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 2.867 25.57 58878.215 0.9852589555343051 -0.011412107481178026 -0.34182446553982004 228.99880981445312 44732.215 0.9843883839132878 -0.009350290549142505 -0.4580701293078581 230.6956787109375 True 0 100 9.951 20.71 9281.649 0.9720884967054502 0.02601688131521012 -0.3993355482090612 23.087060928344727 4515.5073 0.9720879144197827 0.026503486405018546 -0.5234531140037747 22.76573371887207 True 0 200 9.866 21.5 7100.3867 0.9668633571622608 0.051130809992001376 -0.4246622880835886 5.315901279449463 3687.386 0.9663094437372384 0.05295236390735881 -0.543200124989441 5.473668098449707 True 0 300 9.951 20.02 5214.098 0.969836911318097 0.03649989945140317 -0.44908119707097 16.857589721679688 3821.9211 0.9693155055850854 0.038662677089224766 -0.5607245464596824 16.625141143798828 False 0 400 9.509 23.57 4809.3843 0.9612443029345303 0.06562184091536591 -0.4448705259052294 6.053226470947266 3541.9758 0.9610332000068816 0.06674924981184795 -0.5597988326749087 6.254295349121094 True 0 500 9.851 19.58 4694.1553 0.9585943609459966 0.07168413204384877 -0.12291023069817582 4.8986358642578125 3442.294 0.9590052400785758 0.06919556174806198 -0.18031489159497824 4.998514652252197 True 1 600 10.35 20.0 4549.48 0.9617906561841734 0.06583947579580009 -0.03164961923955669 5.58534049987793 3453.105 0.9615279895784118 0.06636498891096831 -0.08441479639530458 5.573014736175537 False 1 700 9.52 25.46 4855.8105 0.9576726217404385 0.06934024790301811 0.3810474218016398 5.243280410766602 3677.9575 0.9582355416475952 0.0672532544692093 0.4903520894342852 5.087093353271484 False 1 800 9.5 20.01 19743.822 0.9577932878907718 0.059298678322946524 -0.1630174236025698 5.403205394744873 10242.595 0.9571164174452497 0.06146133329564076 -0.21677080299204737 5.420140743255615 False 1 900 9.499 23.1 4868.965 0.966897819328258 0.05087092902194969 0.4169154172060677 4.761960029602051 3644.8223 0.9661398170880636 0.05262882898976265 0.5284704682305285 4.59925651550293 False 1 1000 9.601 23.02 5107.196 0.9570556679588591 0.07253315837979699 0.4001302026597254 4.492568016052246 3690.8691 0.9580983892212592 0.06880060720098186 0.5011590523192574 4.380221843719482 False 1 1100 9.451 23.03 4200.408 0.9490564444013722 0.08902935882683632 0.4306589013480109 4.017215251922607 3233.6902 0.9491653461055296 0.08751312417619185 0.5417980438423463 3.7084286212921143 True 2 1200 10.06 21.52 4271.38 0.9548913020657018 0.08769917328407109 0.4175673246188559 4.215154647827148 3223.1848 0.9546325229676881 0.08700277288993988 0.5300891642247749 3.962815523147583 False 2 1300 9.444 21.32 4203.8354 0.9516849336049457 0.08637648325466754 0.4308127986976241 4.043278217315674 3147.228 0.951890207426074 0.08341655122947747 0.5386485382507685 3.6648917198181152 True 2 1400 10.0 19.47 4213.5527 0.944578774850024 0.09896991903664394 0.4356878940714947 4.00789213180542 3092.791 0.9446355762854399 0.0975615906573588 0.5432311775912622 3.710379123687744 True 2 1500 10.93 19.8 3821.8052 0.9475150458196587 0.10544485404837543 0.4372001768512546 4.177389621734619 3018.3835 0.9480024320774776 0.10247925097814325 0.5477659088801414 3.8827614784240723 True 2 1600 9.924 19.76 3619.16 0.9395700962255056 0.10691847268046022 0.4350251429794908 3.9113576412200928 2885.0444 0.9407181359351152 0.10372652255148265 0.5399703942719735 