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 17.62 56.0 33532.055 inf -0.0014308899724200022 0.05896645183738301 461.050048828125 39914.83 inf -0.0015481319462909103 0.0573193028259844 454.8050842285156 True 0 100 29.74 45.26 2210.777 0.9312870663366595 0.016348427170775073 0.06300397038956622 10.493501663208008 2520.8792 0.9327090272316474 0.014056395675081799 0.03386852520267424 10.998438835144043 True 0 200 29.91 43.35 2127.974 0.9316933360148356 0.014016771072000308 0.07536667669031298 6.34757137298584 2533.7861 0.933357793983407 0.011389581914499023 0.04146450157975747 6.2564005851745605 True 0 300 29.81 43.08 2078.8596 0.9281464605480836 0.04721024567243335 0.07783286638626172 6.345610618591309 2458.714 0.930017578529146 0.041160879841020744 0.040183049074814216 6.2782511711120605 True 1 400 38.68 45.92 2048.3572 0.9277946131493292 0.0436675399558929 0.08208495878569096 6.4059576988220215 2442.1206 0.9298654265650722 0.0378502120747501 0.04013222596332292 6.251898765563965 True 1 500 29.48 45.26 2038.4174 0.9256524158589292 0.056781876822386744 0.07882431605784694 6.340782165527344 2413.7817 0.9279602150460855 0.04993149562036833 0.033944590058329824 6.272672653198242 True 1 600 29.94 44.54 2062.9363 0.9244362008882375 0.05361063542192431 0.06407379087657296 6.354584693908691 2443.6238 0.927368113425646 0.0455523573877082 0.01815984617853297 6.275380611419678 False 1 700 29.54 44.72 1914.5591 0.9267801230657393 0.04181528320928794 0.06596029145632955 6.351939678192139 2440.3496 0.9295605259074472 0.035605020569383625 0.02226269543221089 6.290344715118408 False 2 800 29.59 44.44 1889.156 0.9245912230906774 0.05167122377114386 0.061952425558990394 6.480376243591309 2422.3638 0.927479860614175 0.044809508406107576 0.015327752418607515 6.300149440765381 False 2 900 29.42 43.5 1902.0997 0.9268481323455295 0.04120053461961908 0.0790538767251893 6.366853713989258 2448.699 0.9294826008482526 0.03662856630611181 0.03230057685513356 6.355191707611084 False 2 1000 29.32 44.14 1859.1417 0.9226890966476917 0.05908188376368523 0.06901578791139398 6.351320743560791 2372.1023 0.9256120269285796 0.052561784167829376 0.01834745174450834 6.3222808837890625 True 3 1100 29.79 43.75 1867.4998 0.9227784440937163 0.06000335982316035 0.06841059130152087 6.414641857147217 2382.1812 0.9254454631841061 0.05412777535463731 0.0176458322267226 6.448555946350098 False 3 1200 29.45 43.43 1810.273 0.9212157921725411 0.06941201661330992 0.07824721833638217 6.345196723937988 2310.4612 0.924089138402038 0.06257166990844766 0.028490414108011952 6.320679664611816 True 3 1300 30.07 43.58 1816.629 0.9225950380885606 0.06176319052994841 0.08022881979670812 6.360601425170898 2345.3457 0.9253343889505894 0.05610925501691874 0.03477667140128228 6.347639083862305 False 3 1400 29.54 45.19 1804.6393 0.925160398182664 0.049751241554448204 0.09326711542248012 6.344035625457764 2408.072 0.9280231282834727 0.044327323432871164 0.04609248661283633 6.240860939025879 False 4 1500 29.26 48.59 1760.9685 0.9220955328559334 0.06363986685764898 0.06302352608338051 6.4478936195373535 2347.1367 0.9249780619445016 0.05730353739277386 0.008290534537453343 6.501877784729004 False 4 1600 29.58 45.01 1866.5293 0.9259500674172194 