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 17.4 112.8 38535.223 0.9926849962602369 0.0018351268090994334 -0.033349813777062004 222.16766357421875 23152.021 0.9938502446899556 0.0015721919750455505 -0.12183255168833462 222.7515869140625 True 0 100 31.23 292.5 5324.8667 0.9894902071508639 0.01963525029315681 -0.16681220736771682 15.390864372253418 3284.5498 0.989692237684599 0.019643507104377723 -0.19887422305500047 14.91978645324707 True 0 200 29.71 376.1 4647.898 0.9883206477443579 0.025068913534339446 -0.3331347191420932 7.301375865936279 2917.785 0.9889875589346908 0.028956670054981558 -0.4055512948870641 6.950965404510498 True 0 300 31.18 56.65 6919.9463 0.9879668009718162 0.02933599482912031 -0.33417979175929813 8.474845886230469 4301.4014 0.9883329480380599 0.028022795966286304 -0.40251592432431227 8.091936111450195 False 0 400 29.22 544.3 4589.1353 0.9867995492090531 0.03336817333351771 -0.33531212408431443 8.50337028503418 2996.9233 0.9873430431645949 0.031721407172740086 -0.40532625964873636 8.122170448303223 False 1 500 33.91 57.77 3772.229 0.9835647446811856 0.05192643652022945 -0.33132221515267096 7.796232223510742 2570.5396 0.9844323079607122 0.05130731780191518 -0.4182189529953466 7.44630765914917 True 1 600 30.18 92.22 3771.0554 0.981701184476256 0.04856963446477057 0.10146723345887522 6.632709980010986 2674.6812 0.9832460253140931 0.0448632026968712 0.13919727698278417 6.275683403015137 True 1 700 29.81 54.33 3310.285 0.9817989791259562 0.04861250993398888 0.20838727165292845 5.870226860046387 2512.4556 0.9832195584479447 0.049318496082511286 0.27155405871473226 5.527956962585449 True 1 800 29.76 128.8 3894.2332 0.9854887757176656 0.032909248064622934 0.32997887247002783 6.253655433654785 2942.0754 0.9866816062957878 0.03480995962795451 0.416680259852993 5.839987277984619 False 2 900 30.04 185.5 3039.8616 0.978550689379877 0.06245295219930033 0.3066335002181768 5.509340763092041 2527.1018 0.9811377662291926 0.058727719910532376 0.383182487244963 5.047430992126465 True 2 1000 29.77 435.3 2862.6929 0.9765216354765943 0.06597917218210622 0.196075145944425 5.927149295806885 2447.447 0.9789224920837526 0.06333709562767002 0.264175954659497 5.55717658996582 True 2 1100 30.81 151.9 2729.7236 0.9769180642716361 0.06416621905672525 0.30982050164348196 5.593956470489502 2479.3213 0.9800947946086817 0.061087565533793305 0.38452217575732905 5.085453987121582 True 2 1200 29.83 56.08 2767.3528 0.9769694185816816 0.06501105534099388 0.3278879463368367 5.3698225021362305 2506.1973 0.9803513934325653 0.057819298303568196 0.4076185622204016 4.830816745758057 False 3 1300 29.08 50.15 2651.0273 0.974935416774566 0.07277389418176301 0.2842349756674953 5.545867443084717 2454.3523 0.9785596614551639 0.06685242715315652 0.3569589267479342 5.082330226898193 True 3 1400 29.52 50.94 2641.5151 0.9755049246596867 0.0700348478341593 0.3263349433895727 5.50304651260376 2444.764 0.9794262486958434 0.0640893719432143 0.4060334000897054 4.828432559967041 True 3 1500 30.64 422.7 2545.069 0.9724689599042475 0.07699545749164032 0.31893076710412666 5.408560752868652 2429.4875 0.9766408744186839 0.06927329333635149 0.3991496760358492 4.880503177642822 True 3 1600 31.84 51.7 2461.7893 0.9723699206350283 0.07436535538508865 0.3333471080555627 5.425827980041504 2435.9717 0.9771744087608372 0.0649621831424217 0.41905295053899855 4.906623840332031 False 3 1700 29.34 395.0 2678.2231 0.9714578613109178 0.07029101297964177 0.33865056137035765 5.342596530914307 2647.4734 0.9762965633155198 0.06197019266136399 0.41993738534566294 4.778031826019287 False 4 1800 29.23 515.3 2318.4336 0.9696152591649562 0.08741566158034983 0.34102562649619456 5.300541400909424 2351.7957 0.9759194687457886 0.07541588349397184 