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 5.32 29.87 199596.67 inf -0.008745380000302455 0.07006665146377263 131.544921875 170484.9 inf -0.008969118534714682 0.06905973000693648 130.20895385742188 True 0 100 10.06 36.23 16718.574 0.9608174343777142 0.04712972412716196 0.07182503828646698 27.593883514404297 13999.375 0.960652766875611 0.04639490204361435 0.06931915608034744 27.92764663696289 True 0 200 10.3 70.89 16705.115 0.954673034700256 0.05245680214223685 -0.03950341963648387 3.3984837532043457 14465.234 0.9543615738080087 0.05171379069299486 -0.02132867415551952 3.2106499671936035 True 0 300 10.76 46.32 13406.523 0.9521405163438803 0.06403792712574016 -0.03150501345698188 3.6179275512695312 13307.627 0.9521683223788726 0.06298524002123346 -0.01145149944610656 3.5356898307800293 True 0 400 10.11 30.11 29193.62 0.9590209330851104 0.05481657975756408 -0.05349470970315703 5.507733345031738 28022.873 0.9589456126954923 0.053559268085900016 -0.03282228866742425 5.494622230529785 False 0 500 9.683 34.77 12453.146 0.9489226305348254 0.07031950023301789 -0.07787251021487672 4.204092025756836 13718.122 0.9489134267429078 0.06877010385143675 -0.05795366881636247 4.130815505981445 False 0 600 9.335 102.8 12604.532 0.9493178989071351 0.06734302746059018 -0.07754895232272871 8.486583709716797 14064.674 0.949293733238679 0.06551495509955879 -0.055411465902278564 8.526773452758789 False 0 700 14.67 199.9 12318.959 0.9578853988354177 0.04908944369127102 -0.06629248065041012 10.197629928588867 14522.69 0.9580024920220398 0.04832942602416747 -0.03291729367728424 10.279631614685059 False 0 800 11.42 28.19 11839.853 0.9489803791596547 0.06770733237685474 -0.08766269642188988 3.239557981491089 13389.071 0.9488516511978284 0.06809638977746857 -0.05098152848227718 3.069744110107422 False 1 900 10.4 29.92 16823.312 0.9625270122807158 0.04029879041392998 -0.07923313470139004 8.768375396728516 17119.357 0.9626506754704179 0.03896646091458568 -0.018767003016928158 8.80350399017334 False 1 1000 9.275 86.58 12570.436 0.9448529466501908 0.08725519845797554 -0.11218135734196004 3.3398172855377197 12357.163 0.9448955744040841 0.08524343174996012 -0.08973887624939553 3.187835454940796 True 1 1100 12.63 290.7 11291.612 0.9492141446220597 0.07538470996752047 -0.0836237156086835 4.298311710357666 12881.544 0.9492701962763794 0.07437993796123038 -0.040994942043613015 4.216039180755615 False 1 1200 11.59 161.7 13847.157 0.957186941115853 0.06044625834293749 -0.09006198147350915 8.26965045928955 15742.082 0.9573603107259104 0.05891608655846487 -0.05069914085223721 8.303081512451172 False 1 1300 9.247 35.54 10663.852 0.9378220056343904 0.08362015940257408 -0.11151403687710773 3.552457332611084 12707.666 0.9383663652616288 0.08114103428236065 -0.06118414575483684 3.306912899017334 False 1 1400 10.23 156.6 9930.792 0.9419761870206518 0.08509530847189405 -0.1078895066637699 4.734157085418701 12693.526 0.9426857161883291 0.08138571010788614 -0.07802460785529544 4.614241600036621 False 1 1500 9.471 154.1 9597.552 0.9421874447979478 0.08786008563129134 -0.10345445019389773 3.282858371734619 12393.224 0.9429410012227274 0.08358926261140184 -0.06824827466998042 3.1133222579956055 False 1 1600 9.376 28.94 10079.202 0.94462453366971 0.08744239421116963 -0.11024385513154339 4.619222640991211 12593.286 0.9448749538735433 0.08398510963079689 -0.07642863355322722 4.497729778289795 False 2 1700 9.29 32.29 11657.101 0.9510654660713196 0.07037757649208243 -0.11149109934370567 4.0362138748168945 13525.647 