3.4780354499816895 True 2 1700 9.956 19.84 3787.1482 0.942926589280741 0.10931186143143838 0.44667456964605506 3.9412190914154053 2986.8523 0.9445150454559869 0.10372478112276652 0.5531400001437903 3.622145414352417 False 3 1800 9.442 19.87 4534.774 0.941916306422071 0.10806049081792916 0.44782879610706416 4.005712032318115 2908.9092 0.9429452326081357 0.10464554267473414 0.5538589576223689 3.640958547592163 False 3 1900 9.726 20.02 4123.038 0.9536972538406235 0.08213742234261022 0.25417582574917474 5.42520809173584 3170.0142 0.9550489420141719 0.07708590199752857 0.3663740602392411 5.358456611633301 False 3 2000 9.557 19.47 3689.4788 0.9424419961178734 0.09977956867285118 0.2771119661067162 4.876756191253662 3022.6184 0.9430641386572324 0.09717389801066599 0.3916714371601031 4.7790021896362305 False 3 2100 9.492 19.76 3588.1147 0.9374929462950596 0.1145159627976918 0.3907307158833303 4.1515936851501465 2898.5483 0.938712824171477 0.10923560991969919 0.501473451258488 3.881167411804199 False 3 2200 9.509 25.4 3671.0273 0.9397217275694557 0.11000133517378374 0.4109137118615419 4.1465067863464355 2885.8213 0.941363299935072 0.10438596891903847 0.5200568151224794 3.8744373321533203 False 3 2300 9.606 19.73 4135.08 0.9462222396694543 0.09213262904209979 0.4186129396195086 4.191824436187744 3299.2205 0.9472175542825941 0.08840233793261354 0.5248740762972126 3.9082751274108887 False 4 2400 9.264 20.08 3571.665 0.9395744385048533 0.108786765068441 0.4155163088614194 4.031546592712402 2949.3623 0.9391573398500984 0.10841539055150202 0.5231577666928882 3.7089383602142334 False 4 2500 9.833 20.22 3305.1152 0.9369251144995699 0.11939245701224972 0.4265525323435447 3.98325252532959 2843.3262 0.9364736642004213 0.11860078977483145 0.5346278892631529 3.5906455516815186 True 4 2600 10.11 19.83 3397.3794 0.9330663232627733 0.1231033656473769 0.42271727643585016 3.966777801513672 2807.2104 0.9344820145310332 0.1177902269416881 0.5296869907778448 3.5655322074890137 True 4 2700 10.41 19.74 3715.5623 0.9375996894778422 0.1172038544102492 0.421300858933151 4.1117424964904785 2830.107 0.9388984161597427 0.11325344275956113 0.5351834601837934 3.804295063018799 False 4 2800 9.515 19.26 3710.8467 0.9305827824634517 0.13210388374949503 0.4352338914293404 4.275439739227295 2738.522 0.9330597095389708 0.12518390696831316 0.5430142785820499 3.919748544692993 True 4 2900 9.904 19.59 3593.5234 0.940496957703286 0.10308784550235886 0.42731159321906503 4.208023548126221 3054.0322 0.9418831337235533 0.09855263356771077 0.5284081384425573 4.034721374511719 False 5 3000 9.503 19.82 3037.5803 0.9306662147226765 0.12905690766140904 0.4464825981577316 3.939621925354004 2720.2507 0.9318986773266474 0.12485100133630943 0.5473496630388959 3.567186117172241 True 5 3100 9.711 19.73 3163.9163 0.9379459458131015 0.12371296279129622 0.45957461033055785 3.9758496284484863 2802.859 0.9398085535153128 0.11865660093712933 0.5593480721421573 3.703234910964966 False 5 3200 9.65 20.21 3115.2336 0.9382441366660556 0.13228928927868597 0.446033198348577 3.872492551803589 2752.3606 0.9390683793071584 0.127901195633839 0.5538181714329673 3.4400622844696045 False 5 3300 9.498 19.77 3092.2322 0.9362275900120437 0.1220569715152445 0.4486867703673996 3.901340961456299 2788.6555 0.9372687399571438 0.11718964937189513 0.5559661387763739 3.455167770385742 