376293 -0.041371885171370006 4.553359031677246 True 0 600 29.84 209.5 17457.543 0.7979197505766067 0.24504375809093012 -0.05137339273781865 1.9890320301055908 16244.306 0.8123806991078485 0.227132211236811 -0.034533995322663325 4.546948432922363 True 0 700 30.02 377.4 18486.53 0.8121247504018895 0.21849963669332914 -0.049927204092056594 2.9803884029388428 17102.766 0.8275904747830696 0.19627242720958887 -0.025718769174612327 4.923320293426514 False 0 800 29.52 166.9 16724.709 0.7902743473410316 0.26108590809453186 -0.041608473072660135 2.5720059871673584 15840.714 0.8064281213628898 0.23913566589690538 -0.014996036156132743 4.709914207458496 True 0 900 29.57 198.0 16565.637 0.7898235074090252 0.2655023816131972 -0.04225776388220487 1.871504306793213 15707.894 0.8065714940925668 0.2413256161628685 -0.008459561964659983 4.7288336753845215 True 0 1000 29.63 153.1 16385.488 0.7926970469204492 0.2642337169588488 -0.04314940821660173 1.9993122816085815 15559.962 0.8067952267677656 0.24416299890869173 0.009534182929691461 4.516233444213867 True 0 1100 29.35 157.6 15770.993 0.7813849056711888 0.28587382589574767 -0.03963013131111499 1.9218440055847168 15103.88 0.7981632027068688 0.2614476756200655 0.012450368508150405 4.5435709953308105 True 1 1200 34.75 148.3 15793.107 0.7837936817388444 0.27833354302387225 -0.05156907559463491 1.9893913269042969 15242.712 0.80092309598529 0.253587934155801 0.026486141336213048 4.478726387023926 False 1 1300 29.27 143.6 15090.3125 0.7723120304817328 0.2940016191620536 -0.043524698452007356 1.8818855285644531 14601.237 0.7893203675043965 0.2702578383645311 0.022019698797743882 4.694400787353516 True 1 1400 29.25 145.3 15693.644 0.7845254883008218 0.2754086665851728 -0.06210156915310137 1.8349727392196655 15336.458 0.8002619006402738 0.25170698171526307 0.051690883265578934 4.521588325500488 False 1 1500 28.73 145.5 14347.818 0.7665083164914009 0.3120438171962003 -0.058134259988808897 1.9061710834503174 14224.13 0.784298317178813 0.28510644393856277 0.0755170197604619 4.420408725738525 True 1 1600 28.5 157.7 14297.409 0.7643958087835839 0.3070307074724672 -0.07159030831589461 1.7340960502624512 14164.198 0.7826500865682291 0.2792178929887842 0.13536748888044356 4.640704154968262 True 1 1700 29.45 155.8 13929.849 0.7602087301852692 0.3274254999980668 -0.04365547789861285 1.816959261894226 13888.184 0.7790355204624522 0.29796381365770447 0.13536292722685458 4.353880882263184 True 1 1800 29.36 140.0 13778.2705 0.7589821468125292 0.3273158461048379 -0.031096635774059207 1.7576204538345337 13670.155 0.7776578554632386 0.29817580293431445 0.09374612416145878 4.613353729248047 True 1 1900 29.36 140.6 14032.231 0.7618450265634952 0.31427470531227375 -0.048900980517035 1.7731685638427734 13978.307 0.7807531374338251 0.2848887547544886 0.10573801352323625 4.55328893661499 False 1 2000 28.96 157.4 13508.944 0.7539291795056976 0.33133582747705387 -0.03541633253293349 1.7848044633865356 13501.926 0.7733761998431155 0.30056218184117867 0.14325425824037696 4.82516622543335 True 1 2100 29.29 168.6 13494.944 0.7534576593937388 0.33442509652718194 -0.026191113438302157 1.859012246131897 13630.585 0.7736326463550914 0.3005888845471455 0.15803785531588355 4.312502861022949 False 1 2200 28.53 237.3 13604.211 0.7605890276046451 0.3328880079885762 -0.019092456748199444 2.092311382293701 13756.424 0.7808880108653833 0.2981022122000844 0.177651316503649 4.310647487640381 False 1 2300 28.57 153.7 13414.546 0.7539967226955002 0.3288789612970984 0.005197105815596798 1.7248400449752808 13756.779 0.7747359700185675 0.29359954541480277 0.1761758234873977 4.37581729888916 False 2 2400 28.89 154.2 