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 17.5 80.19 176515.3 inf 0.004663001174154141 -0.021619865098141375 311.774169921875 181758.89 inf 0.006875619772429676 -0.04854683066573774 304.45587158203125 True 0 100 29.52 62.09 13834.075 0.9559319399340772 0.020667418692057873 -0.020946377537206944 19.8718318939209 15700.551 0.9540769838118823 0.019963592317689925 -0.06994156559633075 21.775325775146484 True 0 200 29.52 61.62 13167.13 0.9468448103706081 0.04512377348595219 -0.030813995261828403 13.877022743225098 14917.454 0.943075996531157 0.0470726975625177 -0.09663332811249013 15.361088752746582 True 0 300 29.59 61.63 12585.913 0.9416354856917792 0.059453410299487246 -0.03355497541904075 6.151200294494629 14497.723 0.938245671152107 0.059798848925190835 -0.0907572861828692 6.538522243499756 True 0 400 29.75 61.8 11371.287 0.9359154149813924 0.0711148986131004 -0.046526563688096635 6.367055416107178 13321.554 0.9330245944062456 0.0702305569981913 -0.11169082530083482 6.854772090911865 True 0 500 29.46 62.34 10855.25 0.9327310139947881 0.0719415208106363 -0.06325167032960491 6.313099384307861 12839.797 0.9305910854977224 0.06886959538734376 -0.10604554557507959 6.653801918029785 True 1 600 31.55 65.52 9786.328 0.924588501804661 0.0899151385489991 -0.06986106574522012 6.353626251220703 11786.529 0.9230292174924423 0.08555996740704291 -0.11161705929417769 6.512287139892578 True 1 700 30.14 67.58 9578.642 0.9245791987196204 0.09405442553195169 -0.06877919874401708 6.7893452644348145 11396.722 0.9230240742412041 0.09079638689962063 -0.11506887328930009 7.363070011138916 True 1 800 30.47 65.52 9679.798 0.9308440002562992 0.07925875530250219 -0.06188892572854276 6.2425923347473145 12062.02 0.9304970738960207 0.07471757074732703 -0.10614962332274329 6.43552303314209 False 1 900 29.72 68.75 8972.5205 0.9158654730647958 0.11298506851885258 -0.07423950965267927 6.19551944732666 11338.266 0.916110826302272 0.10510738747359828 -0.11711871268180409 6.439445495605469 True 1 1000 30.1 64.02 9490.329 0.915530182294634 0.10244875296825934 -0.06762889944241175 6.310118675231934 11174.77 0.9146101658286929 0.09883212394140053 -0.12980668419744856 6.7028632164001465 True 2 1100 29.85 61.38 7692.0835 0.9048045686423607 0.12469769037398841 -0.06359340240829726 6.148886203765869 9945.868 0.9045679148909219 0.11901423175565126 -0.10998711008812749 6.434654235839844 True 2 1200 29.58 63.34 7455.6665 0.8960914314609104 0.1445416029071089 -0.054110079031265426 6.129027366638184 9883.492 0.896230806314493 0.13772951524833338 -0.09808543885404727 6.426913261413574 True 2 1300 29.39 62.11 7319.588 0.8968167014670485 0.15392008815698463 -0.04328124443061821 6.138392448425293 9740.472 0.8970205420410121 0.1444007419534808 -0.10649969615060478 6.529388904571533 True 2 1400 29.44 64.26 7572.772 0.8976049216656422 0.14240406101482767 -0.03309813959605763 6.0777058601379395 9574.527 0.89859921343111 0.1308237041779617 -0.08117696641500662 6.310445785522461 True 2 1500 30.0 63.32 8035.2354 0.8949241847596882 0.14941485142820055 -0.05102571400022975 6.090071201324463 10007.422 0.8955693855302101 0.13831586350293615 -0.10499203751612576 6.318966388702393 False 3 1600 28.94 62.84 6742.631 