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 2.323 27.99 4465.084 0.9881204858299221 -0.007456472227191851 -0.08544957968860781 590.5813598632812 3035.166 0.9886600124837999 -0.012238072787241969 -0.10216846931573842 589.9168701171875 True 0 100 9.85 13.27 1120.7546 0.9756967977248866 0.04634139958009413 -0.13783802905646067 6.130658149719238 731.2444 0.9739062179325414 0.04961379947740911 -0.18159085446299325 5.759141445159912 True 0 200 9.689 13.21 987.8074 0.9673446622780049 0.08309405749757762 -0.08788376732928922 3.2922379970550537 645.061 0.9654073163620478 0.08858141622471098 -0.12952408669859378 2.8552775382995605 True 0 300 10.37 12.86 995.7374 0.9566397672439763 0.10341497545237498 0.161356202070473 3.2718117237091064 670.9723 0.9545046215595994 0.1060183903640485 0.2038706386066477 2.8388936519622803 False 1 400 10.27 13.22 2309.4578 0.9786597187582418 0.031127788679543206 0.13772491126556868 3.3635690212249756 1650.6222 0.9782893562804713 0.0322448939962459 0.17437515279665822 2.939218759536743 False 1 500 9.781 12.94 758.68365 0.948962832020331 0.12067320828444274 0.169950296222864 3.2342779636383057 587.4236 0.9479796913493881 0.12336217051643783 0.21441588094460431 2.78696346282959 True 1 600 9.814 13.35 721.5936 0.9383420660665994 0.13988136195925965 0.17159786115824377 3.2355945110321045 567.9024 0.9375062318937673 0.14304616092166925 0.2163089811376421 2.7702414989471436 True 1 700 10.33 13.16 759.39154 0.9507938795655083 0.10585628754928258 0.17619615077842488 3.261265277862549 603.8571 0.950226877906631 0.1047458067386149 0.2221902436604758 2.8271453380584717 False 2 800 9.125 13.05 863.73663 0.9331423270336815 0.13178884619481804 0.1749147394191155 3.1768925189971924 674.8012 0.9327014721409255 0.13004108489783403 0.22211814535120028 2.711242437362671 False 2 900 9.697 12.86 680.91864 0.9291003845575369 0.15613860643837862 0.17764283508184467 3.175248861312866 546.8899 0.9288060249165427 0.15552724335795803 0.22470032077802962 2.707531452178955 True 2 1000 9.982 13.08 733.65936 0.9450268235950425 0.11191600848001243 0.18267412916379736 3.1773946285247803 617.17145 0.9450351801103963 0.11109673583386996 0.2278169711560312 2.7211523056030273 False 2 1100 9.838 13.11 641.2562 0.9280275607081485 0.1598826813058038 0.18864384674469303 3.1942026615142822 533.56934 0.9274398312642824 0.16008232512118176 0.23013453422753202 2.7482569217681885 True 3 1200 10.51 13.23 638.6487 0.9219749748721735 0.1623490498651118 0.18653556963702242 3.174206018447876 527.4047 0.9206041185990875 0.16566150681045858 0.22621044620324654 2.7011759281158447 True 3 1300 10.32 13.63 642.7766 0.9220494237552601 0.17027511759515918 0.19519106263136626 3.170447587966919 521.5946 0.9207676467995194 0.17344909989236396 0.2320239093017498 2.7053627967834473 True 3 1400 10.62 13.11 666.282 0.9353501877141358 0.13503613393216593 0.20208303862728375 3.3338816165924072 559.4544 0.9350726368726197 0.13709655115121347 0.23632488631694692 2.9094433784484863 False 3 1500 10.05 13.18 616.1546 0.9141516538128728 0.18096182407224531 0.21365522098262768 3.148576021194458 510.22412 0.9135387091395952 0.1823338542242029 0.2465143293744537 2.6927649974823 True 4 1600 10.67 13.12 594.8408 0.9101473329783629 