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 16.93 51.03 42747.316 0.9688989293252814 -0.0005373884655138164 0.0552234246921764 341.3695373535156 11351.707 0.9695402134156766 -0.000779859203509065 0.012773557875170892 338.25433349609375 True 0 100 29.69 40.1 3888.7434 0.9688257205149886 0.0024726753606793372 0.013912236071777063 11.026155471801758 1439.8337 0.9694922515147405 0.0023706064802711275 -0.05598662215481114 10.91201114654541 True 0 200 29.61 38.73 4118.58 0.966555788224781 0.011496528803357272 -0.003274785554291547 8.946125984191895 1435.6475 0.9674363009896824 0.010965657449699701 -0.08336065333023816 8.858887672424316 True 0 300 29.72 38.43 6740.659 0.9664216035442157 0.011040432089038654 0.02005543040246358 6.120820045471191 2252.3354 0.9671494897680345 0.010614073974220312 -0.058919699219542716 5.942834854125977 False 1 400 40.65 38.42 5054.871 0.9654603835833148 0.015050272331006129 0.0035469475019603543 5.988813400268555 1817.1774 0.9663834839446539 0.014238981121985362 -0.0830131249440304 5.742396354675293 False 1 500 29.34 38.31 11240.19 0.9673282941049031 0.005955156623119133 0.019240186820894272 7.504645347595215 3507.4924 0.9680364186991981 0.005379048369133388 0.06998191677227028 7.204761028289795 False 1 600 29.38 38.29 2477.6038 0.958242933232227 0.02470674903642027 -0.038081099626480264 6.291028022766113 980.83966 0.9593145276630706 0.023844765740171 -0.11937295462690499 6.170965671539307 True 2 700 29.65 38.32 1905.7552 0.9551296004276132 0.034860766869568086 -0.028509894509940032 6.267831802368164 1015.6171 0.9562783467151967 0.03411291333894497 -0.12668768342681783 5.983201503753662 False 2 800 29.24 38.33 3544.1453 0.9648820723425843 0.013162988213894639 0.028905282840082622 8.26208782196045 1294.9379 0.9657169319789746 0.012039337694312568 0.02993448508967403 8.047927856445312 False 2 900 28.94 38.31 1758.7697 0.9534865454009088 0.040964638008613545 0.026274040282036126 6.171703338623047 967.2397 0.9546693893148028 0.04097207920606336 -0.0539877403626148 5.978196620941162 True 3 1000 29.36 38.45 1776.9915 0.9569269215260684 0.027916182099599028 0.013347589459873622 6.568606376647949 1059.0552 0.9587083340241658 0.026331325174031698 -0.011879472155308862 6.135498046875 False 3 1100 29.12 38.52 1769.1056 0.9549423593490041 0.035616042573707235 -0.05011924946307527 6.008081912994385 1023.2611 0.9573756148112847 0.03180530479722408 -0.1271230585551012 5.656009674072266 False 3 1200 29.46 38.43 1512.8638 0.9518211412876042 0.04784458769164921 -0.04443943062725947 5.976484775543213 936.9883 0.9541410044749449 0.04475361945867046 -0.12109752836628918 5.66685676574707 True 3 1300 75.9 38.34 1663.0199 0.9539975032756681 0.03654518442744349 0.047721223262649035 6.349845886230469 1043.2657 0.9560250783899722 0.03325901573277059 -0.02510923546380024 5.9688005447387695 False 4 1400 29.21 38.36 1531.816 0.9540266247504942 0.0391354436106402 -0.019882788218811776 6.345303535461426 1016.805 0.9564161519631497 0.035280620612819676 -0.09695843515294994 6.149161338806152 False 4 1500 29.29 39.04 1287.7012 0.9496155255410589 0.053765642037134784 -0.037140221083359806 5.959282398223877 943.9264 0.9523830875113014 0.048973541313004916 -0.11023394654126073 5.6346635818481445 False 4 1600 29.19 38.27 1384.1936 0.9514511275102778 0.04597032791510248 0.03767781407216681 5.914172172546387 975.3932 0.9539132889894468 0.04130343393507844 0.07124196029428598 5.53537654876709 False 5 1700 29.04 38.29 