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 19.67 91.9 70030.84 inf 0.00153066835671833 0.013468836726972185 517.3308715820312 76804.484 inf 0.0037952136376069507 0.011487523857241154 500.3005065917969 True 0 100 29.96 74.09 4883.125 0.9721795533814135 0.007374043126174098 0.015691196829824016 18.488697052001953 8693.9375 0.9724017875707103 0.003810351805794709 0.009884664629800373 21.493820190429688 True 0 200 30.03 75.77 4800.6724 0.9717959021294048 0.016174134787113097 -0.1253281794072518 12.057110786437988 9029.129 0.9724013457474966 0.012396074208475279 -0.15577071692493222 14.310220718383789 True 0 300 29.4 74.26 4069.282 0.9571549534632433 0.07660928981432755 -0.13640736595692995 6.542089462280273 7679.445 0.9564519652606402 0.07567498576554407 -0.17119145037944689 7.789155006408691 True 0 400 29.4 75.27 4291.179 0.9625955666173218 0.03815477548044707 -0.14121440048096656 4.917634010314941 8696.851 0.9631966973402547 0.03503718552579144 -0.17529241467730916 5.547431945800781 False 0 500 29.2 74.58 3847.7407 0.9528139928781804 0.06816023542742732 -0.140264925824956 4.5511908531188965 7300.969 0.9514889612041671 0.06840725222801253 -0.17383023772370576 4.7123494148254395 True 0 600 29.4 73.55 3543.102 0.9480808292409714 0.07965056904777802 -0.13889566289341299 4.550060749053955 6791.153 0.9469408988510206 0.07973743484007018 -0.16932743713011628 4.740598678588867 True 1 700 32.73 73.46 3430.571 0.9498622417189984 0.07318471757581782 -0.1413679403859882 4.703069686889648 6597.9336 0.9488685336895714 0.07357481364242795 -0.1719100952509671 5.168535232543945 True 1 800 29.81 72.91 3795.8552 0.9641423036192239 0.035387928505260624 -0.14132767709764235 4.60958194732666 7847.2656 0.9641575706737419 0.03530458138045096 -0.1706243276386477 4.92292594909668 False 1 900 29.36 75.76 3832.6633 0.9487098643132607 0.07051208893567414 -0.14149732628695416 5.039252281188965 6926.7456 0.9476160170760684 0.0704339752068932 -0.16783999584420992 5.703852653503418 False 1 1000 29.47 73.29 3201.208 0.9472203418227124 0.07207736780070981 -0.14414909148541655 4.685753345489502 6334.0923 0.9468296850058866 0.07163745828211462 -0.17053911274589406 5.011968612670898 True 1 1100 29.86 74.26 5023.425 0.9519120818334311 0.06158232597537615 -0.14083350472622547 4.661419868469238 8264.079 0.950557328156566 0.06314141355108273 -0.16236147555194932 4.92792272567749 False 1 1200 29.33 75.0 3000.7617 0.9524064097042022 0.05971685381668103 -0.13841137161934883 4.725736618041992 6139.305 0.9518343223231761 0.059969481545575416 -0.15711793790346595 5.15618896484375 True 2 1300 29.43 75.02 3132.9229 0.9407361960119875 0.08321066789549389 -0.1380575656129069 4.664516448974609 5570.5146 0.9395240228845144 0.08555646713533624 -0.15400144201704083 5.031421184539795 True 2 1400 29.82 76.05 2685.3708 0.9439761243190032 0.0777091835426001 -0.14151192972294516 4.608753681182861 5508.3813 0.9430471704749582 0.07933158269420552 -0.1576644061594824 4.857074737548828 True 2 1500 29.83 76.01 2807.3796 0.9448870410156526 0.07367036555623288 -0.1437862949334402 4.922759056091309 5642.877 0.9442352956693069 0.0741760501128572 -0.15893300855983056 5.4791178703308105 False 2 1600 29.5 75.37 3481.0396 0.9592491588931864 0.04514230821762351 -0.1376149413916138 4.987810134887695 6958.3237 0.9589429861368995 0.0447547160638995 -0.14879050665439444 5.59318733215332 False 2 1700 29.38 75.63 2961.1204 0.9507889837215896 0.058007658997946174 -0.13988176718867826 5.196763515472412 6260.095 0.9501621666110703 0.05702870588712208 -0.14562636402292006 