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 17.38 50.94 20472.85 0.965494681424525 -0.004227991125585957 0.06864448605019383 180.9388427734375 16307.491 0.9659441755910531 -0.004160537920444994 0.048861093533536966 178.4834747314453 True 0 100 29.09 36.67 2104.9502 0.9549300647119632 0.007607952303573722 0.06676676806325882 6.227814197540283 1706.6019 0.956032216155553 0.005496747740291692 0.05716069605193987 5.877808570861816 True 0 200 29.28 36.49 1963.2253 0.955103044697466 0.008979573629579407 0.062264292986285705 6.2640509605407715 1682.4648 0.9565503326023953 0.004676515517891638 0.0534760133722121 5.878197193145752 True 0 300 29.15 36.71 1735.3574 0.956939559117957 0.008397448504288453 0.06204834779928072 6.415403366088867 1696.3125 0.9586956013476367 0.004892136848944328 0.05621886815450818 6.102234363555908 False 1 400 31.32 36.48 3885.979 0.9677283376343426 0.005194944636187745 0.05367953320170003 6.679861545562744 3388.2817 0.9692202263542223 0.001340269550517967 0.050244215738722696 6.396100997924805 False 1 500 28.58 36.49 1619.0032 0.9531130182091708 0.024541447573392373 0.05987133046109612 6.31716775894165 1588.5735 0.9549241081335971 0.01958951881768182 0.056864518174185134 5.990333557128906 True 1 600 28.98 37.03 1543.5354 0.9539097828835609 0.024042260042164327 0.06367040111886482 6.219322681427002 1613.3177 0.9563046208904844 0.01933244526337803 0.05808737106041365 5.860513210296631 False 2 700 28.77 36.64 1460.7582 0.9521525619919864 0.03086724536715975 0.058770042563953406 6.265688419342041 1614.236 0.954807709167391 0.024639938898162867 0.054758324092235404 5.927607536315918 False 2 800 29.05 37.2 1382.0059 0.950149870923505 0.03736428984239268 0.0526400845565731 6.283873558044434 1554.1748 0.9524585052854053 0.032384609212643946 0.04737541866395753 5.950687408447266 True 2 900 29.47 36.81 1415.9447 0.9527407858872389 0.029394114209511053 0.062475488656744474 6.236593246459961 1610.9475 0.9554971860332917 0.02360755669410431 0.050973609844010566 5.889608860015869 False 3 1000 28.2 36.53 1336.9443 0.9521139123318604 0.029268123714320266 0.06414021689657352 6.216746807098389 1546.3325 0.9549252576363119 0.02492254254043298 0.058518573491462646 5.8528947830200195 True 3 1100 29.12 36.75 1297.1848 0.9490180278287009 0.03959038681384957 0.05417634704177347 6.2277984619140625 1529.648 0.9521484089984162 0.03452748656603609 0.03793335246908158 5.86255407333374 True 3 1200 29.1 37.21 1297.2949 0.9467215579146435 0.04713383186178866 0.10137600924901999 6.221057415008545 1536.6818 0.9492836916291444 0.04250006241652457 0.0755910325306773 5.851962089538574 False 4 1300 28.75 36.71 1274.107 0.949098021704971 0.03813837709474169 0.10876836887581944 6.417695999145508 1486.4689 0.9514479363944616 0.033616140123662146 0.07496415860384942 6.099775791168213 True 4 1400 29.12 36.85 1302.2924 0.9495264241092903 0.042055370107137134 0.07848843489102202 6.211935997009277 1577.9523 0.9512232424256738 0.038427204167330524 0.06022826353308398 5.863498687744141 False 4 1500 28.74 36.97 1132.1476 0.9451054496737976 0.05134997154254862 0.12754425689972443 6.351896286010742 1429.9357 0.9486709513230231 0.04439319115032821 0.0839116229127134 5.970580101013184 True 5 1600 28.79 36.76 1102.1647 0.9422248715963146 0.06253826529897784 0.18129554961781597 6.267019748687744 1457.3544 0.9452234256646219 0.054193632107350856 0.15625362235860588 5.886804103851318 False 5 1700 28.98 36.99 1086.7021 0.9418329186332537 0.0605792665961225 0.12280877376506348 6.215080738067627 1453.0925 0.9459576781112641 0.05285570846220668 0.07566441120888083 5.856570243835449 False 5 1800 28.94 36.91 1447.8163 0.9516054783637904 0.04225546821364247 0.07640447605983669 6.308833599090576 1758.7695 0.9546179096243516 0.035179586256488975 0.06381872618703957 5.915477752685547 False 6 1900 28.72 36.91 1095.1989 0.9420785981417662 0.06155536674283665 0.13117822570488216 6.192977428436279 1429.3004 0.945192596131637 0.05507884512074577 