0.8904490710387368 0.1540713184046662 0.015163284300087896 6.025300979614258 9098.455 0.8925382245117942 0.13869807570629314 -0.06127604963692922 6.3323493003845215 True 3 1700 29.45 63.55 6503.742 0.8863015796613751 0.1604420033408255 0.04442337337661833 6.009024620056152 8790.011 0.8874637091638384 0.14729102082832016 0.09251709506108162 6.237196445465088 True 3 1800 29.32 65.73 7125.471 0.8794993868514775 0.17808900714242318 0.025120133314948372 6.1272053718566895 9334.199 0.8814009720809044 0.1633014514236536 0.026493395741446185 6.521675109863281 False 3 1900 29.11 61.98 6510.1836 0.869936113301029 0.19051692677577794 0.05442422018279202 6.004343509674072 8885.558 0.8736768739385916 0.1720683849005588 0.011624463589229717 6.299298286437988 False 3 2000 28.91 61.8 6518.422 0.8695708763165705 0.193670916599172 0.1146089481198863 5.973691940307617 9049.098 0.8743364951022995 0.17349682658958482 0.12317202681195236 6.24157190322876 False 4 2100 29.0 62.36 6595.662 0.8719619742384573 0.1909171099668933 0.11785960155523552 6.074599742889404 9299.065 0.8788381448614655 0.16525916565530122 0.1108879619386867 6.188655853271484 False 4 2200 29.2 61.74 5699.938 0.8667611019339639 0.20565567434121565 0.09781269097553948 6.036921977996826 8588.743 0.8705239645208879 0.1850208808759072 0.11303443984512238 6.4080657958984375 True 4 2300 29.51 61.56 5825.0586 0.8582168148892639 0.21273547327122058 0.11467224947713131 6.120626449584961 8220.271 0.8651468505078593 0.1882391518482088 0.07368701533040498 6.2303571701049805 True 4 2400 29.47 62.3 5843.801 0.8624763553013225 0.20900580010943687 0.1513750682069197 5.935391902923584 8675.057 0.8710644124067471 0.17960782137872305 0.1419567522780671 6.1960649490356445 False 4 2500 29.08 63.58 5938.4756 0.8571098049314301 0.2196684462323693 0.16885529316135933 5.9435505867004395 8509.027 0.8671919379346688 0.18794031093150276 0.1582059765502483 6.279137134552002 False 5 2600 28.88 63.04 5962.502 0.8583431341472723 0.22214115914114785 0.16262545428727102 5.929798126220703 8446.878 0.8671926543269171 0.1914245354625473 0.16774410176040078 6.168093204498291 False 5 2700 28.72 63.68 5945.6953 0.8527985717764863 0.2204005578738866 0.1620776745660511 5.921859264373779 8784.596 0.8631425982955777 0.18820899618434903 0.15327913807355986 6.1543989181518555 False 5 2800 28.88 63.49 6168.3936 0.8618294489712677 0.20477989897948407 0.16709270270709087 5.9099249839782715 9157.409 0.8711400508321491 0.1732542881491287 0.17718904933996657 6.192384719848633 False 5 2900 29.09 63.41 5448.0703 0.8494109931047286 0.2352815789062288 0.18890794518379186 5.914169788360596 8260.656 0.8606435896803274 0.1988650002414574 0.1885032303025267 6.104522228240967 False 5 3000 29.09 63.49 6008.381 0.8549512151235714 0.22382166327005237 0.16965707555966347 5.915335655212402 8840.799 0.8665142732377231 0.18824111997465423 0.09089084040982219 6.229011058807373 False 6 3100 28.91 61.92 5682.9224 0.8442123207160547 0.2414391352482755 0.20863459458623373 5.988701343536377 8453.532 0.8580142167745275 0.2008342197060828 0.1937841715696387 6.417911052703857 False 6 3200 29.11 62.41 5235.632 0.8402560276776735 0.2477929351652089 0.20137611690360505 6.034049987792969 7957.53 0.8540086214833309 