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 2.428 201.6 66565.266 0.9675406008507775 0.017760218504417502 -0.04767750203689858 8.475159645080566 55068.207 0.9675765900002714 0.016783398855548082 -0.07098555672246062 8.639813423156738 True 0 100 8.613 182.9 20143.57 0.9743068034585726 0.008450862330937668 -0.1812680917847779 4.024294376373291 21545.492 0.9740365284802006 0.00812450731050192 -0.15650052264852066 4.07316780090332 True 0 200 8.542 134.7 19902.1 0.9627790353220165 0.04593336322079914 0.02395814964942232 2.6124463081359863 21431.27 0.9632858996354102 0.04257199736844779 0.01880498921453336 2.7024598121643066 True 1 300 9.983 201.3 12821.592 0.9129064074576927 0.1635197376696801 0.28472029601071763 2.5038769245147705 13907.323 0.9152645621923258 0.15439102795010692 0.25938691858831686 2.6031227111816406 True 1 400 8.826 159.1 12521.054 0.8981425596227675 0.19062683757402904 0.24491900570966335 2.5063347816467285 13668.844 0.899871562262237 0.18365039533031075 0.2239893333353814 2.600851535797119 True 1 500 8.653 177.8 11603.012 0.8787427863639288 0.20817668210376414 0.23571365928320875 2.736279010772705 12676.569 0.8809529334789143 0.2004583209663975 0.21504237454265443 2.813699722290039 True 2 600 9.516 197.6 11801.062 0.8697185427914232 0.23056099973040833 0.2728574873240547 2.4683997631073 13087.23 0.8752720237337741 0.2173192513450946 0.25162405933922666 2.5831525325775146 False 2 700 8.603 147.8 11150.139 0.8575910866305911 0.24074435227954225 0.24182689128507018 2.479576349258423 12581.129 0.863476351771096 0.22730419186736095 0.22244212226575524 2.5771002769470215 True 2 800 8.888 193.3 11922.923 0.85572134538785 0.2566314142948395 0.26472061783762485 2.5251362323760986 13223.838 0.8617415892157717 0.24337345513646988 0.24622862400565407 2.615035057067871 False 3 900 8.626 153.3 12887.262 0.8576153758680863 0.26789559101414384 0.2827771359824365 2.8358967304229736 14507.497 0.8641277617466224 0.2552448275293409 0.2698899850253098 2.905900001525879 False 3 1000 8.039 17.16 10800.945 0.8299077281536585 0.2985239986533641 0.260757330133396 2.515821933746338 12272.954 0.837105817388624 0.284250777761139 0.24847998362820614 2.60127854347229 True 3 1100 11.31 213.9 10624.87 0.8333186150271314 0.28516828311315684 0.28364713415204124 2.4389069080352783 12178.402 0.8410729653444458 0.2697682462532709 0.27284824964123905 2.5275468826293945 True 4 1200 12.83 18.99 11490.684 0.8404366143946576 0.27642732464499953 0.2934686068994569 2.4080424308776855 13030.687 0.8470121074333559 0.26291693077369455 0.27438529285628 2.509016513824463 False 4 1300 9.264 10.19 10613.27 0.812781401833304 0.31200325938872026 0.29226609166429834 2.444129228591919 12070.402 0.8209713213777297 0.2964204922283175 0.278590782686243 2.547457695007324 True 4 1400 10.65 10.66 11509.685 0.8027221557725082 0.3333833820760693 0.3063232025163733 2.379178762435913 13002.873 0.8113933995320676 0.31529021308632965 0.2940225823423782 2.4811148643493652 False 5 1500 10.31 10.35 10651.134 0.800730335096149 0.3521403998138792 0.30902774650588827 2.4799816608428955 11939.333 0.807850964294695 0.33404444956758284 0.297685897010897 2.565626859664917 True 5 1600 9.928 27.14 11621.804 0.8129375396861885 0.32820057723610446 0.30664210248651674 2.3699774742126465 13085.349 0.8207679094193489 0.30831735577823394 0.2968083568223981 