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 4.428 34.03 118505.484 0.9667151821982078 0.011945788604281323 -0.17789173708331307 10.100065231323242 113755.71 0.967423205916883 0.009883802253584957 -0.218770687041465 10.383007049560547 True 0 100 24.36 27.47 44635.305 0.9683794317929376 0.009684387913873502 -0.504948716977946 33.0305290222168 18725.572 0.9683989695735533 0.012267447005046065 -0.5847539150369008 31.892362594604492 True 0 200 23.55 27.33 32416.902 0.9496369979847546 0.07602822370427569 -0.5034955334034806 9.917560577392578 15810.903 0.9502127987489365 0.07443062359923597 -0.5849674931048265 9.635842323303223 True 0 300 23.07 28.8 36902.473 0.9519491386859189 0.06166885337070005 -0.5055949893890984 13.325127601623535 15262.656 0.9512361069886254 0.06597109680509797 -0.5894079915714502 12.844341278076172 True 0 400 21.56 28.37 47802.395 0.9653443203144633 0.025847135707546355 -0.5140516110577913 17.26694679260254 19118.074 0.9647947500209066 0.029281906005734788 -0.5959526043554044 16.544898986816406 False 0 500 21.13 28.44 26304.553 0.9539841236216111 0.04286915976856583 -0.45450890112734404 7.448139190673828 15777.471 0.9529945762854117 0.04602743600512966 -0.5522682871973441 7.425881862640381 True 1 600 22.81 28.1 23447.953 0.9499905519270021 0.06502658660459712 -0.5240879126514354 12.209757804870605 16190.418 0.9509206400374446 0.06120069188158237 -0.5968111924652051 11.799181938171387 False 1 700 20.95 28.48 24693.102 0.9404396697673452 0.09402692699766467 -0.510471827919557 8.246261596679688 14024.952 0.9408381471120248 0.0930690429362151 -0.5876673176061594 8.3052339553833 True 1 800 20.44 27.96 25251.154 0.936909993072918 0.10023298023290755 -0.5318160300254662 7.561217308044434 13205.128 0.9374411004522683 0.09954276043694653 -0.6035769120489429 7.803744316101074 True 1 900 21.06 27.91 21034.256 0.9366847750576873 0.09592551527545581 -0.18895478689368134 6.083932876586914 14490.13 0.9388612889273746 0.0880076095016786 -0.2985445219742439 6.010976314544678 False 1 1000 20.88 28.27 19269.693 0.9465727533103384 0.07698772445577179 -0.21639220431948933 6.185574531555176 14866.007 0.9469874750451669 0.07735738288780414 -0.28680314852514865 6.0327372550964355 False 1 1100 21.25 28.65 20801.068 0.9492033734853546 0.06723556797213057 0.38824349516743617 5.930328369140625 14971.283 0.9505946824610645 0.0649145821699732 0.4774030730096354 5.605592250823975 False 2 1200 21.42 28.34 22890.455 0.9440036021112514 0.07079064680540462 -0.4585984097820401 7.19580602645874 13559.167 0.9435952963360507 0.07329831546068105 -0.5547791201275285 7.239768028259277 False 2 1300 20.47 28.44 19760.219 0.9260225029496345 0.11733028765324466 -0.53107167366512 7.522722244262695 13331.103 0.9281569210296623 0.10988777106533437 -0.6008448560397224 7.611266136169434 False 2 1400 20.72 28.48 27533.541 0.9437063688192439 0.07211975536115402 -0.4229978212314623 7.301054954528809 13264.315 0.943311218147266 0.07358651228370751 -0.5229771319778204 7.457080841064453 False 2 1500 20.88 28.79 21380.66 0.9286495026008721 0.11872054337246678 -0.3658400811903478 6.556054592132568 12107.494 0.9304673746352784 0.11438086224823059 -0.49816552459980334 6.475185394287109 True 2 1600 20.38 28.68 20581.87 0.9392776719950866 0.0777608672577385 -0.204200858188714 6.47933292388916 13369.658 0.9399089390492298 0.07633321692716258 -0.33599850235268164 6.289381504058838 False 3 1700 20.22 28.74 28484.25 0.9571356073811833 0.04448524739092989 -0.29621839471416267 7.578349590301514 17424.97 0.9570157281062734 