13631.366 0.7588699049986203 0.32647165463984307 0.027061536047516904 1.7191736698150635 14356.066 0.778952482868794 0.291265655128009 0.21299093879918604 4.313508987426758 False 2 2500 28.89 157.8 13106.026 0.7480781992593314 0.33592356818875047 0.049724080141798056 1.6598777770996094 13705.2 0.7695295527658627 0.2987938775559451 0.26772325265125363 4.3456130027771 False 2 2600 28.89 156.7 12745.995 0.7470972483165246 0.354505800871406 0.04102269708330178 1.6940261125564575 13188.192 0.7683671282987515 0.3165912625478887 0.26478158053344686 4.278139591217041 True 2 2700 29.22 151.2 12915.915 0.7523162904548628 0.34534857748874415 0.06217552850893652 3.769068717956543 13656.216 0.7738000235208169 0.3059306788547928 0.22167910202693783 5.1912994384765625 False 2 2800 29.03 149.0 12586.118 0.7411941168843097 0.3587934507894059 0.06995312617157133 1.6727428436279297 13176.737 0.763237638714647 0.3190583078174633 0.2629984672802293 4.2907514572143555 True 2 2900 30.14 144.9 12489.224 0.7418014542358283 0.3480472354087553 0.07560686208575604 1.7012218236923218 13124.897 0.7640473709302106 0.30862077177432284 0.2762441882956748 4.216084957122803 True 2 3000 29.45 156.0 12253.933 0.7373243698501554 0.3663393780554899 0.08537767765920125 1.7466866970062256 13005.64 0.7603138044719007 0.32477472829282084 0.25232805933200836 4.200377941131592 True 2 3100 29.91 145.1 12748.924 0.7483778529905268 0.34223894080466566 0.09286761902707379 1.6643805503845215 13104.005 0.7696910407619354 0.30299065307518996 0.2798317485216468 4.250508785247803 False 2 3200 29.05 140.1 12476.526 0.7355472801280153 0.361628960746055 0.1295298361413895 1.700724482536316 12982.895 0.7585672330430858 0.3195170628447805 0.2972514062981854 4.152984142303467 True 2 3300 44.27 140.4 12257.937 0.7356330238038031 0.35650258115282135 0.1469401868501495 1.6161805391311646 12828.2 0.7590188366404685 0.3152480893986142 0.30175898390069245 4.394028186798096 True 2 3400 29.37 146.7 12096.507 0.7352459816915778 0.36873082189809536 0.18946188430122876 1.578852891921997 12855.521 0.7588248549233383 0.3260047103064787 0.35903605680626255 4.279382228851318 False 2 3500 28.77 156.9 12269.398 0.7334643813138941 0.3572973449338698 0.17892973870198045 1.586743712425232 12874.902 0.7577771929301153 0.31301726990491696 0.33579563113093625 4.234658718109131 False 3 3600 28.63 186.9 11967.648 0.7314486362715157 0.36841088806420436 0.17805581965457498 1.619206190109253 12714.036 0.7556596600656902 0.3233917861205412 0.3106355311879631 4.177394866943359 True 3 3700 29.27 184.8 11994.706 0.7306025107594601 0.3617791586384093 0.21264972955216163 1.599359154701233 12701.741 0.7548856846261407 0.31688145429303954 0.3365938396949303 4.14039945602417 True 3 3800 29.38 185.2 12305.831 0.7348133499010122 0.356567747630633 0.25771740234833906 1.523105263710022 12921.419 0.7597669179519727 0.3096342744029822 0.3847736173480055 4.243408203125 False 3 3900 28.88 154.3 11527.526 0.7255206201015291 0.3854886006909837 0.21854442571717217 1.5626417398452759 12455.867 0.7511547448020987 0.33771049346268694 0.35377608996129356 4.205323219299316 True 3 4000 29.26 158.5 11587.826 0.7276416861596857 0.38210284266438255 0.23282660681633338 1.54270601272583 12381.315 0.7531226322309876 0.33480295936308113 0.37094558814860884 4.26017427444458 True 3 4100 29.44 161.4 12048.689 0.7381013413663715 0.3663914086676558 0.2660699428081722 1.5504531860351562 13105.901 0.7631092034727331 0.31751032429127607 0.39929134948602585 4.093934059143066 False 3 4200 29.12 143.3 11328.937 0.7217596326822077 0.39013656899094545 0.2861577294265442 1.5239284038543701 12290.869 0.7486434557003155 