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 8.946 115.7 240972.58 0.9552150635322105 -0.0003125862679824908 0.09615150650426006 232.992919921875 226439.77 0.9559676436838032 0.0013939070820963844 0.11305944857417664 237.57162475585938 True 0 100 30.49 150.9 18783.426 0.9141393207478036 0.147704054981516 0.06577520897811398 48.23695755004883 17116.844 0.9168706658641315 0.14283101292395106 0.049882598836802204 47.06285095214844 True 0 200 23.88 102.1 18882.37 0.903145777624078 0.13233187271574964 0.007461565297522167 18.58644676208496 17293.54 0.9065405225469615 0.1265407489258829 -0.02070491480824353 18.11623764038086 True 0 300 21.05 95.46 16048.517 0.8806324559210853 0.18025329035983653 0.006324192293314527 7.77438497543335 15199.161 0.8843075579281885 0.17505753067982957 -0.018610628953969855 7.746042728424072 True 0 400 18.35 169.6 14471.773 0.860289202587365 0.22248857735477176 0.01730083625748412 2.4827723503112793 14005.014 0.8644233104031775 0.21770780230356263 -0.008162330264153169 2.9526336193084717 True 0 500 21.87 98.79 14427.744 0.8598940983865461 0.22367889398456278 0.02769862891288776 2.228104591369629 13862.115 0.8634631521792612 0.22106850063517994 0.0019340261403811344 2.767753839492798 True 0 600 18.43 106.9 13848.097 0.851844995175572 0.23841608586391594 0.020089039319571535 2.7752509117126465 13362.753 0.8565194724791282 0.23225999168592498 -0.0023427231606804916 3.190232276916504 True 0 700 22.52 95.4 14040.992 0.8568772716281137 0.22581684752404052 0.025280772668764457 2.3358213901519775 13760.728 0.862087216460253 0.21671004730359875 0.0031951309755605104 2.8443479537963867 False 0 800 16.51 103.1 13093.109 0.84571671742208 0.25654752247486223 0.0021675496611728217 2.4511337280273438 12877.962 0.8515599342264194 0.24702048922834055 -0.016683282553360906 2.979072093963623 True 0 900 21.88 94.11 12860.323 0.8370708462602399 0.27469956831359704 0.00703279195442759 2.326223134994507 12723.847 0.8437740152426382 0.26209446016663357 -0.011293454070265045 2.9215567111968994 True 0 1000 20.67 93.34 12789.667 0.8376617314519631 0.26072622393996897 0.00684485339763383 2.0945348739624023 12579.712 0.843435910352228 0.25172380183469334 -0.001953430995770237 2.7171478271484375 True 1 1100 22.39 100.1 12125.891 0.8315272868945703 0.29026888586753596 0.000724612897466795 2.126455307006836 12100.9375 0.8381646510863479 0.27808148875370536 -0.004665217742722225 2.7982945442199707 True 1 1200 18.97 106.7 11921.814 0.8294178813122378 0.29146047508592676 -0.011608322916783721 2.183671236038208 12028.738 0.8360366359190662 0.2803186645774169 -0.016949783188321375 2.738502025604248 True 1 1300 19.4 98.43 11811.865 0.8282394571083594 0.28932129154718017 -0.010252467189664714 2.0432448387145996 11995.123 0.8350862551633265 0.2763884967654954 -0.006556218623646555 2.627986431121826 True 1 1400 22.27 102.8 11279.356 0.8208004223336397 0.31083638735266494 -0.010765743838121948 2.223550319671631 11521.331 0.8284662304598246 0.2964881953887702 -0.012031615961153954 2.735238790512085 True 1 1500 18.44 103.2 11382.656 0.82158852287132 0.3021064685766639 -0.0038721287181165192 2.101224422454834 11826.379 0.8301594106069341 0.28539676069411973 -0.005927008656001116 2.662055730819702 False 1 1600 18.83 172.2 11092.645 0.8174661287577976 0.31627561394895487 -0.0210059833079825 2.5149054527282715 11336.425 0.8253192014419728 0.3012528153291058 -0.002473413203576294 2.9299259185791016 True 1 1700 13.29 97.34 12156.757 0.829822635710228 0.2854005484440452 0.013226719063830777 2.0635805130004883 12607.573 0.8374717552278887 0.2709698904421941 0.013814838914165666 2.6614830493927 False 1 1800 18.82 147.5 11210.62 0.8221159347844289 0.30157287187099036 -0.0232489954756292 2.101113796234131 11576.346 0.8302469936470972 0.2850215655732461 0.002111679143089928 2.6134705543518066 False 1 1900 11.78 99.28 12305.231 0.8374824733251087 0.2622947099742152 0.011508732252629777 1.994452953338623 13118.883 