0.04579382594274446 -0.42120371177355787 7.307020664215088 False 3 1800 20.99 28.23 17518.895 0.9339294874145271 0.11464587595013857 -0.12585668669178923 8.391887664794922 12940.489 0.9352466211644521 0.10977908217296067 -0.21998135125169235 8.04438591003418 False 3 1900 20.89 28.8 25958.842 0.9311732176293088 0.11758543375754445 0.009184984834581396 6.1212334632873535 12183.988 0.9329375859469229 0.11287282335102797 0.023588545899484222 5.888477802276611 False 3 2000 21.37 28.43 29450.828 0.9284051521112892 0.11116909670183464 -0.10642039622448904 6.47135591506958 11948.582 0.9310104945996779 0.10518226091650801 -0.18275034464253848 6.26050329208374 True 3 2100 20.79 28.6 30318.81 0.9302760860628436 0.10591000180793816 -0.06931195211567182 6.071497440338135 12246.532 0.9319149360415214 0.10178712009074278 -0.07822225196857631 5.848485946655273 False 3 2200 20.99 28.97 29070.266 0.9145594854360708 0.14327131554488445 0.35445297947956667 5.386457920074463 11240.159 0.9187694412857387 0.13298832427528745 0.48286662789115936 5.0068039894104 True 4 2300 20.57 29.39 28204.65 0.9151604239597633 0.1367555689254682 0.2858330873827123 5.455378532409668 12205.671 0.9183101545951894 0.1292237719897741 0.4316429885030312 5.140937328338623 False 4 2400 21.1 30.67 28013.184 0.9174864058185741 0.14732869477410546 0.3762293548818567 5.112972259521484 11173.759 0.9205117569784153 0.13902167305695973 0.5034772385516387 4.711187839508057 True 4 2500 19.54 31.04 16949.523 0.9268891720964831 0.11294913162901385 -0.4444778109547182 7.039287090301514 13262.448 0.9301141871784107 0.1047024610564646 -0.5389586958906558 7.075364112854004 False 4 2600 18.6 31.54 19943.688 0.9410777726027508 0.073601372261621 0.1751794859595968 5.655999183654785 13018.05 0.9415613917771868 0.07387126682620931 0.2833010113621156 5.333961009979248 False 4 2700 18.47 32.06 16147.761 0.9164512328407491 0.13940778308130009 0.35143925567657075 5.198166847229004 11308.975 0.9199787946577408 0.1312089816328185 0.48402548425739667 4.709038257598877 False 5 2800 17.77 32.28 16190.909 0.9176456641297953 0.1435594466570766 0.3925072749824817 4.93043851852417 11145.163 0.9211139876585593 0.13503131769733034 0.5108507023499363 4.365480422973633 True 5 2900 17.69 32.38 15357.922 0.9127653794436957 0.14578248487783121 0.36572702117961015 5.090878963470459 10959.764 0.917352011923519 0.13476418617243574 0.49550515107262805 4.510110378265381 True 5 3000 16.87 32.03 15007.264 0.9135467544352773 0.14402608885371873 0.15770716703501853 5.968776702880859 11804.932 0.918013750471489 0.13207004174522188 0.24684821007204807 5.667384147644043 False 5 3100 17.64 32.25 16604.797 0.925634332375527 0.11097267610026729 0.3687377417120274 5.092476844787598 11411.49 0.9281755448892177 0.10645574373032228 0.4947915622187804 4.591867446899414 False 5 3200 17.06 31.08 13019.126 0.9073107265822306 0.1657935915661756 0.43007953249729874 5.559904098510742 10834.951 0.9122705491330404 0.1529346782407323 0.539084504131047 5.003022193908691 True 5 3300 19.19 32.72 18967.662 0.9113723911794493 0.14431578607662057 0.3547253738926073 5.100045204162598 10990.287 0.9149230052559049 0.13781517368563168 0.4860808298622365 4.587652683258057 False 6 3400 17.33 32.85 18630.982 0.9181947715278777 0.1359555269399114 0.37516498046284585 5.408888339996338 11111.871 0.9227495009118205 0.12422205946817048 0.49821590601569654 4.8382697105407715 False 6 3500 17.26 34.32 18181.807 0.9103120172479983 0.15526983087264218 0.42602917959328296 4.9601850509643555 10829.36 0.9147347649736256 0.14562657247888994 