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 17.06 33.7 77022.18 0.9938342451476824 0.0011598797267370537 0.3210765139791775 346.8116455078125 36082.152 0.9952755256182275 -0.00046521939817605496 0.41812986134723096 350.6275634765625 True 0 100 29.63 18.32 7305.9414 0.9905582234843551 0.03313917225115033 0.10214898604180692 21.08344078063965 4882.359 0.9917271230568533 0.03243015689091341 0.05792318483866185 19.90869903564453 True 1 200 39.74 18.31 6269.272 0.9859479252713321 0.04346053021928649 -0.30824652050932233 13.413110733032227 4610.9336 0.9880847385882227 0.03739914689997591 -0.4044269138482263 12.579230308532715 True 1 300 29.62 18.48 7009.1406 0.9848225856539541 0.04076892509336681 -0.34123178027337053 9.614792823791504 5155.581 0.9871533608239947 0.03340041940745648 -0.4048863392955993 9.090547561645508 False 2 400 29.19 18.88 5654.813 0.982078989571613 0.05569833789513847 -0.34149432707674904 8.597668647766113 4144.3813 0.9844459258392901 0.049858027915994425 -0.4100897682241372 8.253040313720703 True 3 500 29.77 18.53 6898.794 0.984729808693243 0.039368060359660575 -0.31710612276375505 9.32205581665039 4901.256 0.9871560086685208 0.036471890024776604 -0.3601171757566904 8.800522804260254 False 3 600 29.64 18.88 5338.695 0.9795637210641727 0.05845341863925783 -0.3299773530528695 8.28988265991211 4127.179 0.9822956612575101 0.0518683601174388 -0.38598065921864744 7.979467391967773 True 4 700 29.83 19.0 6444.4805 0.9842122296958401 0.040242167113842375 0.16868754927302587 8.254608154296875 4721.542 0.9867307148416322 0.03771235191677528 0.1988928935397518 7.8794941902160645 False 4 800 29.48 18.72 4938.3887 0.9784152507387126 0.0636839597806879 0.23265121283404022 8.090279579162598 4088.214 0.9814047733364817 0.05878271236391975 0.3176332323717924 7.825112342834473 True 5 900 29.61 18.93 4940.461 0.977539528661951 0.06639866450257373 0.28600931758447157 8.100698471069336 4225.1055 0.9813986837422017 0.05615618583434574 0.33610181900802016 7.710981369018555 False 6 1000 29.36 18.52 4871.255 0.9767791551863582 0.06416554256303378 0.01606012040709652 8.16685676574707 4198.603 0.9806355763266673 0.05314636054006009 0.007890873879405931 7.937216758728027 False 6 1100 29.06 18.77 4180.9463 0.975328655947475 0.07540503320144902 0.325233239199404 7.845124244689941 4027.0034 0.9799483716797837 0.06542922467428886 0.3858136506747837 7.486099720001221 True 7 1200 29.73 18.27 4376.087 0.9763758670910893 0.06684060303887587 0.31643351465435005 8.088101387023926 4076.554 0.9806511416614967 0.058281484709861296 0.388936179506862 7.660390377044678 False 7 1300 29.15 18.41 4222.313 0.974028703484198 0.0749916155564834 0.34084086388019974 7.675867557525635 4138.7295 0.9794109378371189 0.06272362497922461 0.40415424418575535 7.276942253112793 False 8 1400 29.02 18.32 4064.11 0.9719887907951618 0.0774272936658448 0.3402040256521118 7.705715656280518 4209.3823 0.9778441183014472 0.06581323845619942 0.4151717252292029 7.331691741943359 False 9 1500 29.17 18.35 4162.092 0.9737298479788574 0.07584824420041868 0.3393595407073513 7.519702911376953 4325.409 0.9793535452672713 0.060592767420272045 0.39485328668700603 7.087191581726074 False 9 1600 29.01 18.4 3891.1843 0.9715970379777755 0.0802207143228565 0.3452876427255632 7.437300682067871 4168.589 0.9782132695931866 0.06679812355616567 0.40458973439098983 6.980262756347656 False 10 1700 29.09 18.38 3764.5635 0.9694444815393115 0.08322836886948307 0.34466959008184866 7.428091049194336 4167.7534 0.9764903577663466 0.06901648774234849 0.40994173687825236 