0.04862601017077361 0.06944690511544703 6.354916572570801 2442.3867 0.9283098388169454 0.044829356954604306 0.01290109795910301 6.313962936401367 False 4 1700 29.3 44.08 1718.4497 0.9209804403595034 0.07045332691450172 0.049125458835300215 6.467531204223633 2314.046 0.9234574662281165 0.0651095092377946 -0.0012715935445353776 6.520242214202881 False 5 1800 29.25 44.38 1704.3705 0.919017674359493 0.07307014096022822 0.09581199059730079 6.3524041175842285 2323.4316 0.9215631645768605 0.06733295404543714 0.0448262130128841 6.247010231018066 False 5 1900 29.35 44.46 2115.4375 0.933837070806588 0.04181794763294024 0.06609985458125223 7.51088285446167 2753.2473 0.9358242666995962 0.038369795408019505 0.010099340038058909 7.830554008483887 False 5 2000 29.24 43.9 1618.7638 0.9195656408814927 0.07027137146658693 0.05403744280277575 6.3728837966918945 2233.639 0.922540125074374 0.06387812036181861 0.000654411658935551 6.338559150695801 True 5 2100 29.55 44.35 1608.8954 0.9193611291902404 0.07346361134812822 0.07943953184192347 6.355095863342285 2297.268 0.9216232748615937 0.06937911663801578 0.04258125313922103 6.2421441078186035 False 6 2200 29.23 44.34 4426.4814 0.9394030266041798 0.04327096326232503 0.0735580090224392 6.458209037780762 5613.8765 0.941557466857642 0.03888425189945143 0.02391399373526339 6.5055341720581055 False 6 2300 29.15 44.34 1680.6241 0.918947585272668 0.07671331898929389 0.05077587011464332 6.368360996246338 2308.487 0.9218085747594397 0.06926626710246832 0.0001804708354066351 6.28713846206665 False 6 2400 29.35 44.17 1634.872 0.9184108527618218 0.07672870463573682 0.08658767403664104 6.365091800689697 2236.058 0.9206984970683004 0.07087615538813875 0.025633568975003806 6.257476806640625 True 7 2500 29.65 45.18 1605.0331 0.9160774234276131 0.08544221619335325 0.10693199043133503 6.32312536239624 2200.135 0.9194460339871505 0.07706645576792143 0.05370280678330943 6.277246475219727 True 7 2600 29.74 44.58 1789.1075 0.9280807675138762 0.05406812786381142 0.08037218887869374 6.43015193939209 2587.2815 0.9309273002939329 0.04823835555327225 0.023647280820202125 6.467654705047607 False 7 2700 29.3 52.13 2500.4207 0.9359531714874034 0.047972737509876115 0.09861794037429682 7.645758152008057 3292.2273 0.9382518324417987 0.042965559857361016 0.032856871710216784 7.959136009216309 False 7 2800 29.2 47.99 1515.4801 0.9144022828715143 0.09333410855925345 0.07483421880793735 6.392147541046143 2179.5525 0.9181097560430083 0.08489291683775295 0.01729898121503618 6.41314172744751 True 8 2900 29.85 44.33 1474.4889 0.9114786653219015 0.10248935269296801 0.18228565248742504 6.299658298492432 2114.2 0.9155876775728203 0.09148746618904503 0.13115595119151302 6.189524173736572 True 8 3000 30.22 44.33 1475.7736 0.9145458356454674 0.09337858190158077 0.14346766474000805 6.414553165435791 2179.7825 0.9190250727121643 0.08045068323458056 0.08674183008052211 6.4575018882751465 False 8 3100 29.31 44.75 1472.9044 0.9143207884832142 0.09177980847125913 0.10717798943771385 6.312823295593262 2201.6628 0.9185114899657173 0.08050378527158512 0.0447010892578077 6.271327018737793 False 9 3200 29.11 44.43 1430.6542 0.9116270485068919 0.1009379459070951 0.10032398183492695 6.318204879760742 