0.10753617554778108 5.84240198135376 True 6 2000 29.07 36.9 1038.2983 0.9425562092586551 0.059965661404197144 0.18075321385977536 6.176548004150391 1462.6586 0.9470552346700085 0.04840647944953477 0.15212577575634015 5.832408428192139 False 6 2100 29.03 39.66 1003.7695 0.939164517381707 0.07095144436837311 0.17411144352849153 6.176589488983154 1425.8397 0.9437814831848778 0.06084589129548466 0.1389962195827547 5.835567951202393 True 7 2200 28.92 36.71 987.8899 0.9395515391950864 0.06754603557847635 0.15952026232279048 6.167971611022949 1407.7418 0.943864135028349 0.05833363947432938 0.13118031650276027 5.8256635665893555 True 7 2300 29.3 36.59 1049.4697 0.9434797603743194 0.054524589267544214 0.19345692414515797 6.163210868835449 1507.5936 0.9480496732297666 0.041934061532071444 0.1728234168603151 5.796580791473389 False 7 2400 29.08 37.15 947.9757 0.9386665158198046 0.0766359268558651 0.12072736011965339 6.513500213623047 1388.1395 0.9438422788220157 0.06320852569206654 0.07506466850033276 6.196878433227539 False 8 2500 28.75 38.69 935.74756 0.9354148127020485 0.08388527332451032 0.11756310685961036 6.265520095825195 1446.7556 0.942856461555426 0.0645377659821267 0.06785654237923733 5.940095901489258 False 8 2600 28.89 37.01 899.7194 0.9348616472614018 0.081736074137271 0.15737664672746446 6.319599628448486 1417.4161 0.9428235737746453 0.06206262834948488 0.11453919098907665 6.004182815551758 False 8 2700 28.76 37.12 857.5863 0.93097014086163 0.09062473782811471 0.14334478332204076 6.23589563369751 1418.2683 0.9410774394614074 0.06761305016260595 0.09751184406145905 5.905831336975098 False 9 2800 28.61 37.6 887.5158 0.9328910336460206 0.09078952625799137 0.16905048682411453 6.186371803283691 1397.0411 0.9416383550987208 0.06762386028447413 0.1225420231235467 5.857231140136719 True 9 2900 29.49 39.36 905.261 0.9310922086715361 0.09298018325975375 0.13662412276718375 6.172309398651123 1456.4434 0.9416989372289324 0.06680476424200975 0.08879952623029388 5.840793609619141 False 9 3000 29.23 36.66 856.0102 0.9285750910707574 0.0960429435144557 0.12497440678960747 6.278144359588623 1450.5698 0.9398693717643621 0.06883394975060568 0.08694126130732883 5.913019180297852 False 10 3100 28.88 37.14 833.6773 0.9272314681836412 0.10305113665021971 0.16258101802948263 6.179990291595459 1411.559 0.9399840534006006 0.07137064466664202 0.12090262863729888 5.849267482757568 False 10 3200 29.26 37.24 874.858 0.9262947395015274 0.1050716533208828 0.16099930152911912 6.176547527313232 1471.4579 0.9391415966854226 0.07493243945955158 0.10174623620275289 5.851695537567139 False 10 3300 28.82 38.36 807.8152 0.925309637108155 0.10639007837712751 0.1688132517584974 6.163122177124023 1424.2869 0.9412655050235469 0.06883168859212298 0.11210970350373319 5.84165620803833 False 11 3400 28.5 37.46 838.1989 0.9258411195971097 0.09759889948541657 0.1669137835127172 6.148099899291992 1431.9976 0.9419694523977946 0.06204954487047286 0.11390366197828727 5.821719646453857 False 11 3500 28.78 37.39 923.92163 0.9343929792089665 0.088757601925944 0.13195536576020772 6.470937252044678 1530.32 0.943518711861486 0.06264663470714411 0.09340088018276592 6.178099632263184 False 11 3600 28.96 37.48 820.55774 0.9224119732268515 0.11655331595721537 0.1572059299912585 6.172674179077148 1642.4199 0.938432074249712 0.07594667184553697 0.0982442687175356 5.837714195251465 False 12 3700 28.34 36.57 883.106 0.9251465578412946 0.10342303817251146 0.18450310939125436 6.172121047973633 1582.2145 0.9416164070810383 0.06274774213660246 0.13558240796892923 5.829544544219971 False 12 3800 28.87 36.49 770.0026 0.9177111443940797 0.12491907762728775 0.18115187161043506 6.172666549682617 1446.1101 0.9375315229403801 0.07812007656153673 0.13583047614317031 5.853977203369141 False 12 3900 28.84 36.6 849.8937 0.9209831440383593 0.11571107104744291 0.1659370652822799 6.14268684387207 1515.2494 0.9369397786952649 0.07733767836399119 0.10838959535442429 5.816422939300537 