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 5.635 28.68 40094.676 0.9791674318159181 -0.007252631020781488 -0.05759470963726513 265.45977783203125 72848.24 0.9789853247400502 -0.007999979726998868 -0.06335136737567337 254.0642852783203 True 0 100 10.5 24.45 4907.302 0.9640583114667407 0.050179778101848406 -0.14295623355829742 10.466679573059082 8006.998 0.9635285427847389 0.04873840526455964 -0.17132985636491446 12.257627487182617 True 0 200 10.52 24.78 4595.211 0.9521217328545583 0.07951196367022831 -0.1494064185635351 5.230937957763672 7483.3945 0.9517559940178622 0.07796662992005689 -0.17614934101891447 5.545802116394043 True 0 300 10.48 23.68 5150.1924 0.9634392683328794 0.03597893946573343 -0.15507801398624815 7.738798141479492 9119.6455 0.9627175503221459 0.035385638160228605 -0.18035755958668115 9.03436279296875 False 0 400 9.878 23.0 4355.404 0.9449743746822421 0.08359202808280898 -0.15650077730296494 5.478907108306885 7145.029 0.944930882836793 0.08102932998078174 -0.17839723573705712 5.890476703643799 True 0 500 10.64 22.67 4304.8853 0.9542024433045061 0.05611305148952506 -0.15474623109534225 8.114917755126953 7360.3286 0.9537483123384911 0.05554926330812022 -0.17135132002058104 9.469532012939453 False 0 600 9.954 22.71 4229.9233 0.937936081710762 0.0947043308939035 -0.15752613414551767 5.881805896759033 7068.873 0.9375089517626272 0.09377839448630756 -0.17150822141894084 6.116787910461426 True 1 700 12.5 22.61 5101.5874 0.9404822248014295 0.08527544427254176 -0.14302056136073169 7.307712554931641 7109.531 0.9405295128044203 0.08397025415752404 -0.1484367314526263 8.44362735748291 False 1 800 9.97 23.08 3805.9216 0.9285270667150254 0.10536528891458571 -0.14571641457242362 6.6313090324401855 6115.962 0.9281485712395262 0.10476255002056879 -0.149603833705476 7.475149154663086 True 1 900 10.2 22.67 3260.6018 0.9365276272694909 0.0858882068509918 -0.13502797139859093 5.532860279083252 5524.0864 0.9350643402538092 0.08826842379665856 -0.13273183231431956 5.416844844818115 True 1 1000 11.02 22.82 3513.4165 0.9244353557714438 0.11272433716940847 -0.14269781301420467 5.736011505126953 5742.5566 0.9246121443942144 0.1113937903287291 -0.1489209137066099 5.920543670654297 False 1 1100 10.04 24.87 3648.2234 0.9456568087851837 0.06420620817903579 -0.14170070523415013 5.3593902587890625 6266.101 0.943554827657737 0.06802146600476539 -0.1399033730338468 5.5101165771484375 False 1 1200 18.38 361.0 3609.9492 0.9244669625520742 0.11656100644403884 -0.14685822549116123 5.865295886993408 5774.247 0.9249124805285697 0.1150038204183859 -0.1555483795343815 5.606607437133789 False 1 1300 18.11 43.32 2894.0862 0.9189811824328934 0.12080367460158836 -0.055079600834403525 5.111225605010986 5196.618 0.9176905940482007 0.12427198176387316 -0.019823831599734536 5.209146022796631 True 2 1400 10.65 24.27 4016.599 0.9538960055277889 0.05543899548865768 -0.15052106461589876 6.486146450042725 7186.8247 0.9525804959936679 0.058282244428636526 -0.14840407148556428 6.962469100952148 False 2 1500 10.51 22.36 3292.9573 0.9450457274321507 0.07404070215287255 -0.1542923696898145 6.2100701332092285 5730.952 0.9434235881046791 0.07741243953121525 -0.14731406436199168 6.766815185546875 False 2 1600 10.19 22.83 2984.2722 0.9238778223226599 0.11678660249328057 -0.16052023021674258 5.973757266998291 5321.1357 0.922920023948065 0.11980414499258904 -0.16207004149557028 6.218354225158691 False 2 1700 9.643 22.3 2944.7537 0.913850930501191 0.12773142677317828 -0.14845479443357718 5.4951910972595215 4778.8003 0.9130739084522459 0.13124326723279503 -0.1412494759947201 5.575272560119629 True 2 1800 10.26 247.0 2708.8918 0.9093125883510202 0.13669497192751293 -0.13304406377960715 5.408204555511475 4699.8564 0.9090693984552813 0.13821800695763237 -0.10689665916280673 5.684239864349365 True 2 1900 9.826 218.0 2451.6682 0.9140374845465957 0.13119129093016776 -0.114132189321745 5.342627048492432 4304.0137 0.9124003443258105 0.13604502042204153 -0.07468045734826374 5.690203666687012 True 3 2000 9.983 253.5 2471.0422 0.9170285864608453 0.12841419933492806 -0.14468749928418334 5.596627712249756 4644.3857 0.9158941024411461 0.13272836518414333 -0.14461322327810583 5.8885722160339355 False 3 2100 9.786 251.3 2761.38 0.9140960508480371 0.13261602264946476 -0.14828995404882125 5.732422351837158 4953.7993 0.9140957480306919 0.13373087411715853 -0.14849602977987167 5.938344478607178 False 3 2200 9.72 210.1 2535.624 0.9071201978008369 0.1369049766067734 -0.13910152652917449 5.921483993530273 4962.1626 0.9078563691424449 0.136086890804537 -0.13391338844226813 6.410455703735352 False 3 2300 9.349 208.1 2497.3652 0.9091493765982251 0.13336531695312018 -0.12179179256666689 5.3661580085754395 4558.412 0.9080827122809598 0.1344062178733712 -0.09593783956028915 5.34513521194458 False 3 2400 9.333 98.5 2424.5596 0.9149676728661206 0.1279395268708699 -0.07520864866252419 5.264245510101318 4582.2017 0.9134221815548345 0.13177129927126882 -0.04396119746928575 5.544255256652832 False 3 2500 18.05 152.0 2506.8337 0.9203013157772224 0.11228613009828421 -0.11079544042109973 5.417864799499512 4744.8555 0.9183736887582842 0.11564592550703842 -0.09926152529804019 5.749011993408203 False 3 2600 10.52 24.15 2533.7317 0.8999520965589303 0.15408789849426033 -0.09750454513698086 5.313216686248779 4389.7373 0.9005729078523247 0.15500221986517357 -0.07047970353461569 5.623254299163818 False 4 2700 10.43 23.18 2596.3835 0.9015295884209722 0.15612068004811058 -0.04303740339745578 5.197177886962891 4269.746 0.9017414071628779 0.15661660845132716 -0.0016139169978923048 5.496307373046875 True 4 2800 10.83 23.23 2703.8433 0.9057027284295488 0.14201045884762173 -0.0893076280018343 5.339590549468994 4017.302 0.9049777725174866 0.14421379536754042 -0.07912367811275421 5.689934730529785 True 4 2900 10.46 232.8 2497.3425 0.9003893569195308 0.15740408555256305 0.018107614770457695 5.060161113739014 4196.3076 0.9006333569389475 0.159239331867269 0.04473300802808494 5.186588287353516 False 4 3000 9.639 223.4 2483.366 0.9010295312983692 0.15651150105412717 -0.005289245161342894 5.141460418701172 4157.9775 0.9019918150178406 0.15619342309066409 0.010519910337187592 5.419340133666992 False 4 3100 9.279 254.0 2810.8264 0.907661379008781 0.1320010542218365 0.08915511769947326 5.012854099273682 4430.6064 0.908033117870254 0.13123502500781364 0.10585519714973575 5.086263179779053 False 4 3200 9.565 212.3 2697.2322 0.9140741042631412 0.13222383025861467 0.04274068692880904 5.053921699523926 4843.022 0.9141285278403395 0.13261063954783733 0.053449651238380615 5.2151007652282715 False 5 3300 9.459 207.1 2731.6638 0.9251072429822694 0.10893860448067938 -0.10323450952307289 5.532433032989502 4790.65 0.9248802237124951 0.11177977781825843 -0.0946754890725355 6.004488945007324 False 5 3400 9.384 111.4 2500.8674 0.9040921100398295 0.1541431679419537 -0.010757199543177172 5.133005142211914 4224.288 0.9042716081526267 0.15617209973169027 0.001599796371836977 5.319519519805908 False 5 3500 11.39 23.01 2625.0073 0.898632450443749 0.15686443988887427 0.12792536789376097 5.008529186248779 4129.5527 0.8986434316673356 0.15582349709352206 0.14229912029227812 5.244497776031494 False 5 3600 10.74 33.84 2435.0703 0.9000786493421523 0.16075057615239666 0.13460021528625069 4.975950717926025 4021.495 0.9005911496334971 0.1609902362264025 0.13276046368042235 5.105550289154053 True 5 3700 12.63 28.42 2399.0222 0.897139699570343 0.1624381748124281 0.16214670025736808 4.985558032989502 4366.115 0.8979472109448349 0.1628302226720035 0.1731397660900966 4.971717357635498 False 5 3800 10.21 23.19 2443.1438 0.8930525658514842 0.17025848219190712 0.14311275322242112 5.01474142074585 4025.6377 0.894635311413653 0.1680845543863093 0.14763060425035437 5.2907891273498535 False 5 3900 10.4 24.57 2314.348 0.8906346816677528 0.18238865471767413 0.2154304628749155 4.889063835144043 3958.1836 0.8923918984339273 0.1792487148871689 0.2136584581050694 5.003928184509277 True 6 4000 10.98 26.82 2368.3862 0.8966382836013886 0.17036668854772877 0.1691306405023879 4.9299235343933105 4285.8213 0.897340557700125 0.1687505625142723 0.19055673454023067 5.031388282775879 False 6 4100 11.42 23.52 2221.2024 0.8890701139448194 0.18103563121171912 0.2442288352186293 4.795177936553955 3938.711 0.8897895193962672 0.17889058937190036 0.27037302399979146 4.786308288574219 True 6 4200 10.59 34.34 2400.9783 0.889792837439217 0.16389691110041882 0.24705765649450737 4.874661922454834 3871.3296 0.891448347549835 0.16179238908213187 0.2720520374629946 5.136066913604736 True 6 4300 11.35 24.05 2196.727 0.8834693518233125 0.18835448957936465 0.2635301035241362 4.831428527832031 3851.582 0.8854675600991009 0.18527442908256223 0.2774831452771613 4.790896415710449 True 6 4400 11.0 25.08 2311.955 0.8895105877001572 0.18433140072550758 0.2585218844109676 4.870156764984131 4243.7783 0.8926034105593402 0.17738442146583594 0.2836026076858869 4.800227642059326 False 6 4500 11.09 24.07 2251.634 0.8870624181247913 0.18526037796017414 0.2590223673406369 4.823418140411377 3652.3398 0.8891371298224733 0.18160048924368635 0.28021805047485976 5.065379619598389 True 7 4600 10.88 24.44 1950.5978 0.8870905896850046 0.19365702756849706 0.2828051803795826 4.937872886657715 3859.986 0.8899997823660983 0.1876428038145454 0.3017155565599998 5.285754680633545 False 7 4700 10.67 26.38 1896.0592 0.8797366476004854 0.20359997980807387 0.2832331706098759 4.743571758270264 3776.0786 0.8830413353646757 0.1966712115532322 0.303055275007055 4.9183549880981445 False 7 4800 11.6 25.01 1994.0723 0.8767135893761894 0.20060877786806144 0.2959733226531853 4.71665620803833 3814.5886 0.8802165779853798 0.19403534760889213 0.3120088059403684 4.707964897155762 False 7 4900 11.08 25.08 2078.7952 0.8822368567601682 0.19817437387974204 0.29118202102919877 4.693943023681641 3847.5947 0.885915111916845 0.1911369605336092 0.30774557814965015 4.837205410003662 False 7 5000 11.46 29.85 2076.7236 0.8838321127776027 0.19285653251877882 0.3322909957038272 4.757958889007568 3980.92 0.8874298108980265 0.18548956367255684 0.34387829988285906 4.9428181648254395 False 