1542.8744 0.9546632363684301 0.037588694470461766 0.029192817800651808 6.427958011627197 992.91 0.9571675977267169 0.03284637450665405 0.11036852815114673 6.056542873382568 False 5 1800 29.33 38.36 1700.3192 0.9505988514505483 0.047438143611151444 0.0684191426662843 5.948657035827637 954.6049 0.9525332313482455 0.04453162229109562 0.006707497809944851 5.60252571105957 False 5 1900 29.26 38.29 2597.494 0.9608338853623143 0.02958641788334032 0.032052103475687155 6.470929145812988 1338.2504 0.9623979081111211 0.026905573968825935 0.0368144415312867 6.156373977661133 False 6 2000 29.05 38.29 1426.859 0.9517115040886535 0.04406737598322079 -0.015225886847659737 6.002009391784668 953.48236 0.9535155659280538 0.04139160950813026 -0.09988464446727584 5.7372283935546875 False 6 2100 28.83 38.31 1487.6002 0.948764729532532 0.05514834814078264 -0.0013329264404171076 6.072862148284912 939.3209 0.9517206832401954 0.0500497478807882 -0.08060211373107708 5.703882694244385 False 6 2200 29.2 39.44 1543.0903 0.9542238067155282 0.0404534200341495 -0.005018839823101193 6.397006511688232 1036.2543 0.956719854046956 0.036121465319806687 0.0030819095331112716 6.084532737731934 False 6 2300 29.08 38.31 2220.9473 0.9584601006764096 0.030562338848357722 -0.02681182519595575 7.264008522033691 1087.217 0.9603916624415467 0.02657093553953186 -0.02769036223757956 7.009513854980469 False 7 2400 29.05 39.47 1765.8528 0.9564587125619832 0.03672702019991847 -0.010764814356720675 5.985799312591553 1089.6115 0.9589006337163078 0.03163904455441215 -0.028047239530666398 5.648948669433594 False 7 2500 29.43 39.22 1228.4155 0.9483156403424285 0.058251305729397185 0.014175619692508952 5.935000419616699 930.6965 0.951853137952991 0.051095244642901175 -0.010704964451786316 5.587753772735596 True 7 2600 33.87 38.68 1426.4673 0.9522549084358328 0.04427447502509518 -0.03471646583567473 6.784823894500732 1030.2998 0.9548039746474956 0.03894538778232242 -0.1185399638930854 6.383744239807129 False 8 2700 29.21 39.51 1240.175 0.9526156607184473 0.04284104966764353 -0.010488517245647354 6.311588764190674 1014.56586 0.9558306227031379 0.03642330923418671 -0.08433452128355104 6.069254398345947 False 8 2800 28.78 38.3 1206.3959 0.9487908870155969 0.05981240822353887 -0.017396982844607386 6.357253551483154 919.20886 0.9521696811468875 0.05225014399786182 -0.09555341152347706 6.117381572723389 False 8 2900 29.08 38.29 1022.7745 0.9467017925425312 0.06331847011278764 0.020884590682273576 6.011059761047363 918.33636 0.9510185615195726 0.05401102780313563 -0.03812357188335086 5.695923805236816 True 9 3000 29.57 38.69 983.5167 0.9463957269733945 0.06244319846649394 -0.013736237851501652 6.43878173828125 920.5253 0.9508770790108141 0.05312875145547218 -0.09167121282712283 6.036386013031006 False 9 3100 28.89 38.31 1079.8203 0.9450833416486399 0.06306747486889798 0.038709839318199574 5.946620464324951 935.32446 0.9502230497791119 0.05246024798616639 0.009583461603915617 5.573853015899658 False 9 3200 29.07 38.32 1145.5657 0.948436036046188 0.06102321711171491 0.01473089384170988 6.056819438934326 923.65906 0.9524801534090509 0.051121048854207166 0.014772574009487394 5.722126007080078 False 10 3300 29.2 38.28 1289.4867 0.9485166732720793 0.058059774528226284 -0.009072422862047728 6.248203277587891 929.32623 0.9522144727635478 0.04937426444558635 -0.10021985452172856 6.007688999176025 False 10 3400 29.16 38.29 1015.5708 0.9467238764327768 0.061049362117538586 -0.020169470124197765 