0.41946993353655904 4.722401142120361 True 4 1900 30.68 476.3 2402.564 0.9726359131879575 0.07893839078670921 -0.08874688583730471 8.006991386413574 2442.1646 0.9776438253388946 0.06891317638626429 -0.06744517860876696 7.599700450897217 False 4 2000 30.12 58.42 2326.9958 0.9730576437740736 0.07466997091100226 0.3346981345956935 5.36586856842041 2398.134 0.9791672277816577 0.061890240020126386 0.4121804748086072 4.8347487449646 False 4 2100 29.55 323.5 2276.3489 0.9712469129648587 0.08467529587696258 0.34162592413394455 5.500490665435791 2335.3806 0.9772500014243508 0.07114500580218372 0.42086256064308475 5.000290393829346 False 5 2200 28.58 59.99 2321.7559 0.9722644180421894 0.08292067950794427 0.34460003879499196 5.307593822479248 2347.6262 0.9782100134498393 0.06928954367265497 0.42043465606006053 4.745604991912842 True 5 2300 31.24 58.89 2165.7473 0.9671005492545244 0.09418695259258564 0.34919781734428745 5.2817535400390625 2338.991 0.9753083177066374 0.07790560657309581 0.4281640226391787 4.721925735473633 True 5 2400 29.17 50.81 2284.9412 0.9710994036343955 0.0861102481994651 0.34016451067704967 5.3139729499816895 2323.9229 0.9784243012135744 0.0721039432443282 0.4188557199368325 4.749819755554199 True 5 2500 29.3 53.29 2066.5173 0.9656225503495895 0.09590354572314895 0.3556307489063877 5.263657569885254 2287.6423 0.9738393221817219 0.08106923419410697 0.4321406371416536 4.645519256591797 True 6 2600 29.15 52.15 1992.5972 0.9632901763780323 0.1003708741447109 0.35548254779553334 5.253955841064453 2305.0251 0.9733175011891154 0.0795954604203709 0.43163976191072145 4.69295072555542 False 6 2700 28.99 49.6 2080.1863 0.9658560949887972 0.0892558843763039 0.35495064910435475 5.281014919281006 2351.3682 0.9750831568244256 0.06910683182992573 0.43041821126629504 4.674243927001953 False 6 2800 29.01 49.05 2029.9528 0.961033213500205 0.10423780390971217 0.3564024468525537 5.275432109832764 2274.6255 0.9717480946533579 0.08190121338239635 0.430626823864981 4.731717109680176 True 6 2900 29.33 123.6 2406.3633 0.9714420699630942 0.07250401908489722 0.3528730246716806 5.713241100311279 2624.6587 0.9794690974120874 0.05639670145428484 0.4282158524518622 5.241224765777588 False 6 3000 28.9 73.65 1961.0798 0.9620897659667615 0.10106616277246867 0.36104991049202273 5.238692283630371 2251.444 0.9726213644951938 0.08076094086215882 0.43821740581515456 4.658411979675293 True 7 3100 29.27 76.76 1903.9203 0.9656148942748923 0.10799501226520264 0.3669120664545466 5.496883869171143 2228.8757 0.9751981435611935 0.08637107549008884 0.44245839476843585 5.017479419708252 False 7 3200 28.52 53.3 1856.2203 0.9570157905625531 0.11176380290232121 0.36843040964924095 5.210261821746826 2211.4167 0.9685940459662647 0.09003312842965613 0.442491023828886 4.66886043548584 True 7 3300 29.19 49.3 1824.9612 0.9595720559698284 0.10888431674520643 0.37827179153063994 5.157156467437744 2237.5615 0.9713836316997984 0.0865975667002855 0.4472121925613894 4.572817325592041 False 7 3400 28.71 50.58 2234.611 0.9603619099787721 0.09085783991664029 0.3640605313485448 5.348104476928711 2632.3933 0.9708731535042756 0.0689460818109422 0.43882801467152904 4.85113525390625 False 8 3500 28.53 49.89 1842.4254 0.9581569762670334 0.10949812212629424 0.38030941552837444 5.143777370452881 2215.9663 0.9704360939236248 0.08485865294789073 0.45064256670410363 4.595034122467041 True 8 3600 29.46 51.32 1776.9993 0.955716824979239 0.11833324685262266 0.3887574982858771 5.1066155433654785 2172.9265 0.9681486436635734 0.09462161755029667 0.4579227042757893 4.558747291564941 True 8 3700 30.7 236.0 1775.3523 0.9543136806197102 0.12213441908386638 0.3926707903476275 5.083626747131348 2110.8435 0.9680425331991452 0.09531002336454109 0.45810909216933954 