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 17.31 498.9 273950.38 inf 0.0027049543956162245 0.025057595772659834 252.1443634033203 410129.47 0.9672203977713673 0.0012728393533869597 0.03147903431814149 245.01254272460938 True 0 100 29.5 84.67 29727.334 0.9668316477527492 0.010475990402426496 0.04217428539202561 33.597991943359375 46683.93 0.9656252561290143 0.00979261857478935 0.05945679285590686 36.39173889160156 True 0 200 29.39 78.58 23558.871 0.9617292175534313 0.01982880329166623 0.004434765061705726 21.834623336791992 37695.355 0.9599417883576478 0.019757925665475788 -0.023584048532653792 23.99281120300293 True 0 300 29.47 74.53 16735.85 0.9515695910966621 0.040606731704346075 -0.01826403348302188 21.391273498535156 30603.438 0.948451936099776 0.04236496798593821 -0.061907755823713384 23.509172439575195 True 0 400 29.24 74.66 19415.924 0.9558658930571173 0.035428105235639565 -0.052550261814923636 13.29636287689209 34973.242 0.9528998585981753 0.036129335220765134 -0.07442831118496274 14.777423858642578 False 0 500 28.61 72.59 16361.859 0.9540221390978418 0.03333830089567203 -0.06557625347550554 10.102476119995117 28558.34 0.9531604890021744 0.03184685315967289 -0.09293631784049897 11.16789436340332 True 1 600 38.16 74.75 13621.517 0.9402216915036975 0.059805799889904865 -0.06846763258989362 8.314607620239258 24304.135 0.9382077367573922 0.05989551211703376 -0.10936856835573734 9.054255485534668 True 1 700 28.94 117.9 15475.544 0.953231537344247 0.03629417536798609 -0.07230078990000274 8.720857620239258 26854.396 0.9528562934339678 0.034981928018830176 -0.09316731045243218 9.531333923339844 False 1 800 28.97 77.07 12130.986 0.9248602253744176 0.08915614599100731 -0.06897442523013972 7.886443614959717 23294.795 0.9234365568683613 0.08662560567453463 -0.10822548929569649 8.447020530700684 True 1 900 29.92 79.52 12643.306 0.93858330174506 0.062095648095046585 -0.07881594566206923 8.04121208190918 22301.031 0.938547545549454 0.06018709177816572 -0.1284676587722413 8.655121803283691 True 1 1000 29.61 78.48 12659.44 0.939157497674853 0.0605843518935195 -0.07106126479140162 8.093174934387207 22001.287 0.9387648386131973 0.05923704292807221 -0.11742750308730475 8.707698822021484 True 1 1100 29.5 73.81 10031.846 0.9150522795810719 0.11381482273627301 -0.06945536659553704 7.938368797302246 19426.957 0.9149140245324119 0.10794895244408485 -0.1173907407862061 8.17858600616455 True 2 1200 29.85 143.6 10162.111 0.9148133770274981 0.11017156168360077 -0.06625170450230508 8.179688453674316 19282.457 0.9144510070620903 0.10551321150840728 -0.10080330743086181 8.488301277160645 True 2 1300 29.56 72.42 9333.661 0.9077863586938095 0.1285813243776215 -0.07829356373879635 7.910909175872803 19080.234 0.9088187332344184 0.1198431609543964 -0.1416471640565113 8.398810386657715 True 2 1400 29.5 80.98 8807.93 0.9026986079679115 0.13912386283759354 -0.07662243675054316 7.828396797180176 18378.166 0.9041975998211457 0.12884504368152824 -0.12738453282943896 8.15608024597168 True 2 1500 29.56 72.51 8752.894 0.8976330149541879 0.1502832822777945 -0.07535603467224389 8.055183410644531 19451.82 0.8999672768976754 0.1389983534614636 -0.14457216663521114 8.657246589660645 False 2 1600 29.17 72.19 9086.735 0.8996708838401396 0.14388627685035402 -0.06678882121037528 7.967582702636719 18242.44 0.900031462889499 0.13519980653448274 -0.11002742504995429 8.551525115966797 True 2 1700 29.7 72.85 9270.716 0.9048500219051171 0.12298709953597439 -0.06055729998649493 7.998453140258789 18840.492 0.9078362382379876 0.11021202649122398 -0.11960369823931943 8.156719207763672 False 3 1800 29.17 72.48 11592.41 0.9135137737188121 0.10778254841495466 -0.09278160389237304 8.133971214294434 24771.717 0.9149831860663378 0.09967254569855725 -0.16507750889412684 8.320534706115723 False 3 1900 28.98 75.47 8258.398 0.8911758136400405 0.1572348834853364 -0.06708606601099351 7.805585861206055 18401.338 0.894506198122529 0.14233022110278157 -0.11485169976370647 8.241375923156738 False 3 2000 29.02 73.06 16691.547 0.9549672009506841 0.038529844171336335 -0.02460208203535726 9.784818649291992 28819.057 0.9547001181670953 0.037494556996844425 -0.044038606109603216 10.838886260986328 False 3 2100 29.14 74.06 9647.562 0.9112961964629338 0.11454188170119485 -0.060534241582010276 8.139240264892578 17922.424 0.911885226411762 0.10684759418837214 -0.09646296999923064 8.74046516418457 True 3 2200 29.61 72.81 8747.126 0.8950373547611995 0.14544314256669652 -0.04776156197317655 7.8724260330200195 17641.217 0.896660730994389 0.1342014285573786 -0.07400283823662053 8.016265869140625 True 3 2300 29.73 72.16 8616.871 0.8972188464876708 0.14013210765118272 -0.0707992298332218 7.891977787017822 17182.838 0.9003200265440939 0.12592358970401765 -0.11768122098429791 8.376055717468262 True 4 2400 29.4 73.34 8153.7173 0.8918268235670167 0.15586556943203483 -0.06370746962852822 7.826230049133301 17437.186 0.8946291853978936 0.14169871388295252 -0.09654736826459764 8.207720756530762 False 4 2500 29.04 74.57 7610.799 0.8827238644306488 0.17039345115549154 -0.075660307515216 7.706934452056885 17335.979 0.8872500349663741 0.15344778709216197 -0.1225691115534472 8.071656227111816 False 4 2600 29.13 76.81 7490.665 0.8856969649131703 0.16911631215084919 -0.05191186440698639 7.73330020904541 17097.555 0.8894915336697186 0.1516356384464415 -0.08161780797988111 8.051511764526367 True 4 2700 29.44 74.23 7724.24 0.880494929832758 0.16722816998287088 -0.07275487569234675 7.986266613006592 16391.96 0.885029698676504 0.1501467579669045 -0.08974280939723789 8.078107833862305 True 4 2800 29.57 72.55 7312.7666 0.8739565947736077 0.19055545886645958 -0.0693816238146173 7.6974945068359375 16312.683 0.8795559633647364 0.16961974934391272 -0.07715813008823869 8.164952278137207 True 4 2900 29.36 74.95 7055.787 0.8722851258917039 0.18805322376971728 -0.08392335158363214 7.703361511230469 16433.158 0.8793173539754211 0.16561066800172566 -0.12266832752349327 8.052531242370605 False 5 3000 29.03 72.96 7795.386 0.8794165129240678 0.17701270971165847 -0.06285459107128502 7.697154998779297 19984.252 0.8858512944311092 0.15402278114944257 -0.11686909342502884 8.062087059020996 False 5 3100 29.77 72.92 9664.6045 0.916676382105726 0.11139645462242835 -0.09290016417355397 7.960294723510742 18638.088 0.9173597330913119 0.10028350604109965 -0.1283071278032916 8.530924797058105 False 5 3200 28.89 156.7 8058.3623 0.8918030234502566 0.15250938036134395 -0.0898582589396236 7.744415760040283 17045.455 0.8958411897808064 0.13449191301601268 -0.11832263149720877 8.12984561920166 False 5 3300 28.96 74.29 7893.8623 0.8825425941713684 0.16436111504241446 -0.087187749120784 7.792725086212158 17324.232 0.8873266606270881 0.1461276664230034 -0.09699610154628929 8.015209197998047 False 5 3400 28.69 72.68 7160.596 0.8733182528271408 0.18478464474365736 -0.08768996399936678 7.781373977661133 15983.363 0.8794656352878092 0.1626796093489349 -0.11165377427184413 8.022225379943848 True 5 3500 28.8 73.33 6813.822 0.8712931908880271 0.192718048681042 -0.07770127587625972 7.840351104736328 16529.914 0.8782043129364975 0.1683761760289342 -0.1066622834261735 8.428963661193848 False 6 3600 28.85 76.18 7076.4844 0.8762790477815754 0.1862344704564208 -0.051943154525139174 7.640077590942383 17799.143 0.8852617570689565 0.15547982122083145 -0.06697011494860543 8.009224891662598 False 6 3700 28.75 73.68 9153.926 0.8888461200126833 0.1635406377637911 -0.07359939255193998 8.730708122253418 20541.037 0.8942978314370752 0.14133938879191332 -0.09169714401569327 9.578152656555176 False 6 3800 29.16 72.69 6964.9014 0.8646176325347075 0.20480771697243735 -0.07177477784904521 7.672893047332764 15721.96 0.8736471033926443 0.17561970140288963 -0.09643393508734385 8.048678398132324 True 6 3900 29.2 72.55 7066.5337 0.8693622153295951 0.19881758551457515 -0.08044612830479034 7.660097122192383 16651.01 0.8791151265917377 0.16805036518844169 -0.1082093919999977 8.046586036682129 False 6 4000 28.93 90.01 7147.9805 0.8684552842909962 0.19275353328084177 -0.04035857560468351 7.6150431632995605 15630.705 0.8748633939274638 0.17084803714026744 -0.042979416881883566 7.965003967285156 True 6 4100 28.81 75.5 6918.2305 0.8631131360876869 0.20923521698821723 -0.059714952082812606 7.619446754455566 14976.754 0.8718946307594994 0.18030978742987022 -0.08255166109442383 7.975513935089111 True 7 4200 28.94 72.76 7087.0566 0.8694874564606018 0.2016328218379207 -0.06650915013835906 7.734571933746338 16827.707 0.8785989589343857 0.1707692715147431 -0.08656477765692923 8.251855850219727 False 7 4300 28.79 72.5 7154.29 0.8718677158255498 0.19734453461600354 -0.03235301154755457 7.653049945831299 17768.867 0.8790406252774521 0.16931747542555178 -0.026520189744049148 7.92486572265625 False 7 4400 28.36 74.68 6898.389 0.8573751397128682 0.21640977543618875 -0.061616007241980096 7.637550354003906 16429.879 0.8685036880334014 0.18477575790857337 -0.08767630384752911 7.948854923248291 False 7 4500 28.86 72.44 6738.938 0.8571238621982694 0.21873078420793043 -0.06427408177723137 7.629306793212891 15667.6875 0.8675453315274287 0.1869230284542508 -0.09260742566465428 8.071369171142578 False 7 4600 28.73 75.02 47941.363 0.9251683504401362 0.09868803276790927 -0.03406743458981609 7.7372565269470215 91665.46 0.9281849303292941 0.08425245887279574 -0.05617990779935445 8.08018684387207 False 7 4700 28.71 72.61 7985.837 0.8951217769578829 0.16204527190982762 -0.024769226310804894 8.016316413879395 19257.824 0.8976603167135336 0.1463516494624357 -0.032191970331341135 8.468819618225098 False 8 4800 28.88 72.99 7036.0176 0.8770711691888653 0.1865706673879229 -0.03364662549301079 8.024826049804688 15845.117 0.8832910451020762 0.16115928242346766 -0.051110265226358385 8.115673065185547 False 8 4900 28.61 72.65 6684.2017 0.8651299609668007 0.20604906282932658 -0.028589866993338833 7.66286563873291 15625.857 0.8736141753981344 0.17719127650036542 -0.04519763111991181 8.145995140075684 False 8 5000 28.83 73.25 6767.3643 0.8717367244277121 0.19825221416118533 -0.031645690908301535 7.665842533111572 16587.05 0.8792841966635967 0.17063885906716275 -0.04205545738780674 8.038528442382812 False 8 5100 28.89 72.46 6692.33 0.865079990872792 0.2039071514183322 -0.05157550936977548 7.874460697174072 15935.274 0.8751096920159447 0.17042697449211472 -0.09055338345092549 8.078943252563477 False 8 5200 29.09 73.2 6208.8013 0.8565619199436701 0.2172278710961844 -0.04078457863725239 7.87247896194458 15520.197 0.8681228547074715 0.18296033290188082 -0.07085368191757323 8.044307708740234 False 8 5300 28.31 72.58 6806.7026 0.8536395407464402 0.22357304656287427 -0.04816696512579688 7.614949703216553 15483.861 0.8643536327963014 0.19111621247845156 -0.06837892937130718 7.956820487976074 False 9 5400 28.5 72.28 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0.8104637429403617 0.3093320134466159 0.19900987957168242 7.26286506652832 14767.934 0.8562962287073065 0.2010066661469032 0.148067027481862 7.656679153442383 False 27 16500 28.95 72.24 4655.496 0.8080613018065866 0.3159116052006107 0.21119999070468656 7.30382776260376 14850.599 0.8530936895846248 0.20846012584704443 0.15795284607947224 7.8341593742370605 False 27 16600 29.08 72.93 4775.004 0.8036894149031037 0.3127421794679072 0.2099751798463728 7.255440711975098 14615.793 0.8507627357926515 0.20538987616489746 0.16072327229028952 7.662420749664307 False 28 16700 29.06 74.4 4615.558 0.8065920956441871 0.3213606430100046 0.20916193227442711 7.301224708557129 15029.925 0.8531067667101337 0.21039432113192771 0.14867198075224936 7.847215175628662 False