0.846235385342284 0.24328447461101502 0.03118670531776897 2.599151372909546 False 1 2000 20.36 99.04 10552.719 0.8115260651770858 0.32679491466239563 -0.023029176605447923 2.07818865776062 11233.268 0.8210891963801282 0.30643425579787287 -0.009770431028011204 2.6334941387176514 True 1 2100 18.72 97.97 10646.081 0.8096458683363217 0.31472720857473246 -0.014893912289924482 1.9987077713012695 11344.743 0.819341676165387 0.29414173243384845 0.03803646595934384 2.581800699234009 False 2 2200 18.12 96.2 10497.046 0.811134331087117 0.33102933579062016 -0.037216061844877114 2.0332982540130615 11242.572 0.8212296263805368 0.3085884578219226 0.0073076090163844264 2.552151918411255 False 2 2300 21.61 98.86 10814.218 0.8098783093483438 0.30794298626263195 -0.023339081882682394 2.7263708114624023 11707.911 0.820798612713562 0.2851804055972751 -0.00837439757446101 3.113635778427124 False 2 2400 22.02 104.3 9906.024 0.7955614165129181 0.34673357205653277 -0.011702425997027845 1.9990453720092773 10711.324 0.8062130123793735 0.3248672913762213 0.012254653415533407 2.5609216690063477 True 2 2500 21.63 222.2 9684.511 0.7969855218459421 0.34876940590713623 0.03203908135165981 1.9485467672348022 10651.782 0.8084226279233091 0.3241752342545991 0.05556506979082737 2.518942356109619 True 2 2600 12.87 101.0 9696.266 0.7998083292208628 0.3492611955346584 0.013400099009286636 2.332988977432251 10753.563 0.8115033491205434 0.32377495771428283 0.034829576343172346 2.7683558464050293 False 2 2700 20.85 228.1 9935.927 0.796908994154424 0.3285413628336072 0.05788389246113155 2.0126311779022217 11001.858 0.8087038406528477 0.3038978301365719 0.06782517109448398 2.6813056468963623 False 2 2800 11.45 103.4 9677.477 0.7917914995769184 0.3386723019051309 0.06472955957307197 1.911720871925354 10587.939 0.8034861838123707 0.31353865173141054 0.09982256824379628 2.4733457565307617 True 2 2900 20.54 117.9 9451.952 0.795068378431677 0.3532863546563101 0.07450156461764244 1.9596203565597534 10474.51 0.8070493446112861 0.3255119165574909 0.11910653443450175 2.4684951305389404 True 2 3000 17.95 108.2 9289.563 0.7910402786135254 0.35348280336121546 0.11605756048188777 1.86962890625 10499.846 0.8043434144003162 0.32245829178456675 0.14195509181409718 2.453141927719116 False 2 3100 17.39 102.4 9217.136 0.7875506036632938 0.3593725813281862 0.059472986810719566 2.0033013820648193 10387.092 0.8006147384482736 0.32987973441237867 0.09457958736871952 2.6590070724487305 True 2 3200 22.46 100.5 9369.695 0.7785231360392878 0.3757105024626496 0.06043836928864061 1.9773122072219849 10614.373 0.79331725747435 0.34206086332604174 0.07995447391019168 2.626410961151123 False 3 3300 20.17 135.2 9409.933 0.7881530803145322 0.3496565681093543 0.09890458414925256 1.889626383781433 10409.773 0.8014040355591292 0.3186518181558766 0.11278583554142128 2.459244966506958 False 3 3400 11.82 88.62 9967.96 0.8004903089123219 0.3278756802268694 0.1034761636525892 1.9040170907974243 11376.905 0.8147397480449098 0.29369221685184843 0.11806260260556559 2.4570884704589844 False 3 3500 20.52 327.7 9441.591 0.7919221310912948 0.3575712364364809 0.12633075895420406 1.9575085639953613 10612.92 0.8063258623325624 0.3257813243278724 0.15958181886828537 2.4559333324432373 False 3 3600 17.33 112.6 9390.975 0.7928670467524379 0.3463004687622182 0.12778374862276712 1.895128846168518 10569.852 0.8067643288619825 0.3141793079434028 0.14931026760937482 2.434980869293213 False 3 3700 17.99 127.3 9038.528 0.7797016316824493 0.37018386409463694 0.15085249950630775 1.8603191375732422 10299.444 0.795158897626937 0.3343029719988301 0.16639667462798857 2.4193084239959717 True 3 3800 17.27 110.1 9251.26 0.786260404087565 0.35484049548385677 0.11120189888289654 1.9431498050689697 10584.699 0.8014614608028172 0.3183840276399392 0.14345251160414513 2.459040641784668 False 3 3900 19.01 109.2 8851.657 0.7760328440005866 0.38231774919823414 0.1362032527590938 1.8647836446762085 10035.61 0.7922392781959804 