2.4650144577026367 False 5 1700 9.757 10.08 11697.798 0.8083536502221109 0.3274619009188941 0.31224940543747604 2.3712387084960938 13224.097 0.8151946595781241 0.31103519064706564 0.3030885121796087 2.464188575744629 False 6 1800 9.365 103.4 10583.263 0.7876497506671506 0.35596560400319005 0.31625318628935223 2.4027600288391113 11861.078 0.7964128858176529 0.3352147973013886 0.3082620891776533 2.501169204711914 True 6 1900 8.526 107.1 9829.762 0.7968221822278525 0.3452150005511579 0.2995544096222078 2.3986828327178955 11109.227 0.805260299721951 0.32744244992889693 0.2901077740757066 2.49004864692688 True 6 2000 8.471 106.1 9787.383 0.781161389274837 0.3736778107287998 0.32280956100874275 2.363053321838379 10968.234 0.7914264803177707 0.34953349377184506 0.31857725907493023 2.444319248199463 True 7 2100 8.518 95.79 9569.933 0.7840403293699982 0.36557574643409335 0.32516113008077513 2.520228385925293 10874.275 0.7932272571022079 0.34317725354340195 0.31669265297946264 2.5977389812469482 True 7 2200 8.551 106.4 15146.851 0.8062397487067311 0.32512942214879254 0.3151367922928688 2.6017022132873535 16906.443 0.8165290472197085 0.30389568695820957 0.3093248601948325 2.673752546310425 False 7 2300 8.166 108.0 10429.592 0.7801827523171424 0.37904610104724795 0.33153444913593483 2.5159034729003906 11782.462 0.7882554100530997 0.3582819096148935 0.32590437142121426 2.590362548828125 False 8 2400 8.137 113.4 9427.464 0.7748083357759044 0.38914537323232173 0.3286295896361785 2.3538782596588135 10782.58 0.7853233228113945 0.36421311099839687 0.3218743909756444 2.447514772415161 True 8 2500 9.381 114.5 9748.148 0.7742945640363298 0.38546086842595495 0.33389704166261025 2.383988618850708 11019.796 0.7856763608903973 0.3581918528179486 0.3303271737880095 2.4615631103515625 False 9 2600 8.115 91.46 9406.835 0.7696273483367571 0.394511922946669 0.3416904210615413 2.347067356109619 10568.068 0.7824729684806763 0.3638321281590624 0.3388049999633575 2.4363839626312256 True 9 2700 8.518 118.4 9485.962 0.7674885989299596 0.39412302231519736 0.3402001031935917 2.328540802001953 10793.081 0.7802994965984708 0.3630523039150478 0.3341806085504703 2.4202589988708496 False 9 2800 8.103 114.3 11207.65 0.7798288255566609 0.3687555071793728 0.3192082508994114 2.377978801727295 12382.048 0.7908753326623481 0.340377650132204 0.31433016836090305 2.469024181365967 False 10 2900 8.089 109.9 8847.17 0.7745443231959188 0.39899672023477245 0.32292323029319614 2.4376280307769775 10148.224 0.785941685573994 0.3686197630812237 0.3179451646619642 2.5157511234283447 True 10 3000 8.72 105.3 8904.795 0.7686137223584232 0.3984823204821694 0.3443689405186177 2.327118396759033 10197.881 0.7819378953474776 0.36589878300683754 0.335071841484425 2.421066999435425 False 10 3100 8.059 101.1 9396.828 0.7659988849518666 0.40279287121501867 0.34621706069014313 2.3589091300964355 10647.203 0.7772884884854877 0.37389052313563775 0.342122672357464 2.4363677501678467 False 11 3200 10.22 12.43 9433.426 0.7647438629343669 0.3993500227607843 0.35146090514442857 2.3530614376068115 10668.308 0.7784888819631582 0.36584293663193246 0.3475234287048121 2.4455063343048096 False 11 3300 9.851 11.13 8970.507 0.7687768086640253 0.39978163300450814 0.3527978934041272 2.3188412189483643 10266.416 0.7814336627740507 0.3681391311089706 0.34686745346866815 2.4013569355010986 