4.544706344604492 True 8 3800 29.28 56.06 1948.433 0.9633466433752366 0.113098941203452 0.3903874538868723 5.565034866333008 2198.7693 0.9739376314611156 0.08835682941827656 0.4527443052307628 5.1202592849731445 False 9 3900 28.46 49.7 1991.4523 0.9624327371851674 0.10838340562064057 0.40055796083587863 5.096010684967041 2240.8586 0.9724670069853094 0.08450005196958509 0.466439341165415 4.578124046325684 False 9 4000 28.75 60.39 1818.8752 0.9536150302334215 0.11750258397046241 0.40540883838446956 5.056437015533447 2238.371 0.967713409844803 0.08804839082642711 0.4710513728257828 4.525782108306885 False 9 4100 28.85 50.2 1969.0471 0.9543814101391105 0.10854049575098719 0.4158665819511407 5.0232648849487305 2324.8477 0.9682169870312032 0.08096203454169608 0.4782750782085306 4.473626613616943 False 9 4200 28.95 52.21 1746.4408 0.953493661192153 0.12016974844959391 0.40430047230970767 5.126927375793457 2118.4956 0.9690003860691226 0.08812956821793332 0.46632706036861116 4.6350226402282715 False 10 4300 28.79 72.03 1904.3339 0.9532474398980803 0.11586118008707551 0.39733232209113833 5.453694820404053 2265.423 0.9688845105372276 0.08160945927475112 0.4638521430278561 4.995166778564453 False 10 4400 28.96 48.38 1727.4368 0.9575642083711275 0.1250991510390078 0.4247049152337243 5.407428741455078 2183.91 0.9718218032862604 0.09109613122079113 0.48478689308827466 4.871998310089111 False 10 4500 29.04 51.65 1672.9019 0.9538904956598504 0.12368880110083395 0.4164081088712909 4.980077266693115 2199.7146 0.9707563146635997 0.08589160838478327 0.47834301166187515 4.4526519775390625 False 10 4600 28.83 51.11 1698.0565 0.9568374983601508 0.1284579768218373 0.4233327903190184 4.967223167419434 2116.4934 0.9713995454254541 0.09336370146777227 0.48338912905861875 4.452853679656982 True 10 4700 29.63 49.9 1722.5023 0.9507685969474531 0.1277944820850612 0.4259772882785565 4.92490816116333 2129.1553 0.9680004786544079 0.09311752563183898 0.4827061875430485 4.402592182159424 False 11 4800 28.77 54.35 1692.6089 0.9532134576241608 0.13340857655544994 0.42292861432327084 5.114818096160889 2122.988 0.9698695744899084 0.09530833728750977 0.477306514176303 4.521584510803223 False 11 4900 28.94 53.19 1667.9651 0.9516183416651464 0.1310448474740085 0.4390936452282767 5.1309685707092285 2115.9607 0.9694131692177091 0.09144981173219026 0.486509709848991 4.619424819946289 False 11 5000 28.81 50.92 1672.717 0.9465498264692909 0.134434985425474 0.42857738849537835 4.9448347091674805 2108.0132 0.9652967827935731 0.09730788796861906 0.48084254307563895 4.404995441436768 True 11 5100 29.43 49.79 1686.9606 0.949829759312346 0.1323736802001041 0.42721892032332265 4.932697296142578 2097.5205 0.9679128428025199 0.09276346296921165 0.4826685890067935 4.395756721496582 True 12 5200 29.23 50.05 1664.6826 0.9472928498118063 0.1395416268234128 0.4357155538459063 4.889434814453125 2169.0188 0.9674251560223678 0.09575670659576849 0.48315123517597386 4.42667818069458 False 12 5300 28.77 49.84 1727.7527 0.947748402625125 0.13632693901627901 0.44001877862309385 4.876779079437256 2132.7368 0.9674577672722493 0.09152924570464238 0.48794113319721755 4.401265621185303 False 12 5400 28.86 56.86 1798.0823 0.9524403165029265 0.13070869463930446 0.44052067306584286 4.908431529998779 2183.636 0.9687185244106169 0.09091722438001547 0.4857362462651883 4.455793380737305 False 12 5500 28.89 49.66 1753.5223 0.9490401746326051 0.13557792478470043 0.4493589266312695 5.001058578491211 2197.8623 0.9677033801902449 0.09434788234200003 0.5009545778981654 4.409913539886475 False 13 5600 28.75 50.34 1744.2701 0.949797074642319 0.13357117691119216 0.44615464002544053 4.901898384094238 2127.838 0.9695411835526945 0.08961861000507657 0.4914316976721148 