0.1850775771885138 0.21213972767899403 3.135014533996582 498.88596 0.9099690398678058 0.18627409865718655 0.24325145440441323 2.6866867542266846 True 4 1700 9.983 13.34 559.541 0.9084161276939684 0.19015946821566196 0.21747896262253308 3.1382484436035156 503.78406 0.908809204662128 0.18971038851651748 0.24615976626836905 2.679428815841675 False 4 1800 9.888 13.03 563.05225 0.9142951153409988 0.1787324600483593 0.22366026507772477 3.1274242401123047 517.5373 0.9154396168343137 0.17677032619432542 0.2486700140795113 2.673633337020874 False 4 1900 10.19 13.0 586.92194 0.9174390258758857 0.1785184694145644 0.23718614001824856 3.1447412967681885 521.76416 0.9199562855322437 0.16945575295793083 0.2614856237352346 2.708828926086426 False 5 2000 9.401 13.19 582.59973 0.9180075594272852 0.18600247879064946 0.2501603375373159 3.0949130058288574 509.43713 0.918932036999096 0.1822993233011692 0.2667622631594305 2.6565306186676025 False 5 2100 10.17 13.13 569.1054 0.9086164929513993 0.20047451611213615 0.25127881416687003 3.123417854309082 498.86627 0.9107718910846491 0.1945633541599686 0.2692844539537998 2.6959972381591797 False 5 2200 9.677 13.2 592.19476 0.9216231797155795 0.16940950801209523 0.2580305405450076 3.170044183731079 551.0784 0.9254757886199387 0.16038241850350232 0.2715033232971908 2.725762128829956 False 5 2300 9.77 13.23 566.1245 0.9081131152092287 0.19190912505432106 0.26211746607301595 3.120626449584961 500.88525 0.9109445522517629 0.18680389165659264 0.27222000280210207 2.6843998432159424 False 6 2400 9.523 13.38 551.40784 0.9115188842783544 0.18924878024650554 0.27153395536358527 3.0553066730499268 488.66382 0.9130949146003341 0.18400910911865015 0.28303616708374635 2.628059148788452 True 6 2500 10.54 13.11 555.54193 0.9003360105658459 0.20710428132422226 0.29020599135700453 3.1405692100524902 486.6467 0.9032419031591229 0.19728576317116975 0.3026889193679876 2.7177011966705322 False 6 2600 9.275 13.43 548.39716 0.9140454206473786 0.18679863705106944 0.29796686709961046 3.0506198406219482 521.1561 0.9182828409280068 0.17443873500946494 0.30882984545165126 2.628455638885498 False 6 2700 9.479 13.14 529.05396 0.8988876931468964 0.21564086904518687 0.3006331030893268 3.0624582767486572 488.6524 0.9034541307764533 0.20368634826855644 0.308375497531538 2.6502633094787598 False 7 2800 9.756 13.21 558.8472 0.906941464101424 0.1967274719074252 0.30480050820953897 2.986112594604492 503.36304 0.909991564876745 0.18628023723700377 0.31894230712464294 2.5670361518859863 False 7 2900 9.33 14.74 547.6956 0.9025413788729909 0.20541056191558113 0.30624744247443075 3.0443735122680664 490.86746 0.9065008447072458 0.19375385558146607 0.32389509479147094 2.6117136478424072 False 7 3000 10.13 13.33 535.4826 0.9041572953881707 0.20449006072006184 0.31257331329983024 2.985788106918335 490.04285 0.9103064692138625 0.18964546423002443 0.3226061865095936 2.570119619369507 True 7 3100 9.791 13.45 611.9688 0.9275211696390776 0.1467281727171156 0.3014310783498992 3.3232598304748535 560.77765 0.9337225121008539 0.1294004279422845 0.31182729861613445 2.8933210372924805 False 8 3200 10.21 13.16 548.79895 0.9059626398150624 0.2036065461394315 0.31331593283373993 2.968501329421997 499.9572 