6.931026458740234 False 11 1800 28.99 18.35 3705.6848 0.9696985661601485 0.08440474603033468 0.34601693853194776 7.468000411987305 4048.6025 0.9771132843761724 0.0669630905717157 0.4105945660607435 6.96015739440918 True 11 1900 29.11 18.28 3537.9006 0.9690904226249112 0.08490911675565851 0.34690544953889313 7.415584087371826 3964.4822 0.977416658103311 0.06638280123956068 0.4067517421838196 6.875209331512451 True 12 2000 29.45 18.32 3576.681 0.9702204480896922 0.08507549277864102 0.3487458143599147 7.229578018188477 3946.682 0.9784328468921699 0.06556958878868052 0.40875852908755766 6.716374397277832 True 12 2100 29.5 18.29 3810.9753 0.9681625006843434 0.08536928407909386 0.3505474268007898 7.224363327026367 4069.551 0.9774265007116654 0.06284453608730649 0.41227428898422774 6.714663982391357 False 13 2200 28.79 18.27 3808.6716 0.9691187286271102 0.08885392541374339 0.3424637605085915 7.351384162902832 4268.0967 0.9776717608229362 0.0655518825164461 0.402965292718342 6.830911159515381 False 14 2300 28.89 18.29 3415.2217 0.9662776832861083 0.09876446661466654 0.34566327341617753 7.246263027191162 4034.4138 0.975969271745362 0.07251102909392834 0.4048709901648092 6.703841686248779 False 14 2400 29.03 18.27 3471.6365 0.9638122026638887 0.09802770975983033 0.34876476875387624 7.193323135375977 4193.602 0.9743734119297655 0.071162788661656 0.4104023112007814 6.624940872192383 False 15 2500 28.97 18.27 3436.978 0.9651626787254332 0.0972375740068871 0.3491837458618446 7.301220417022705 4135.537 0.9759107551978415 0.06962561100607689 0.4135344646753412 6.732253074645996 False 15 2600 29.04 18.29 3260.83 0.963734431952947 0.10217567819677545 0.3467918908682654 7.221339225769043 4082.442 0.9755067556899296 0.07376309768059386 0.41150827251717664 6.6601996421813965 False 16 2700 29.08 18.26 3738.1106 0.9646031350850105 0.09772585799355749 0.35083087463744644 7.150588035583496 4060.8594 0.9764406648124613 0.06679457703124683 0.4135150376078117 6.57150936126709 False 17 2800 29.03 18.27 3436.4333 0.963001965917457 0.1069684441278408 0.3485674409667476 7.198690414428711 3982.2422 0.9756266193341757 0.07304499158773355 0.40949951393809847 6.6511359214782715 False 17 2900 29.34 18.24 3588.2986 0.9652352303905025 0.09743293412011354 0.35225559581734367 7.237878799438477 4092.9934 0.977405578678561 0.06619559952627505 0.41618098130930803 6.7287445068359375 False 18 3000 29.07 18.26 3450.4363 0.9604298086523615 0.1090440879612264 0.3526258857414157 7.168094158172607 4066.668 0.9734233407237085 0.0754968092043608 0.41556746545210954 6.583751678466797 False 19 3100 29.05 18.25 3306.5984 0.9600280081022824 0.11362481426258768 0.35009118599516975 7.206089496612549 3969.3794 0.9746713437675291 0.07519917770878028 0.40946040688046276 6.602975845336914 False 19 3200 29.06 18.25 3610.712 0.9649650461915329 0.09268393321118965 0.3482515438955593 7.796581268310547 4180.662 0.9766104965718265 0.06393072927399206 0.40752144565334275 7.109503746032715 False 20 3300 29.2 18.38 3104.6123 0.9607621769166844 0.11634574931757327 0.3517265689915978 7.185655117034912 4021.671 0.9751255243389677 0.07622114281597982 0.4087032759477753 6.608205795288086 False 20 3400 28.94 18.31 3157.641 0.9596862347857145 0.11433399312540601 0.3501280800804686 7.173937797546387 3924.8276 0.9746445403169143 0.07528175382269903 0.41084666515916096 6.635149955749512 True 21 3500 29.55 18.36 3048.7969 0.9597007621623451 0.11812223407927695 0.353014163944563 7.142693996429443 4037.6328 0.9751298178500815 0.0766547195095586 0.41166484999573577 