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 17.52 62.41 14149.584 inf 0.00466833860210722 0.10037334242735425 418.7942199707031 14360.112 inf 0.0043442180496455545 0.07997489050728374 414.7932434082031 True 0 100 29.51 50.23 1086.7928 0.9491809516362127 0.048194433924027384 0.1046357312573462 5.962703227996826 1184.137 0.9533201384406156 0.040925165391389504 0.07333967290972677 5.672367095947266 True 0 200 28.95 50.25 992.93463 0.9406417175847219 0.07940100205095624 0.12620471677768694 6.076885223388672 1125.7832 0.9456760044234092 0.07002877747121677 0.10205133796600979 5.833130836486816 True 0 300 29.24 50.42 1028.6333 0.9459293285823905 0.05175617371179392 0.11190093889782364 5.973850727081299 1160.9194 0.9507807828626088 0.043999774045313564 0.08240523480678609 5.675699710845947 False 0 400 28.77 50.59 986.3089 0.9430972427553541 0.05809671163092918 0.11584945585406255 6.005485534667969 1141.9344 0.9478543122882154 0.05254624641717849 0.0879568799702657 5.755838871002197 False 1 500 31.64 49.92 1149.8491 0.9504549706161789 0.04014521698495332 0.10617710209310122 6.377842426300049 1295.9628 0.9545021483066317 0.03547581526803703 0.07606620276887321 6.185111045837402 False 1 600 28.97 50.13 1030.7605 0.9471400334139033 0.04245729763314969 0.08432888056758003 6.17750358581543 1187.2571 0.9516974235094402 0.03744030191958047 0.05076480317396307 5.976260662078857 False 1 700 29.44 50.24 977.1393 0.9436729129199655 0.05609976434207131 0.10037085049315585 5.954194068908691 1136.6738 0.9485534965756666 0.049687448091885654 0.0732361732035931 5.682450771331787 True 1 800 29.47 50.82 933.6162 0.9400445437976037 0.07285347219240945 0.13553516787467693 5.969827651977539 1099.42 0.9452973260982344 0.06456480475594356 0.11988055659056492 5.700218677520752 True 2 900 29.35 50.98 907.5824 0.936752561229269 0.08608976644611935 0.11175332690212585 5.950266361236572 1072.343 0.9421654572312756 0.0773694140838243 0.08816378693600264 5.666719436645508 True 2 1000 29.48 50.32 871.5248 0.9336882917021977 0.09222270976888354 0.15426261752774773 5.940998077392578 1075.6779 0.9396313873302422 0.08200272730705102 0.12822630692749484 5.6473069190979 False 2 1100 28.92 50.11 882.2419 0.9388374446209437 0.07201249283548472 0.1455141967321248 5.951336860656738 1079.6237 0.9441081609717201 0.06506805927303903 0.13314019880992153 5.668156623840332 False 2 1200 29.05 50.29 914.0096 0.9437980869564071 0.05452058918413255 0.07801659979524439 5.982300758361816 1132.7275 0.9489494125406787 0.048684856128364436 0.06582239859672394 5.680873870849609 False 3 1300 28.84 54.3 847.71643 0.9378633968304492 0.07612909421602791 0.07716029806872812 5.975893497467041 1063.2821 0.9437960093547925 0.06801425387764555 0.05792122943022859 5.680872917175293 True 3 1400 29.42 51.24 850.311 0.938613413022437 0.07719178755724229 0.09977104617284101 5.983745098114014 1083.5167 0.9445097158487508 0.06801268182836653 0.08231130363125284 5.7109761238098145 False 3 1500 29.14 50.61 818.91693 0.935202393971023 0.086890494954291 0.12217244869607671 6.081603050231934 1048.0958 0.941140390657634 0.07714463378470152 0.10078545639917481 5.832026481628418 True 3 1600 29.63 51.26 805.021 0.9331148890092991 0.09159455194279209 0.17403006353589362 5.955350875854492 1056.8214 0.939937317721181 0.0795409420167229 0.15605294334681213 5.648891925811768 True 4 1700 29.57 51.34 799.88464 0.9330564337911808 0.08984856856705402 0.14636357976429323 5.936585903167725 1046.5665 0.9399418905723717 0.07732023710636578 0.12758798350030587 5.659111976623535 True 4 1800 29.49 49.92 780.964 0.9327919932754414 0.10142162348759183 0.17608538645285277 5.99071741104126 1045.4946 0.9397102951097516 0.08720416723611596 0.16570918379194777 5.722408771514893 False 4 1900 29.11 50.81 775.6312 0.9320570381157889 