6.126099109649658 924.47644 0.9512352178417415 0.05176307785281092 -0.1095508258606284 5.869273662567139 False 10 3500 29.19 38.28 992.6143 0.9472291630976565 0.059062090199422254 -0.010389142131092727 5.9466118812561035 926.5887 0.9518099450236431 0.04851019322231207 -0.07960928463969097 5.628085136413574 False 10 3600 29.1 38.83 1009.1659 0.9440073160064786 0.06487088113565072 0.07795326249223458 5.938034534454346 931.13586 0.9499785996807117 0.05217048231580277 0.13915466326470274 5.57007360458374 False 11 3700 29.67 38.82 1360.1006 0.9446569498417368 0.068048253311206 -0.0025172793147620344 6.025146961212158 914.5334 0.9494477342510272 0.057644944642979874 -0.09010108503860641 5.6853203773498535 True 11 3800 29.59 38.31 1125.044 0.9451407006810735 0.06338108948042119 0.06475699740710024 5.9091410636901855 949.1074 0.9505758009466966 0.05141200754259042 0.054117416285885046 5.543458938598633 False 11 3900 29.17 38.33 992.1272 0.9435419965857017 0.07240565880826211 0.042496318698309964 5.925049304962158 908.99854 0.94934519825891 0.057925857608533055 -0.011788437180192417 5.581630229949951 True 12 4000 29.13 38.7 1030.4521 0.9450345220927762 0.06406890173374848 0.1154850292087796 6.133501052856445 950.8 0.9509044478682328 0.05153495648689729 0.06933468380804333 5.737919330596924 False 12 4100 28.99 38.33 1041.7009 0.942080510625265 0.07252446167880165 0.09704071570478974 5.906001567840576 928.0829 0.9492980569624576 0.056263799019295686 0.03673984098373964 5.549396514892578 False 12 4200 29.08 38.65 1005.2853 0.9445748900374006 0.07165073717281349 -0.0005454182457178326 6.062905788421631 907.9699 0.9501933995133398 0.05712029637982643 -0.08663360472036553 5.736612319946289 False 13 4300 28.88 38.36 992.3059 0.9432205336872426 0.06789166028090714 0.044556076114485185 6.03132963180542 925.42865 0.9489830910167101 0.05506414271241057 -0.03990145367821996 5.669602394104004 False 13 4400 29.11 38.28 867.0295 0.9436978501629294 0.07419704402305823 0.13131379231130558 5.901742458343506 913.05835 0.9497344355116643 0.058634098727129186 0.15070795557624378 5.538050651550293 True 13 4500 31.25 38.44 1094.8087 0.9419507101757079 0.07649319581048894 0.09730246948728533 5.917717456817627 913.0888 0.948737189519901 0.059417334347258134 0.03404316108921066 5.578558921813965 False 13 4600 28.87 38.58 1138.4313 0.9435015186882909 0.07662510491370199 0.11541134091833886 6.104510307312012 906.9049 0.9497574216432332 0.06006386567596605 0.1653367550357681 5.7583208084106445 False 14 4700 29.09 38.43 992.7947 0.9468145273153402 0.07672683643554636 0.1377716095813637 6.253375053405762 911.2736 0.951715355930688 0.06113306179004393 0.14654209461644233 5.936521530151367 False 14 4800 29.2 38.89 953.35077 0.9450151625749275 0.07815400179763832 0.009019481851096642 5.928007125854492 903.094 0.9507740525748215 0.06041240138761821 -0.04781148409274718 5.571300029754639 True 14 4900 29.64 38.42 864.30664 0.942124494975049 0.07819909842516724 0.04712249181876228 5.9090256690979 916.8562 0.9497699676691527 0.058705683989625515 0.11185615866406938 5.507025241851807 False 15 5000 29.05 38.26 840.5697 0.9434127716436848 0.07697869590362177 0.07379913956470022 6.0030598640441895 921.9149 0.9501041735873526 0.05951625730923033 -0.03349001631219025 5.705017566680908 False 15 5100 28.87 38.51 1082.7571 0.9426353857443585 0.07280366453745865 0.20005829828460314 5.957035541534424 934.62 0.9497214231777797 0.05519335700988836 0.14394792838342407 