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 17.52 24.88 181437.2 inf -0.0018425257908452146 -0.28813974500249273 83.1933364868164 151573.56 0.9944980620698899 -0.0024578702256701176 -0.29874092346456854 84.24494934082031 True 0 100 29.64 12.47 8045.5664 0.987206846165385 0.045966780927092464 -0.3091348999418678 18.325956344604492 7651.9746 0.987957872636296 0.044773126772989155 -0.24260309807633124 17.748815536499023 True 1 200 34.61 12.23 7988.0874 0.9858872150429859 0.041570992308107284 -0.29599240001174254 15.489813804626465 8965.155 0.9878836750436376 0.03179828809647479 -0.22709700795511098 14.973761558532715 False 2 300 29.02 12.25 7264.7886 0.9848487567890654 0.04646230122017066 -0.34526782432457626 12.479565620422363 8098.143 0.9871363435891406 0.036753018679151025 -0.3137328932450958 12.050395011901855 True 3 400 29.5 12.26 6254.248 0.9817231109220259 0.05607580516112222 -0.34770088118317966 12.289677619934082 6535.8438 0.9834237416058171 0.05261332546375846 -0.31362085456797567 11.851006507873535 True 4 500 29.5 12.21 6362.042 0.9807857543595266 0.052534576366170524 -0.33376713873559183 10.13830852508545 6443.298 0.9822282442796355 0.04981762346910188 -0.3059534829978978 9.828742027282715 True 5 600 29.68 12.31 6450.8125 0.9801052381725153 0.06538568871042588 -0.09246857024374927 9.264692306518555 6341.329 0.981957194178405 0.058703796836299366 0.009302126139193293 8.993587493896484 True 6 700 29.21 12.12 5813.6147 0.9766719635461157 0.06252310628170245 -0.0023463437140982296 9.303543090820312 6229.886 0.979792668102281 0.05599272609444787 0.098198500763137 9.025198936462402 True 7 800 29.62 12.32 4883.134 0.9750190866387213 0.08279838846290972 0.07450642769461545 9.246472358703613 6542.498 0.9808754391000397 0.06472511747583852 0.08718198868400553 9.154151916503906 False 8 900 28.96 12.18 4683.181 0.9721550056126447 0.08375072764670838 0.20338162125956177 9.187043190002441 6438.3306 0.9787832171739509 0.06797414513971259 0.2529229971813819 8.92273235321045 False 9 1000 28.99 12.24 5125.572 0.9739526388614393 0.06715120659132912 0.310895733794444 8.503044128417969 6252.1343 0.9788664624348138 0.061686423178355 0.2924329473948972 8.37213134765625 True 10 1100 28.93 12.15 4716.3853 0.9685036328797597 0.09932643956513734 0.32892601860510173 8.352839469909668 6221.459 0.9773555753289356 0.07946997243739859 0.3040682682498868 8.254488945007324 True 11 1200 28.89 12.39 4324.9497 0.9652486685516651 0.10039128003286878 0.3356122371362175 8.192218780517578 6537.5674 0.9766087409875212 0.07465146220441836 0.31185493222404204 8.122632026672363 False 11 1300 28.84 12.46 4989.132 0.9638205659004012 0.10085652683586842 0.3508182328541063 8.064414024353027 6591.1924 0.975560500598448 0.0772944651810748 0.33517555640316316 7.984784126281738 False 12 1400 28.51 12.43 5114.8394 0.9685418573424248 0.10297141780137965 0.3519882947911826 8.008657455444336 6627.979 0.9774702838431437 0.07862501473898936 0.3217840227577683 8.061126708984375 False 13 1500 28.78 12.44 4401.008 0.9686818951484484 0.09641583247464684 0.3658562350334562 9.489767074584961 7306.4023 0.9796726742086201 0.06400092539348437 0.3356870353089038 9.268790245056152 False 14 1600 28.89 12.1 3993.4856 0.9626499769974857 0.10999540731062647 0.37366095433136953 8.067325592041016 6725.824 0.9763432080778904 0.07496534196361632 0.3401647983856589 8.055851936340332 False 15 1700 28.9 12.48 4586.0195 0.9596520458077046 0.11895512147655622 0.38448428399984036 7.843822002410889 6854.2466 0.975809455945064 0.07909881788211702 0.3562154022122557 7.847794532775879 False 16 1800 28.83 12.17 4400.464 0.9676597148934374 0.10526148814769629 0.363401054129317 8.04219913482666 6171.5806 0.9772042465702356 0.08252171845420694 0.3356658260520857 8.051371574401855 True 17 1900 29.22 12.48 3659.2847 0.9586093094526951 0.12660113937127235 0.37973258878152355 7.828273773193359 6373.26 0.9745346623858557 0.08606873180223235 0.3521210376445105 7.915068626403809 False 18 2000 28.92 12.09 3626.9487 0.9605176747569838 0.12637106878694823 0.40939595778443305 8.152510643005371 6476.588 0.9749530944501512 0.08668860110795565 0.38242309075850045 8.082554817199707 False 19 2100 28.94 12.09 3701.3403 0.9566237348422748 0.12825202025369312 0.4151605058295838 7.597812652587891 5982.8564 0.9734166704837883 0.08951361733251649 0.3973725149580853 7.601802349090576 True 20 2200 29.26 12.12 3935.864 0.9513946955119313 0.14265011605413397 0.41826929053309747 7.602894306182861 6298.7446 0.9711223330446033 0.09491961334668989 0.3999410172468993 7.556399345397949 False 21 2300 28.89 12.09 3333.597 0.9508395767304956 0.14826342866973186 