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 17.25 47.77 74424.43 inf 0.0047111929894206785 0.0586390724707846 716.911376953125 87440.234 inf 0.0046064114145891 0.06273614434459229 712.2168579101562 True 0 100 29.27 30.09 3998.781 0.941492544774835 0.02586664446584917 0.10303265727735957 11.972491264343262 5206.396 0.9484405067099585 0.02399159517040357 0.024011494326117825 12.003477096557617 True 0 200 29.1 30.38 3958.757 0.9409446189337756 0.03085610337265901 0.0884823958887474 16.437564849853516 5245.6377 0.9485474506374112 0.024619333824365496 -0.0014858702618515498 16.562108993530273 False 1 300 41.94 30.21 3902.1262 0.9417936149368267 0.031087816004186277 0.08967651569957437 10.40965747833252 5312.5605 0.9491786697011899 0.025285781748322182 -0.020932956751112418 10.479989051818848 True 1 400 29.3 30.98 3834.907 0.9404149776678169 0.03310285309102669 0.09290393722003142 7.1794586181640625 5310.205 0.9483451689323292 0.026309449205630327 -0.019257793272311845 7.045780181884766 True 1 500 29.39 30.03 3365.5176 0.9372368063012435 0.0398683705851722 0.10529557580244824 7.250960826873779 4685.548 0.9453001321289806 0.032700176925609455 -0.006164512473397126 6.979345798492432 True 2 600 29.19 30.04 3443.9333 0.9397459875851024 0.038205877632855274 0.08446179176328546 7.259014129638672 4937.21 0.9476567240376252 0.030083194308388093 -0.035129598103666684 7.1996026039123535 False 2 700 28.98 30.33 3454.5225 0.9386758224536478 0.037468052702478674 0.09172792152468656 7.117801666259766 5022.783 0.9472580294918764 0.028799147115554372 -0.02899715818184653 6.955021381378174 False 3 800 28.73 31.12 3238.984 0.9317633229070018 0.05840981932862404 0.09219046064547388 7.300455570220947 4819.7207 0.9401333362306508 0.05191415162226548 -0.025884143734950005 7.282610893249512 False 3 900 28.91 30.06 3272.7947 0.9346580795077433 0.049813576138136695 0.11563314855781916 7.140799522399902 5057.8276 0.9423705121795446 0.043299560243439825 0.009290582413236704 6.998685836791992 False 3 1000 29.25 30.41 3380.9233 0.9363511860248256 0.047431140114862484 0.08785845018693085 7.1407341957092285 5055.8003 0.9438509786457971 0.041008634845243364 -0.031057116026553512 7.047765254974365 False 4 1100 29.02 30.78 3915.6155 0.9395884736633782 0.04303075950129284 0.0966018713725286 7.107322692871094 5775.8037 0.9461409380495348 0.038230785738001594 -0.004426250175801036 6.883770942687988 False 4 1200 28.67 30.07 2855.1394 0.9288455400432614 0.06583179429658995 0.09607773991606909 7.303163528442383 4434.7163 0.9371731529882278 0.05948444662575284 -0.006903802140799426 7.1960530281066895 True 5 1300 29.17 30.2 3154.9475 0.9339336484805909 0.053590901283381426 0.08758770199763603 7.350236415863037 4987.1133 0.9404999155903199 0.049801116741505926 -0.037398110712273204 7.125704765319824 False 5 1400 28.92 30.51 2567.0974 0.9234914196370243 0.08238976237615107 0.12757017780081403 7.0854902267456055 4535.0405 0.9327755475100304 0.07240318116814462 0.02013035484430713 6.894251823425293 False 5 1500 28.89 31.59 2548.3904 0.9245112277834621 0.07988493637912368 0.09026032579853248 7.280590534210205 4506.6567 0.9334647876567799 0.07053248535824592 -0.025728968063983667 7.2390546798706055 False 6 1600 28.72 30.04 2688.5098 0.9253508444140144 