False 11 3400 9.955 11.75 9331.179 0.7576447055065297 0.4144536204348383 0.35431019408028197 2.2980754375457764 10648.901 0.7717486071285308 0.3805238362744438 0.3492568062303713 2.3830742835998535 False 12 3500 9.967 11.02 9460.936 0.755159761092115 0.4195480935978367 0.35671592831931137 2.337067127227783 10683.817 0.7680254217579945 0.39029343583702913 0.3543959281157181 2.4106109142303467 False 12 3600 9.972 33.39 8785.599 0.7595782634615206 0.40843515227804766 0.36064156124918006 2.2919812202453613 9878.482 0.7729455004077027 0.37481062098149315 0.3586168998921342 2.376258611679077 True 12 3700 11.06 10.53 12861.63 0.7759230958193023 0.39638385570510526 0.35696257376351337 2.291837215423584 14255.883 0.7901705914980393 0.361586911853495 0.35214278105835817 2.3747658729553223 False 13 3800 9.707 11.5 9469.889 0.7413278687311137 0.43384699097371526 0.3629352247853332 2.275939464569092 10635.698 0.757412171176749 0.3986326848380872 0.36336239530097597 2.3513400554656982 False 13 3900 11.03 11.87 8969.394 0.7480067687665676 0.42499408409526496 0.36300997226364573 2.342578172683716 10401.35 0.7640553290590069 0.38702831198976523 0.3632400655983593 2.425870656967163 False 13 4000 9.633 11.93 8537.023 0.7534019112895503 0.42480445282496376 0.36094167976818287 2.3747751712799072 9596.241 0.76843961767399 0.3891421213967075 0.35910529177320527 2.4447789192199707 True 14 4100 10.84 10.57 9225.731 0.7436137207435661 0.44222444494150825 0.3712249478573533 2.2656149864196777 10359.426 0.7598669374528626 0.40433580717644313 0.37227101631512727 2.338959217071533 False 14 4200 10.53 10.72 10189.489 0.7677738147700828 0.41104085841112425 0.36869290315105996 2.3962063789367676 11633.863 0.7825445707002978 0.373468395922654 0.3664839085426853 2.462912082672119 False 14 4300 10.03 10.38 9073.298 0.7373629543575233 0.43343374806953494 0.3693344306275768 2.3006651401519775 10426.54 0.7566666255213674 0.38953715050188703 0.3713384497553623 2.378420352935791 False 15 4400 10.1 13.18 9400.631 0.7444978027938569 0.4303933674603419 0.37117244486097284 2.2567038536071777 10971.5205 0.7597139054770868 0.39462155808728966 0.3694445662941431 2.3345344066619873 False 15 4500 10.32 12.03 8527.416 0.7368407684297099 0.4564841427569213 0.3831146099386954 2.257028579711914 9750.861 0.7553147562916954 0.4120451961358442 0.3839452753763181 2.327463388442993 False 15 4600 10.39 12.95 9259.475 0.7418245663721941 0.43399524864245786 0.37781499785482353 2.289978265762329 10756.072 0.7604549792319196 0.39163947089677814 0.38008214103595134 2.3680591583251953 False 16 4700 10.42 11.1 8886.272 0.745594515316054 0.42616066027301014 0.37688294438971254 2.2596089839935303 10304.355 0.7625741529773185 0.3891952050082241 0.37231348864599095 2.3394110202789307 False 16 4800 9.743 15.27 8849.083 0.746282005587722 0.4436558567265798 0.3792737514856041 2.2649314403533936 10228.564 0.7653098764903786 0.4000810961368859 0.3787923419790107 2.3365886211395264 False 17 4900 10.36 10.61 8885.727 0.733281318135151 0.4567878990952723 0.3850844939556775 2.299180030822754 10040.159 0.7527633922036917 0.41243492653746744 0.381649066250966 2.3713600635528564 False 17 5000 9.88 11.06 9080.281 0.7604665599628068 0.4346497033088179 0.36798423240283784 2.2620086669921875 10435.086 0.7780196692797823 0.3892291265862733 0.3635719113978853 2.3484721183776855 False 17 