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 2.16 17.24 11590.795 0.99167705468529 0.00504779865843839 -0.3607472702531821 693.4676513671875 3845.04 0.9914869927981669 0.006274437585261676 -0.44146088638203634 696.8101196289062 True 0 100 9.943 14.62 2637.0332 0.9865316771956264 0.034084363090232585 0.3770914250658548 6.929920196533203 1150.5757 0.9862706213945228 0.0347162699486001 0.4904975810956648 6.748607635498047 True 0 200 10.1 13.96 971.3395 0.9854682925178555 0.029278811049582316 0.39489700714238374 3.5125696659088135 686.39636 0.9854303269958512 0.0301999648520039 0.5098947334507067 3.468853235244751 True 0 300 9.747 13.55 934.8013 0.9837357954879744 0.038000273978360706 0.40823503146890355 3.1764209270477295 639.8135 0.9835639126747469 0.03842313007678861 0.5177536116237881 3.0457465648651123 True 0 400 9.7 23.29 990.8422 0.9831855594303128 0.037031599758915824 0.40656715997628323 3.0798182487487793 661.4778 0.9826320634546464 0.0396840433636575 0.5160867856332044 2.8972058296203613 False 1 500 9.639 14.16 847.6982 0.9830007046975402 0.045489029187350004 0.401761362529157 3.0157434940338135 642.4881 0.9830180603860769 0.04619089612322833 0.5119087722016511 2.7664756774902344 True 1 600 10.05 14.11 754.3361 0.97927442295585 0.04273162018428218 0.40314986075583914 3.010374069213867 675.257 0.978055523418012 0.047656360686062674 0.5110828433560266 2.7864537239074707 False 1 700 9.599 14.21 603.82764 0.9795447633154455 0.0524766369847714 0.4061117635222483 2.9544594287872314 611.1389 0.9799805346687497 0.05205396348731312 0.5146330753533591 2.681360960006714 True 1 800 10.31 13.41 812.74225 0.9794209980312087 0.05753630200866008 0.4080276296383105 2.963106393814087 586.8963 0.9799763100210085 0.05626717290404392 0.5156642487366148 2.7129886150360107 True 2 900 9.78 13.86 803.7149 0.9769538845759734 0.06232623370953028 0.41081991829064546 2.935533046722412 568.2852 0.9771718431069738 0.061671016979491046 0.5173156323860744 2.661379337310791 True 2 1000 10.73 14.9 658.8047 0.9797479357329837 0.0654157479031367 0.4123602596498605 2.9577813148498535 574.1461 0.9797871959856522 0.06384761932667235 0.5187044967329278 2.6583352088928223 False 2 1100 9.715 14.27 801.1354 0.9817731652265692 0.05301403717936098 0.3967215943383486 3.331850051879883 702.5557 0.981615956768447 0.05349780599486811 0.5059955122612293 3.232419490814209 False 2 1200 9.416 14.41 749.65924 0.9880869425690934 0.028821904836500926 0.42106904758304464 3.1748759746551514 696.49255 0.9883297289208859 0.027375837081233485 0.5230026138806502 3.035693883895874 False 3 1300 9.616 14.34 788.22 0.9843978403393573 0.041712231329654494 0.2105760762956325 3.4583041667938232 710.915 0.9840148527925865 0.04303214133532763 0.19736565085958702 3.4405057430267334 False 3 1400 11.76 14.36 665.31104 0.9884282890707254 0.024725322773514163 0.40295968807958915 3.275583505630493 760.01044 0.9892037361486842 0.02279491847445959 0.4952038160562429 3.1888163089752197 False 3 1500 9.797 14.09 535.7833 0.9797306929451108 0.057490232994212416 0.42773341088771716 2.972100257873535 608.96735 0.9800341629913554 0.05704737461324317 0.5271487548919344 2.6740124225616455 False 3 1600 9.721 15.69 695.6177 0.9779856834970251 0.054182592470678304 0.43973017139091514 2.8934502601623535 585.348 0.9789709750236254 0.05106303666459374 0.5339462205463369 