7 5100 10.32 47.06 2164.0063 0.8792751321179758 0.19822396127268163 0.2944191174067133 4.828891754150391 3788.3555 0.8834335119041327 0.19064876202595799 0.32775652402116706 5.127082347869873 False 7 5200 11.25 23.64 2051.0955 0.8755299082235901 0.1999737181826561 0.323657391895295 4.661591529846191 3625.5112 0.8785636916039763 0.19444639619472673 0.34886180150785834 4.599332809448242 True 8 5300 11.45 28.75 1989.3599 0.8863385170361917 0.18517559322002794 0.32624918211666476 4.650087833404541 3927.6973 0.8898388383554507 0.18008380304298988 0.3495715235469487 4.81151008605957 False 8 5400 10.42 24.95 2409.1492 0.870793823961999 0.21019448166629665 0.3340225879011045 4.609899997711182 3590.5388 0.8754027960208591 0.2024365551768388 0.36107973816276034 4.599654674530029 True 8 5500 11.34 25.69 2429.3608 0.872753229299466 0.20683313673677253 0.3183186411165224 4.568872928619385 3846.5334 0.8797535521385661 0.1929409581665049 0.34583305306899664 4.617336750030518 False 8 5600 10.8 25.12 2112.7107 0.8871374815879811 0.20682670945767315 0.3206614229656996 4.889496803283691 4364.5615 0.8917797855061477 0.19297678843533808 0.33244086340286194 5.274163722991943 False 8 5700 10.23 24.03 2278.6638 0.8889684613859054 0.19914051516635525 0.33581645527224346 4.9155168533325195 3897.8677 0.8924985809223095 0.19007464494993992 0.35321487621205644 5.346245765686035 False 8 5800 11.34 24.44 2177.7446 0.8764277829523631 0.2098654970514711 0.336743743724788 4.583253860473633 3658.0376 0.8815581783094412 0.19885734497008142 0.363062563346837 4.7448554039001465 False 9 5900 10.09 24.09 1927.3699 0.8735389411824357 0.20439851006429446 0.3498072455566119 4.596663951873779 4050.6946 0.8799780575923416 0.19318929712348584 0.3769888661092207 4.7837300300598145 False 9 6000 10.84 24.82 1925.263 0.8715922848516661 0.2120744300167308 0.3664954877259279 4.540003299713135 3852.4187 0.8779628353715174 0.2001427913144141 0.385848276920744 4.527655601501465 False 9 6100 11.15 23.0 2083.5156 0.8942682312773266 0.17649078396610063 0.3556759164733629 4.719421863555908 4258.3696 0.9000245549171625 0.16376619622255945 0.3850973411144437 5.030714988708496 False 9 6200 9.871 72.74 2115.5193 0.8915234117610791 0.19697220900414278 0.36047105318549383 5.011569499969482 4374.013 0.897402950265786 0.18348824555006352 0.39176839438800465 5.463044166564941 False 9 6300 9.968 60.32 2081.553 0.8686181399537886 0.21595398913663102 0.3809594272440122 4.795626163482666 3565.3042 0.8750290442844093 0.2003318952072542 0.3989816367272039 4.5246100425720215 True 9 6400 10.53 22.5 1902.9049 0.8647838061941818 0.21931417213883642 0.3676907263860593 4.527775764465332 3637.6433 0.870923597353291 0.20686509613007137 0.39786364935208984 4.417835712432861 False 9 6500 9.831 22.72 1870.7794 0.8654853053178164 0.22178390189999275 0.36455840449866334 4.448291301727295 3658.4973 0.8732110098312925 0.2044231386467765 0.39657710152772974 4.501580715179443 False 10 6600 9.998 22.53 1824.737 0.8561327662502758 0.231984468869118 0.3810231938054601 4.445179462432861 3571.0303 0.866052183004104 0.21169947474387454 0.41695124264026695 4.564545154571533 False 10 6700 9.906 24.68 1728.6971 0.856664869765398 0.2376969618588741 0.3852754580683851 4.383379936218262 3455.3613 0.8664154127459539 0.21704175513673377 0.41759457044900217 4.450891971588135 True 10 6800 10.64 22.46 1791.5089 0.8630813415402575 