0.3433429373192554 0.1559885087437482 2.4745638370513916 True 3 4000 20.66 113.2 10073.422 0.8091771789237912 0.3290663196939491 0.1356596659899719 2.0150458812713623 11098.109 0.8214504408276688 0.2987057686310175 0.14246723416030413 2.5067126750946045 False 3 4100 17.21 97.83 8990.744 0.7823559633191288 0.36589784275635884 0.1531963861817347 1.8563556671142578 10111.019 0.7967243401603472 0.33326362345675636 0.16477161748355657 2.4681100845336914 False 3 4200 17.74 88.24 9286.848 0.7892159900047873 0.36235506639925297 0.12195031829994428 2.0863537788391113 10445.528 0.8038847726064399 0.3276872688942186 0.13430130241289223 2.5569944381713867 False 4 4300 18.46 109.2 9229.717 0.7882666475571666 0.3645031997690502 0.18744235023936034 1.843069076538086 10444.001 0.8032520211153195 0.3288451490555598 0.21318804008253056 2.388108253479004 False 4 4400 22.87 98.78 8686.236 0.7740238984552799 0.39272170539793705 0.17720667291446326 1.8535423278808594 9923.501 0.790665651363777 0.3524669165096243 0.2005827664572432 2.397099494934082 True 4 4500 20.55 99.28 8609.895 0.7712264617576016 0.3834617922075728 0.1790054896637471 1.8461050987243652 9963.407 0.788527184838135 0.34271079764994156 0.1983774346925409 2.398886203765869 False 4 4600 17.7 121.0 9734.47 0.8010820670091833 0.35145617632130566 0.11487836604765955 2.0243802070617676 10824.911 0.8155876755575929 0.31520605632660864 0.13716040977837146 2.510951042175293 False 4 4700 19.56 104.7 8874.468 0.7725110763729368 0.38522103359116494 0.1852582000960762 2.2370824813842773 9932.486 0.7896828603021521 0.34545150139059516 0.20592588689127767 2.661299228668213 False 4 4800 15.91 98.24 8693.942 0.774266026883584 0.3897534867326179 0.20179189861095798 2.061849594116211 10007.432 0.7912643218071119 0.3503954683808299 0.19280995919234456 2.5321269035339355 False 4 4900 16.4 95.83 8347.729 0.7683092075048681 0.39717283811194815 0.2133952811245705 1.8075828552246094 9665.027 0.7855799402306903 0.35799476303904904 0.20870831482850596 2.4025967121124268 True 4 5000 19.03 139.4 8321.964 0.7671335966048513 0.39141565515747456 0.2260152356337774 1.801817774772644 9764.129 0.7855056057410374 0.3482695955355317 0.2130167363642402 2.3991594314575195 False 4 5100 10.49 76.23 8501.634 0.7691879949645021 0.39296320777366656 0.2304371866857782 1.8877084255218506 9877.566 0.7874569814132447 0.3493659820204201 0.23336020290938053 2.406024694442749 False 4 5200 19.18 336.2 8418.08 0.7718459211461789 0.37866843702080777 0.18612173631926654 1.9756158590316772 10097.5625 0.791633550968518 0.3307949421322524 0.20942590659079566 2.4637763500213623 False 4 5300 12.2 104.5 8292.821 0.7669873999296618 0.399625180671028 0.22643904117729372 1.8048532009124756 9827.955 0.7863646966908775 0.35421051504794726 0.22541610761854083 2.3876755237579346 False 5 5400 28.41 111.9 8428.226 0.770742657840435 0.40249586932019543 0.2415849931314904 1.9570140838623047 9809.658 0.7889601961965131 0.35890209613506635 0.22244515357003555 2.4625186920166016 False 5 5500 19.11 95.39 8165.919 0.7621263846555025 0.4070277352710986 0.23147366740255415 1.8172904253005981 9593.098 0.78150710559839 0.3625493464905717 0.2249938195402443 2.447913408279419 True 5 5600 21.14 97.66 8037.098 0.7652554131669904 0.39698007546793596 0.21019649579399566 1.892666220664978 9676.752 0.784719214696515 0.3521762545103489 0.1979486106503738 2.569995164871216 False 5 5700 17.06 106.5 7891.6733 0.7652442103204761 0.4132188178309655 0.19764441625345142 1.8846596479415894 9648.065 0.7852319275229285 0.3656091535870096 0.19151179107100091 2.422734022140503 False 5 5800 18.22 104.0 8823.882 0.7867295221930699 0.35863772532087884 0.22626887946584326 1.9216853380203247 10741.781 0.8057860060093078 0.3128154519827835 0.23751353598239247 2.4225170612335205 False 5 5900 22.04 107.9 7833.119 0.7618459202902321 0.398084540218117 0.2397426847818127 1.804036259651184 9669.533 0.7826976457598336 0.34804109342076595 0.23724936660277846 2.3742406368255615 