0.07487186611250062 0.10570269437433624 7.1219096183776855 4829.382 0.9345930706455559 0.06512960307416742 0.000551461519963537 6.853625297546387 False 6 1700 28.81 30.92 2506.3677 0.9253243901158591 0.07620910463238226 0.09346867992857157 7.118092060089111 4460.991 0.9357825692251878 0.06278180385379634 -0.022614603060172114 6.928734302520752 True 7 1800 28.95 30.88 2461.7976 0.9235966021721121 0.07963523018761867 0.10839726214842169 7.095271587371826 4674.056 0.9334860374582565 0.0659108984415577 0.007932066949383301 6.856848239898682 False 7 1900 28.96 30.31 2512.209 0.9241464587079041 0.07649315284588445 0.11631694094283782 7.524752140045166 4801.657 0.9337321247768827 0.06421858486007297 0.010408785777442893 7.167053699493408 False 7 2000 28.7 30.0 2538.4377 0.9241558912472386 0.07911888523655888 0.09453647685612754 7.133522987365723 4774.912 0.9356667747374002 0.0625643640835372 -0.0027055197698404427 6.883177757263184 False 8 2100 28.76 30.52 2826.3223 0.9286619518219764 0.08181242911223238 0.08542367944337996 11.060503959655762 4870.09 0.9382240502435305 0.06693770105234821 -0.03695981351841181 11.229028701782227 False 8 2200 28.7 35.09 2897.1824 0.9309247223780152 0.06434672072797311 0.11303032372422323 7.1117024421691895 5338.3047 0.9402343514776175 0.05172120644449594 0.01733079594629351 6.840275764465332 False 9 2300 28.88 30.24 2840.2551 0.9316691868747354 0.06299936886861543 0.11204567131332387 7.345037937164307 5322.386 0.9416157624499963 0.04854238125344767 0.009272765814629344 7.222080230712891 False 9 2400 29.0 30.98 2228.9407 0.9199753441277743 0.08912953540797898 0.12786295059377023 7.129601955413818 4342.047 0.9339605825315891 0.06447901398681978 0.03398264627840147 6.957263469696045 True 9 2500 29.23 31.06 2675.7834 0.9281763302746088 0.07243871334954101 0.10294851861084311 8.333542823791504 5114.3545 0.939130834394643 0.054682438760332894 -0.008724377274820254 8.328771591186523 False 10 2600 28.78 30.66 2440.0876 0.9160751608021137 0.1023355473196657 0.11295558865378513 7.225701332092285 4830.0327 0.9312256783349809 0.07332744966378363 0.009732660901022368 7.08388614654541 False 10 2700 28.69 30.03 2261.707 0.9149276639932987 0.10880329416342473 0.11105528707405125 7.089021682739258 4792.0747 0.9309455538680348 0.0761715814591371 0.010507428684929975 6.86543083190918 False 11 2800 28.39 30.97 2377.0066 0.9222152344069167 0.0857042566111253 0.10080383775741658 7.647860050201416 5003.016 0.936707948306357 0.05972836841118928 0.000869818345069313 7.520365238189697 False 11 2900 28.0 30.17 2286.0264 0.9144938970994944 0.10494058252734327 0.12682570759448097 7.094549655914307 4829.9614 0.9321325211617218 0.07122759148546808 0.04356357756866776 6.862936019897461 False 11 3000 28.75 30.11 2503.39 0.9104708081705756 0.11697683650698919 0.08051405600235399 7.2138495445251465 5018.442 0.9302348136136295 0.07918787930026926 -0.015218047801297773 6.898808002471924 False 12 3100 28.77 30.04 2199.4824 0.910873560996216 0.11599637585222676 0.11851964846278053 7.153247356414795 4686.555 0.9285076556403387 0.08066575315850039 0.016494551980537675 6.877092361450195 False 12 3200 28.74 30.56 2154.2148 0.9086660974674189 0.11761495925265489 0.11280873748452809 7.0858025550842285 4580.5425 