0.2087885414667347 0.17299971747706216 6.1415910720825195 True 6 3300 29.59 62.29 5294.647 0.8523013433884953 0.23324375721214827 0.1889870400217002 5.939797401428223 8424.108 0.8659914422607432 0.19178698172067968 0.14805921162618185 6.128373146057129 False 6 3400 29.15 62.05 5912.645 0.8664917670782523 0.2037743808375781 0.2082019356234025 5.888777732849121 9895.618 0.8819900902701872 0.1565116732451596 0.17260913523806995 6.196152210235596 False 6 3500 28.89 62.95 4828.446 0.8390025602637246 0.25187839163480114 0.20486628896823184 5.876631736755371 8362.035 0.8558907828377522 0.2025340971946018 0.15707388156103796 6.162134170532227 False 7 3600 28.73 62.38 4802.861 0.8369244255137571 0.25900308497258284 0.21682810667363542 5.995147228240967 7988.627 0.8540779103663287 0.20915443055183025 0.1669960877907361 6.469160556793213 False 7 3700 29.26 62.8 4862.5737 0.8328280476826871 0.2684425007331155 0.2169580642371704 5.844967365264893 8183.907 0.851584746239201 0.21455640466691975 0.16202731312770596 6.171277046203613 False 7 3800 29.05 61.85 5155.4 0.8440039919534119 0.25532962253979646 0.20175273885850717 5.8901777267456055 8612.065 0.8599021534885932 0.20611278168939723 0.1622697970465346 6.103420257568359 False 7 3900 29.14 64.16 4966.622 0.8385975438734331 0.25135873978050877 0.20824658922197117 5.89461612701416 8376.187 0.8555926569415093 0.20187073911112832 0.14377142191343079 6.314289093017578 False 7 4000 29.23 64.62 4924.4424 0.8449677966309025 0.24796912493127019 0.21450999945580096 5.8452558517456055 8743.647 0.8591140297939172 0.2033087292648237 0.19717253075628174 6.107691287994385 False 8 4100 28.6 62.08 4630.723 0.8391885124833974 0.2593347552900482 0.22710058487081283 5.863279819488525 8623.944 0.8565680454992065 0.20941069192142842 0.18875308260828647 6.24869966506958 False 8 4200 29.2 63.35 4750.6904 0.8332028659119604 0.26845612696149534 0.23307541556023195 5.890707969665527 8625.624 0.8526874608802916 0.21575956099840052 0.19398018125972705 6.315709590911865 False 8 4300 29.08 61.72 4156.556 0.8272879305992553 0.2740826337958579 0.23187107431726645 5.872529983520508 8175.444 0.8491670481378624 0.21729271045749615 0.19331484532888135 6.053590774536133 False 8 4400 29.11 61.38 4270.117 0.8281762552772213 0.2785033586960739 0.24530889223415375 5.8364129066467285 8419.837 0.8500181657372214 0.21912419994534305 0.19764327861441489 6.236791610717773 False 8 4500 29.08 61.88 4215.2134 0.8247534566283041 0.2853996381802556 0.24474828828381393 5.851558208465576 8468.599 0.8489882253149813 0.22092167430518275 0.1849371173548716 6.300866603851318 False 9 4600 28.83 62.38 4663.417 0.8369756924313961 0.26962741460463735 0.24348759633989406 5.905731678009033 8653.733 0.856506634820462 0.2108526626805153 0.18711345232274565 6.383296012878418 False 9 4700 29.08 62.26 4270.4155 0.8216162427409617 0.28075759777126 0.24345362611513469 5.792139053344727 8123.08 0.8475023172100782 0.2150898528897927 0.2208989267789838 6.171591281890869 False 9 4800 29.18 62.61 4474.144 0.8254961354324686 0.2799658437840937 0.25477658712615786 5.855188369750977 8679.584 0.8517656917770099 0.21138873038209893 0.21714988458194512 6.3122711181640625 False 9 4900 29.13 64.45 4162.732 