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 9.737 145.8 60725.7 inf -0.005996671470507502 -0.03373433011171368 416.1329345703125 66724.06 inf -0.006108265296838613 -0.03908966459500023 415.281982421875 True 0 100 152.5 884.0 4109.8755 0.977445161120964 0.025995320690335638 -0.019229254177885204 3.730212926864624 4480.685 0.9772260894580704 0.025422734352633213 -0.019240659312709886 3.782581329345703 True 0 200 374.4 1.431e+03 3624.804 0.9735232724662616 0.04635868941666733 -0.006727090987636671 3.8412013053894043 3940.4146 0.9732337669590243 0.045523512610187986 -0.007030294584660027 3.9052162170410156 True 0 300 339.1 1.37e+03 3605.6013 0.9690934095956012 0.05369418691925245 0.06348238376991654 4.023911952972412 3894.7002 0.9687604523596307 0.05264391704075253 0.06448766651410211 4.0969953536987305 True 0 400 330.5 1.386e+03 3773.21 0.9663362592406776 0.06525011803634835 0.16520512224217593 3.7077481746673584 4130.7246 0.9661895280716296 0.06434050519563367 0.17021897134927613 3.760563850402832 False 0 500 334.3 1.324e+03 3518.9917 0.9521751809531799 0.09478388626079089 0.2017877926516598 3.6890101432800293 3854.0667 0.9522316798623417 0.09338113701075289 0.20698774474042717 3.7415952682495117 True 0 600 311.8 1.219e+03 4312.31 0.9604478823791933 0.061296430866359 0.20337646584314548 3.654026746749878 4752.001 0.9601402050973307 0.06187125900181113 0.20617568916262305 3.7049903869628906 False 0 700 333.7 1.44e+03 3648.5383 0.9413049031147828 0.10796034783075704 0.20888646457593996 3.6315464973449707 4021.6768 0.9416882447503487 0.10564412620094811 0.21462916085100264 3.670691728591919 False 0 800 376.1 1.361e+03 4071.4277 0.9520418150480161 0.0776785863605098 0.22313124914730775 3.7733802795410156 4475.264 0.9523109158055022 0.07618786084077321 0.22969449844259837 3.834151029586792 False 0 900 243.0 1.222e+03 3055.4075 0.9311510390685614 0.12795468700203622 0.2447019216458552 3.6689913272857666 3375.2532 0.931929730085078 0.12459789105148407 0.25097662972027707 3.700950860977173 True 0 1000 284.5 1.038e+03 3783.1606 0.9384515913247069 0.10771813192585444 0.24245492474165056 3.6269924640655518 4208.6665 0.9389655175734613 0.105284017755269 0.24885078274412983 3.678194761276245 False 0 1100 238.2 1.194e+03 2936.573 0.9238045174668147 0.14048614410280402 0.24683690058499072 3.56103253364563 3287.8872 0.9248007834992272 0.13636949561514988 0.25184097619286105 3.5996811389923096 True 0 1200 300.0 1.18e+03 3170.2156 0.9261310711809998 0.13588078180752303 0.25365784028838934 3.5484206676483154 3532.3098 0.9272145405211932 0.13162598521806773 0.2596876690034968 3.5891733169555664 False 0 1300 288.9 1.145e+03 2670.0598 0.9193480381538651 0.14620037073556044 0.2421709011215562 3.5477678775787354 2991.305 0.9205310955443008 0.14142691666997453 0.24891457302210168 3.585223436355591 True 1 1400 284.6 1.108e+03 2625.7217 0.9112525901527797 0.16214178000258525 0.25135263785226003 3.5461924076080322 2962.643 0.912811084012993 0.15674716985960524 0.25712420774552985 3.5864086151123047 True 1 1500 303.4 1.138e+03 3391.6162 0.9239278580857812 0.14424447517067232 0.25626253808861177 3.542973041534424 3824.3906 