0.33926777557025173 0.4143633292095999 4.055874824523926 True 3 4300 29.6 145.9 11497.425 0.7297324703213298 0.3846281795578834 0.1990444497694274 1.6687073707580566 12344.88 0.7547715682959232 0.33696233312007834 0.35227423470297725 4.050872325897217 False 3 4400 28.93 143.2 11511.617 0.7294773713957707 0.38296713666864035 0.27222961136033 1.6559247970581055 12681.859 0.7561274860677755 0.3312532323178984 0.40933333771097624 3.9617373943328857 False 3 4500 28.91 147.2 10984.296 0.7191870567543079 0.3943131034983148 0.3013668184125539 1.5227596759796143 12071.235 0.7470179856050476 0.33988391080731145 0.40948266485114493 4.013700008392334 True 3 4600 29.59 159.0 12217.624 0.7457718003843019 0.3488049873994816 0.2845006223281925 1.6685622930526733 13671.802 0.771292827063961 0.29686203350519497 0.40697748932879946 3.950040578842163 False 3 4700 29.46 142.6 11690.691 0.7318082411896298 0.3736746727095708 0.23740946603081117 1.5500438213348389 12602.521 0.7589411840247292 0.31992463028096224 0.3445499099287976 4.1461358070373535 False 4 4800 28.85 154.6 11381.412 0.7209323706781174 0.3813989779138878 0.25901810717950713 1.6393669843673706 12566.884 0.7496305505041616 0.3274046062518044 0.3628707210381867 4.6314167976379395 False 4 4900 29.19 140.9 10899.813 0.7176127685687551 0.3970899471309379 0.341318157426883 1.4469174146652222 12190.653 0.7464593811017466 0.33885407512410387 0.4185598047496458 4.11499547958374 False 4 5000 29.44 156.2 11234.734 0.7180926476753654 0.39483083575593864 0.25573620656555657 1.572823166847229 12097.179 0.747431209370318 0.33529456137320757 0.3533428268130991 4.0472636222839355 False 4 5100 28.83 152.7 10969.74 0.7154496212074494 0.39347925800612604 0.34653067999042364 1.4464470148086548 12212.356 0.7450375542297403 0.3357519327529881 0.4279366739866307 4.091080665588379 False 4 5200 29.03 160.2 11377.253 0.721291479950535 0.39321272370741867 0.27649496254216904 1.5071790218353271 12471.282 0.7477995223894542 0.34109641122505463 0.36842679825484753 4.178837776184082 False 4 5300 29.12 171.9 10951.39 0.7212513039961513 0.40185174252427813 0.3332195183349658 1.5225954055786133 11907.823 0.7496275340103228 0.34434628303018566 0.4181410743918436 3.958193063735962 True 4 5400 29.6 169.9 11048.288 0.7143145067079897 0.398883164044028 0.29811664840653057 1.4898889064788818 12341.4795 0.7444933167755946 0.3405022956661967 0.3651077243929449 4.121040344238281 False 4 5500 29.2 244.4 11588.12 0.7265089277984809 0.3804366514473461 0.34050366356442024 1.5300815105438232 12649.514 0.7544274189150185 0.32383432368528786 0.4399862524937612 4.410012245178223 False 4 5600 29.3 232.1 10557.372 0.7116319095214204 0.4058486905673928 0.34676150243507103 1.443161129951477 11916.545 0.7430447911345894 0.34201977260008576 0.406313560334737 4.147618770599365 False 4 5700 29.41 164.4 10617.855 0.7055682180516322 0.4183076316825846 0.3484750793388777 1.439293622970581 11726.705 0.7378646406114907 0.3536006468597574 0.404687045119359 4.106961727142334 True 4 5800 29.45 208.7 11131.607 0.7190119209458705 0.40539864379487955 0.2853342294530176 1.596146821975708 12151.506 0.7500951303192847 0.3405625071652538 0.36548139731688745 4.002629280090332 False 4 5900 29.12 243.0 11518.757 0.7250256788078738 0.38361020409948976 0.35945124971493086 1.452764868736267 12309.809 0.7544876195799404 0.32332130090380423 0.43521284240470665 3.9756643772125244 False 5 6000 28.98 205.9 11004.826 0.7165406659708793 0.4004555679481968 0.36365595256927036 1.469435214996338 11946.562 0.7482117622502947 0.33508195142164143 0.4390309788435735 3.959874391555786 False 5 6100 29.17 150.3 10950.623 0.7064581114343613 0.40942469477600096 