0.42213352380791935 7.69675350189209 6078.2476 0.9713091142814039 0.09816371964651376 0.39820607716771683 7.669533729553223 False 22 2400 28.94 12.08 3436.398 0.9489131234619963 0.13502702225523897 0.4416946370201321 7.365773677825928 6180.1826 0.9713917996743245 0.08429598668206716 0.4309371534327658 7.298611640930176 False 22 2500 29.0 12.1 3109.3372 0.9404980893279018 0.17002047116605684 0.4439032176908209 7.409849643707275 6404.4214 0.968794155287139 0.10296715573372424 0.42413813436208353 7.399633407592773 False 23 2600 28.87 12.08 3182.2175 0.9401082315962211 0.16742414217765136 0.4444426773629998 7.683197498321533 6766.4126 0.9702486877367862 0.09722321558720859 0.4331870441633629 7.5877227783203125 False 24 2700 29.08 12.08 2822.6187 0.937012621354342 0.17765625333942814 0.4553680371308411 7.248537540435791 5906.2266 0.9678686840521294 0.10578126907852409 0.44456318066004324 7.23799991607666 True 25 2800 30.51 12.12 3076.935 0.9434198588293872 0.1680676774124081 0.46199087327307053 7.240759372711182 6225.7275 0.9688778941314268 0.10145114996383756 0.4427479091443589 7.2206196784973145 False 26 2900 28.78 12.29 3696.1067 0.9468627077167158 0.15864648349839017 0.45686607949256025 7.61169958114624 6378.576 0.9731650442674031 0.08811840159201985 0.45092220393626764 7.520952224731445 False 27 3000 28.83 12.1 2903.118 0.9289683196844621 0.20075315971284816 0.461847667967256 7.466204643249512 6416.1035 0.9668970613844604 0.11025317277324621 0.45164352305587696 7.4125165939331055 False 28 3100 28.69 12.1 2780.5813 0.9360242891553198 0.20246964886055582 0.4689130528805418 7.588423728942871 6111.96 0.9699998202540444 0.10536206228948962 0.46183535657018465 7.602855682373047 False 29 3200 28.74 12.09 2862.561 0.9288844518503293 0.20553831856787586 0.4710704460623216 7.297966480255127 6092.569 0.9670571292206489 0.1107281816122898 0.46674535105496345 7.142762660980225 False 30 3300 28.7 12.08 2452.9917 0.9159528473962277 0.22401594106688752 0.4757361279193354 7.276363372802734 5882.6777 0.962645270117212 0.11678284923613318 0.46095748342162735 7.372890949249268 True 31 3400 29.06 12.08 2567.2737 0.916796198346818 0.23302247765658224 0.47929552893545596 7.178864002227783 6208.3945 0.9652834939476252 0.11445642805691855 0.47398783139909045 7.029600620269775 False 32 3500 28.81 12.08 2969.233 0.9091382852780097 0.24231665793752444 0.4845855870957768 6.979989051818848 5673.1284 0.9605615243367008 0.12188803158014434 0.47620578242633743 6.939095973968506 True 33 3600 29.43 12.18 2528.38 0.9070489295981927 0.2514034145265412 0.4823520432042554 7.030459880828857 6496.781 0.963488888987436 0.10982123034778135 0.4735310678855321 6.959557056427002 False 33 3700 29.09 12.13 2304.073 0.9152267667971401 0.24926243994983494 0.48421869381990146 7.047342300415039 5794.2954 0.9653998914047085 0.1136564873739781 0.49051152375508655 6.843720436096191 False 34 3800 28.96 12.19 2128.8225 0.896398667766024 0.27722613053367284 0.48817348167209257 6.997068405151367 5789.313 0.9595383869393812 0.12324241835990174 0.46887786266840875 7.02734899520874 False 35 3900 28.79 12.43 2953.0325 0.9068950174592795 0.27204432086551494 0.49114102707107743 6.935796737670898 6295.6694 0.9657975084564927 0.11185817082436636 0.48331092584796825 6.885186672210693 False 36 4000 28.63 12.49 2279.9404 0.8735510364876089 0.30975872585774133 0.49252258820166767 6.963074207305908 6349.0557 0.9550899366697023 0.12401882494488699 0.4784615308699624 6.918970584869385 False 37 4100 28.85 12.21 2143.9934 0.8869351903884538 0.2977699360616818 0.4900349006555861 7.052146911621094 6614.5967 0.9608982018854937 0.11351639322633401 0.47383605539496176 7.18876838684082 False 38 4200 28.79 12.31 2058.5522 0.8712718369720458 0.32214433831509615 0.4963108285117874 7.197700023651123 6382.7725 0.9604063010624836 0.11159860890544385 0.4900781112180864 7.057979583740234 False 39 4300 28.98 12.4 2461.919 0.884276973469086 0.31629617235561847 0.4927256513915876 6.9409308433532715 6380.5854 0.9584946820687589 0.1230063405782899 0.4757056370596961 7.034318447113037 False 40 4400 28.89 12.46 2004.3723 0.8790723240316811 0.3329553759344724 0.5001984649098 6.910973072052002 6093.036 0.9613371813611148 0.1179011815822039 0.48494884138559774 6.881320476531982 False 41 4500 28.81 12.2 2053.7488 0.8611498551203132 0.3471130629646274 0.49473296646689263 6.999935626983643 6520.945 0.9603740092274785 0.11185919289704066 0.4834410506280507 7.09613561630249 False 42 4600 29.03 12.62 1920.9426 0.8430351095894002 0.3665651291298715 0.5063362184557213 6.983211040496826 6120.56 0.9570444739823266 0.11456286314225536 0.4978992333184503 6.846889972686768 False