5100 10.47 11.86 10349.754 0.751620105494323 0.43061994212311266 0.3935189355177884 2.3023440837860107 11855.207 0.7718496140592553 0.3880677882800398 0.3957009658395722 2.36696195602417 False 18 5200 10.43 11.36 7795.569 0.7382740610962697 0.43862400562807535 0.3830368334218163 2.402048110961914 9139.297 0.7591515567645203 0.39120491946187463 0.3858348990561569 2.484832525253296 True 18 5300 10.52 33.69 7732.497 0.7393599048606687 0.4517486796349036 0.38564953199044893 2.2740731239318848 8901.584 0.7595559096692898 0.4050659817678918 0.38130224773204435 2.3635947704315186 True 18 5400 10.7 10.42 8420.179 0.7337522592748611 0.4491086233813094 0.40093154725809577 2.254781723022461 9753.334 0.7557135030236183 0.40361799309099594 0.40163929274450416 2.3343145847320557 False 19 5500 9.414 18.14 8883.671 0.7314585346560122 0.4580362533596697 0.3977666672591169 2.214134693145752 10233.805 0.753623352757231 0.4115622532470922 0.3969619783598672 2.291318416595459 False 19 5600 10.31 10.41 9625.763 0.7451254833882613 0.44143911586547196 0.3857984630122597 2.2357819080352783 11030.871 0.7645803320595339 0.398625134958339 0.3825768019996133 2.3139283657073975 False 19 5700 9.434 10.78 7993.7246 0.7348209878340144 0.4602828349544421 0.3967495088643888 2.306304931640625 9299.194 0.7555701613610339 0.41092058759175315 0.39749238904742246 2.3722879886627197 False 20 5800 10.09 12.03 8914.9 0.728578045942861 0.46041127464684256 0.3973004922972429 2.2049529552459717 10355.048 0.7525196052706088 0.40991477503677043 0.3945049225037246 2.283064842224121 False 20 5900 9.848 10.93 8348.398 0.7240941496762443 0.4784461399346214 0.3955627051250796 2.642002820968628 9707.029 0.7481232073297162 0.4279416215521358 0.39743863882701186 2.6898300647735596 False 20 6000 9.885 13.41 8770.825 0.7266260316599451 0.4658784080561838 0.40021448721982367 2.2053163051605225 10232.931 0.7512092315014764 0.4164868055959706 0.4058510620473995 2.26759672164917 False 21 6100 10.33 14.05 8317.41 0.7246965868579399 0.47378491189538974 0.40897920226227047 2.232511520385742 9710.159 0.7487013064542059 0.422497969395317 0.4113352620526084 2.2976770401000977 False 21 6200 10.13 10.63 8265.582 0.7268262484783266 0.4762993184068724 0.3915383064767796 2.242706775665283 9752.222 0.750526878406446 0.4254808688274975 0.3882793136851931 2.33497953414917 False 21 6300 11.3 10.88 9249.68 0.7193072974420033 0.4735053699514471 0.4139646121281967 2.1948981285095215 10704.324 0.7423540552905884 0.42358697737537926 0.42112078497950234 2.25455379486084 False 22 6400 9.766 10.59 9664.77 0.7286459149361744 0.45460712958882193 0.41844396794732025 2.1867423057556152 11199.318 0.751887300489652 0.40650258199429784 0.42137387561316797 2.2543962001800537 False 22 6500 9.686 12.66 7880.263 0.72425094211352 0.4629782891030855 0.40194283632290895 2.1953699588775635 9180.095 0.7484030803678459 0.41086425907765295 0.40213179806228044 2.2690770626068115 False 22 6600 10.17 10.64 8081.561 0.7169887259032648 0.48248254293524556 0.4145941179106242 2.241689920425415 9461.436 0.7431590906997144 0.4261234277138122 0.4145488353124856 2.3075056076049805 False 23 6700 10.06 10.82 8856.419 0.716874830458991 0.48743617322493454 0.4230802886017479 2.238539457321167 10418.249 0.7441078816932798 0.43232665521802566 0.4317175693637902 2.3002891540527344 False 23 6800 11.17 12.67 7145.2705 