5.89608907699585 False 2 1800 29.48 75.88 2793.3794 0.936186133443358 0.09585176765895688 -0.13619763706935453 4.9222798347473145 5386.922 0.9347293965042724 0.09873757764410214 -0.14318950155444596 5.415331840515137 True 3 1900 29.55 77.74 2579.7297 0.9335440110315268 0.09027652632986512 -0.1338343711512448 4.6598429679870605 4889.418 0.931613705943364 0.09361011225247785 -0.13862999652326954 4.792851448059082 True 3 2000 29.85 75.62 2519.389 0.9336337554126548 0.09424521775535953 -0.1341862704057255 4.632530212402344 5054.1465 0.9322005373724926 0.09723355172045423 -0.14569639032976 4.838975429534912 False 3 2100 29.34 76.55 2484.7134 0.9392736973280462 0.0832901863159674 -0.13222829864394567 4.6375908851623535 5533.8936 0.938359587100551 0.08446522216171651 -0.14278434295380224 4.980413913726807 False 3 2200 29.46 76.0 4867.6567 0.9625080120854728 0.04051872527885277 -0.1176980766699499 4.892121315002441 9758.993 0.9612321147443488 0.04294824381916248 -0.12611701751043278 5.525102615356445 False 3 2300 29.47 75.35 3025.5254 0.9266706850394524 0.09911472768297841 -0.13335849674541064 4.699310779571533 5412.098 0.9247364316689399 0.10382237885106184 -0.14498588100274543 4.703360080718994 False 3 2400 29.21 72.92 2451.4407 0.9294265176500213 0.09937430680217878 -0.13138565367079322 4.626360893249512 4699.06 0.9269731390452046 0.10504350480008286 -0.14675580055587154 4.737575531005859 True 4 2500 29.52 72.67 2417.6846 0.9275112287415813 0.0987503675145132 -0.029971848497377645 4.373142242431641 4629.9077 0.9245739617515734 0.10405522387452854 -0.033967195690213954 4.4856181144714355 True 4 2600 29.52 72.74 2359.0535 0.9267409568173872 0.10206152774879534 -0.12191153433480237 4.600828647613525 4592.149 0.923755580591132 0.10852162280822639 -0.13512175642131144 4.666723251342773 True 4 2700 29.78 72.69 2716.8188 0.9229970947687823 0.11030799970491596 -0.09788949105754996 4.824985504150391 4831.7056 0.9202853222931716 0.11582652795641046 -0.11345247444228541 5.41494083404541 False 4 2800 29.41 72.8 2360.4963 0.9422977331964983 0.07431904730528904 -0.12187993011791401 4.6127777099609375 5324.587 0.9406068689011338 0.07664489473060217 -0.13805473141331034 4.7155961990356445 False 4 2900 29.33 72.67 2267.5935 0.930958005334866 0.09740352597045504 -0.07690678018840873 4.438345432281494 4456.909 0.9283109661228667 0.10110205815037543 -0.08695035744840819 4.630175590515137 True 4 3000 29.65 72.61 2211.2827 0.9285902362006662 0.10702733894505245 0.09890316958640963 4.3213019371032715 4294.4507 0.9260480129762186 0.11240238790981058 0.09837164056375149 4.543910026550293 True 5 3100 29.54 72.64 2322.0872 0.921736178982168 0.12129222072750376 -0.11911552829254428 4.64957332611084 4974.7026 0.9200442329637792 0.12584586242476406 -0.14256984135422263 4.657806873321533 False 5 3200 29.32 72.75 2213.372 0.917306813804924 0.119437010238695 0.12679304300849173 4.286302089691162 4424.802 0.9146556832746818 0.12566648860052576 0.11457201228950989 4.382114887237549 False 5 3300 29.13 72.92 2871.4397 0.9173758447829506 0.12168551484000524 0.044208355881481906 4.424412727355957 5168.4526 0.9145401823211963 0.1278913367309709 0.04079799408794955 4.776515483856201 False 5 3400 29.13 72.66 2131.0652 0.9239029540972502 0.10679336541163585 0.1307959029853137 4.28241491317749 4458.8726 0.9211544562751625 0.11372206172341975 0.12036188825916307 4.419041156768799 False 5 3500 29.09 73.34 2088.473 0.9128038606343319 0.13098391826500852 0.16597349464744482 4.271243572235107 4334.256 0.9106460195413396 0.13742792304023793 