2128.5063 0.9163183746082715 0.08699669870488576 0.03331789862973702 6.312194347381592 False 9 3300 28.83 44.33 1668.608 0.9199026185128626 0.07111665917026083 0.10629724150251052 6.3502116203308105 2331.781 0.9235661202979896 0.061773937004321884 0.03614010431222901 6.262855529785156 False 9 3400 28.85 43.64 1481.2799 0.9114944744093443 0.10142658281339051 0.1408930179210456 6.379305839538574 2170.341 0.9164442458312549 0.08684520267722906 0.07408076760251399 6.424115180969238 False 9 3500 28.91 44.3 1437.6793 0.9093909854413704 0.1110766721099965 0.1334751962842558 6.296478748321533 2125.6794 0.9152523690144634 0.09331614147401497 0.06897033931098427 6.2293171882629395 False 10 3600 29.05 46.37 1419.9781 0.9062704246215242 0.11986180445426871 0.11439747268248676 6.418676853179932 2162.597 0.9152809762462261 0.09404132575024461 0.053680234779862064 6.263241291046143 False 10 3700 29.29 43.52 1516.4836 0.9159136060959326 0.09550531469626912 0.07872913380993511 6.346025466918945 2272.5588 0.9195869735583577 0.08301568765706248 0.01624239117631196 6.3114824295043945 False 10 3800 29.09 48.04 1416.9169 0.9097003073456637 0.11053500025774511 0.10604386094124285 6.362632751464844 2203.6238 0.9161288743186198 0.08994658155418121 0.04817868904185228 6.39748477935791 False 10 3900 29.24 44.55 1517.0492 0.9135643269757453 0.0996157624397546 0.0832788676832553 6.403586387634277 2215.768 0.9174717630238208 0.08445765453627245 0.01756111117472954 6.4477667808532715 False 11 4000 29.2 44.52 1414.404 0.9083086510722416 0.11993229742378939 0.09463168609619671 6.326513290405273 2160.4133 0.9161103747300536 0.09305465774017797 0.029822894313458446 6.290494918823242 False 11 4100 29.2 44.06 1436.514 0.9095404838070624 0.11881523056155942 0.10655343395476209 6.308535099029541 2159.0044 0.9162359431815669 0.09746964323717407 0.029826546580667964 6.309877395629883 False 11 4200 28.94 44.2 1407.2949 0.9095344451269786 0.11646472319954643 0.14314093775601922 6.522531509399414 2147.0994 0.9168866272784777 0.09147446141492695 0.07459460926476812 6.60076904296875 False 12 4300 29.55 43.98 1418.0742 0.9106458301896394 0.1228252152944693 0.07643107864825835 6.92007303237915 2154.1125 0.9157074093603406 0.10309481952539916 0.004306792929605471 7.192197799682617 False 12 4400 29.06 43.32 1370.0107 0.9058510000242188 0.12533762652166283 0.16193821574154293 6.327388763427734 2192.9795 0.9143173315515135 0.09966403071556401 0.08462667218066512 6.329501152038574 False 12 4500 28.71 43.14 1330.4971 0.9080441437784067 0.12764063647383958 0.10373968012241963 6.371585369110107 2204.713 0.9156697947153174 0.10039062949684203 0.038069962622759544 6.4160237312316895 False 12 4600 28.84 44.27 1284.5844 0.9034021755746634 0.13302037559140292 0.10339476705992551 6.321301460266113 2117.5674 0.9130875985380088 0.10204520494509246 0.03335135430488776 6.291934013366699 False 13 4700 28.75 43.04 1263.7345 0.9033562721164148 0.1358079178084796 0.10735890201441163 6.315685749053955 2157.7998 0.9149449911212422 0.09793979241758251 0.04544030959033119 6.254571437835693 False 13 4800 29.11 43.66 1523.1078 0.9107933295825502 0.10862782081859824 0.07676629841924343 6.363665580749512 2211.6628 0.9166284795779834 0.08597054299985347 