0.09363076071547513 0.13189029523426607 6.037049293518066 1054.614 0.9395983800467599 0.079026129829231 0.112864158702407 5.720352649688721 False 4 2000 29.62 50.71 829.2498 0.9345895624313262 0.08087492240982222 0.13499408551147635 5.936969757080078 1118.9172 0.941493934741056 0.06920326559315054 0.12279017246273335 5.6440887451171875 False 5 2100 29.57 50.14 781.85547 0.9318404826958124 0.09772130413112605 0.13618771589736692 6.299657821655273 1046.3416 0.9396542257197057 0.08179905742510557 0.127450838241006 6.056824207305908 False 5 2200 29.06 51.95 828.3269 0.9379478340128554 0.07711814541768439 0.1848339047790033 5.910609722137451 1099.4692 0.9445178234654833 0.06320186986726585 0.16003668469445775 5.623025894165039 False 5 2300 29.15 49.98 784.37384 0.9348594493414321 0.08607643699093105 0.18483538570684604 6.010725498199463 1063.7295 0.9418274990515737 0.07208500157305993 0.1615580322650449 5.695723533630371 False 5 2400 29.65 51.1 767.48505 0.9324735967554412 0.0986248006499764 0.14475081920945415 5.928655624389648 1038.7694 0.9397482710830465 0.08367454425034672 0.12206308543448692 5.639577865600586 True 5 2500 29.51 50.02 763.2057 0.9313192625296366 0.09246605617992079 0.1562454452862071 5.941696643829346 1039.155 0.9397561064110256 0.07587640641204756 0.14873690253335392 5.658697128295898 False 6 2600 28.79 49.92 754.342 0.9338277320094742 0.08969579393023912 0.2088496836298387 5.8873610496521 1065.4766 0.9422007720572975 0.07164030260839488 0.20435928380080767 5.5878753662109375 False 6 2700 28.99 50.28 831.2605 0.9370249231737404 0.07540638296813908 0.1271822594479604 5.961483955383301 1099.235 0.9442995156478874 0.05974076366993791 0.0992579565864896 5.713695049285889 False 6 2800 28.93 50.76 778.2703 0.9308497976564738 0.101132367033771 0.20363983451755088 5.884393692016602 1041.4469 0.939219610506306 0.08188239891507208 0.1978659844688044 5.587582111358643 True 6 2900 30.96 51.21 730.50543 0.9260282856050814 0.12122228913738156 0.15689543768807274 5.93114709854126 973.6667 0.9353119093062654 0.09986303886507909 0.14357797908089492 5.655210971832275 True 7 3000 29.2 50.46 735.19727 0.9276965264912099 0.11903972524235618 0.0986845170891242 5.950870990753174 1002.8942 0.9366488105452891 0.0973942354982944 0.07527959198080775 5.683588981628418 False 7 3100 28.75 50.34 744.92773 0.927574820169394 0.11238216711925167 0.0731034125681945 5.973620414733887 1011.6483 0.9370802794046825 0.09039715429365015 0.05432156313897281 5.6844072341918945 False 7 3200 28.8 50.48 713.21124 0.9252887129484422 0.12405131341071657 0.08584824397092283 5.9583916664123535 1007.65674 0.9353687071423613 0.09816616997903439 0.0803320713890146 5.663973808288574 False 7 3300 28.72 50.86 984.2839 0.9423842473931755 0.07350439339330907 0.10791797867504231 6.125739097595215 1233.2343 0.9484660702934792 0.060038277454352335 0.0807129309115931 5.886292457580566 False 8 3400 28.45 52.15 744.77606 0.9276557203046235 0.11322871839680208 0.09695467275922795 5.949979782104492 1029.6632 0.9377199206096094 0.08845366271374959 0.07442683950609245 5.673895835876465 False 8 3500 29.27 50.7 719.34717 0.9248505885195653 0.12820825333444044 0.04550659409235144 5.983414173126221 984.0952 0.9360791849273129 0.10020878327949367 0.020002390254600596 5.712683200836182 False 8 3600 29.1 51.27 691.2272 0.919750188954258 0.14630889401127345 0.12910179323458448 6.003809452056885 946.07196 0.9302611494355081 0.11978920133524545 0.117157222366815 5.729274272918701 True 8 3700 29.71 51.28 900.6998 0.9373178911918787 0.0774153207586516 0.03123859801279336 6.425016403198242 1171.9109 0.9448496771407229 0.06241152784550072 -0.00929099519798845 6.081299304962158 False 9 3800 28.83 50.72 745.0876 0.9335716551281976 0.09780221261646464 0.051113721360262536 6.2955403327941895 