0.9255939815325279 0.13848746107933177 0.26279350131231616 3.588362693786621 False 1 1600 275.0 1.096e+03 3029.5376 0.9138146462139732 0.15522873333315987 0.2715682644297607 3.5058813095092773 3422.2131 0.9154375279345941 0.1506644387147146 0.27748994881470124 3.5439748764038086 False 1 1700 299.3 1.162e+03 2939.6958 0.9110291993229679 0.16670868881255557 0.27920536093937964 3.562804937362671 3311.375 0.9125385579866627 0.16131117632543332 0.2887526386793172 3.608997106552124 False 1 1800 287.1 1.079e+03 2620.2185 0.9078280146398917 0.17629608473929773 0.2709688664385264 3.4773576259613037 2958.72 0.9095966465951054 0.1706055346166545 0.2788552878572744 3.5129988193511963 True 1 1900 310.7 1.174e+03 2385.1157 0.907274950903675 0.17456001549752148 0.2937826001551418 3.496398687362671 2728.9255 0.9093571899808847 0.16680023823076282 0.2999161204327471 3.539105176925659 True 1 2000 247.7 1.057e+03 2713.4004 0.9037351983810749 0.17684938884114035 0.29794860374066695 3.453047752380371 3080.2683 0.9060052358936782 0.1699630416082939 0.306621958557577 3.491255044937134 False 1 2100 209.7 1.179e+03 2508.0151 0.9003058126617229 0.18171364326877631 0.29770799684257315 3.46146297454834 2852.261 0.9025584772289773 0.1750052131015317 0.3054139738937197 3.503268241882324 False 1 2200 224.3 942.1 2971.014 0.9067816204627435 0.16428251860749699 0.3005116252158726 3.565458297729492 3346.304 0.9094056025147178 0.15604164698264714 0.31025214549469676 3.5852229595184326 False 1 2300 250.1 864.8 2656.44 0.8972890234587007 0.18891623938198818 0.3075717573899376 3.4226553440093994 3004.074 0.8996651630993814 0.18162634080308146 0.31584355549238957 3.4563043117523193 False 1 2400 237.1 966.5 2474.2896 0.891233675254867 0.18980843039728035 0.3057933715914383 3.4801700115203857 2790.4504 0.8937769568526983 0.18271058418076813 0.3109195076851902 3.5102193355560303 False 1 2500 265.0 959.2 2463.7314 0.8880190769382117 0.20121033429132296 0.3000056227160212 3.432382822036743 2763.3784 0.8901208792821368 0.19442616729927636 0.3135466112116598 3.4428634643554688 False 1 2600 221.5 935.6 2740.7017 0.9044049241052399 0.17581583202375467 0.29899096941958225 3.459301710128784 3102.131 0.9053617043753552 0.17209390981099076 0.30421197180466725 3.505535840988159 False 2 2700 272.9 1.034e+03 2613.4167 0.8922188835353405 0.19028438387928415 0.33278444661291756 3.3535311222076416 2931.7825 0.8945410205437023 0.1835860710389715 0.3442975873630848 3.3812546730041504 False 2 2800 220.3 922.4 2483.0715 0.9003912549172423 0.18397744844684893 0.31841960776930367 3.3695154190063477 2838.0383 0.9023409036757889 0.17744756228916184 0.3318376985470464 3.3905045986175537 False 2 2900 183.6 848.5 2421.92 0.8989577759458425 0.18739851498895232 0.33376252455615996 3.33866548538208 2732.6558 0.9012681495563711 0.18052112443311327 0.34706159740643283 3.3598594665527344 True 2 3000 179.3 936.4 2139.0579 0.8934860460378935 0.19060149105329455 0.3357044993802022 3.3209941387176514 2436.9858 0.8955307926063635 0.1841935760032942 0.3494908867694969 3.335139036178589 True 2 3100 206.6 942.0 2481.2866 0.8936708894323555 0.19312788007436074 0.3492492895252758 3.4209301471710205 