0.018118422417782637 6.390113830566406 False 13 4900 28.71 44.72 1346.3275 0.9031906442216329 0.1369958883903569 0.09925348246601938 6.398197174072266 2144.498 0.9130018164983355 0.10548293377418445 0.0349066287980438 6.479578971862793 False 14 5000 28.9 45.21 1256.1216 0.8987204871587371 0.14868444567655034 0.11161701798155815 6.364487648010254 2160.1482 0.9123783645931325 0.1086886418664115 0.058475304925373714 6.237142086029053 False 14 5100 29.18 46.49 1392.0331 0.9122252117637539 0.10762825109146978 0.05234977664014857 6.382399082183838 2233.1033 0.9193088654984348 0.08564918330627722 -0.020896753747402633 6.365076541900635 False 14 5200 29.15 44.86 1537.4258 0.9135314061237833 0.1087859418102688 0.09599765990279338 6.325158596038818 2375.0024 0.918811348218469 0.08654619910209746 0.040294759579412226 6.29149055480957 False 14 5300 29.05 43.85 1310.09 0.9041881129989501 0.1304443783853357 0.12464205217992688 6.298925399780273 2216.9602 0.9139287344128836 0.10196516550771453 0.07419701541814785 6.220226764678955 False 15 5400 28.64 43.95 1239.3516 0.8986025414338589 0.15108417450216471 0.0929072783833948 6.341206073760986 2172.617 0.9113221873358587 0.11184270786941727 0.034761736535311824 6.263928413391113 False 15 5500 28.69 44.33 1194.4661 0.8995060629883123 0.14267483974602652 0.11842838996516532 6.31553316116333 2227.867 0.9140774583931118 0.10052801470870798 0.0676234511928469 6.225405693054199 False 15 5600 29.16 44.38 1180.2496 0.8995091290132533 0.1444795252567133 0.10224362995718476 6.327836036682129 2160.089 0.9131330688283273 0.10383245349311808 0.02886170104319854 6.320687770843506 False 16 5700 28.97 43.46 1271.8945 0.8993177470985217 0.14380196004605747 0.08972393388404583 6.326533794403076 2150.4849 0.9129244196157976 0.1030646294798472 0.014482556379156103 6.322884559631348 False 16 5800 29.1 43.08 1232.1605 0.8937410915127804 0.1717192877799944 0.1360604688418948 6.313864231109619 2172.741 0.9111362759011032 0.11877838862615545 0.07517197203930637 6.215274333953857 False 16 5900 29.11 43.16 1182.6779 0.8959328240061846 0.16678749036900614 0.14323762688740707 6.282069683074951 2156.7124 0.9119709980086014 0.11433397982992828 0.08331126613981026 6.2683305740356445 False 16 6000 28.79 43.94 1214.3643 0.8969872634007352 0.16218043462807716 0.13149945789555909 6.281839847564697 2200.777 0.9108634478837392 0.1190227992972221 0.06540499449037879 6.256641387939453 False 17 6100 28.55 43.28 1206.8086 0.9031884372789872 0.14730942078590756 0.1031436301564623 6.778510093688965 2215.5942 0.9143437202423196 0.10867758317985855 0.033950005171821555 7.040292263031006 False 17 6200 28.72 43.14 1078.5824 0.891713248709586 0.17337530373641058 0.13275291396871328 6.2959065437316895 2206.2134 0.9101069929441762 0.11822023825765737 0.07203969855612481 6.221276760101318 False 17 6300 29.11 43.03 1109.4668 0.8954256079711165 0.1573344020792954 0.11116252165499144 6.338832855224609 2165.2124 0.9123372269520208 0.10474188034590354 0.04196793720749694 6.398660182952881 False 18 6400 28.88 43.14 1114.6165 0.8926115514989523 0.18844230127681277 0.16456465405130266 6.477748870849609 2155.1592 0.9103208428620783 0.1297711666054486 0.09312842391414948 6.57512092590332 False