0.7170192954584703 0.480450473269912 0.4062637697804703 2.1863856315612793 8327.404 0.7449851292209785 0.4208461683773465 0.40372101035398444 2.262819290161133 True 23 6900 10.08 11.72 7834.142 0.7165782238676902 0.48131691262533777 0.4173590901748457 2.19366455078125 9064.003 0.7440416347354801 0.4220415371157451 0.41807145949306773 2.259443521499634 False 24 7000 9.758 35.93 9404.886 0.7189820245526005 0.4772105261853046 0.4245546691073033 2.156686782836914 10928.802 0.747020936747859 0.42023947569396164 0.4273139765406478 2.2204928398132324 False 24 7100 9.719 10.54 8277.386 0.7192182044511328 0.48136215910872804 0.42353166578647766 2.21773362159729 9615.164 0.7465943715338305 0.42345298553439453 0.4253299056407316 2.276873826980591 False 25 7200 9.226 10.47 7954.5244 0.7100913882315465 0.48965720491247816 0.41978842498997243 2.1583261489868164 9228.056 0.7395563859316664 0.4282335827541136 0.42359036653396837 2.22257399559021 False 25 7300 10.95 10.93 8958.026 0.7195709586873484 0.4885371197424298 0.42153003998472344 2.322268009185791 10478.342 0.7479041675543551 0.42704038319563214 0.41642949203525714 2.3902320861816406 False 25 7400 9.882 10.84 10797.419 0.7327675398483071 0.4740354982283306 0.4244045398197066 2.276700019836426 12441.232 0.761546536939359 0.4137995901588155 0.41810893036943825 2.346433401107788 False 26 7500 9.514 14.31 7772.5146 0.7075730113020291 0.5001101393835677 0.4095318465597871 2.179785966873169 9078.108 0.7373895474718357 0.43661061786241384 0.4029968433872911 2.269075393676758 False 26 7600 10.39 10.84 11069.782 0.7198703412864065 0.4804702011160141 0.41577587975622277 2.4330966472625732 12377.853 0.7478280955402077 0.4233168128690238 0.4278669448103536 2.486332416534424 False 26 7700 9.599 11.86 9632.088 0.7066649264160872 0.5012027445948124 0.4386468072906387 2.1587908267974854 11039.767 0.7391025243689335 0.4347812608515619 0.44204488532826736 2.2236640453338623 False 27 7800 11.2 10.57 9257.128 0.7133295485376885 0.49222238281341923 0.4301038997261096 2.131499767303467 10681.045 0.7424162674155119 0.4312948497535525 0.42760700451479394 2.208428382873535 False 27 7900 10.13 10.53 7604.024 0.701621245145245 0.5041981428480928 0.4443566588527381 2.1390111446380615 8875.407 0.7323167316047051 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0.45307352819135477 2.197648763656616 False 29 8500 10.15 11.85 8369.861 0.7056298287386573 0.5076388187095179 0.4551810320669315 2.142975091934204 9799.093 0.7390331456594057 0.43730391403359886 0.45594463937073404 2.2047481536865234 False 29 8600 10.75 10.66 10643.888 0.7124350465284746 0.49286376627915424 0.451757502619295 2.1015870571136475 12299.572 0.7429405916068803 0.4280262087227107 0.44953041583771164 2.1751856803894043 False 30 8700 9.544 10.61 8171.204 0.7117570059848495 0.4979341556381111 0.45065566738352625 2.1653029918670654 9710.437 0.7424184196970025 0.43326677835010996 0.4503400534941233 2.2257511615753174 False 30 8800 11.0 11.62 9123.282 0.7126386889513396 0.4905589919044559 0.46096852564308993 2.154738426208496 10719.947 0.7462790902361404 0.4201010205653656 0.45635077002272095 2.226144552230835 False 30 8900 9.799 10.47 8838.121 0.6994029208276779 0.5092566514497561 0.44085406982778974 2.128819227218628 10333.632 0.7344658091018095 0.4388788510635819 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