2806.9346 0.8957223726747249 0.18677491065133955 0.3543669715408646 3.4667880535125732 False 2 3200 210.0 891.2 2279.5715 0.8891614670915798 0.19569232702437694 0.36204037840990144 3.3026602268218994 2589.2024 0.8915890154740738 0.1888957669966475 0.37455671391182854 3.3259048461914062 False 2 3300 214.7 878.1 2318.3674 0.8980340467858368 0.18127656222699143 0.3595811173749015 3.4188408851623535 2641.707 0.9002517201412503 0.1750465769565522 0.36987810298016904 3.460526466369629 False 2 3400 195.6 869.5 2345.6104 0.8925562467014269 0.19821052901946803 0.3646140321748866 3.4960062503814697 2674.5107 0.8944504440211416 0.19308010208927961 0.37596600642664924 3.5415942668914795 False 2 3500 226.1 921.9 2377.697 0.8849538392923288 0.20190918213162504 0.37906339456873683 3.2559170722961426 2719.3142 0.8873518738246234 0.1959719435695576 0.3867279680468391 3.285863161087036 False 2 3600 219.6 900.5 2482.5503 0.8954337278893119 0.1906954477074856 0.3863554786542136 3.3847715854644775 2845.3286 0.8971149875840396 0.1859080080561491 0.3982948344742104 3.422327756881714 False 2 3700 221.9 879.1 2127.6 0.8856333236666522 0.2106590289590338 0.38579364504903424 3.372666597366333 2432.593 0.8879016956604536 0.20340675382411644 0.39941888581828167 3.4068899154663086 False 2 3800 201.8 824.6 2120.4507 0.8847702382382797 0.205103894143819 0.4030484077106173 3.2403204441070557 2407.0374 0.8870690915162264 0.19832256690881692 0.40964839211313503 3.2741684913635254 True 2 3900 220.4 885.4 2220.998 0.8899750997814315 0.2005304036002754 0.4034267951364142 3.27604341506958 2565.77 0.892210298649598 0.19389858366927884 0.4119238779173901 3.2920780181884766 False 3 4000 217.2 914.1 2345.223 0.8929629310684084 0.203248951243123 0.3542291011238336 3.399660110473633 2701.5347 0.8950510873127968 0.19699485745539913 0.3712396682211817 3.383340358734131 False 3 4100 182.4 860.4 2107.6602 0.884276926586125 0.2065574381852571 0.40435704485559315 3.190128803253174 2426.244 0.886850350381996 0.19920589077704995 0.41684287025850114 3.2007269859313965 False 3 4200 197.6 944.3 2391.4595 0.8825288218109484 0.20877121700325532 0.4144941866390367 3.425055980682373 2736.5208 0.8854328158660246 0.2009648966624035 0.42169325038232053 3.476062774658203 False 3 4300 212.8 950.6 2233.2258 0.8766831066247076 0.22120528687323893 0.41960257142849544 3.213311195373535 2570.8914 0.8795569322860842 0.21358188805322098 0.4305885698456045 3.2441656589508057 False 3 4400 217.8 827.7 2359.5586 0.8854296827244297 0.2074995947296846 0.432266920635658 3.1448402404785156 2673.1865 0.8874504985319415 0.20194527539453275 0.4431813765458855 3.163010597229004 False 3 4500 205.0 837.9 2237.0962 0.8825603259550746 0.2035291355980933 0.42597246548561185 3.1568427085876465 2570.874 0.8855203824872326 0.19617055676293285 0.43727954795506285 3.183255195617676 False 3 4600 230.8 894.1 2336.2832 0.8841525428894493 0.21059460081680878 0.4214898063202872 3.0891265869140625 2678.392 0.8871418050329524 0.20271986895737498 0.4349272959580583 3.0942888259887695 False 3 4700 222.2 841.1 3612.1462 0.9263719662197198 0.13542640352433813 0.4249795956954053 3.270998954772949 4134.342 