6.570650577545166 False 22 3600 29.05 18.67 3300.4175 0.9556427663790669 0.12383055337411585 0.3516376162229115 7.1428093910217285 4033.428 0.9726156204919277 0.07806727134340057 0.41038779146526794 6.573949813842773 False 22 3700 29.14 18.26 2956.5576 0.9555374706925259 0.1280938116846978 0.35297018362481075 7.20892858505249 4005.4167 0.9739274040127521 0.07874600797384519 0.41163296269352967 6.59647798538208 False 23 3800 29.07 18.33 2962.1282 0.9591669509565024 0.12747269247615636 0.3517863242214517 7.155639171600342 4039.6528 0.9753439181900839 0.08118265694129861 0.40901388131788524 6.6104960441589355 False 23 3900 29.18 18.24 2839.022 0.9513487722332368 0.1308238622001782 0.3523703586379879 7.160358428955078 4038.5881 0.9723142663568519 0.07670939596767609 0.41224251118375854 6.544030666351318 False 24 4000 28.79 18.24 3512.793 0.9608429551701173 0.11436573981807706 0.3555685273532452 7.166815280914307 4059.6443 0.9765456764710254 0.07015431512463409 0.4128779234884893 6.61630392074585 False 25 4100 29.05 18.38 2981.3618 0.9540749311993837 0.13287512654498754 0.35186276510084646 7.184177875518799 3984.8062 0.9735682276782976 0.07931478585894333 0.4073529081831061 6.680525302886963 False 25 4200 29.07 18.52 3041.8792 0.9547923338340233 0.13016620796226636 0.3547836500385452 7.122797012329102 4001.926 0.9742485150454437 0.07559516019569401 0.4128165755085259 6.5545125007629395 False 26 4300 29.04 18.42 2862.5151 0.9500458244482543 0.13797406440566426 0.3546324570840296 7.189759254455566 3986.0066 0.9720518717371154 0.08031908696030379 0.41201002419082733 6.693464279174805 False 26 4400 29.1 18.23 3102.3184 0.9548797154083334 0.12988349980457478 0.357751695716878 7.148947238922119 3977.3699 0.9744060218404991 0.07607325973303171 0.41534902785346683 6.5721235275268555 False 27 4500 29.07 18.25 2781.864 0.9472940563629658 0.13993609316146643 0.3538585412134773 7.204469203948975 4032.2666 0.9709604329444026 0.08072498478510393 0.41171357300035405 6.57919979095459 False 28 4600 29.01 18.25 2600.16 0.9461217714098309 0.1450619061796093 0.35469159216407914 7.157781600952148 3865.878 0.9715000289572585 0.08103410653470183 0.41251035603948955 6.62297248840332 True 28 4700 29.5 18.24 2747.4712 0.9454139569081386 0.1430073912604359 0.3598393421668207 7.10821008682251 3867.9182 0.971303216293409 0.07732132602355861 0.4168889953927557 6.54541015625 True 29 4800 29.16 18.24 2687.7188 0.9467058895432315 0.1422330365689295 0.35796763783881524 7.113034725189209 3876.283 0.972363996689577 0.07652718678956477 0.415470145782255 6.555724620819092 False 30 4900 28.99 18.25 2897.9578 0.9431928380381723 0.1523034351594334 0.3601429075692413 7.098039150238037 3809.635 0.9704489390527815 0.08237345679662707 0.41890027320263473 6.509869575500488 True 30 5000 29.47 18.24 2714.0386 0.9426586931201737 0.1530295231980649 0.3622924680973611 7.135772705078125 4014.4988 0.9719646132252782 0.0776522239636755 0.4192060380590468 6.549023151397705 False 31 5100 29.02 18.26 2817.6335 0.9393640833210524 0.1607754742338554 0.36518012843597386 7.2043538093566895 4006.2126 0.9692167759968777 0.08239447695411567 0.4253623584071139 6.704331398010254 False 31 5200 29.07 18.3 2769.3745 0.9481003719629848 0.15051607166682143 0.36317349322703724 7.206597805023193 3980.526 0.9729407797105466 0.08251896275959901 0.4168679438488547 6.589511394500732 False 32 5300 28.64 18.24 2955.4053 0.9499295143163533 0.15396862996556918 0.3632806928435281 7.09969425201416 3910.5554 0.9730389663857631 0.0852933314051531 0.40977458931125765 