2.666710138320923 False 4 1700 9.625 13.47 665.6169 0.9799835203693036 0.05137543897371957 0.4452649891565887 2.8298943042755127 598.2188 0.9814726369706823 0.047420955888082254 0.5346038975327666 2.5621325969696045 False 4 1800 10.22 13.86 618.0033 0.9738545516291417 0.07194772811872766 0.45683943344836786 2.805579423904419 532.1577 0.9750073851210938 0.0687755548887087 0.5409003058899915 2.547978639602661 True 4 1900 10.23 13.85 566.5949 0.9794943078610192 0.05938625519272386 0.4384980208060663 2.9257330894470215 606.30597 0.9791728563935921 0.05943058003284691 0.5280113769754152 2.706709623336792 False 4 2000 9.687 13.76 676.05554 0.9847794649117955 0.03725704798123027 0.44216554175044726 2.8654093742370605 706.49054 0.985850805090969 0.03366661153408961 0.5281681694779804 2.6386327743530273 False 5 2100 11.49 14.55 587.95844 0.976219293735427 0.0634636771914178 0.45394146228742766 2.8900845050811768 597.578 0.9774730146198315 0.05968791582148551 0.5294996794179557 2.680952548980713 False 5 2200 9.842 13.83 481.48874 0.9783385241044121 0.06146226640597711 0.46389060017969863 3.0547306537628174 595.7405 0.9794140746053507 0.058354441792021275 0.542818110436536 2.687798023223877 False 5 2300 9.72 14.72 434.57913 0.9716801176053513 0.07752205368377404 0.48333856045403006 2.7120673656463623 551.69714 0.9730043558717483 0.07465965548986957 0.5514203742197126 2.4891319274902344 False 5 2400 9.592 14.32 512.0084 0.9808304990862498 0.04384381944931215 0.49032743780896293 2.7032763957977295 658.7088 0.9827046035973748 0.03895942618820262 0.5593419279070887 2.4685842990875244 False 6 2500 9.697 13.99 446.39688 0.9709319585805403 0.08322234937384065 0.478790605254972 3.3029139041900635 547.416 0.9720114628419525 0.08123622067631159 0.5408832331676519 3.1164989471435547 False 6 2600 9.616 13.78 476.45584 0.9739173565584645 0.07053258936800949 0.5048598299064021 2.643413782119751 573.57056 0.9756904755171251 0.06611156475000833 0.5623114350126437 2.447781801223755 False 6 2700 9.401 15.58 477.60852 0.9651560265373192 0.08798757406879032 0.5270577466057577 2.5748515129089355 494.58276 0.9676795910449785 0.08197518981401956 0.5760333548896066 2.387436628341675 True 6 2800 10.5 14.39 477.97192 0.9679725989719457 0.08754045257422408 0.5162963595393532 2.6374335289001465 563.7699 0.969509588782604 0.08352351887318772 0.5702624722320213 2.4479434490203857 False 7 2900 9.981 13.72 457.5386 0.9697287864330907 0.08685927148488073 0.5249197350542846 3.0153846740722656 542.38403 0.9711975409832219 0.08056679501035302 0.5687589855118279 2.8558475971221924 False 7 3000 9.485 13.53 445.7904 0.964072543513782 0.08970848888613914 0.5497542971153692 2.4698309898376465 520.37146 0.9663376935003141 0.08403733640974598 0.5878013048013885 2.3179900646209717 False 7 3100 9.617 13.65 411.83975 0.9649644755407775 0.09367198919936928 0.5420447013305512 2.5594446659088135 484.55103 0.9674655726347916 0.08680989851861064 0.5851785670939763 2.4077775478363037 True 7 3200 10.16 13.99 401.78403 0.9609281801999798 0.09433876555385466 0.551235612227807 2.75817608833313 497.4924 0.9643316624886301 0.08683918200765396 0.5933631285447742 2.5499026775360107 False 8 3300 9.559 14.18 470.4484 0.9667774510119032 0.075556877713043 0.4606725296689525 3.535813808441162 550.91364 0.9684321147332626 0.07164685001968506 0.5432550112930223 3.408895492553711 