False 5 3400 10.34 19.98 2956.7822 0.9195534474116508 0.14387466466431031 0.4657620773395564 3.7801449298858643 2644.7646 0.9222480183233002 0.13701263060573404 0.5640227557114411 3.373096227645874 True 6 3500 9.896 19.98 3511.17 0.9260096397151738 0.1435019234685478 0.4525150190333954 3.890345573425293 2625.0234 0.927138657333806 0.13984996442451417 0.5553296078023425 3.447000741958618 True 6 3600 9.413 19.73 3305.786 0.9404273165749841 0.11955579456162241 0.443601470681419 4.062042236328125 2837.313 0.9416532099062939 0.11607052894316378 0.5520410583881848 3.688361644744873 False 6 3700 9.702 19.32 3268.447 0.9446155810289916 0.10465850410992651 0.4595223648215714 3.8309905529022217 2931.1274 0.9456631182236639 0.09984432607385706 0.5645437424999898 3.446589946746826 False 6 3800 9.383 19.64 3131.3672 0.9184004262002778 0.14718716990458894 0.46644565428170404 3.7869808673858643 2610.6255 0.9222112963145537 0.1373878825537722 0.5631464803951394 3.384335994720459 True 6 3900 9.94 20.1 2790.8352 0.926845373568413 0.1490942122824116 0.4646330067427678 4.081609725952148 2585.2185 0.9287856348993432 0.14310100071980045 0.5634106065126527 3.7187557220458984 False 6 4000 9.575 19.14 3202.6895 0.942803862794596 0.12393253914766522 0.4598967023121952 3.9739038944244385 2798.473 0.9436555779422123 0.1192411544609632 0.5674839969435753 3.6093196868896484 False 7 4100 9.593 23.77 3514.9097 0.9230013594614656 0.14860786842225351 0.4755023821251199 3.7656402587890625 2520.94 0.9247726407617388 0.1439469175919178 0.5731750567254575 3.3661303520202637 True 7 4200 10.2 20.25 3331.4868 0.9267736061531021 0.1444559335276362 0.43801771420697877 3.9008491039276123 2702.9504 0.9281944910654691 0.1365004402138526 0.5442344249931966 3.4735729694366455 False 7 4300 9.632 22.81 3297.7788 0.9201308059276772 0.15460844600874576 0.46465650278055765 3.796543836593628 2516.1025 0.9220286999114223 0.14850498735105955 0.5658623067557248 3.3650565147399902 True 7 4400 10.08 22.68 3118.989 0.9186909309079405 0.15969495686244664 0.4667927162076794 3.773989677429199 2513.4724 0.9221288670184886 0.14893550422074092 0.5718808420101976 3.3067245483398438 True 7 4500 9.81 20.92 3132.3174 0.921214526281577 0.15074922231488896 0.47877171915428873 3.7218828201293945 2551.7253 0.9247792955030997 0.14087083296841302 0.5812194723451857 3.2880098819732666 False 7 4600 10.35 19.12 3116.4878 0.9154070613002965 0.15819769993300675 0.4895608503260663 3.6739516258239746 2478.3652 0.9193824406573186 0.14647282639988898 0.5873501775596346 3.2400600910186768 True 8 4700 9.776 19.68 3176.9314 0.912426963064505 0.16025123999669053 0.49164027762209894 3.654660701751709 2519.9712 0.9175540401388285 0.1462638627228911 0.5867455459223532 3.225782632827759 False 8 4800 9.692 19.69 3213.1377 0.9132681667712897 0.16404153906902721 0.5101535906043281 3.6392202377319336 2401.1953 0.9189050996849704 0.14895826125922432 0.6039383994782122 3.251497268676758 True 8 4900 9.766 19.7 3477.7114 0.9464997309167615 0.09586820394024007 0.5042387564912847 4.177404880523682 3059.0886 0.9475485198004682 0.09076761049452257 0.5903655930579952 4.059690952301025 False 8 5000 9.474 19.67 3362.8289 0.9414709356103369 0.11387171054775488 0.48246737858355854 4.015195369720459 2847.0576 0.942905653684728 0.1077345912463021 0.580258168670326 3.7132394313812256 False 8 5100 