0.9284619304605864 0.12864680658618313 0.4383832518509733 3.305299758911133 False 3 4800 217.5 886.4 2207.853 0.886194372314089 0.20765920681725042 0.4222202098338261 3.116396427154541 2562.535 0.888244831245792 0.20146735004609484 0.4350189450870004 3.1300458908081055 False 3 4900 218.2 865.5 2069.452 0.8859713059132999 0.20541611042261765 0.43607235167908354 3.1193907260894775 2383.0603 0.8887449171326696 0.1985006094455397 0.4509503213488149 3.1369268894195557 True 3 5000 227.9 875.6 2318.496 0.8740282274041901 0.22024718088851866 0.4454949242011582 3.074385166168213 2659.4744 0.8769706388715129 0.21288234785310814 0.4535039564295604 3.0881857872009277 False 3 5100 176.6 888.5 2107.84 0.877094945718189 0.22373121137633964 0.4558579060518702 3.0709283351898193 2422.7744 0.8796913462550359 0.2163504053049876 0.4675293956140344 3.0958304405212402 False 3 5200 194.7 919.4 2111.576 0.8821234352130523 0.2193453430285109 0.4453739643104824 3.099583387374878 2434.6487 0.884456143437234 0.21273281800954294 0.45480173512511135 3.1297447681427 False 3 5300 206.7 850.3 2337.793 0.8863687819642125 0.21611792323743304 0.464433822164382 3.2470057010650635 2645.028 0.8886737765552287 0.20892882675764762 0.4719782900096117 3.2937018871307373 False 4 5400 223.5 927.2 2154.3887 0.8814963778518515 0.21442911138985843 0.46670927517220173 3.0048911571502686 2484.3806 0.8846575049942623 0.20614185320409284 0.4762605000900688 3.018573045730591 False 4 5500 221.8 866.4 2176.7024 0.8793475619378878 0.21909041006502328 0.45147898658116165 3.0982186794281006 2466.5986 0.8825855946056481 0.20988073725582487 0.46262170496934907 3.115701675415039 False 4 5600 220.5 871.0 2079.9053 0.8767635614722538 0.21670950979582046 0.47316489781248017 3.0234222412109375 2377.0386 0.8796539764943846 0.20817843135645878 0.48176048583283954 3.0509626865386963 True 4 5700 216.9 861.9 1981.7703 0.8703651432216127 0.23203653541011024 0.4750389470898535 2.9833121299743652 2240.253 0.8736846106848909 0.22271307099699644 0.4856693083297047 3.0040652751922607 True 4 5800 203.2 800.7 2104.0596 0.8739965941849942 0.2215678025712632 0.4657442770757183 2.97375226020813 2391.09 0.8774340634073227 0.21188892452045657 0.4774527386644102 2.989018440246582 False 4 5900 221.3 928.4 2236.991 0.8782970247438465 0.2205518776906139 0.4798811257689771 2.9486310482025146 2538.7686 0.8813895629059602 0.2120087855731502 0.4902003029779978 2.9692461490631104 False 4 6000 242.1 933.7 1976.2814 0.87128954356599 0.22993077839941095 0.4833406731225283 2.9112279415130615 2245.7422 0.8744731953357923 0.22062190588997 0.49312240609061964 2.928955554962158 True 4 6100 201.3 963.9 2155.571 0.8803659386499159 0.22373983536646394 0.4815774409773794 2.966116189956665 2456.0671 0.8830001453791215 0.21528025154553798 0.48797549130686735 2.997943639755249 False 4 6200 228.5 955.3 1975.6652 0.8797048091214325 0.21896445317351657 0.38195375498466955 3.2767624855041504 2276.419 0.8825057760399221 0.21014557962575112 0.3795501068609094 3.3325910568237305 False 4 6300 189.9 835.3 2384.0042 0.8776084194569154 0.21839329459796403 0.4186967457514056 3.214830160140991 2673.2222 0.8810724582998077 