False 8 3400 9.719 13.44 397.40274 0.9592875121710763 0.09478261894277612 0.4684472364904259 2.7592084407806396 493.27133 0.9618364115542474 0.08966225398279372 0.5495987962867823 2.5023303031921387 False 8 3500 9.651 13.81 460.31747 0.9581437133832532 0.0923701637224109 0.531034263502088 2.5726253986358643 511.6856 0.9615971025629768 0.08588993420060782 0.5848284111988523 2.3895606994628906 False 8 3600 9.837 13.7 519.3839 0.9762941937394074 0.07190364500974958 0.4479527907825973 3.0379281044006348 616.2728 0.9769578617661829 0.06810274681768934 0.5381212839853386 2.6619021892547607 False 9 3700 9.764 23.34 445.74503 0.9701310865197814 0.09242520756078636 0.481075200680366 2.717341423034668 524.8849 0.9714439745359934 0.0870564997362502 0.5578391451479191 2.476287841796875 False 9 3800 9.757 13.7 419.14804 0.9633563988505731 0.09263810214425588 0.5217936857348504 2.574190616607666 529.0641 0.9662686640892064 0.08556966170729426 0.5779125494203471 2.373152256011963 False 9 3900 9.898 13.56 397.96674 0.9624177029789781 0.10121272474844266 0.5362603027116604 2.806403398513794 480.22937 0.965599359815136 0.09232798218759201 0.5865851280402493 2.6488747596740723 False 9 4000 9.482 13.43 457.773 0.958159639077883 0.09881233672453332 0.5537734243024149 2.4559884071350098 480.60358 0.9624241336710501 0.08722745028778027 0.5942904843510244 2.299933910369873 True 10 4100 9.99 14.11 465.1197 0.9543823709460524 0.10183831113086589 0.5764702543269409 2.5657081604003906 482.19156 0.9594254092185498 0.09140855694971292 0.6091574673934463 2.4201784133911133 False 10 4200 9.574 13.48 439.2337 0.9543065001406181 0.10946300048223645 0.5679540606973503 2.5173444747924805 457.01538 0.959539709291115 0.0972067369550728 0.6039631782553395 2.3476920127868652 True 10 4300 9.776 13.44 749.2227 0.9878555696646941 0.02688869715249669 0.4579862878327793 3.70465087890625 928.61 0.9894732754934858 0.02194931395878923 0.537031862336767 3.5564141273498535 False 10 4400 9.432 13.8 456.51532 0.9742082311922977 0.06610741662273496 0.47948356858349583 2.728081703186035 568.813 0.9772542035855994 0.05735964953252631 0.5555161897556429 2.491884708404541 False 11 4500 9.906 13.67 394.90332 0.9586301978486024 0.10183128619141156 0.532925853892065 2.5333423614501953 485.58002 0.9625360550004395 0.09232001563094586 0.5847309358040289 2.343912363052368 False 11 4600 9.569 13.41 410.5637 0.9633734396173705 0.08712463673253314 0.5613299490521894 2.483896017074585 509.83517 0.9681484711135238 0.07503906149809166 0.5995604961885749 2.3401336669921875 False 11 4700 9.338 16.87 449.6372 0.9557557901842589 0.11336908726891366 0.5718103152940561 2.446455478668213 460.6173 0.9605063712605919 0.09973885315361208 0.6088581953680358 2.312929153442383 False 11 4800 10.31 13.61 562.88605 0.9511892016524914 0.11648946311387054 0.5567831036526691 2.4717156887054443 449.1251 0.9574161297306127 0.10156884336746182 0.596465292876768 2.3207671642303467 True 12 4900 10.03 13.29 563.5131 0.9540481354035423 0.1098466823240909 0.5682287539715386 2.523996591567993 462.3509 0.9613307778276066 0.09248447165265969 0.6011403972770352 2.393392324447632 False 12 5000 9.31 13.12 557.73285 0.9472856550367773 0.12380290955749852 0.5811762360161356 2.453397274017334 423.2171 0.9552591086215043 0.10405015731256372 0.6083997253778388 2.3400862216949463 True 12 5100 