0.9516142236988615 0.06644328624205705 -0.09161776649129663 3.9166674613952637 False 2 1800 9.543 31.69 10828.018 0.9441632592185515 0.0882740633279574 -0.09491576198804678 10.648635864257812 12644.693 0.9442835449025777 0.08562784296863868 -0.04927598239780405 10.722439765930176 False 2 1900 9.511 64.38 11412.719 0.9476041788777281 0.0777596467487472 -0.11360488069590179 5.577282428741455 13128.67 0.9477935960560522 0.07483840507231855 -0.08561697954398798 5.484374046325684 False 2 2000 9.491 34.01 8965.518 0.9413814957370108 0.09373055752968806 -0.10567823326399431 3.2782015800476074 12312.121 0.9422925406727511 0.08905829469175755 -0.055843345345050956 3.124781370162964 True 2 2100 12.04 28.33 11980.282 0.9588148257456662 0.05070702875992122 -0.12199053382486348 6.3375959396362305 14289.464 0.9589896384084328 0.04843281353246205 -0.08650615481473095 6.30069637298584 False 2 2200 10.61 27.53 9960.734 0.9416673704106345 0.09445931135860347 -0.11200212199653424 3.2890448570251465 12005.097 0.9425988334140356 0.08988446211434413 -0.08345421696694226 3.126434087753296 True 2 2300 10.33 44.11 9510.861 0.9384712321227447 0.09737624431700057 -0.09959176607759467 3.443150520324707 12060.492 0.9403003194675995 0.0899124130089342 -0.06748677615060954 3.2393150329589844 False 2 2400 14.92 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5175.569 0.910892334803683 0.17993862573178043 0.09631751093909184 2.9681875705718994 10997.558 0.9357382549399196 0.1134547607516199 0.09963874103396173 2.8479299545288086 False 11 9500 14.27 119.5 4833.9805 0.9103383371079812 0.1779185608101165 0.07765019920089203 3.019141674041748 11016.165 0.9319677449261158 0.118281797715905 0.07799255599565146 2.8707146644592285 False 11 9600 9.63 30.51 4908.208 0.9074954556851151 0.1798970532917799 0.016424467802430735 3.0075838565826416 11008.016 0.9320277621706597 0.11567531679349506 0.025286674627518026 2.8807034492492676 False 11 9700 9.162 35.44 5159.1284 0.9197859119990978 0.164456443505704 0.06665817560971073 2.9880478382110596 11134.79 0.9381795823117743 0.1084774175081218 0.08549324401881268 2.8417978286743164 False 11 9800 11.87 27.55 4879.0967 0.9118457864867686 0.17380708013514523 0.07916166475889937 2.9930784702301025 11019.673 0.9346549517229503 0.11152858817142466 0.09495457611830824 2.873710870742798 False 11 9900 9.808 27.53 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9.294 35.15 4377.54 0.9028838806666823 0.18684994721811832 0.0874739216519312 2.9883346557617188 11079.561 0.9320266800777183 0.11553653346400253 0.07925131932210003 2.8523902893066406 False 12 10500 12.58 83.48 4268.105 0.8987228585941881 0.1956262711964052 0.09119387256179459 3.051839590072632 10618.963 0.931298840121306 0.11589432644390062 0.08372045392473623 2.898427724838257 True 12 10600 10.67 86.14 4064.7793 0.8975981604934165 0.20171394737186507 0.09043219528619967 2.9735143184661865 10585.337 0.9294715378103137 0.12038625347854767 0.08242871570896391 2.8439855575561523 True 12 10700 10.35 216.1 4117.0845 0.9005849863815995 0.19796932561231662 0.07357530543879061 2.985147476196289 10413.313 0.930410613096776 0.12115081486873741 0.08100482687103264 2.844780683517456 True 13 10800 13.27 505.2 4900.8135 0.9083254298570829 0.17579915757108433 0.06290190480393175 3.082263708114624 11231.511 0.9338408334754189 0.10537378691424766 0.0669530734242536 2.9906105995178223 False 13 10900 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14 11900 10.36 27.6 4607.4375 0.8960952919379388 0.20398961082287187 