4.436542987823486 False 13 5700 29.12 52.37 1726.4094 0.9497165627825639 0.1308124062632149 0.44043616404006575 4.850521564483643 2191.6033 0.9685818598581881 0.08995228958061041 0.49473171161896856 4.298050403594971 False 13 5800 29.02 66.57 1590.6724 0.9453745127607115 0.14874362397690213 0.44698098642482065 4.822447299957275 2111.2336 0.9666178721552376 0.10206027669379282 0.4946129900100756 4.310780048370361 False 13 5900 28.86 54.45 1603.1257 0.9477241496024698 0.14501401987644752 0.45523948028102457 4.863588333129883 2102.857 0.9682976372241484 0.09626057137426906 0.5046049535165339 4.396501541137695 False 13 6000 28.74 49.83 1614.1597 0.9449127756903324 0.1477531525050881 0.45649122248855056 4.794211387634277 2097.6675 0.9660922288068526 0.10065670045559605 0.4992049442405157 4.351207256317139 True 14 6100 29.22 59.41 1553.6199 0.9404930214281265 0.1521752163549673 0.465599946105212 4.793007850646973 2082.475 0.9648755696499108 0.09849174549103701 0.5043190358495722 4.367176532745361 True 14 6200 29.56 49.9 1570.2667 0.9455907200874086 0.15376404310651162 0.4581262137884688 4.8052449226379395 2078.966 0.9677546447693451 0.09968945064973132 0.5003778319600803 4.305832386016846 True 14 6300 29.3 49.12 1555.874 0.9444299441836785 0.14814876706315883 0.4602127925380779 4.982799053192139 2080.5928 0.9658701481229014 0.09817427935597944 0.5077553159592798 4.560539245605469 False 14 6400 29.2 52.15 1479.3696 0.9382763406216291 0.15464412402522457 0.4668103299400639 4.853116512298584 2078.3577 0.9639215790390019 0.09819915626546315 0.5061613536387919 4.452779769897461 False 15 6500 28.52 55.02 1472.815 0.9397031031026577 0.15372715033051376 0.4679550240630669 4.754898548126221 2110.4253 0.9660132705589962 0.09483245329243367 0.5009420654428948 4.341778755187988 False 15 6600 28.9 61.88 1489.4609 0.9410159619808924 0.1598662585446627 0.47026365940275533 5.577601909637451 2090.0742 0.9660887875959421 0.10047037811573524 0.5147081488491733 4.9535017013549805 False 15 6700 29.03 99.96 1511.7015 0.938470344097629 0.16208660472125708 0.4629226827148869 4.981637954711914 2063.0105 0.9653866452925126 0.10110561456747715 0.5055829997782447 4.422008037567139 True 15 6800 31.1 52.24 1505.4199 0.9455811468348653 0.15680831809162207 0.4542553555865048 4.781485557556152 2073.1838 0.9684808336862513 0.09915609215002039 0.4881809205049548 4.3746657371521 False 16 6900 28.46 48.8 1570.5466 0.9367780100075318 0.15872503967019364 0.45762056413951774 4.7547078132629395 2077.6067 0.9603946766832604 0.10683460895010884 0.5038309591143859 4.265453815460205 True 16 7000 29.3 48.72 1544.4729 0.9382131063178945 0.16578052837117735 0.4696365294631379 4.816493511199951 2048.2375 0.964703590717209 0.10429679885531584 0.5083917661613904 4.410012722015381 True 16 7100 29.45 50.32 1537.6185 0.9424411604420673 0.15968419223789124 0.4655234609839803 4.7429399490356445 2110.6472 0.9690297525908992 0.09657831965438397 0.5027019143276423 4.311331748962402 False 16 7200 28.82 51.14 1553.3384 0.9355057581219369 0.1617233993842172 0.47508449671242303 5.2491655349731445 2176.5881 0.9639945159800436 0.09917046751719859 0.5012540270537529 4.821218490600586 False 17 7300 28.79 51.32 1524.3274 0.9382757946069366 0.16567543933759282 0.4764733979332095 4.7758708000183105 2125.7498 0.9656582994417638 0.10033529028094465 0.5109027410760287 4.394510746002197 False 17 7400 29.03 49.92 1522.4384 0.93941390910373 0.15913057280352946 0.47213635355700356 4.757374286651611 2164.964 0.9664441751197981 0.09516724890796635 0.499294388479791 4.396936893463135 False 17 7500 29.03 49.91 1469.2578 0.941306336682433 0.1646842933264666 0.4623392395426133 4.787474632263184 2052.4565 0.9662517211938492 0.10318276791322735 0.49522707615132244 4.331639766693115 