0.9107661393108041 0.18970009254376483 0.3280911485087971 2.5483930110931396 False 8 3300 9.463 13.41 516.7853 0.8934649654186783 0.22290555090643338 0.33290240138804256 3.016108751296997 480.65958 0.9004915985143326 0.20497396439350424 0.3474068530809159 2.620786428451538 True 8 3400 10.38 13.1 540.3006 0.903017601450164 0.21299273868399193 0.3374367905711947 3.180569648742676 511.12448 0.908903065505551 0.19823496714771016 0.348519800576436 2.753526210784912 False 8 3500 10.32 13.25 522.6978 0.8946939736035022 0.22943143415135994 0.33599032447669175 2.932100534439087 472.0765 0.9002704666869609 0.21607076786261611 0.34669524425049303 2.517833709716797 True 9 3600 10.05 13.22 520.7336 0.8965535136616934 0.22331411406013205 0.3369424325416927 2.9522924423217773 478.19485 0.901733658099731 0.20781861037041666 0.3523812137270108 2.534421443939209 False 9 3700 9.199 13.1 502.17636 0.8918580142342507 0.2293136429902763 0.339956847304015 2.9058427810668945 475.00113 0.9004011119086095 0.20986828879683375 0.3489263326616704 2.502107858657837 False 9 3800 9.611 20.07 538.4073 0.9089878011077879 0.1920039774457685 0.33636980919960147 2.913834571838379 530.61896 0.9172638420939438 0.17298619433580598 0.3471354270302557 2.5069189071655273 False 9 3900 10.11 13.26 506.81064 0.9012660600288064 0.22033232481439827 0.3441840234596631 2.8991587162017822 501.01566 0.9105292782026937 0.19828280755644842 0.36062749950770606 2.4876534938812256 False 10 4000 9.385 22.69 525.97516 0.8923809376653523 0.22951684129849645 0.3476056512365723 2.9547526836395264 484.6329 0.9004204071840889 0.208903583283256 0.361179878831153 2.5284035205841064 False 10 4100 9.489 36.77 524.7043 0.9144626565507253 0.20741903154641675 0.3437949135471269 3.0073492527008057 494.2039 0.9192354403486896 0.19229803637808662 0.35102979345763835 2.6321725845336914 False 10 4200 9.668 13.3 494.33408 0.8928843244724113 0.22912713084577693 0.34716731007015356 2.8840105533599854 480.91006 0.9015211615955769 0.20770771587935818 0.3603614628174832 2.4736361503601074 False 10 4300 9.997 18.63 496.0472 0.8937857902594915 0.23472048377784763 0.35569014918739117 2.8820247650146484 489.94727 0.9027683953061197 0.2116916648481041 0.373022346110024 2.4638888835906982 False 11 4400 9.341 41.0 513.5357 0.8963483335141949 0.23019801219483643 0.3553491331468539 2.890249252319336 492.20407 0.9067151547006338 0.20451882874803157 0.36847582923254063 2.473494052886963 False 11 4500 9.181 13.27 488.70035 0.8944986090463394 0.23060979772561727 0.3570228190181143 2.9232017993927 486.21515 0.903204285237109 0.2094296178536692 0.3609537862443166 2.5165364742279053 False 11 4600 9.917 18.78 527.2824 0.8892882035952314 0.22391643459027274 0.34954481171150154 2.8967835903167725 476.08038 0.8960513234261691 0.20466261629393231 0.3558088071411903 2.4966647624969482 False 11 4700 9.522 22.56 484.59985 0.8875980110799166 0.24095358466687875 0.3595292335189636 2.8862733840942383 485.49716 0.896933803200762 0.21686254678749176 0.3700532700714745 2.50364351272583 False 12 4800 10.4 13.15 472.11743 0.8896519320501844 0.2455173825983557 0.36257897685250423 2.8535280227661133 473.13535 0.8994556571999047 0.22161751666384033 0.3754640104583839 2.442796468734741 True 12 4900 