False 12 4000 28.88 37.45 758.00995 0.9216396089454969 0.12470791137326805 0.19264475709046558 6.1216583251953125 1569.4263 0.9398640824238288 0.07733004308788537 0.1325181096248038 5.799205303192139 False 13 4100 28.57 37.13 764.5192 0.9217910825574197 0.12211489172368792 0.18135670916704738 6.135870456695557 1577.6987 0.9410351717193757 0.07318608093232194 0.11540854845984676 5.819448947906494 False 13 4200 28.92 37.28 794.4375 0.9208851471469407 0.12688106936217022 0.17283495851815764 6.186773777008057 1585.9393 0.9390608699518075 0.07792139381137354 0.11230117258101739 5.878679275512695 False 13 4300 28.72 36.81 764.02246 0.917706848269225 0.1287859989430442 0.18817901078026292 6.193018436431885 1561.4786 0.9390069640087939 0.07570273923997473 0.13207124940849635 5.885815620422363 False 14 4400 28.53 37.67 795.6174 0.9168045981004904 0.1356477175059926 0.1923699787953933 6.215597629547119 1495.4067 0.9389184856735421 0.07834957038165424 0.14467550915934627 5.911505699157715 False 14 4500 28.52 37.81 751.44977 0.9113805912416404 0.14563249298894548 0.17896329315986761 6.202239513397217 1621.8878 0.9364990269272959 0.08417905397326 0.11972272799053447 5.8740644454956055 False 14 4600 28.8 36.87 716.5455 0.91583834750082 0.14181081657535893 0.177977808045034 6.158477306365967 1513.2131 0.9382808358225218 0.08150668298884396 0.1264572728798599 5.845004081726074 False 15 4700 28.54 37.56 727.68756 0.9117390425221186 0.1585890023379819 0.17455725289981894 6.112819671630859 1599.5305 0.937463764121771 0.08799283722013135 0.12180231640482417 5.798625469207764 False 15 4800 28.79 37.05 720.82025 0.9114137206537672 0.1504152179959337 0.1773780062576491 6.326270580291748 1638.4135 0.9375119225965873 0.08280241741711285 0.11178220698580922 6.00172758102417 False 15 4900 28.76 37.53 715.87305 0.916859776183464 0.14159191036494229 0.19954085009270167 6.838447570800781 1523.8687 0.9390213250781827 0.07849398271413226 0.13982732591698255 6.580443859100342 False 16 5000 28.36 37.62 661.9507 0.9082967188811051 0.15391983934112302 0.19811138702413697 6.107011318206787 1548.3048 0.9377991169079661 0.08120403047602931 0.14013989520505715 5.801598072052002 False 16 5100 28.83 36.53 644.76917 0.9089419635883492 0.15748987819504412 0.19552625799212978 6.110390663146973 1569.0383 0.9381462611842479 0.0813393974026074 0.14849174881253407 5.802600860595703 False 16 5200 28.88 36.96 689.15247 0.9035619882050303 0.16694213267997565 0.1834185968460194 6.107214450836182 1588.3273 0.9356906292366742 0.08811866682511747 0.13138284841873846 5.795498847961426 False 17 5300 28.34 36.62 707.1889 0.9083307690343432 0.15161823114977335 0.20145542004165806 6.281792640686035 1609.0732 0.9371350784377047 0.0797970166350238 0.1562014597972386 6.004697322845459 False 17 5400 28.53 39.0 709.45496 0.9040276225483483 0.17451552035420054 0.18717428987075016 6.0906829833984375 1636.4141 0.93555098015808 0.09321652953488492 0.12235571080550464 5.795207977294922 False 17 5500 28.75 36.95 660.7651 0.8997375335203347 0.18149601256344758 0.20130365006318549 6.061885356903076 1572.9313 0.9351001276873568 0.09257967562359809 0.14357743381480131 5.77378511428833 False 18 5600 28.46 36.83 652.37683 0.9002119917799438 0.17840631395678974 0.2099346475245755 6.056033134460449 1637.5962 0.9368013588222495 0.08411140016602059 0.15550332469831207 5.7683587074279785 False 18 5700 28.81 36.85 674.75604 0.9019525024680908 0.1815519563478049 0.21561414323510333 6.168349742889404 1546.604 0.9355341403926011 0.09187798984170141 0.15955395099365954 5.904473304748535 False 18 5800 28.7 37.61 647.2303 0.8940928680514982 0.1966984352378244 0.2175186848579521 6.146393775939941 1708.9904 0.9332338151485609 0.09787493207800957 0.15200245358859443 5.8621978759765625 False 19 5900 28.61 36.83 770.20087 0.9085327792226018 0.14877432317447764 0.21722266144068436 6.097981929779053 1695.1755 0.9406852417723403 0.07158153100808222 0.15440715079156236 5.831977844238281 False