0.5321271580945953 4.327205657958984 True 6 3600 18.96 33.95 26205.764 0.9573724658235858 0.04245932880905508 0.15926177171010236 8.736023902893066 17479.314 0.9567683133098457 0.04549702889786586 0.25997148531723624 8.219670295715332 False 6 3700 19.74 32.73 14502.437 0.9196223963952115 0.12325737596526411 0.34884865677357674 5.256086826324463 12414.851 0.9245184487790589 0.11174018858313421 0.46494747753012966 4.918084144592285 False 6 3800 23.13 29.34 14908.577 0.9241059172050524 0.10980066280270065 0.41208006872589714 4.856764793395996 11515.713 0.927641141678245 0.1028317279176138 0.5161087642080604 4.325826644897461 False 6 3900 23.3 27.73 14353.461 0.9145393171700374 0.1403986577498486 0.38879383142306356 6.354813098907471 12390.127 0.919945495207975 0.1271918763867718 0.48703744821184314 5.933431625366211 False 7 4000 23.58 28.16 19142.824 0.9078628556916196 0.14984701698679617 0.34986367999039775 5.144582748413086 11365.918 0.9146091538017395 0.13332176657318354 0.46498739989665006 4.688150405883789 False 7 4100 22.57 27.83 18687.225 0.9061521660261899 0.15437448095147066 0.4134077149871986 4.836697578430176 10751.293 0.9125013113457959 0.13927021569565404 0.5208488910003405 4.27911901473999 True 7 4200 22.5 28.86 21216.31 0.9444545688930452 0.0837371920377452 0.45826119555846695 9.367934226989746 13407.322 0.9454696521705607 0.08121229390050136 0.5560670557615062 8.769998550415039 False 7 4300 21.02 28.71 17088.816 0.9104865249180468 0.14444996105916563 0.44511467565225327 5.723521709442139 11210.154 0.91637025438888 0.12947756278635988 0.5475587428894384 5.233622074127197 False 7 4400 20.77 28.85 17128.318 0.9094227149443275 0.15189329929362055 0.42980120605408506 4.831698417663574 10657.923 0.9152446350758969 0.13738324970364343 0.535831191719213 4.324378967285156 True 8 4500 20.37 29.07 15886.704 0.9102362265245304 0.16104348852578407 0.44980671761066604 4.831096172332764 10950.386 0.9155708178517372 0.14669278936218427 0.5502946084004371 4.255178928375244 False 8 4600 19.73 28.12 15640.353 0.9006025893759712 0.17513971527168862 0.44435498644168403 4.773022174835205 10610.781 0.9075442808261657 0.15666562638967552 0.5400878871209217 4.268328666687012 True 8 4700 21.56 29.89 14696.73 0.9083469002405167 0.15338520914757192 0.4532809489454382 4.677281856536865 11063.548 0.9125732592817715 0.14200516176437045 0.5389585328331012 4.173281669616699 False 8 4800 19.9 31.09 14155.433 0.8987526790885417 0.16109898118841048 0.4760497696911242 4.581968784332275 10920.665 0.9061093137811854 0.1461729763503509 0.5474761240591022 4.138428688049316 False 8 4900 18.67 31.93 15964.05 0.9023398874058873 0.15853160855495488 0.4783443171500524 4.593664646148682 10379.953 0.908599049166647 0.1450236694972728 0.5608256724919228 4.029733657836914 True 8 5000 18.21 32.64 16656.125 0.927793423696476 0.12474993034912242 0.48895288819938953 4.877280235290527 11992.105 0.9305485282417891 0.11783793148486682 0.5738926068310669 4.334313869476318 False 9 5100 16.99 32.76 14546.186 0.9022492700355069 0.16179288307255169 0.46689830990057096 4.62091064453125 10250.664 0.9103364998033735 0.14439340835198894 0.5577665137815032 3.9447426795959473 True 9 5200 17.29 34.51 14384.764 0.8977061460394673 0.1716660673300765 0.48742045943570456 4.564400672912598 10125.515 0.9051475663252417 0.15664038052213117 0.5713135277896303 4.00150728225708 True 9 5300 18.91 34.14 14096.092 0.8908737738568067 0.18565126634038442 0.4725317946594625 4.528154373168945 10035.027 0.8993662959449799 0.16750842295648216 0.5644892192346316 