True 17 7600 29.49 49.75 1459.7354 0.9407747663941536 0.17080797960480953 0.4795478719066277 5.106307029724121 2111.2898 0.966706141145139 0.10309917078547434 0.5085450935982443 4.78120756149292 False 17 7700 29.0 48.94 1448.2921 0.9372377931371572 0.16419446432230253 0.4775703614877293 4.699775695800781 2153.2505 0.9658363683311819 0.0980329362469855 0.5125147649492094 4.295346736907959 False 18 7800 28.56 48.64 1486.6656 0.9336765053922299 0.1738126188494861 0.4887348019486516 4.636836051940918 2105.4822 0.964709690387568 0.10055917485987799 0.5158166354794275 4.264955520629883 False 18 7900 28.93 49.11 1425.7435 0.9386481639771113 0.1719920866439333 0.4725824435580801 4.712060928344727 2072.1633 0.9651179060146984 0.10798039547394474 0.5102078980808352 4.285172462463379 False 18 8000 28.92 51.68 1452.1823 0.9391594773372901 0.17234944709568006 0.4879839908586237 4.652760982513428 2114.4885 0.9665193567446809 0.10419271721438257 0.510170350100968 4.295446872711182 False 18 8100 28.83 49.92 1440.2874 0.9410422496951522 0.17290802602849853 0.4908277964437996 4.63031005859375 2110.6282 0.9676466939865414 0.10381129778693313 0.5222389752515738 4.242573261260986 False 19 8200 28.32 49.72 1561.7415 0.9317211909385452 0.1774353341378012 0.48924448154760275 4.61046028137207 2112.159 0.9625063089664964 0.10626439944708187 0.5187097763841706 4.182733058929443 False 19 8300 28.67 49.27 1443.4038 0.933463321700802 0.18089740842669116 0.49174896737567175 4.58035945892334 2085.4668 0.9645126243529495 0.10413207475270676 0.5095341863584211 4.244078636169434 False 19 8400 28.96 48.96 1404.9113 0.9331508925835988 0.1752394716133707 0.5046894029271237 4.6974568367004395 2208.2332 0.9668010968474647 0.0941628831677565 0.5168121126199842 4.398538589477539 False 19 8500 28.72 48.43 1350.9386 0.9282390267150992 0.18391182193833455 0.486851827799732 4.621845245361328 2139.3105 0.9627591130048523 0.1051819545654927 0.517011990391933 4.189392566680908 False 20 8600 28.53 49.21 1433.3815 0.929998703009886 0.18209290411638415 0.4958586169932115 4.534360408782959 2148.291 0.9631474316661688 0.1024307050645401 0.526181591714069 4.1399922370910645 False 20 8700 28.77 49.22 1418.7507 0.9261938970537786 0.1829666960956838 0.5023036340239586 4.5378923416137695 2128.445 0.9621108581258183 0.10136903939287766 0.5227073790370873 4.167713642120361 False 20 8800 28.49 48.98 1374.4733 0.9311164952503473 0.183636074122817 0.48907081652496864 4.607351303100586 2116.948 0.9629165361383483 0.10590669292459044 0.5138087176978808 4.256472587585449 False 20 8900 28.47 48.77 1388.6273 0.9258680251986993 0.19031706133287074 0.5070367127954195 4.5368194580078125 2096.774 0.9623530303904846 0.10417591049149234 0.5226738264100338 4.210986137390137 False 20 9000 28.93 48.46 1342.5125 0.9265597274376833 0.19245024259696988 0.5058909675296305 4.6930975914001465 2098.2737 0.9626292849582776 0.10720112950805671 0.5273112662098929 4.278277397155762 False 21 9100 28.89 48.42 1475.8291 0.9270000224685838 0.1792666152491474 0.5046314785482677 4.501152515411377 2201.7644 0.9639904667038129 0.09520582275675185 0.5216393993432078 4.177037239074707 False 21 9200 29.0 48.22 1402.1125 0.9252496105557788 0.1955575036170716 0.5026324961064885 4.703933238983154 2091.4668 0.96311207496532 0.10475392373222704 0.520958414009234 4.291867733001709 False 21 9300 28.83 48.21 1403.7594 0.9225713944878954 0.19645077812144496 0.5159010633202842 4.550503253936768 2117.552 0.9626946556113762 0.10199276697689878 0.5299070889798502 4.212820053100586 False 21 9400 28.4 48.22 1349.2378 0.9266884728702849 0.189860067205194 0.5065836816347893 4.487276554107666 2154.9338 0.964065660465317 0.0974995810362125 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