1030.0762 0.9420110714017695 0.07627686733084064 0.025606023270795513 6.065554141998291 False 9 3900 29.15 51.62 674.67346 0.9226857019207964 0.12907216959723813 0.0664873064356358 6.051344871520996 972.45624 0.9346049269325691 0.10062185894012401 0.050774271266933756 5.785232067108154 False 9 4000 29.16 51.53 679.24695 0.9240429132506457 0.12113034715387876 0.08060904830364303 5.957474708557129 1018.08453 0.9377656924383407 0.08787798909842176 0.0728480869207742 5.667699337005615 False 9 4100 29.25 49.78 651.1697 0.9197598081107667 0.14738488673262576 0.09481337699222707 5.98640775680542 993.3692 0.9331294792476785 0.11078041608596309 0.07644264644550583 5.693360805511475 False 10 4200 28.85 51.62 642.127 0.914049137274605 0.15532612756931719 0.08068220668843877 6.052274703979492 957.0888 0.9299327591332374 0.11607608033569772 0.07105642965531069 5.749757766723633 False 10 4300 29.09 55.21 765.7242 0.931000923787375 0.11150482076248809 0.020553942396368867 6.12333345413208 1088.3179 0.9416447810388316 0.08216679397402314 -0.021899561838318562 5.83752965927124 False 10 4400 29.03 51.36 682.00964 0.9213985294558393 0.13780663725774875 0.043454324025125356 5.994248390197754 1011.9855 0.9354427718170458 0.1001726143347682 0.02161980430182127 5.723936557769775 False 10 4500 29.05 50.45 668.5025 0.9195367684639492 0.14221583177049005 0.08824149206851883 5.957441329956055 1043.9814 0.9347659509773067 0.10157311762940556 0.06840332786661311 5.671782493591309 False 10 4600 28.95 50.59 648.44293 0.916813859240467 0.1480235139482501 0.11295365789103261 5.938821792602539 955.708 0.9320552338656986 0.1088258561576485 0.08509954730604097 5.659579277038574 False 11 4700 29.06 51.2 635.6201 0.9118987129235047 0.1709362396751098 0.1140131577552927 5.934375762939453 985.7109 0.9295230633459572 0.12402014659130067 0.10074733109817945 5.645766258239746 False 11 4800 29.06 49.66 765.1685 0.9334403409227174 0.1079750728737176 0.09427908008978594 6.183332443237305 1117.6422 0.9424974678922463 0.08153766890270646 0.05693388064228692 5.966503143310547 False 11 4900 28.43 49.76 620.949 0.9124797702884918 0.16082757096408737 0.093041950095906 6.044870376586914 1003.97766 0.9302273556798052 0.11846034271632915 0.06943606727573373 5.747714996337891 False 11 5000 29.01 49.74 655.8442 0.9166036410287063 0.15440661831510033 0.059714503900324935 6.100149154663086 995.85486 0.9315454490836753 0.1147441958732476 0.02091897000049052 5.804976940155029 False 12 5100 28.72 49.92 638.9469 0.9162012657361329 0.14876372899771453 0.09000232487429742 6.000870227813721 1025.845 0.9342129652676212 0.1039215936879462 0.054967162104856554 5.75692081451416 False 12 5200 28.92 50.43 647.7847 0.9199357447146812 0.1593105629272831 0.11516243674468869 5.998180389404297 1014.2205 0.9345587374902744 0.11519449887546034 0.08560447091707618 5.739952564239502 False 12 5300 28.92 50.15 612.5597 0.9116899226949805 0.16234486576531007 0.09168854295581005 5.9925537109375 991.6627 0.9310833599894324 0.11218300468579326 0.0600992621340536 5.735091686248779 False 12 5400 28.79 50.19 640.5365 0.9158390833999929 0.1570929141093043 0.07840222068134596 6.234105110168457 1012.55597 0.9315335364113229 0.11398963603718239 0.055688052630907287 5.922455787658691 False 13 5500 28.54 50.16 613.9427 0.9132155672900166 0.16496483407471904 0.06839196453732498 5.974484920501709 1028.0109 0.932183714973871 0.11358774512514948 0.05752326320785689 5.6914753913879395 False 13 5600 28.81 49.97 718.9851 0.9281596124119963 0.13711321321664213 0.10581213971501138 5.9961137771606445 1072.005 0.9388099484080845 0.1009811526500225 0.08928475939212063 5.722674369812012 False 13 5700 29.04 50.09 602.57806 0.9082436067056716 0.17093305102303882 0.050794000734376926 6.067507743835449 979.754 0.9277987776470422 0.12318053746794291 