3.949166774749756 True 9 5400 20.45 33.09 12588.177 0.8939954405608228 0.18760936455760674 0.489928456277245 4.5123114585876465 10462.881 0.902266023436708 0.1688167467729096 0.5752426475118688 4.006630897521973 False 9 5500 24.43 28.07 33391.44 0.9062222673446605 0.16471994059900505 0.4531584806942319 4.84412145614624 10992.47 0.9129471628514654 0.14823854222407845 0.5480529593397547 4.248704433441162 False 10 5600 23.24 28.03 34879.766 0.8978861294993031 0.17028152960682802 0.4644945680073515 4.568579196929932 10110.596 0.9052659413932456 0.15580685775123337 0.5560203313299491 4.005299091339111 False 10 5700 24.05 28.62 33982.496 0.8889778520542632 0.1881406826754731 0.4760948780236842 4.652360439300537 9926.007 0.8990730854014085 0.16598177468427225 0.5597310576891076 4.06317663192749 True 10 5800 22.4 28.47 30306.168 0.895148676811445 0.18177850604675447 0.4915920130266769 4.465731620788574 10564.916 0.9044059696112909 0.15784674241895272 0.5691478124725321 3.8958237171173096 False 10 5900 20.99 28.02 17933.244 0.9376164517341702 0.11770662334752058 0.3326742270993853 5.453742027282715 13907.005 0.9392416920420298 0.11061322637682368 0.41847945212666515 5.2585062980651855 False 10 6000 20.9 28.68 13759.987 0.9226826340843686 0.13211945352125878 0.4674308556638669 4.911510467529297 11894.282 0.9268715973027084 0.12121127623006824 0.5496556791309762 4.6013264656066895 False 10 6100 21.13 29.63 14441.9 0.9173966697720765 0.1236850959134368 0.4526784088047452 4.783207416534424 11586.936 0.9224581449134928 0.1129186081388168 0.5429385226626892 4.354742527008057 False 11 6200 19.38 29.69 13379.479 0.9188563496919238 0.1559708331771346 0.4581820084784714 5.310410022735596 11537.961 0.9243632318479647 0.13983213949916334 0.5515990258224964 4.812876224517822 False 11 6300 20.06 30.11 12368.721 0.8943672943285322 0.17392803696259376 0.45968268010641056 4.606157302856445 10289.965 0.9022830301775413 0.1556143820273903 0.5450840462697617 4.085738182067871 False 11 6400 19.69 30.6 17951.672 0.8976608839770408 0.16870695110540976 0.4104727884463214 4.952739715576172 10611.608 0.9056189151333573 0.15047259090743528 0.5094414115891025 4.552750587463379 False 11 6500 18.35 30.19 18456.75 0.8969686674697703 0.1637604558779476 0.46350116710572653 4.626672267913818 11175.4 0.9053468865131694 0.1434508337859234 0.5503983775181276 4.115834712982178 False 11 6600 18.71 30.01 21215.693 0.9256830778583933 0.10014329711851779 0.4820295810142577 5.080804347991943 14052.439 0.9300929549658707 0.0877163755949758 0.5595138951552352 4.8233160972595215 False 11 6700 19.83 29.52 20543.809 0.9425774217392513 0.07358777405008841 0.47932056556982283 5.001498699188232 13465.326 0.9443089739506122 0.06985142109426286 0.5586791615694614 4.687166690826416 False 12 6800 19.58 30.32 17663.137 0.9144019958566161 0.13191167192909453 0.511649369128431 4.6327009201049805 12710.773 0.9199386729193667 0.11727785739578088 0.5845972336232341 4.176124095916748 False 12 6900 19.15 30.49 17638.04 0.9240322815853438 0.1114986830684062 0.5053010220018858 4.749736309051514 11884.62 0.9282441081020121 0.10163114139904485 0.5811540317528072 4.257766246795654 False 12 7000 18.97 30.8 17099.428 0.9149025908672429 0.14754413129238345 0.5120804766453999 4.336921215057373 11639.273 0.9194586224371333 0.135388879589303 0.5837601372585923 3.860344886779785 False 12 7100 18.88 30.93 15645.33 0.916437270806652 0.14966459384757252 0.5219307908537756 4.300642967224121 11410.294 0.9221805994654837 0.13440269007368877 0.5932467321236566 3.7670035362243652 