5.628642559051514 False 15 5200 29.36 38.39 820.9444 0.9402571598259697 0.08282063909565081 0.09260206550783495 5.927303314208984 922.6863 0.9489428973498508 0.06075008587484371 -0.010159016620326042 5.61991548538208 False 16 5300 29.39 38.72 800.95746 0.9374048328915101 0.08851187040466128 0.1681828124817992 5.875236511230469 927.6922 0.9478375571244824 0.06281937574299573 0.09046830170163389 5.534956455230713 False 16 5400 28.61 38.49 847.00714 0.9375200619897724 0.0888780296393141 0.2026299018467242 5.908835411071777 918.55054 0.9480976378110586 0.062237642165547696 0.13736475480436106 5.5764641761779785 False 16 5500 28.83 40.23 997.65515 0.9387719585034824 0.0906184155110294 0.06372574617031132 5.9145379066467285 925.70886 0.9485509481800392 0.06410844859487264 0.008859912002819829 5.558987140655518 False 17 5600 29.41 38.53 923.6295 0.9421954464935081 0.07273536614451465 0.11243269766821341 5.890347480773926 1023.01624 0.9518355400637478 0.04971286806331886 0.006381364243644265 5.559568405151367 False 17 5700 29.04 39.39 927.4099 0.9388333997743171 0.08326952173990876 0.17758821283841594 5.868333339691162 1003.71704 0.949674615107628 0.05628211431172719 0.15849657601074355 5.510218143463135 False 17 5800 29.2 39.51 781.8337 0.9378223936821585 0.0894418093881309 0.1271258156323681 5.8853020668029785 919.1258 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0.9465383791629228 0.06644416276746783 0.132021979579819 5.560327053070068 False 19 6400 28.94 38.86 713.7974 0.9367712770866585 0.08661363149576945 0.15629716629621512 5.937676429748535 958.3361 0.9491185307228325 0.05492014760957563 0.1735051441249466 5.584218502044678 False 19 6500 29.19 38.37 687.11365 0.9290320407449201 0.10582764762341766 0.21366381119767247 5.907827854156494 957.5417 0.9466540202144755 0.06145775906517667 0.15395250365183155 5.5468244552612305 False 20 6600 29.08 40.44 834.49475 0.9331938007098514 0.11074892854299827 0.20233144868897324 5.857476711273193 928.9354 0.9485539184492319 0.06501522788500123 0.1295466236886317 5.519724369049072 False 20 6700 29.14 38.35 858.5908 0.9303522333669632 0.10138084620198148 0.19735443355646393 5.934814929962158 998.3343 0.9484630378698578 0.056682361075107525 0.17684897387726134 5.561878204345703 False 20 6800 29.38 38.34 873.0809 0.9367359687262065 0.09173536955061613 0.19783304064868962 5.858999252319336 979.12604 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0.9463918995932825 0.06280806195946742 0.13268626981956366 5.526383399963379 False 22 7400 29.45 38.32 819.0705 0.9266233696751108 0.11573996209377019 0.17491768362577145 5.9290337562561035 964.45746 0.9463704096222885 0.06435430247057 0.16813007713430891 5.552121639251709 False 22 7500 29.35 39.31 814.269 0.9318807051600193 0.11655998960943689 0.18730725088429753 6.003037929534912 934.5086 0.948492938752136 0.06478897778942552 0.055985416863964924 5.718922138214111 False 23 7600 29.37 38.79 817.86017 0.924166900050126 0.1192885909524589 0.22268427116049969 5.84876012802124 1012.775 0.9468397414309595 0.06182381553373216 0.1597517463075094 5.504667282104492 False 23 7700 29.22 38.98 712.77045 0.9246344507234896 0.12798736522606347 0.24539317978558636 5.8564019203186035 942.10144 0.9467982624695549 0.06580300242484609 0.1660523702368055 5.536171913146973 False 23 7800 29.26 38.53 708.0942 0.9252325810501132 0.12583746219929212 0.1844092827295813 5.879563331604004 960.66284 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