0.15074324010584966 4.453021049499512 False 5 3600 28.52 72.61 2106.2324 0.9315065716136226 0.09575488011513154 0.2208747136276762 4.204216003417969 4015.0398 0.9287325046393028 0.10199074477647638 0.21867528774772071 4.368402481079102 True 6 3700 29.56 72.61 1954.1797 0.9191082889088154 0.12331752897102526 0.2105013367471138 4.172764778137207 4016.4365 0.9167510251002382 0.12979361445977033 0.22537312612736687 4.210698127746582 True 6 3800 29.76 72.63 2099.7214 0.9251068854223004 0.11242137743313042 0.21612771611381404 4.499357223510742 4495.7974 0.9238789902115135 0.1152025196083292 0.19346028960832648 5.011595726013184 False 6 3900 29.39 72.64 1836.3411 0.9165755660173794 0.12495753387514502 0.23954743031723635 4.22630500793457 3743.3733 0.9131325668565469 0.13194921096304532 0.21880977680554295 4.5138654708862305 True 6 4000 29.71 72.59 1833.6223 0.906789169644393 0.14053424667145298 0.2512976032951746 4.2099928855896 3973.4858 0.9040736122509527 0.14836384444860196 0.25641051380114677 4.5086236000061035 False 6 4100 29.37 72.57 1846.5515 0.9221406512323637 0.11228767228017111 0.1709696212691752 4.254510879516602 4161.891 0.920862186338361 0.11709289285880049 0.16070829809664827 4.294436931610107 False 6 4200 29.28 72.71 1754.6005 0.9116039830620168 0.1395146405340999 0.2591906660587948 4.155217170715332 3662.972 0.9094199460724671 0.14328462573483577 0.24815828094981585 4.372931480407715 True 7 4300 29.3 72.7 1718.4899 0.9023333177523762 0.15243572820817353 0.2624975346946707 4.173742294311523 3890.791 0.9008622314560631 0.15753786533849976 0.26804085051066784 4.4525041580200195 False 7 4400 29.39 72.64 2112.2224 0.9123189500456078 0.13844809953367404 0.25585921814920104 4.159902572631836 3857.419 0.9102540362302154 0.14513988551308063 0.23852975766237042 4.328749179840088 False 7 4500 29.37 72.69 1924.5825 0.9032577954284622 0.1534115220556482 0.2654603512863936 4.113354206085205 3771.536 0.9013767124332767 0.15925338456539323 0.2603744415896367 4.254105091094971 False 7 4600 29.38 73.1 1753.7965 0.913006235622221 0.1342537887026016 0.2624193942770807 4.0936808586120605 3871.6006 0.9118960598774724 0.13948671730872986 0.26828527756484394 4.200531482696533 False 7 4700 29.33 72.73 1856.5881 0.9029676234701591 0.15077579266851004 0.26331632597070964 4.205929756164551 3630.6084 0.9012568820464442 0.15483907758219084 0.24155060727662286 4.139685153961182 True 7 4800 29.75 72.71 1895.077 0.9308619128695882 0.10527310008094881 0.19086881960175345 4.284689426422119 3937.6875 0.928807372651982 0.11208767520014908 0.15224142149740832 4.249969482421875 False 8 4900 29.12 72.69 1942.5833 0.9006812918665428 0.15642138158161284 0.279872366208028 4.068707466125488 3613.9111 0.8991793257820732 0.15954508721163324 0.2923074967909212 4.222891807556152 True 8 5000 29.76 72.69 1810.9062 0.90257007642109 0.15532472024787608 0.2961632760529091 4.10377836227417 3711.2205 0.9014539213618892 0.15931123733573338 0.3072041143420443 4.340219497680664 False 8 5100 29.37 72.69 1729.1571 0.8976011343054575 0.16076587763974023 0.3020874458387787 4.039581298828125 3769.5369 0.8971484355017336 0.16233386426130636 0.31338290086672765 4.05925989151001 False 8 5200 29.34 72.92 1690.9362 0.898920940438378 0.15633997221676002 0.28990942183782126 4.035284519195557 3978.5356 0.8976461765007587 0.15815924105944218 0.30699868184170803 4.078745365142822 False 8 5300 29.4 72.82 1789.4418 0.9067386829932552 0.14413082631704852 0.3015425431389498 4.078855037689209 3916.249 0.9052545022348029 0.14886678730108674 