False 12 7200 18.45 32.08 17026.0 0.9131815263459199 0.16157619141854196 0.5214788924395243 5.59011697769165 11984.521 0.918908664686303 0.1425462161792179 0.5808396236834626 5.013806343078613 False 13 7300 17.49 32.59 19357.242 0.9015246146455818 0.16647387518799558 0.5167936410407389 4.338507652282715 11004.31 0.9096287119441864 0.14744680853311568 0.5816185076672937 3.9195423126220703 False 13 7400 16.57 33.35 19315.344 0.89555560576409 0.17678914504056858 0.5147966404974519 4.281980514526367 10614.016 0.9049144809543506 0.15506203151674658 0.5783740010941332 3.7924160957336426 False 13 7500 17.31 34.39 18135.027 0.933228302222225 0.12215607325050538 0.534434040409145 4.409335136413574 14066.177 0.9366187666447656 0.10886148393426974 0.596873678712385 3.9222171306610107 False 13 7600 18.79 35.01 15505.748 0.9143152899774494 0.153591909423802 0.530868634488852 4.241028308868408 11682.487 0.9191086804031685 0.1400255046818 0.5844052184611123 3.775773763656616 False 13 7700 19.69 33.21 14191.062 0.9153737411265657 0.1377217256106944 0.5358011557539264 4.2118988037109375 11777.031 0.9230575070306984 0.1189638000741611 0.5966108546987215 3.7720837593078613 False 13 7800 24.15 28.19 13595.247 0.9023927679091078 0.15911448222026264 0.5116967350793283 4.3354644775390625 11183.551 0.9115783106977366 0.13746299500224657 0.5797391434638931 3.8772127628326416 False 14 7900 23.05 27.98 13393.095 0.8982291900109413 0.17893352059375028 0.5145709755910362 4.3894453048706055 10903.079 0.9069944272359481 0.15623732953294928 0.5751181670780257 3.8860740661621094 False 14 8000 23.87 28.75 13043.167 0.8962502966981063 0.17688289861308013 0.528873130845106 4.251662254333496 11235.874 0.9065308989891643 0.1516901632810103 0.5887678473450219 3.7875735759735107 False 14 8100 22.03 30.24 13132.015 0.8991320163481143 0.17069383171754485 0.5276497471088224 4.2148284912109375 10270.38 0.9083051590323891 0.14942621717176605 0.5869234513366264 3.7713825702667236 False 14 8200 21.09 30.07 13720.732 0.8885969470658059 0.18857658874893718 0.5198182770874145 4.294641017913818 9950.968 0.8994549695929585 0.16408129080106748 0.5786259995972987 3.849079132080078 False 14 8300 20.06 30.54 11364.208 0.8899210134244625 0.18301943915182653 0.4934525180930348 4.417875289916992 10241.837 0.90012255881189 0.1591497278122892 0.5629562690614826 3.944016218185425 False 15 8400 19.04 31.13 11606.53 0.8927689373350312 0.18484385729827527 0.5109287609205525 4.306646347045898 10233.561 0.902423871912564 0.16048833223939285 0.5767701834369205 3.8326282501220703 False 15 8500 18.39 30.7 11781.223 0.8935235682260866 0.18519467374545978 0.5162727940160141 4.484789848327637 10280.314 0.9034670581185714 0.1593092429115975 0.5808341747559574 3.9812140464782715 False 15 8600 18.9 30.75 11764.853 0.8966266421541595 0.19411786596942684 0.523596344628429 4.904164791107178 10521.876 0.9062058248986053 0.1679865705558585 0.5854494340885535 4.3502068519592285 False 15 8700 19.26 31.34 15026.818 0.9151696243352138 0.149172219921423 0.5319467980848189 4.890358924865723 12697.267 0.9205097772156696 0.13314173203101173 0.5923186222692918 4.569374084472656 False 15 8800 19.16 32.26 13410.416 0.9175847749330398 0.16084372089641802 0.5450836416290836 5.688159465789795 11616.838 0.9243659099137047 0.1407235070123131 0.609173844382746 5.116941452026367 False 15 8900 17.19 32.32 12011.584 0.8931087147788516 0.18289049258115841 0.527820913124838 4.263423442840576 11177.64 0.9037604199406702 0.1558154724835604 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