0.04754249956642764 3.0002129077911377 11283.976 0.9326934243711248 0.10912443669968448 0.01368119939550428 2.9052371978759766 False 14 12000 9.841 56.26 4275.017 0.8927555099468455 0.21700166853308436 0.125022965176593 2.9572668075561523 10503.842 0.9312894802097439 0.11777006674113948 0.09141892460649358 2.8697800636291504 False 14 12100 10.11 27.95 4129.326 0.8945222270715927 0.21108612382850483 0.06432230115243176 3.0935351848602295 10866.49 0.9309791627442072 0.11487114895635599 0.03616765465428246 3.020101547241211 False 14 12200 10.7 27.87 4568.5854 0.8985493866308394 0.1939038125472976 0.07747348863825218 2.975950002670288 11109.832 0.9301231985847688 0.11218080542069703 0.06865246707914666 2.8645730018615723 False 14 12300 9.688 29.95 4467.9575 0.9067719434075381 0.18769104419051041 0.11377457192624897 2.9828808307647705 11120.748 0.9386064648403311 0.10216480709939435 0.10387584834567035 2.88930082321167 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0.10144832894640288 0.0563837243695701 2.8902719020843506 False 18 15400 12.62 32.32 4099.046 0.8799222122897287 0.23195992929151094 0.1307140624611518 2.9752790927886963 11468.287 0.9322542731442339 0.10734375469396222 0.10717835967415941 2.8463401794433594 False 18 15500 12.67 64.27 3776.166 0.8805775913176258 0.2457268324512875 0.14794900096565128 2.9439640045166016 11122.428 0.9304916922781776 0.11672515000457435 0.13652854348909685 2.814682722091675 False 18 15600 11.65 63.69 3655.3362 0.8745369849870189 0.2535919561818505 0.15543079550345298 2.9219231605529785 11280.332 0.9308000988488969 0.11542727564078745 0.133927066691021 2.8094534873962402 False 18 15700 12.48 41.29 3718.0063 0.89182907956797 0.2327754370333611 0.13192043453364402 3.254720449447632 11515.783 0.9329585084657374 0.11332363226168252 0.11308400731619057 3.210334062576294 False 19 15800 9.544 53.43 3328.3132 0.8769917031553807 0.24786522093586383 0.1392994039564737 2.968536853790283 11086.294 0.9285039237320236 0.11974692923136884 0.10817495061429061 2.8892643451690674 False 19 15900 10.3 26.95 3380.5908 0.8675938206034668 0.2576402572673004 0.15274634441270696 2.9428212642669678 11251.181 0.9293318806118679 0.11516622538869403 0.11095839428215526 2.8321852684020996 False 19 16000 10.07 27.41 3368.3474 0.8793505163124282 0.25054753538127505 0.11866546890669577 3.1162099838256836 11168.385 0.9310740621484387 0.11635470820064353 0.07621123353318314 3.0611283779144287 False 19 16100 10.41 71.92 3219.7993 0.8734985059554133 0.2553146051381722 0.15385264808708718 3.009127616882324 11316.511 0.9309055104373297 0.11680548660910817 0.11214169213643395 2.8846487998962402 False 19 16200 9.605 34.14 4104.2476 0.9016771458673773 0.24255928573700328 0.14922451280095406 3.561232566833496 10982.891 0.9374024867410216 0.12075551682072887 0.13185010997969876 3.5468475818634033 False 19 16300 9.61 32.35 4044.213 0.8795229668688728 0.2471419336511321 0.14680034254811408 2.9249870777130127 10784.987 0.9302911976887214 0.11777504632471082 0.1287356308573274 2.8239316940307617 False 19 16400 10.38 26.82 4394.2993 0.8908725916887166 0.21871038431006481 0.13710813777397718 2.9904098510742188 12173.429 0.9340349309744578 0.10310257741532498 0.12605839598757568 2.9048104286193848 False 19 16500 9.53 27.44 3825.8997 0.8806747188049535 0.24746808038514886 0.15730745795443105 2.928300619125366 11241.268 0.9325407359548609 0.11392207855023463 0.13453137108292743 2.83915376663208 False 20 16600 10.29 30.25 3926.9585 0.8820247594474592 0.23342877210163016 0.16398171048595336 