0.31118310660143156 4.293738842010498 False 8 5400 29.41 72.78 1700.3429 0.896587780885722 0.16075096032428798 0.31368143487809735 4.017675399780273 4086.683 0.8970601816383097 0.16176403923623847 0.33465922449839947 4.165505886077881 False 9 5500 29.16 72.91 1775.0981 0.9246659692780438 0.10251845915865945 0.305870207275455 4.006569862365723 3953.3289 0.9234291442149759 0.10764863775285988 0.30688129568669953 4.0910773277282715 False 9 5600 29.38 73.11 1785.7245 0.8982107230995604 0.15768433814766578 0.2967307083014522 3.9812092781066895 3665.1543 0.8972681255396974 0.160016270336626 0.3225415510399009 4.016357898712158 False 9 5700 29.38 72.8 1545.6624 0.8918405830131223 0.17055092366463964 0.32582095328785426 3.9725430011749268 3720.9382 0.8931506156766298 0.17075080458336386 0.3377515908427397 4.086428642272949 False 9 5800 29.35 72.64 1697.3661 0.8935709608472641 0.1605399476952569 0.327863835058232 3.9281249046325684 3476.1687 0.8927606132277813 0.163067477261755 0.347369132705102 3.9645824432373047 True 9 5900 29.82 72.58 1576.2593 0.8930845401062042 0.17608050514091989 0.3239814552528748 3.972757339477539 3541.7024 0.8944146290054488 0.17472721522356094 0.3442759807893919 4.162674903869629 False 9 6000 29.36 72.7 1672.971 0.8991179137951365 0.1609426064634419 0.3262186750872287 3.9613983631134033 3728.0996 0.9004526172963523 0.1593827463912325 0.33568657601246343 3.9695358276367188 False 10 6100 29.13 72.61 1647.9695 0.893691967845717 0.17003535771355913 0.33712333498089536 3.923095703125 3361.6274 0.8937000784129385 0.1706580810446721 0.34645740534596026 4.0527520179748535 True 10 6200 29.72 72.6 1585.5378 0.8905857859059086 0.1723818683431153 0.3424226320422291 3.881007432937622 3431.902 0.8919926854887081 0.17061905199627092 0.352225848191106 3.893815279006958 False 10 6300 29.35 72.6 1765.4288 0.8901336567654303 0.1738246582384567 0.341188206952219 3.8798329830169678 3683.8477 0.8910202604604148 0.17334402195217405 0.35923881410045794 3.8838038444519043 False 10 6400 29.32 72.64 1628.5619 0.8950875677309159 0.17308653955892264 0.34209081543923997 3.909257411956787 3474.7136 0.8968397118914933 0.1713146138461527 0.36847637524445265 4.028711795806885 False 10 6500 29.35 72.6 1530.3873 0.887037710617753 0.18165719098746455 0.3446521290247302 3.8970720767974854 3509.7524 0.8886623252048935 0.17766792677120732 0.358850494589966 4.036474704742432 False 10 6600 29.34 72.82 1579.7509 0.8859945428886788 0.186434458939039 0.3408048928258668 3.997835874557495 3385.8967 0.886854536965398 0.18397848252274426 0.35261991243363616 3.8851089477539062 False 10 6700 29.34 72.64 1644.2834 0.892159201987824 0.1789069258771309 0.3574250543396915 3.8929479122161865 3358.1304 0.8940687422627406 0.17362193212448848 0.365550339240793 3.848938465118408 True 11 6800 29.63 72.57 1708.7699 0.8865356315212439 0.19115978602080072 0.354576651514887 3.860908031463623 3373.681 0.8876130641599717 0.19045013918800638 0.3706566476751833 3.961754560470581 False 11 6900 29.34 72.61 1409.7183 0.885827295839578 0.18425869513299115 0.35956592132968723 3.830808162689209 3297.6494 0.8874925751205335 0.1822265338334561 0.37379566837372535 3.87309193611145 True 11 7000 29.74 72.69 1588.4381 0.887466410855623 0.18333887394260587 0.3516900990563433 3.864901065826416 3459.2246 0.8887165249991101 0.17978851610610533 0.3679099180676183 3.7878260612487793 False 11 7100 29.36 72.75 1532.1658 0.8877310329615369 0.1809875708816724 0.3765982106297708 3.7997679710388184 3703.18 0.8900230318032807 0.17638382927904914 0.3926528054509823 