9.991 13.66 397.2872 0.9640256386973861 0.12016629312544089 0.5469756454325901 2.5655124187469482 477.65823 0.9682680165378332 0.10396028997736345 0.5995400282522675 2.379721164703369 False 12 5200 9.715 13.53 363.64502 0.9512745284139895 0.11705925868040055 0.5698469066972892 2.3794960975646973 458.65216 0.9577610389716104 0.10021936629631278 0.6067536808542049 2.2299249172210693 False 13 5300 9.739 13.44 352.09146 0.947331663878977 0.12623707387356073 0.5742925465558741 2.5437076091766357 445.5718 0.9544225279135864 0.10697571784511396 0.6142668326080541 2.357966184616089 False 13 5400 8.489 14.33 354.88394 0.9475809369453506 0.12351762903398145 0.5807258745677851 2.417975664138794 458.1184 0.9566649169244079 0.10220464261127164 0.6099563521871362 2.30306339263916 False 13 5500 9.742 13.72 344.07828 0.9468658923976278 0.13095820325442278 0.5782780342766645 2.5539467334747314 457.40146 0.9571104426101075 0.10621978031616976 0.6108865201327919 2.4430787563323975 False 13 5600 9.668 13.41 424.05817 0.9460446185931961 0.12480257900589835 0.5767598631894041 2.4083566665649414 437.60867 0.9559858807920601 0.10172309635355056 0.611673412220245 2.2444958686828613 False 14 5700 9.347 14.54 446.25757 0.9582997634842547 0.11089909577734619 0.5879239253947723 2.631624460220337 482.0238 0.9647914287021465 0.09463007046442075 0.6118204856009507 2.541518449783325 False 14 5800 9.792 13.52 428.21277 0.9619738736835935 0.1031625673304184 0.5410367821630858 2.5670957565307617 496.6405 0.966922568192499 0.08695467498281907 0.587532781972689 2.361693859100342 False 14 5900 9.203 13.82 406.0364 0.9490235441615763 0.1225008674295792 0.5850854621790744 2.3891513347625732 431.598 0.9565250563984881 0.10290421904777088 0.6112831074182048 2.2763044834136963 False 14 6000 8.873 13.9 385.8537 0.9491828146180831 0.12697741895341721 0.5869076428550383 2.30873703956604 448.78836 0.9579659743593524 0.10514424522355934 0.6140921745372279 2.1858606338500977 False 15 6100 9.457 14.7 380.10037 0.9450168982047268 0.1298622263961644 0.5801952279653495 2.5929882526397705 457.2466 0.9559701808935376 0.10387400915756462 0.6072536488998761 2.486454486846924 False 15 6200 9.635 13.59 374.407 0.9406273035715537 0.14120979510390394 0.5873831660767795 2.3066322803497314 424.733 0.9531507513966723 0.11162035937267484 0.6146585581450303 2.18664288520813 True 15 6300 10.06 13.47 376.8498 0.9515137258453391 0.1267822319178907 0.5872530663536695 2.5979232788085938 461.66168 0.9617601635555941 0.10020129337495527 0.6163115313936396 2.4995532035827637 False 15 6400 9.552 15.58 411.9126 0.9564704514698531 0.12688291385780928 0.5570876355332508 2.4178459644317627 466.2871 0.9618940673928954 0.10579442232197617 0.6067483586447247 2.216351270675659 False 16 6500 9.353 13.68 362.29703 0.937734147253121 0.1211631744334323 0.5612868178164676 2.4858341217041016 476.637 0.9501988349789681 0.09622288690727393 0.6045539973893386 2.2914717197418213 False 16 6600 9.558 13.51 331.84088 0.9421265165798921 0.1365448290084903 0.5916202447752109 2.3174662590026855 442.4786 0.954124882229524 0.10985383357610148 0.6259239849229967 2.18245530128479 False 16 6700 9.512 15.24 326.32684 0.9448436183159978 0.13776194230813524 0.5925032877476331 2.739755392074585 438.51526 0.9560167791551053 0.11002885036213911 0.6192663473082373 2.6364076137542725 False 16 6800 9.76 13.5 