10.07 14.5 478.75034 0.8844351174468582 0.2415766444150068 0.3613990645835164 2.852093458175659 472.3984 0.8929030188225284 0.21975189411713641 0.3756252729892919 2.441476583480835 True 12 5000 11.16 16.54 472.31894 0.8803049574116659 0.25170139473787256 0.3678620970751778 2.8364312648773193 465.84372 0.8902722790322986 0.22854568654762555 0.3787622672949511 2.437793016433716 True 13 5100 10.13 14.5 502.21844 0.8830603019731519 0.24239709532278306 0.3696570703286659 2.8531274795532227 494.31012 0.8930750717150678 0.21898958989792366 0.3777169056387911 2.4513115882873535 False 13 5200 10.37 13.68 452.1712 0.880782438996424 0.25885052546091797 0.37123635119003645 2.8579959869384766 462.79666 0.8931915076999999 0.2319114534006456 0.38380114130650295 2.443650960922241 True 13 5300 10.88 14.62 504.6636 0.8945385775824578 0.22538124417823424 0.36953501600750766 2.842867851257324 474.94565 0.9006965259236237 0.2084865249355747 0.37643878929235597 2.44889760017395 False 13 5400 9.428 14.21 489.14786 0.8914312385606487 0.2202771247634347 0.3707724980110316 2.835782289505005 489.3197 0.9010532690319297 0.19423633215460256 0.3770418921231683 2.4506587982177734 False 14 5500 9.527 17.47 453.5334 0.8918160755940232 0.25366472009389956 0.3802036942632987 2.8399839401245117 461.2499 0.9025272892258899 0.22674816593169972 0.3908727014433595 2.438288927078247 True 14 5600 10.02 12.97 446.52673 0.8827407325866193 0.25734602883369245 0.3785010670408216 2.8429908752441406 468.26514 0.8965174646527952 0.22656754550793431 0.3861635194004314 2.4364771842956543 False 14 5700 9.845 13.87 456.89233 0.8727217885232741 0.26844225607748284 0.3801907261757048 3.073826313018799 460.9382 0.8862809520564611 0.23971936273394445 0.38706391425730313 2.6400725841522217 False 14 5800 9.654 13.41 437.16464 0.8751028629458576 0.27095099105078285 0.3797519357557961 2.8132615089416504 453.64417 0.8885005468844261 0.24520956910061406 0.3878719762311387 2.4299447536468506 True 15 5900 10.14 14.68 448.98267 0.8791813345500077 0.2641115843493089 0.3834317626376248 2.845144033432007 450.1379 0.8917902112625562 0.23719582447268203 0.389449288183272 2.478529691696167 False 15 6000 9.51 24.8 465.74255 0.8746449072711016 0.27236843151191 0.38028907528660505 2.9102439880371094 454.5855 0.8866783848675825 0.24334089510651252 0.38967639425170614 2.5628912448883057 False 15 6100 10.09 14.05 432.4425 0.8652584009038679 0.2828674082811786 0.3873828725113887 2.805006265640259 450.28748 0.8800527837459958 0.25252630274132715 0.3895933495400041 2.4491593837738037 True 15 6200 9.971 14.69 438.49472 0.8649684322033193 0.2785088578046263 0.3926512528321248 2.787313461303711 449.30624 0.8801697487401414 0.24898074593200453 0.39554068102352213 2.412940502166748 True 16 6300 10.98 12.82 474.84637 0.8974177529650729 0.22645273559330478 0.3872964389784834 2.9115381240844727 494.851 0.9094334691019648 0.19866708488794008 0.3883836318552972 2.5046050548553467 False 16 6400 10.05 13.14 447.2638 0.8826353567617645 0.2730763820770445 0.39293450954041836 2.7765986919403076 440.07278 0.8940895216442897 0.24444523290294118 0.3930267609827538 2.4020228385925293 True 16 6500 10.77 13.2 463.9197 0.8928108754495662 0.25362152023989754 0.3803240156784277 