False 5 6000 17.14 95.4 7800.275 0.7689145528406318 0.40017265000636054 0.23040009051738677 1.9189624786376953 9714.156 0.7896219906242482 0.3512140588494736 0.2367834939121291 2.421525001525879 False 5 6100 18.23 103.9 8048.005 0.763645771886184 0.4031685746178138 0.27710146753277376 1.8186858892440796 9686.929 0.7851187865198704 0.35151124237503356 0.26602787462811917 2.3637824058532715 False 5 6200 16.36 99.66 7827.738 0.7577582103117781 0.41196720814959265 0.2840213087362315 1.7798552513122559 9627.013 0.7802577241062049 0.35850125650486725 0.2640695292143074 2.4068028926849365 False 5 6300 18.91 96.08 8078.131 0.7692733553189351 0.4054513599306834 0.28224322734446594 1.8457059860229492 9686.168 0.7895201034651769 0.35453211269568086 0.269695544696231 2.3784215450286865 False 5 6400 16.35 93.24 7780.936 0.76240218979227 0.41013500160986904 0.2891068984796324 1.8028370141983032 9554.016 0.7843652925585041 0.35682137739232245 0.27318793192952406 2.4505391120910645 True 6 6500 16.64 93.48 8647.523 0.7780422495330841 0.36753134594198855 0.21723657703831084 1.8041685819625854 10506.136 0.7973872021631733 0.31974212130131363 0.21853871326741497 2.392312526702881 False 6 6600 18.36 110.0 7778.3906 0.7583600027138807 0.42341779580977784 0.2245906524144386 1.8182728290557861 9581.068 0.7795784808334748 0.3735982512550628 0.21234297284387404 2.378842830657959 False 6 6700 15.19 110.0 7655.481 0.7576147327217149 0.4145921135612836 0.26647087532811353 1.7840813398361206 9529.553 0.7798599096554412 0.36212759785069804 0.2686262810172937 2.395538330078125 True 6 6800 21.69 106.9 7952.1216 0.7590189067871559 0.4011828876031093 0.24954109497228613 1.8070303201675415 10170.154 0.7829613267339623 0.34433611731621167 0.24353486228284962 2.3690755367279053 False 6 6900 20.25 190.5 7373.5894 0.7470554393948651 0.43275788277728416 0.3239948554114112 1.823132872581482 9360.492 0.7724127530467806 0.3734179471647623 0.297829647705687 2.5014426708221436 True 6 7000 15.72 105.8 8191.427 0.7686932430667188 0.391049526707951 0.2781389669300698 1.7648987770080566 10086.494 0.7899976063583254 0.3393526579710507 0.25536634589247237 2.3681235313415527 False 6 7100 20.86 97.91 7494.0527 0.7531496250028327 0.4284764436617283 0.27898213464002575 1.787087082862854 9302.916 0.7779347386894673 0.3701012504178717 0.2504147279458853 2.3681108951568604 True 6 7200 18.93 109.3 7377.008 0.7520510163750997 0.43013596731056836 0.29954644262387836 1.7812449932098389 9346.613 0.7774679181499446 0.3685987852848679 0.2815532588356994 2.3425111770629883 False 6 7300 20.75 113.8 7658.7256 0.7586345634654106 0.41817718356140215 0.31167081450579837 1.7935843467712402 9509.861 0.7819300967154816 0.3612764958991765 0.28455185613591755 2.352975368499756 False 6 7400 15.4 95.67 7948.413 0.770975197511108 0.3964656252828056 0.35197756324061685 1.7874537706375122 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0.7830632462524681 0.35545097965432493 0.2799960300567634 2.4241750240325928 False 7 8000 22.09 111.7 7922.271 0.7634844016013544 0.4027033739774277 0.27391595144660386 1.8239824771881104 9963.898 0.7889940549393383 0.33908728217666584 0.25982915430787046 2.3663249015808105 False 7 8100 17.14 104.1 7500.661 0.7513571714066564 0.43150114504432735 0.329660657970327 1.7632471323013306 9361.78 0.7781621938196718 0.36648073799201114 0.3145407117153057 2.319666624069214 False 7 8200 18.97 88.42 7674.7417 0.7585352754470964 0.4206739825908072 0.3238974974120205 1.7098320722579956 9469.938 0.7837762085711063 0.35757643198806166 0.2935579803757919 2.3174068927764893 False 7 8300 15.0 88.19 7306.8633 0.7428300577414025 0.4361056790449236 0.33352151321591555 1.734641671180725 9303.934 0.7720610433530256 0.3677402834788055 0.29773753356494187 2.34858775138855 False 7 8400 19.07 92.69 6986.2217 0.7376436925689129 0.4542588883935494 0.36356276512740315 1.7045245170593262 9112.67 0.7679767766386721 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