326.37543 0.9433295330949623 0.1348512535229889 0.5973870647307393 2.310091257095337 442.46954 0.956763064334391 0.10176969717351796 0.6236297561992835 2.2079343795776367 False 17 6900 9.677 13.86 313.9376 0.937551149244468 0.14901072352377553 0.604338326722922 2.230116367340088 426.32886 0.9513729809008434 0.11627719894830081 0.6290470233678832 2.1194684505462646 True 17 7000 10.07 24.99 306.4092 0.9324249950433043 0.1547900148018148 0.6064207370469767 2.2263665199279785 412.32553 0.9490230362295042 0.11702308610234068 0.6263529684142516 2.141288995742798 True 17 7100 10.18 13.5 349.85132 0.9409862428010778 0.12462211819622826 0.5867569066283478 2.3105945587158203 481.0737 0.9559946993026351 0.08943875650664547 0.6152878064647068 2.19284987449646 False 17 7200 9.668 16.35 672.5334 0.9351895667127906 0.15578226032679315 0.5915891571243225 2.6246023178100586 414.52795 0.9508738563350689 0.116006198123947 0.6184041980950329 2.5235085487365723 False 18 7300 9.693 14.8 672.1313 0.9335049830344699 0.15799914481786134 0.5969384528149425 2.2604198455810547 417.46603 0.9501151479872819 0.11771097777556674 0.6259840926796097 2.1380624771118164 False 18 7400 9.827 14.01 536.916 0.9536231043046639 0.11634351656120273 0.5897872968003844 2.313385248184204 498.42584 0.962025329524185 0.0901808764100649 0.6191038258683312 2.1943953037261963 False 18 7500 9.829 14.01 522.016 0.9439486556857637 0.13509823792996659 0.6053241038521127 2.2369489669799805 467.78757 0.9567412535054132 0.10100901919784634 0.6263562059976224 2.1440863609313965 False 18 7600 9.655 13.52 390.78174 0.9520000085372602 0.13649333873484895 0.5102590209275573 2.6140782833099365 456.38208 0.9607741064624762 0.10962979654450605 0.5794481070560065 2.3573508262634277 False 19 7700 9.947 14.47 371.82916 0.9471611156280161 0.130006159340369 0.5674259720132165 2.4002673625946045 468.13513 0.9571854324085559 0.10308068421123102 0.6106211416246123 2.2129762172698975 False 19 7800 9.926 13.62 369.18646 0.9469660519320158 0.12312906763637352 0.5802113748297796 2.6419923305511475 432.73233 0.9552727287661666 0.1029521757797478 0.6198936239349826 2.514411449432373 False 19 7900 9.083 13.45 346.01956 0.942741934114165 0.1341161678880766 0.5968316919987955 2.2892446517944336 431.60422 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0.9456461432097634 0.12310309540865755 0.6248127774162396 2.1646244525909424 True 21 8500 10.23 13.6 387.9665 0.9633738165848177 0.11903998170110021 0.5527307461928009 2.485417366027832 520.01416 0.9691259507530327 0.09615590304560824 0.6071551264865189 2.2968435287475586 False 21 8600 9.633 13.93 304.59174 0.9322700602008639 0.15723607362994038 0.5989579055609364 2.2976322174072266 422.98557 0.9488108050480817 0.11785558029625301 0.6320630934456495 2.1399953365325928 False 21 8700 9.688 14.17 294.23703 0.9317414171389905 0.1588877360157693 0.6118165275272839 2.263477087020874 431.06097 0.9498956089115024 0.1171078335608834 0.637382484087733 2.153719902038574 False 21 8800 9.789 13.44 322.6122 0.9391517892278872 0.1446571794146177 0.5987400813981849 2.268075466156006 442.7309 0.9527336963624925 0.10844655262471162 0.6217495069178482 2.1754236221313477 False 22 8900 9.63 13.48 323.8641 0.9297779080669192 0.15915619781153242 0.6041551818449603 2.248483896255493 405.03024 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