3.9044854640960693 False 11 7200 29.35 72.63 1681.47 0.8893552054870338 0.17876460191059185 0.37310044868672076 3.839730978012085 3478.0093 0.8927759666152959 0.17251392779712763 0.3826017022836729 3.759681224822998 False 11 7300 29.35 72.69 1654.2091 0.8993939682226196 0.17525555006021049 0.3456069481604814 3.904646873474121 3673.326 0.9020698566069356 0.16970253705775565 0.3425953510226427 4.06529426574707 False 12 7400 29.11 72.93 1639.3885 0.8868544927608173 0.19334376275494716 0.37346208543307846 3.897373914718628 3619.685 0.8911015982254085 0.18513501933421017 0.3939508921112554 4.101351261138916 False 12 7500 29.32 72.59 1492.9343 0.8841110598023161 0.19667220562095786 0.3863881392015612 3.8079960346221924 3485.7136 0.8869906627115025 0.1910720566113431 0.3945007749448432 3.841118574142456 False 12 7600 29.34 72.65 1409.9011 0.8914900763530328 0.18108042406596897 0.37880833454774354 3.8145034313201904 3460.0825 0.8944943790892289 0.17580456584706083 0.3840499319797901 3.82077956199646 False 12 7700 29.35 72.58 1418.5708 0.885276919186895 0.18547886093516552 0.38452445643914057 3.9349100589752197 3517.7373 0.8892220211435627 0.17709034650462097 0.39646816027035214 3.721243381500244 False 12 7800 29.37 72.99 1367.5978 0.8772160605136772 0.19764595152282163 0.37839059089972993 3.731748342514038 3278.959 0.8825997021731488 0.18726654544335652 0.3963458986622041 3.716275691986084 True 12 7900 31.12 74.12 1544.977 0.8754526415831363 0.19964321280166436 0.3729350120969828 3.769470453262329 3617.6252 0.8809196876922837 0.18996750525080847 0.40031507739419053 3.8382792472839355 False 13 8000 29.45 73.38 1585.1549 0.8852468394622806 0.1946827414274362 0.3879700422622076 3.7651560306549072 3329.1885 0.8896504421770579 0.18591013376165988 0.4015927728462372 3.8810184001922607 False 13 8100 29.13 72.74 1578.7979 0.8822238125650294 0.1918823135531927 0.3868826167396257 3.7786452770233154 3205.1533 0.8858734461233155 0.18437076678555675 0.3934205575055019 3.7915940284729004 True 13 8200 29.48 72.71 1525.6768 0.8943604306743426 0.1732552116658709 0.38355866888191603 3.777395725250244 3537.388 0.8983275612965363 0.16532549684164818 0.39332861367882316 3.7302136421203613 False 13 8300 29.29 72.72 1436.1338 0.8794881326000531 0.19468085838912333 0.3986436273511335 3.929403305053711 3202.9468 0.883742767643656 0.18557914998086875 0.39046432376878937 3.8065574169158936 True 13 8400 29.58 72.82 1420.8973 0.8752076539472963 0.20213851209273348 0.39677666377839943 3.7252237796783447 3405.2568 0.8812852025539581 0.19057583315663068 0.40543888609161427 3.6998136043548584 False 13 8500 29.08 72.78 1453.6211 0.8795646324794392 0.19821973390283074 0.4138492198296273 3.711430072784424 3182.2944 0.8839794312223047 0.1886290452517408 0.4202222336410448 3.70847487449646 True 14 8600 29.57 72.7 1549.0688 0.877301884112353 0.20498241618648086 0.4056693042465026 3.6829161643981934 3069.01 0.8831555994846307 0.19425937185605502 0.4209587893168011 3.74484920501709 True 14 8700 29.79 72.65 1456.9154 0.8891844435649242 0.178421468474898 0.39233586500993795 3.873525857925415 3647.1824 0.897124196136018 0.1632125170424987 0.4064441309408742 4.136568069458008 False 14 8800 29.37 72.74 1343.3326 0.8829166060724224 0.19336589783575475 0.3873652710640458 3.7823874950408936 3183.6997 0.8874589736906997 0.18134453923807634 0.38844219442388994 3.7531845569610596 False 14 8900 29.39 72.63 1361.1329 0.8752271109714098 0.21058980260857046 0.4129242449388384 3.6576507091522217 3283.7625 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