9.508 19.81 2702.8923 0.9198591311458526 0.1574799307879484 0.4927460248566256 3.7192516326904297 2492.3596 0.9235046737429256 0.1464468421627952 0.5900185730950798 3.2922515869140625 False 8 5200 9.521 19.8 2741.0637 0.93094086222229 0.15105040909179082 0.4921905271083103 3.7020699977874756 2589.0496 0.9336984929185337 0.14170839643718428 0.5937874693112157 3.301955461502075 False 9 5300 9.588 19.94 3097.1038 0.9290862080682014 0.12997640607112657 0.4754867293061062 3.9698917865753174 2726.6565 0.9324769926582988 0.12116072837904679 0.5738911038359883 3.4858367443084717 False 9 5400 9.536 21.76 2630.4763 0.9212044719330134 0.15258542961710847 0.5051853757457697 3.6021697521209717 2509.1138 0.9262523922100367 0.1393813222821511 0.5975517785722629 3.2021453380584717 False 9 5500 10.19 20.32 3028.8809 0.9251691114588355 0.12580101912508876 0.48592821025850313 3.875394344329834 2762.203 0.9283766426984892 0.11834181002595046 0.5803681414042243 3.4296178817749023 False 9 5600 9.515 20.41 2651.0408 0.9210875053819211 0.15954186174792434 0.492319745241523 3.7027878761291504 2508.5247 0.9252848519260911 0.14689035532574093 0.5889484091676753 3.322833776473999 False 9 5700 10.45 19.33 2751.0103 0.908036700728521 0.16806673455610024 0.49824303591476105 3.6271443367004395 2418.2358 0.9139098385145635 0.15267359872146574 0.5933728180176006 3.1743292808532715 False 9 5800 9.748 19.92 2608.5806 0.9105128517260059 0.17489736414564538 0.5062852369700146 3.609858512878418 2370.0107 0.9164925118446162 0.1583325404231395 0.6000626220809948 3.2055540084838867 True 10 5900 9.724 20.0 2358.0422 0.9099658918683893 0.1711785444922202 0.5119997399345858 3.5699644088745117 2360.1924 0.9152056110586275 0.15800718734806413 0.6024711129468807 3.164273500442505 True 10 6000 9.973 22.78 2488.9326 0.904849063214168 0.17830651827343896 0.5266112425546868 3.541675329208374 2314.982 0.9106514851909829 0.1636645930642688 0.6149507464715668 3.139019012451172 True 10 6100 9.946 19.76 2228.422 0.9068845887485468 0.18008464684955758 0.5341376752205159 3.4780728816986084 2318.2483 0.912993865984703 0.1645838971330747 0.6218137046998364 3.086512804031372 True 10 6200 9.934 19.75 2230.6582 0.9042567482279045 0.1768433798804311 0.5431129316127936 3.419180154800415 2308.1482 0.9119332689613334 0.15777622988941084 0.6276512859927869 3.0067265033721924 True 10 6300 9.668 19.43 2596.1501 0.9013531741845527 0.1733381478418544 0.5488047319738599 3.3900110721588135 2302.5637 0.9100634840991535 0.1529894457514681 0.6310726037044043 2.97837233543396 True 11 6400 8.734 21.52 2948.7385 0.9218759172350098 0.14865202533768343 0.4697574074143701 3.82051157951355 2558.2446 0.9251475642386441 0.13681613333858028 0.5772003277630904 3.3449857234954834 False 11 6500 9.314 20.0 2742.6245 0.9192098473389694 0.16603622078737953 0.49082010677642424 3.8963630199432373 2490.488 0.9237585433381985 0.15054734882899098 0.5920190050404819 3.4809412956237793 False 11 6600 9.502 21.78 4000.9756 0.9054647357240934 0.17980423404596083 0.5111409667448672 3.6592204570770264 2358.9211 0.9122193102658168 0.16228956548194076 0.6032034953794474 3.2913527488708496 False 11 6700 9.545 21.91 3308.162 0.9175471468270456 0.16417254404942677 0.5161834178845582 4.516393184661865 2458.1084 0.9231149893068761 0.14743335383908393 0.6027951397320025 4.167906761169434 False 11 6800 