0.8264591586425892 0.279740616241359 0.2524896808847079 5.873015403747559 8515.924 0.8499694665008286 0.21602484589347287 0.2045920461561634 6.331712245941162 False 9 5000 29.41 63.14 4073.0378 0.8165319045748889 0.2910917257555899 0.2526760041522996 5.882815361022949 8404.675 0.8448028569716175 0.22089119781578995 0.21395090344557854 6.046695232391357 False 10 5100 28.77 61.99 4396.422 0.8383392481072652 0.26079332407101785 0.22131822450529015 5.838151931762695 8490.843 0.8585540945525024 0.20247614925627025 0.15706833629375255 6.204538345336914 False 10 5200 29.09 61.85 3972.518 0.8249424575650297 0.2829965692620175 0.23975234540351878 5.805235862731934 8670.788 0.8491285591183778 0.21812197824842078 0.18999084800478874 6.1159138679504395 False 10 5300 29.04 61.12 3820.8367 0.8256052048634205 0.2820148374304302 0.24993473558367651 5.77616548538208 8427.045 0.8507813973162244 0.2134460237969819 0.19699449041607575 6.159245014190674 False 10 5400 28.92 61.17 3825.0107 0.8195437067368668 0.2966688779643224 0.2573796888382803 5.7508158683776855 8268.8545 0.8479827554483191 0.22313555662233242 0.19687435403006495 6.06134033203125 False 10 5500 29.1 61.35 3887.1091 0.8305921868741765 0.2775003971759249 0.2597618304508653 5.763826370239258 8906.943 0.8573149182834993 0.20557685149283808 0.18807001802200995 6.107541561126709 False 11 5600 28.82 61.51 3588.0234 0.8261770677329414 0.2848398445771619 0.2691522217610601 5.7552666664123535 8548.563 0.8528214962963468 0.21381805745381494 0.21986679785876367 6.11477518081665 False 11 5700 29.06 62.5 3767.0278 0.8185418117119955 0.29518809742398633 0.2490607901093618 5.752868175506592 8383.617 0.8474432019189868 0.2211015704100895 0.15967190282834143 6.155886650085449 False 11 5800 29.43 63.02 3919.445 0.8181277220411369 0.29877394222340553 0.2552270042810323 5.743838310241699 8783.445 0.8488306993666533 0.2190505721833305 0.1929454314313104 6.082025527954102 False 11 5900 28.9 63.76 3932.4897 0.8181845449374161 0.3008483957352135 0.26404183957470123 5.873456954956055 8802.76 0.8464475547250428 0.22514739413488125 0.21218616470886642 6.411308288574219 False 11 6000 29.01 62.23 3907.8264 0.812988826032623 0.303576907311089 0.2657759124793664 5.732090473175049 8123.1245 0.8464407998151238 0.21950505188568978 0.18987889814438116 6.052515983581543 False 12 6100 28.64 61.72 4268.2207 0.8141741237659561 0.30200577297185316 0.2644175716568039 5.74642276763916 8717.507 0.8450143060464612 0.22105563866239658 0.20386652542189038 6.015026092529297 False 12 6200 28.87 61.3 3987.2354 0.820266860481823 0.28691415780930785 0.27890934181286064 5.712009429931641 9539.264 0.85509869510881 0.20187702353508952 0.2343404082264757 6.083806037902832 False 12 6300 28.94 63.22 3611.6484 0.8112575865546907 0.30550971836253377 0.2782820173448314 5.692403316497803 8519.695 0.8442195041405494 0.22249004215391874 0.21761370940234712 6.047135353088379 False 12 6400 28.92 62.26 4039.5347 0.8250064118617461 0.29684518102473967 0.26464459553873376 5.764954090118408 8898.136 0.8546044464635314 0.21504850495378514 0.20219847204902325 6.025750160217285 False 12 6500 28.92 62.4 3742.2864 0.8100840357867987 0.3129162859858314 0.28681184137150617 5.768589496612549 8261.38 