0.3635337652181638 1.43024480342865 12096.395 0.7396456566069701 0.34256076641873867 0.42638435012519516 4.135452747344971 False 5 6200 28.98 143.8 11007.028 0.7194219412159079 0.3958745155944172 0.29758715794598345 1.5287399291992188 12162.854 0.7492668596727253 0.3324589911004744 0.36968392852733106 4.089483261108398 False 5 6300 29.01 144.1 10414.749 0.7043719876967837 0.4239020390338302 0.37979076835104253 1.4161336421966553 11763.644 0.7383144208649213 0.35304146235799266 0.42763751921193893 4.215364933013916 False 5 6400 28.4 141.5 10903.844 0.7117117258100033 0.3897014364326793 0.3468302942097656 1.4527511596679688 12351.6875 0.7448001614174746 0.32256773364477875 0.40515754498805306 4.031624794006348 False 5 6500 28.84 140.2 10196.686 0.7030630861069548 0.42099410128954007 0.34260593784968607 1.4820307493209839 11559.419 0.7370926396004883 0.3490783295457006 0.42150534704811393 3.9906680583953857 True 5 6600 28.79 141.4 10121.803 0.7066870110499119 0.4242778290121549 0.33035596851929494 1.4635324478149414 11423.801 0.7391719731805999 0.3543436872960463 0.38963319536899044 4.239619731903076 True 5 6700 29.44 140.4 10316.844 0.7089375373608935 0.4122174518952371 0.3323737344313316 1.4701958894729614 11898.727 0.7412643607394115 0.34576167150991244 0.37538330309225465 4.180258750915527 False 5 6800 28.92 141.6 10046.194 0.7070767570992078 0.41630728968409936 0.3579390281741526 1.4329532384872437 11675.136 0.7408891626018201 0.3440575637955397 0.41180347493876546 4.08497953414917 False 5 6900 29.56 143.2 9967.835 0.6983186480282609 0.42959548195503666 0.35602957598130947 1.4377719163894653 11413.6875 0.7332591985815762 0.3554904793688207 0.38546684107647905 4.098119258880615 True 5 7000 30.15 140.7 9756.497 0.6941322266212305 0.44026533434722265 0.3577833056568589 1.4420278072357178 11402.998 0.7317579465959377 0.36202822825881004 0.3979282182462577 4.277605056762695 False 5 7100 29.05 143.2 9880.424 0.696844154373815 0.43310384304177907 0.36005523097850145 1.4289171695709229 11418.455 0.7328801077338319 0.3565765269765301 0.40345626498730225 4.174605369567871 False 6 7200 28.63 140.2 9755.777 0.6984401186192843 0.4365055204118497 0.3787736407843661 1.4572107791900635 11415.529 0.7338466708927303 0.36157784917843266 0.4040628478456703 4.397029399871826 False 6 7300 28.75 173.8 9508.825 0.6924736655114334 0.43977794772293366 0.3872791975023606 1.400989055633545 11305.242 0.7312019195625595 0.3574554008925845 0.42883539716151886 4.165163516998291 True 6 7400 29.69 152.6 10107.027 0.698815217813637 0.4264352874490536 0.3850847772764251 1.4522597789764404 11687.259 0.7360385722763839 0.34823422126827713 0.4312146258499987 3.937246799468994 False 6 7500 28.83 143.2 10652.613 0.7151207829102196 0.40881699002962624 0.27952631748718276 1.5234423875808716 12184.239 0.7527631741973941 0.3272259040465064 0.31682326317903703 4.277493000030518 False 6 7600 29.06 145.4 9966.756 0.6975650609434927 0.4327733174480716 0.3612587932261047 1.4380301237106323 11246.186 0.7338921784195783 0.35589385633857684 0.3937612989725368 4.278744697570801 True 6 7700 29.23 148.0 10167.362 0.7071322956995331 0.4266075221233759 0.37092602074251113 1.5316154956817627 11702.348 0.7406308374111027 0.3553247515079619 0.4211532093696274 3.9167447090148926 False 6 7800 28.57 147.0 9984.009 0.6993872514863612 0.43280003226974245 0.37694490018329835 1.4051461219787598 11450.499 0.7358983964292111 0.35510728952632375 0.43258550466489476 4.098409175872803 False 6 7900 28.48 147.6 9828.95 0.6922530719968331 0.4366419687021291 0.4029929477079918 1.3771986961364746 11289.531 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