0.23012750650808692 0.3954071491385661 4.338647365570068 3656.359 0.8732701081390521 0.2064616297024627 0.42266358241392793 4.316478252410889 False 10 6900 10.02 23.42 1917.0416 0.865016006523765 0.22652215892753094 0.39816623874402546 4.403238296508789 3441.8633 0.8743813448009469 0.20800545352942695 0.4258087353552133 4.272418022155762 True 10 7000 10.5 24.24 1887.6521 0.8830225391893506 0.2261128888121918 0.3901250213908629 4.456121921539307 3897.5867 0.8901418098861342 0.206938238777821 0.40802327591942744 4.523078441619873 False 10 7100 9.907 23.27 1755.5083 0.861797495880021 0.23246719061013155 0.41942909389688493 4.363675117492676 3322.791 0.8708364171879558 0.2123962936224207 0.44018101227222983 4.231582164764404 True 10 7200 10.61 22.58 1895.8081 0.8624275988442945 0.2336317223097226 0.3990375739241323 4.339266777038574 3345.5696 0.8719701999227568 0.21339638759289725 0.43093470341811224 4.296225547790527 False 11 7300 10.16 22.8 2000.043 0.8616670724704434 0.22932789264972767 0.40782246860776356 4.367714881896973 3787.9553 0.8717097142220734 0.2096106488197574 0.4301418118212875 4.247201919555664 False 11 7400 10.16 22.52 1992.7598 0.86341352818944 0.23092007997270333 0.42901401788826954 4.308821678161621 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0.8656627188867022 0.21326462643281363 0.48590445167042395 4.041019439697266 False 12 8000 9.864 22.96 1862.5193 0.8443900120890198 0.2537863545672245 0.4346379897514053 4.20119047164917 3517.5588 0.8583074856632743 0.22415937236624892 0.4623502619959423 4.065784931182861 False 12 8100 10.38 22.46 1764.229 0.8460017098429776 0.249772207271642 0.45591362719467377 4.110874652862549 3507.9253 0.8599874438681432 0.22032052048877876 0.49197147239340067 4.004993915557861 False 12 8200 9.975 24.94 1946.7822 0.8486409570364313 0.24316034746587628 0.4157177530739997 4.298028469085693 3602.5815 0.8626703967719883 0.21397257285315446 0.45692275338584365 4.369767189025879 False 12 8300 10.4 22.41 1901.6821 0.8441921148655409 0.2580112479567483 0.4443347737866688 4.214012622833252 3234.9236 0.8587919119769363 0.22739235651502573 0.4818299090617721 4.301376819610596 True 12 8400 10.36 22.89 1977.7065 0.8483940322297561 0.2535167783904977 0.44944891293869255 4.110020160675049 3527.9702 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0.8553043450451357 0.237717465435219 0.5115252583807719 4.077430248260498 False 13 9000 10.75 22.51 1749.4899 0.8450939246783093 0.2614471317424276 0.46932442277975617 4.048694133758545 3532.6938 0.8612511083116677 0.2254201415698795 0.4994303075399819 3.896125316619873 False 13 9100 9.802 22.17 1746.661 0.8501262054269367 0.25195114602776614 0.4764513974999058 3.982708215713501 3458.6555 0.8650647153331166 0.21839270283844905 0.49795134044765493 3.9436848163604736 False 14 9200 10.32 22.17 1737.5223 0.8426871094600248 0.2669055041728707 0.4865607700173872 4.015810489654541 3378.274 0.8585409126802303 0.23114228095425537 0.5130860706860072 4.068408966064453 False 14 9300 9.723 23.35 1789.5992 0.8441251037251755 0.266509015326806 0.49074041366283905 3.945711612701416 3422.9731 0.8607412508649374 0.2299945153819113 0.508404617572808 4.003638744354248 False 14 9400 10.57 22.61 1957.9564 0.8351860765225023 0.2776741458401974 0.47459237455741954 4.01806640625 3428.3335 0.854248628734644 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