2.9264209270477295 11584.238 0.9349001428879944 0.10430125350138043 0.13271748063285566 2.8408572673797607 False 20 16700 9.626 100.1 3666.4128 0.8736457125108333 0.2470436711010247 0.13611522662435172 2.9782142639160156 11538.828 0.9324897857641421 0.10786586799292089 0.08295468864510938 2.8649585247039795 False 20 16800 9.888 116.9 3221.922 0.883452695137046 0.24755408465621936 0.1574206073706445 2.9913394451141357 10920.6875 0.9341811128841077 0.11399992512358838 0.13063460325706236 2.9189789295196533 False 20 16900 10.39 27.87 3742.053 0.8872893857772192 0.22486609031343846 0.1436664867869345 2.9275496006011963 11221.15 0.9325650619962784 0.10851016481391068 0.12712148304248147 2.818368911743164 False 20 17000 8.962 26.69 3106.6558 0.8778066835081437 0.25474175479060546 0.16047682361711377 2.9168617725372314 11010.085 0.9324443581212507 0.11621191639443738 0.12340404051539335 2.8285717964172363 False 20 17100 9.827 28.66 3246.7632 0.8759141977578524 0.2583060617400003 0.15325526546542742 2.9283254146575928 10806.957 0.931851512117524 0.11442105326023506 0.11011291310581173 2.848432779312134 False 20 17200 9.599 37.43 3167.7505 0.8702336154841742 0.26840485997801816 0.1666636331135491 2.924952507019043 10872.632 0.929975893818657 0.11975193146310653 0.12225846992705491 2.851384401321411 False 20 17300 9.941 33.01 3002.634 0.8685111379821233 0.267158808384865 0.16918816895204505 2.9106404781341553 11001.384 0.9307542571089252 0.11564583809403553 0.12193614691728788 2.822673797607422 False 20 17400 9.553 44.5 3080.7336 0.8632951184812583 0.27015637187971187 0.17477375206870396 2.90124249458313 11443.64 0.9300259821279411 0.11440811570240352 0.13042399708955732 2.8156628608703613 False 21 17500 9.537 27.47 3145.4958 0.8780415824992673 0.24770680095405417 0.16894548286357636 3.0065512657165527 11992.65 0.9375046501564703 0.10039446541033735 0.13401486345897967 2.9469690322875977 False 21 17600 9.587 27.53 2907.4702 0.8643203554402711 0.27489760392306856 0.18072301333390234 2.919450283050537 11127.531 0.932441535628176 0.11384527480173837 0.13315659179340067 2.8151254653930664 False 21 17700 9.564 27.73 3246.317 0.8736374261785655 0.25778571181922044 0.17771652262158402 2.9995219707489014 11553.281 0.9355465404928949 0.10469748560462605 0.12221864291742053 2.9497270584106445 False 21 17800 10.67 49.67 3273.4666 0.8638578923362354 0.26087568862640376 0.14418751791150045 2.9664511680603027 11164.485 0.9292574210637536 0.10848805534102304 0.0830284237398615 2.8557353019714355 False 21 17900 11.61 27.74 3387.8418 0.8743347387810971 0.25747873010296823 0.14048059742944133 3.081122875213623 11056.116 0.9307582156408416 0.11273446822874278 0.10138913253512655 3.0244784355163574 False 21 18000 11.36 27.9 3390.887 0.8690893353178396 0.264586807804806 0.15372486658230378 2.921738862991333 11073.754 0.9319717906684718 0.11174037035990765 0.11449934278336248 2.8257992267608643 False 21 18100 10.15 30.74 3588.434 0.883746233361764 0.23760080255469027 0.14937089545198232 2.9793334007263184 11151.314 0.9320551767054328 0.11095376105695184 0.10965448020540816 2.904646873474121 False 21 18200 10.28 36.18 3085.438 0.8644331984882154 0.27686305808822614 0.17314625196276243 2.903477907180786 10757.859 0.9308546605793868 0.11564172756475799 0.12442911920297291 2.817018508911133 False 22 18300 10.26 28.44 3028.1003 0.871240389115917 0.27457348140400917 0.17935244945348275 2.89713191986084 10876.628 0.9334160842045721 0.11427704162345925 0.1361286912995659 2.8206045627593994 False