0.9279310671253435 0.0794864822343652 0.015660874578933878 6.8965911865234375 False 13 3300 28.73 31.34 2214.2253 0.9159339417119541 0.10782521342568142 0.10774734504944371 7.932330131530762 4501.879 0.9315135908098388 0.07798839619826993 0.010171074610608219 7.879953384399414 False 13 3400 28.79 30.38 2324.1143 0.9108241962245935 0.10969069882201331 0.1357658253060898 7.072668075561523 4811.0386 0.9303787430798408 0.07183275607440487 0.053874369356620794 6.810506343841553 False 13 3500 28.89 30.31 2026.1584 0.9128297002379343 0.11341680459917501 0.1228164764247819 7.069654941558838 4537.786 0.9308427781078857 0.07640847434835993 0.02203342574250431 6.851918697357178 False 14 3600 28.61 30.72 2933.604 0.9295410479237832 0.07984207461947943 0.11774749769580091 7.822003364562988 5729.7715 0.9426780582572527 0.05254675741097776 0.01130574892470124 7.771927356719971 False 14 3700 28.86 30.31 2207.6472 0.9061831315258227 0.12459424249304842 0.10678720259086123 7.150137901306152 4896.4155 0.9284325021120864 0.0800309915992723 0.01978095219427082 6.857275485992432 False 15 3800 28.72 30.05 2152.5732 0.9062053163463433 0.12446073040512816 0.12837287281439644 7.226112365722656 4844.2305 0.9283096454327019 0.08005965479262658 0.04390107937990259 6.894342422485352 False 15 3900 28.63 30.55 2039.2432 0.9093229670345764 0.12260104867948848 0.12025469127823273 7.248944282531738 4804.3716 0.9305367428821403 0.07797977853762415 0.02361643364443838 7.111347198486328 False 15 4000 28.81 31.19 2016.2803 0.905050371662772 0.13397643293009392 0.11793769083634326 7.153339862823486 4800.633 0.9289474875222626 0.08384221523062474 0.027735990151416375 6.965959548950195 False 16 4100 28.74 30.31 2117.2236 0.9110160527833786 0.1147611938429628 0.1202660307501187 7.101767063140869 4758.5093 0.930835511466451 0.0748921626598894 0.008991522411381344 6.953507423400879 False 16 4200 28.91 30.38 2066.8687 0.8995320986103823 0.1391470297501039 0.13426943781739598 7.065750598907471 4616.902 0.9269444779848621 0.0835770864333025 0.029728739428494508 6.833654880523682 False 17 4300 28.92 30.13 1826.0579 0.8997282276948044 0.1467295382444615 0.1203542023805754 7.268764019012451 4518.2524 0.9266740888548092 0.08837226960624438 0.017784504644500754 7.185353755950928 False 17 4400 28.93 30.27 2029.0427 0.9018627010005993 0.14129666816474068 0.13254328052130002 7.37737512588501 4841.564 0.9285160193791244 0.0828545669110477 0.036818460979104524 7.232924461364746 False 17 4500 29.01 30.77 2098.0183 0.8973934406141589 0.14478225519962964 0.12357406238603379 7.284250736236572 4830.7744 0.9254835498256597 0.08652942275749186 0.02246308734896833 6.9705681800842285 False 18 4600 29.0 31.02 2031.6298 0.8985823969429783 0.14935173949827096 0.14769943028230914 7.0633544921875 4765.008 0.9264144234246067 0.0883739794059119 0.04929809574552211 6.807446479797363 False 18 4700 28.69 30.93 2010.2991 0.9021740948316708 0.1413267262038447 0.13678127084882774 7.046568393707275 4912.1465 0.927576643707462 0.08409998977775296 0.03895627363905465 6.862619400024414 False 19 4800 28.73 30.74 1823.7997 0.9038959564716424 0.13994487371976722 0.15043825678845266 7.142980098724365 4746.067 0.931153015925758 0.07817739266472948 0.05649786614221564 6.954195022583008 False