0.8465636367871526 0.22278317099686967 0.2077339566060312 6.2698588371276855 False 13 6600 29.25 61.89 3880.0742 0.8237862432715268 0.29049907180285384 0.2719066881172089 5.850985050201416 8597.647 0.8495371195261021 0.21663785054798743 0.19677557523574365 6.057535648345947 False 13 6700 29.1 61.5 3542.8152 0.8083221886949801 0.31045601358172203 0.282929669043425 5.689241886138916 8612.557 0.8459395046485567 0.21793501819746405 0.17572963717135143 6.111386775970459 False 13 6800 28.91 62.27 3509.6638 0.8078620176100157 0.31070655663919666 0.28589651613092515 5.69047212600708 8310.669 0.8426969537693211 0.22447930185557918 0.2094969675437945 6.107096195220947 False 13 6900 29.07 61.26 3372.0046 0.8086645722446444 0.31340338138324053 0.2984943275682449 5.687732696533203 8411.308 0.8451576066657703 0.22115424277137027 0.2204112525073845 6.151752948760986 False 13 7000 29.0 63.21 3549.0583 0.8035138559687703 0.32579695643560924 0.2924572346047372 5.833956241607666 8422.799 0.8404480506197636 0.23329501751905582 0.2034372890776579 6.0521240234375 False 14 7100 28.64 68.24 3716.9407 0.8262839973784295 0.2788507921636388 0.2808394842643472 5.719968318939209 9096.356 0.8547861937115596 0.20183693354466434 0.22311113460318274 6.183343410491943 False 14 7200 29.25 62.01 3471.7524 0.8145392327695538 0.30850872887164676 0.29303985799989823 5.647538185119629 8576.001 0.8492671180293956 0.2176790382229931 0.22807789022549071 5.991693019866943 False 14 7300 29.02 61.5 3599.6633 0.8051519207483558 0.32190894632437533 0.30675721459720706 5.689798355102539 8621.982 0.8415664918317889 0.2281548272221497 0.2321818651671228 6.219221591949463 False 14 7400 28.66 61.34 3329.4226 0.8038270736422982 0.32501039585718944 0.2995415858000275 5.741674423217773 8449.523 0.8430378704867786 0.2271301187906707 0.22887282824446464 5.967504978179932 False 14 7500 28.95 61.46 3851.1145 0.8213217475549794 0.2714831996320534 0.3012955685435015 5.654552936553955 9012.838 0.8577836048890082 0.18336046146668683 0.23243063597625652 6.104626178741455 False 15 7600 28.13 61.78 3524.969 0.802370927164694 0.32102183903453546 0.3065446393433843 5.6235504150390625 8864.188 0.8431294296296628 0.22271013364875414 0.2436050634313178 6.065177917480469 False 15 7700 28.45 62.24 3628.1626 0.7995819442179639 0.32647899366518124 0.31494402926238896 5.620733261108398 8687.351 0.8413850938700597 0.2251264599088615 0.24081354803261137 6.127711772918701 False 15 7800 28.45 62.13 3265.213 0.7956784960458448 0.33849895706279165 0.3201627509877261 5.577571868896484 8246.996 0.840187101383719 0.23197498826785742 0.24012288481010916 5.934745788574219 False 15 7900 28.79 64.7 3508.8857 0.8044106018726981 0.3385106777474354 0.31841387818875233 5.652813911437988 8467.1 0.845071513882977 0.23396035071359678 0.23578830532292688 6.211764335632324 False 15 8000 28.61 63.08 3917.1328 0.8188193873367628 0.29758114623833126 0.30222656569660294 5.585098743438721 9281.004 0.8541185821177796 0.20525757388260568 0.22870064004896176 5.952704906463623 False 16 8100 29.01 64.34 3541.5427 0.8095928686428603 0.317290114230069 0.3031096923000595 5.816925048828125 8449.729 0.8485001813409033 0.2179236484649038 0.20270624177064173 6.412827968597412 False