0.20867545585265135 0.4166732688010251 3.2510814666748047 False 4 6400 228.8 982.5 2188.9883 0.8821533177208306 0.20305008283152004 0.381367977123842 3.306011199951172 2478.631 0.8853546961144009 0.19353691836471537 0.3897132906132154 3.344442844390869 False 4 6500 225.3 905.3 2007.5933 0.8761526569521139 0.22057212921117536 0.46057243559797234 3.0198123455047607 2281.8308 0.8790880726874782 0.21147680726785514 0.4685640576502055 3.0456085205078125 False 4 6600 222.6 902.7 2216.6243 0.87028333463849 0.22516105370812337 0.4716729239039857 3.2617080211639404 2508.1814 0.8739864147518712 0.2153066648806444 0.47995927178044534 3.2577123641967773 False 5 6700 206.5 826.0 2163.793 0.882351179664875 0.21908732178528437 0.4698980544945554 2.99661922454834 2461.5884 0.8847993659207561 0.21126445348176598 0.48232322563755425 3.014975070953369 False 5 6800 224.9 873.6 1954.8231 0.8962481099422648 0.21498106734821962 0.47834386724138533 3.0743257999420166 2232.4478 0.8989637248488841 0.20487704545890548 0.4907360559259463 3.1051025390625 False 5 6900 222.0 938.9 2044.4902 0.8736513827607886 0.23478480004348462 0.49162949694390007 2.9449241161346436 2357.8835 0.8770503262680115 0.22524047599633132 0.4990961731968022 2.9487626552581787 False 5 7000 266.2 1.153e+03 1955.4152 0.869434385652464 0.23920478906439502 0.5016842157055653 2.811375379562378 2283.2437 0.8728188247768138 0.22984831391584384 0.5114527160170326 2.818166732788086 False 5 7100 241.3 1.189e+03 2141.4995 0.8707258889623368 0.232891339133269 0.5001740197726146 3.0885725021362305 2478.2659 0.8746111102409186 0.22237766233820538 0.5046538712088656 3.092149019241333 False 5 7200 235.3 1.133e+03 1964.8967 0.8715924800625456 0.2298596352066295 0.5037027261170353 2.9109394550323486 2277.8398 0.8751796098382585 0.22018394080959616 0.5128401140188805 2.906240463256836 False 5 7300 265.3 1.128e+03 2125.2192 0.8701416911793919 0.2362062565678527 0.5101770674548439 2.8616268634796143 2460.8018 0.8741463990289388 0.22601615481541704 0.5157945539474907 2.8921990394592285 False 5 7400 266.0 1.032e+03 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0.8564895510435547 0.26862792594631096 0.6578888445357499 2.3203234672546387 False 12 16000 227.9 1e+03 2217.6611 0.8437425548628403 0.2814176264734498 0.6671401786013819 2.128277063369751 2593.6633 0.8497871104893836 0.2662586401806863 0.6620121451148481 2.1896610260009766 False 12 16100 215.3 974.8 2066.6504 0.8446227905818294 0.2874634525398503 0.6675067024128606 2.080565929412842 2413.1487 0.8503123523302729 0.27254312580545403 0.6614368157238188 2.139371156692505 False 12 16200 225.9 1.012e+03 2184.8823 0.8496085111554987 0.28660672328957215 0.672421697643929 2.058483600616455 2528.7239 0.8551575118761512 0.2719923021549193 0.6657321336064423 2.115239143371582 False 12 16300 211.9 904.7 2367.029 0.8535865999531698 0.27393500362658424 0.6534405557429099 2.154175281524658 2774.7737 0.8591855120022627 0.2603488226350903 0.642775475738491 2.2335524559020996 False 12 16400 205.8 891.4 2094.9932 0.8492514643142104 0.27744089457533927 0.6714516113968267 2.0968353748321533 2492.0747 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