6.569963455200195 False 33 5400 28.41 18.23 2734.4756 0.9456603994102866 0.15117306794619217 0.3618101370453406 7.0896501541137695 3839.0188 0.9721729387457191 0.07992181024786052 0.42011313870675837 6.493574142456055 False 33 5500 29.18 18.28 2728.24 0.9403334404978596 0.16428473922905648 0.36358126557551984 7.076174736022949 3727.2695 0.9697482988970604 0.08516941190154158 0.4173244935766246 6.52785587310791 True 34 5600 29.37 18.29 2552.6145 0.9403804768062185 0.16527897106095504 0.3630810855100771 7.117900371551514 3861.3167 0.9707754486459721 0.08465694107780411 0.41924021188208904 6.5276384353637695 False 34 5700 29.04 18.8 2576.144 0.938592138856916 0.17263259681187026 0.367101993739054 7.070060729980469 3850.7607 0.9703122984289023 0.08901800233734089 0.4278594449042979 6.506026268005371 False 35 5800 29.05 18.67 2553.186 0.9405050132375262 0.1736001062105051 0.36576338346312953 7.0807576179504395 3884.1975 0.9706958148037508 0.090191434273592 0.4152237231432831 6.571866989135742 False 36 5900 29.04 18.5 2990.2 0.9403801969330708 0.17400228789299974 0.36802796179978964 7.081298828125 3882.0618 0.9709641443961217 0.08608144800293163 0.4197442192313631 6.567500591278076 False 36 6000 28.94 18.42 2488.4094 0.9332107393367624 0.17389372741514922 0.3637707264841458 7.071476459503174 3850.819 0.9689663765446729 0.0854806496086963 0.4174048061350255 6.494750022888184 False 37 6100 28.94 18.82 2550.1672 0.9348353458147463 0.17599375495128924 0.3675075884762637 7.04970645904541 3897.1133 0.9700554375345976 0.0847970879908628 0.4187873812025881 6.499612331390381 False 38 6200 28.86 18.26 2712.1067 0.9416990739739336 0.1768178511838658 0.3724008414193197 7.258817195892334 3938.4675 0.9726578430073413 0.0833573452286295 0.4195293071186924 6.7009501457214355 False 38 6300 28.99 18.25 2600.5085 0.9269288604964292 0.1923612226979633 0.3718478837541675 7.045408725738525 3786.4873 0.9678226217628195 0.0896147102922405 0.4257862839293881 6.492071151733398 False 39 6400 28.98 18.25 2311.1553 0.9368834381281107 0.18017306334831434 0.37431975692116526 7.040827751159668 3826.9907 0.9717316676349852 0.08521255923472663 0.4177458699153702 6.571690559387207 False 39 6500 29.08 18.79 2270.5286 0.9254938222733191 0.19474649702620886 0.3732660043153265 7.029913425445557 3762.5288 0.968244300702877 0.08819959992737017 0.4208957212244071 6.473047256469727 False 40 6600 29.19 18.7 2441.6958 0.9388206058465324 0.17627221427843906 0.3758018657560883 7.026763439178467 3900.9258 0.9737178237103407 0.07854970568706997 0.4239710944130537 6.520879745483398 False 41 6700 29.03 18.26 2252.1208 0.9283468047208674 0.1925166597745184 0.3729587642061762 7.06461763381958 3834.091 0.9684350661734042 0.08682912240477562 0.42175465491593067 6.485233783721924 False 41 6800 29.04 18.24 2440.336 0.9216197308898646 0.20278406788313455 0.3788947407223129 6.9926838874816895 3792.6184 0.9679370073841788 0.08777542549507013 0.4277999550351492 6.457046985626221 False 42 6900 28.97 18.51 2341.4001 0.9193795840937108 0.2084969872893081 0.3782628404728135 6.988138198852539 3790.9797 0.9685884861659516 0.08588839835304514 0.4198009601584629 6.495663166046143 False 42 7000 29.08 18.28 2357.1636 0.9211413481781312 0.21057967627878788 0.38451232971487403 7.035013198852539 3808.2205 0.9680421561163796 0.0886562814605951 0.43191248113394654 6.564485549926758 False 43 7100 28.98 18.24 2356.3965 0.9305830320640378 0.2103169911316605 0.387085745537139 7.106380939483643 3811.862 0.9713204298917739 0.0916294583238457 0.4284009649307742 6.576918125152588 False