0.024463659997109442 5.777395248413086 False 13 5800 29.02 50.18 594.801 0.9075098827211635 0.162534579651955 0.1130347977716711 5.9507951736450195 987.791 0.9288005250734915 0.11226900415183158 0.07608877429512272 5.684087753295898 False 14 5900 28.87 51.21 656.5106 0.9221907845718471 0.14904270706772996 0.09518664749481469 5.981929779052734 1016.9657 0.9357516630518923 0.10766126986853795 0.05095374128963539 5.734723091125488 False 14 6000 29.21 51.05 627.18024 0.9105923398760185 0.1784665693496057 0.10242328081181666 5.996018886566162 971.9033 0.9299834431013202 0.12425336152577848 0.07373123267960774 5.7344465255737305 False 14 6100 28.61 50.37 616.8661 0.9041992090419048 0.1844473223968429 0.10850463639283064 5.94960355758667 994.1832 0.9282521944529111 0.12244412938407316 0.07115478867878774 5.676795959472656 False 14 6200 29.2 50.39 586.7141 0.9026180366040109 0.18269477183915295 0.09949126257267141 5.957103252410889 960.2049 0.928079561812315 0.11931617039648156 0.0680616168239515 5.684491157531738 False 15 6300 28.37 50.4 671.68054 0.9181579812924437 0.1565507354331866 0.10756475598619117 5.986340045928955 1083.452 0.9359060187315559 0.1046077400903115 0.0735619847909364 5.737070083618164 False 15 6400 28.82 51.1 614.4135 0.9055942135604533 0.17937571295003094 0.13550872783502677 5.916817665100098 1010.008 0.9283977197802441 0.12150187609432611 0.10309001037736253 5.646916389465332 False 15 6500 29.01 50.88 613.5214 0.9012103281561458 0.18741868423101357 0.11644969703958821 5.924511432647705 1028.5669 0.9279161354593718 0.12100992453172524 0.0866274887321349 5.657867431640625 False 15 6600 28.69 50.11 597.3925 0.8961296963791027 0.20095970579262892 0.10746238402359883 5.9401726722717285 1020.31024 0.9259893887055005 0.12687722728776013 0.0737752695727453 5.679256916046143 False 15 6700 28.9 51.25 581.334 0.903875913595335 0.19832980509026932 0.14642342470379166 5.9182820320129395 1012.2138 0.9286546308623661 0.12990883996678151 0.11479415284150314 5.654210090637207 False 16 6800 28.7 51.03 648.2741 0.914332010528156 0.1686637625449589 0.18229557978564923 5.924433708190918 1060.1603 0.9320130590761799 0.11816665062783109 0.14640869011484905 5.6457390785217285 False 16 6900 28.95 49.92 600.9837 0.9021836220029235 0.19007989700422698 0.15211657946529497 5.8946428298950195 1047.1504 0.9304077896917118 0.1171067616490235 0.12848414444967646 5.618739128112793 False 16 7000 28.8 50.45 583.1782 0.9042778473079824 0.1883695019797428 0.1365465367014169 6.024179935455322 993.7129 0.9304805232292389 0.1183249073202285 0.10359489235181377 5.779029369354248 False 16 7100 28.86 54.59 591.4983 0.8995752252495309 0.1958519038253373 0.11846314734511033 5.922731876373291 1047.2731 0.9299453638707693 0.11703292771424148 0.09947784959291689 5.6425251960754395 False 17 7200 28.91 57.57 597.40753 0.9029756165141867 0.19265428341198496 0.13604956924562295 5.943699359893799 1047.7963 0.9302942650041729 0.12149086515066441 0.11745438980810444 5.669166088104248 False 17 7300 29.24 52.65 621.2503 0.9001209219885451 0.19146575419219714 0.09699341549077416 6.033116340637207 1080.1582 0.9293751497846258 0.11936564296957003 0.07665081150773641 5.750837802886963 False 17 7400 29.02 50.83 595.49805 0.8932059169744213 0.21179104862156128 0.1445944872145171 5.943620204925537 1027.0344 0.9272165375157029 0.12784228503642966 0.11222503869078639 5.6716108322143555 False 17 7500 29.15 52.23 571.0619 0.891232999422353 0.22062719004672202 0.13942841021414387 5.943645477294922 979.2854 0.924963376740595 0.13539440619677 0.10544534150967132 5.687383651733398 False 18 7600 28.78 51.48 548.7816 0.8881402442363945 0.22706327834491608 0.1399542586413205 5.9377055168151855 977.7144 0.9247917662135196 0.13566045376132987 0.11256384014749996 5.6727776527404785 False