2.812174081802368 476.5531 0.9050097921077159 0.22393472970007183 0.37291153230756163 2.4473369121551514 False 16 6600 10.18 18.36 509.82306 0.8622403846678556 0.2796519755825759 0.3915947582402742 2.9394371509552 458.8798 0.8758253325545405 0.25083224089125494 0.3926169266857647 2.610168933868408 False 17 6700 9.514 31.67 455.14832 0.8935657611706628 0.27616258280088213 0.3824217179301025 2.8359920978546143 466.36588 0.9041862472393757 0.2485626399871884 0.39352584147459224 2.4235379695892334 False 17 6800 9.875 13.12 445.89832 0.8724290882004321 0.28300345853417214 0.40004405904426654 2.808776378631592 449.68158 0.8838954390286888 0.25759064776260054 0.3968545775031326 2.4293723106384277 False 17 6900 9.687 15.24 435.73065 0.8558212142925926 0.29453499969976826 0.39315901637863393 2.788167953491211 454.5883 0.872480119881928 0.26056839967852685 0.39820639749563924 2.397425651550293 False 17 7000 10.25 13.26 426.9018 0.8595856434035554 0.2977402238468347 0.3970920556915905 2.7689192295074463 449.5247 0.875367909436208 0.26311984610747097 0.3932206335815117 2.400141716003418 False 18 7100 9.529 14.69 450.58917 0.8638395897596801 0.2992236403385994 0.3994780010523282 2.8617472648620605 439.5926 0.8771443326180887 0.27053104726512417 0.4021775675390343 2.462074041366577 False 18 7200 10.1 13.09 459.34695 0.8661181011500187 0.29021302283504763 0.4058516166795574 2.7680509090423584 455.81296 0.8798813760034946 0.25970116598936993 0.40504193491603535 2.3922176361083984 False 18 7300 9.391 17.1 434.9195 0.8578982414166325 0.3002403125961486 0.4094377286901199 2.771414279937744 436.208 0.8738208577030278 0.26488906112006505 0.39922068627193924 2.4056005477905273 True 18 7400 10.07 14.78 432.05026 0.8777036468185611 0.28646453435832986 0.39418670741108974 2.8054757118225098 445.46234 0.8908308055339759 0.2529626374100005 0.3985905580822146 2.405325412750244 False 19 7500 10.3 17.83 418.85025 0.8646667865246647 0.29953917527926177 0.4061683629893085 2.7456674575805664 437.69827 0.8817216034120048 0.2606904643680245 0.4027833031209462 2.379415273666382 True 19 7600 10.31 20.82 441.54694 0.8566186038520046 0.2973746191720859 0.413336769053078 2.7699506282806396 435.43002 0.8724953140928847 0.26295258332911325 0.40591931169393347 2.4317057132720947 False 19 7700 10.29 24.3 441.4037 0.8667243965843843 0.2869475402616315 0.4101849502526428 2.804445266723633 440.5737 0.8813113235457657 0.2517069806690498 0.40998051442929606 2.464221954345703 False 19 7800 9.542 23.0 427.78635 0.8539550334110915 0.30696189499325227 0.41594058417161767 2.828582525253296 432.94196 0.8723838675142964 0.2676075066314709 0.4040503502792166 2.517909526824951 False 20 7900 9.783 24.1 449.10864 0.8623292534777938 0.29533820408942923 0.40749008296481 2.7640225887298584 450.56177 0.880861547329006 0.25486982970933014 0.39042689902725547 2.43133544921875 False 20 8000 10.85 20.72 463.44974 0.847655864451565 0.3100721041823384 0.41540935184802724 2.7250025272369385 441.4919 0.8653672277870728 0.2744661926283097 0.3988224675366348 2.4089889526367188 False 20 8100 9.189 26.29 429.85483 0.8634060449475891 0.29997877523486954 0.4042645136506489 3.040468215942383 445.6603 0.8801882439125993 0.2635432073114871 0.40481194318371944 