9.551 25.36 3131.3647 0.9009203213982697 0.18463181483986416 0.5386909617281666 3.4828405380249023 2287.629 0.9093253825004511 0.16394358480184046 0.6263342361693939 3.0754127502441406 True 11 6900 9.915 19.86 2645.6348 0.9170128204575142 0.17351843463384237 0.5329434771119576 4.142284870147705 2419.3003 0.9221143184391972 0.15816721080235357 0.6188564874267541 3.830514907836914 False 12 7000 10.3 20.6 2572.2788 0.9037309706835984 0.18243663995887302 0.5354224852617727 3.4880471229553223 2289.7666 0.910434042942741 0.16450730367062363 0.6229503178619135 3.070244789123535 False 12 7100 9.749 30.41 3285.3152 0.9139377017270637 0.15630001074977737 0.5336390018582606 3.9937291145324707 2591.2559 0.9217056379052587 0.13676836761314382 0.6156339487198836 3.661477565765381 False 12 7200 9.799 19.68 3649.1692 0.9216074596902311 0.1412556276700013 0.502859808235065 3.7096824645996094 2783.9902 0.9281989427759499 0.12172904883534603 0.5924208439232734 3.3490421772003174 False 12 7300 9.858 19.74 3305.3638 0.9304667490798982 0.14463378454163622 0.5245061687856069 3.499277114868164 2612.9297 0.9342422492110262 0.12906599839913208 0.6185619171955412 3.0605013370513916 False 12 7400 9.615 19.81 3084.325 0.9017556432898091 0.17966914019020086 0.538524349925136 3.425635814666748 2325.804 0.9104344880502869 0.15744980207642886 0.6284875008444721 2.9700376987457275 False 12 7500 9.701 22.64 2952.4656 0.8978281943137134 0.19143507873416135 0.564327753876146 3.309448003768921 2282.3894 0.9079270454175618 0.16578616331253318 0.6491951283100819 2.904198408126831 True 13 7600 10.38 20.51 2694.6626 0.9014376907063963 0.17671531833237566 0.5506003195055509 3.3801207542419434 2374.083 0.9100908860554268 0.15610780385465814 0.6316447968895927 2.992504835128784 False 13 7700 9.498 19.62 2485.494 0.8980891958768088 0.1913010723104436 0.5626953270597647 3.340841770172119 2277.764 0.9079441886288535 0.1667003864102906 0.6451744896889483 2.9505796432495117 False 13 7800 9.527 19.48 2901.4158 0.907486421543501 0.15964543379376311 0.5284355224483488 3.885483741760254 2454.4978 0.9158175238011441 0.13956544476739755 0.6179694838640624 3.4334940910339355 False 13 7900 9.515 22.56 2234.9475 0.9022774721125081 0.19179642414897244 0.5455719802048898 3.490825891494751 2322.0957 0.91120167941686 0.16861577818070828 0.634239517832178 3.0733249187469482 False 13 8000 9.559 19.75 2170.954 0.8983164108258364 0.19427732131285896 0.5506057343234428 3.396916151046753 2265.921 0.9082753968430992 0.17008584259655857 0.6366059354621597 2.9848690032958984 True 13 8100 9.849 20.11 2118.7593 0.889231017037467 0.20278276103657633 0.5606650929020834 3.3198866844177246 2177.7295 0.9005167108972016 0.17768617001681375 0.6449804861671687 2.896366596221924 True 14 8200 10.06 19.81 2422.8884 0.8961734978840079 0.19897146246906533 0.5733650550510787 3.279149293899536 2197.4219 0.9067755136377038 0.17335174731086664 0.6566766705725247 2.8886075019836426 False 14 8300 9.156 21.53 2256.8132 0.8922457626492525 0.1992599496147735 0.5836975762681181 3.1895976066589355 2193.655 0.9041517761411261 0.17213998702554095 0.6639185802582822 2.779592752456665 False 14 8400 9.616 19.4 2544.783 0.9021812816239558 0.193717050929877 0.5595391581318678 3.6183018684387207 2272.575 0.9120872647579672 0.16710921529360148 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