2.6109488010406494 False 20 8200 10.65 29.96 428.50327 0.8501489846397497 0.3094797557670748 0.4160265201496432 2.85530424118042 430.03854 0.8688846756397438 0.27052501144072383 0.40813905322432276 2.551072120666504 False 21 8300 8.847 13.63 408.7555 0.8653799401771946 0.31245384046118363 0.4199608663944709 2.748851776123047 427.05887 0.8820155493120427 0.2747508386620999 0.3921933568208896 2.4167585372924805 True 21 8400 9.828 93.12 416.34637 0.8547914210461517 0.3164911748194369 0.42255462510915415 2.697300672531128 436.52982 0.8704396054255837 0.28157236495189114 0.4070482855203135 2.3681015968322754 False 21 8500 9.202 19.0 424.43405 0.8499755634370462 0.30705107165321205 0.42764014750202983 2.710203170776367 437.52466 0.8674336109216797 0.2672648639575027 0.41134354515547666 2.3935821056365967 False 21 8600 9.129 18.34 421.9394 0.8429441285459828 0.32025277262287344 0.4253971889810721 2.7171428203582764 431.06897 0.8635436904013395 0.2774196186016086 0.4117241435115511 2.396946668624878 False 22 8700 9.537 16.13 401.8697 0.8572943057995188 0.3127208851938082 0.42196774563237716 2.72346830368042 416.6674 0.8754174560566593 0.273619071813101 0.4134592608474305 2.3667380809783936 True 22 8800 11.49 13.13 401.7694 0.8624547305941237 0.30348133797258997 0.414388598427044 2.7138051986694336 430.88757 0.8797251693648211 0.265030506218618 0.40302178927468735 2.3764569759368896 False 22 8900 9.685 13.9 398.5195 0.851333245815256 0.31639715528977336 0.42883721917443535 2.77424955368042 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0.8577768151682577 0.2814814591588341 0.45150679059722654 2.408355474472046 False 43 17000 9.666 12.83 381.76923 0.8108901129385703 0.40163572541731746 0.740823368454423 1.7212165594100952 387.73346 0.8602656336936927 0.29638146957352035 0.46826305571342414 2.3848648071289062 False 43 17100 8.098 13.01 416.67374 0.8105295825449794 0.3990203778513535 0.776120012051953 1.338564395904541 409.47165 0.8649794748515625 0.28284171410794773 0.45318147422773375 2.327986001968384 False 43 17200 9.305 12.89 399.20145 0.8020289235391981 0.40653890677863547 0.7750536787238012 1.3311582803726196 412.70993 0.8584140604425506 0.29087540983401544 0.4361632744032709 2.3642425537109375 False 44 17300 9.161 13.05 393.13907 0.8051742664503386 0.40620521086814154 0.7941730978156696 1.2653878927230835 403.39584 0.8610937477701659 0.287095239249543 0.4687215740337434 2.3017818927764893 False 44 17400 9.269 12.71 392.40057 0.8113851534156193 0.40084271006900873 0.7912602927430509 1.3533368110656738 406.82068 0.8675255096211885 0.28064802448800114 0.4609220675563668 2.2774276733398438 False 44 17500 9.21 12.83 375.89288 0.8267503492475093 0.3946741001003196 0.7987216066950263 1.6970925331115723 391.68173 0.8722237311460334 0.2867920814057854 0.43514489060470535 2.603217601776123 False 44 17600 9.189 12.77 392.3019 0.8017335724241699 0.4069039104071652 0.8163175889350409 1.1587597131729126 399.1419 0.8594589167815755 0.28665091243562124 0.4636395552487875 2.3337130546569824 False 45 17700 9.362 12.94 385.86157 0.8007790338025182 0.410381007484125 0.8046012027549907 1.1565595865249634 398.04645 0.8585256826815626 0.286891467672718 0.46472913312150216 2.3664727210998535 False