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 17.24 2.552e+03 251942.69 0.974702883698015 -0.010254361081702097 0.15586034874150778 20.98185920715332 141644.11 0.9737797647016788 -0.010359030487759558 0.048698476198130745 19.74900245666504 True 0 100 45.5 1.514e+03 20366.756 0.9495004874736351 0.054876247052831624 0.002055900997561351 25.265275955200195 12445.994 0.9491880355849938 0.05719506999375546 -0.14153242176642256 25.799625396728516 True 0 200 18.19 535.0 30576.777 0.9618921129233787 0.028289649538228545 -0.012018005924760223 12.097969055175781 19051.398 0.9601096124211331 0.03156481072017919 -0.14781368942793113 12.143282890319824 False 0 300 15.6 296.5 16987.258 0.9502660127905851 0.0532177142762525 -0.03277730279950297 20.207260131835938 12412.094 0.9508436371452677 0.05185509545343961 -0.14974528325404177 20.551509857177734 True 0 400 15.44 277.0 17048.102 0.9531813188331694 0.0424569057462108 -0.029570823515571935 4.491812705993652 13036.796 0.9531215309647404 0.040709183541413944 -0.14948912642896045 4.061194896697998 True 1 500 17.86 137.3 15856.548 0.9473710429783494 0.061742481221770944 -0.04792909127815635 7.553427696228027 11993.584 0.9492052860207011 0.05762583057910744 -0.16206547256738127 7.355481147766113 True 1 600 9.911 15.21 14208.214 0.9424147304139485 0.07266363611975027 -0.04180628772193725 4.533209323883057 11338.691 0.943692114697443 0.07072777691229973 -0.15235768179361678 4.092400550842285 True 1 700 9.295 14.85 15217.261 0.9459148030857596 0.06846278145510745 -0.04608696484485969 5.905760288238525 12483.496 0.9484386699065349 0.060671028639509586 -0.14249260717103596 5.607666015625 False 1 800 9.452 15.03 14157.666 0.940314665829392 0.07473446354434672 -0.030330730416345715 4.140142440795898 11866.255 0.9437212752080395 0.06879245952930663 -0.13103766483537116 3.5976336002349854 False 1 900 8.542 15.2 12420.952 0.9348789915853909 0.0812778830205351 -0.047647937961065014 4.449512958526611 10995.073 0.9382896304124105 0.07551775465329505 -0.15568578796360846 4.0076985359191895 True 2 1000 8.77 15.2 11774.216 0.933744855353303 0.09428135402801378 -0.04264705436968875 4.68662691116333 10491.527 0.9374213654206497 0.0855877519487911 -0.1381148861946712 4.2738189697265625 True 2 1100 10.87 39.06 11874.546 0.9343078306985189 0.08986900336862672 -0.04905434281440103 5.438135623931885 10424.541 0.9379878156923735 0.07938498465328325 -0.1540692976974352 5.114411354064941 False 2 1200 10.09 15.1 11482.896 0.9305911786235037 0.1002160124491868 -0.03731614388920018 4.988584995269775 10407.711 0.9348603610307308 0.09067099254228263 -0.1509234457826869 4.645705223083496 True 2 1300 9.731 15.29 11406.236 0.9299772049008003 0.09742759953366242 -0.04251231283582381 4.244016170501709 10619.135 0.9353251151402862 0.0853927053671181 -0.1437366987159952 3.612355947494507 False 3 1400 9.344 15.28 11842.489 0.9381479679277497 0.09195174293146431 0.02452362548247871 4.119454383850098 11108.733 0.9439354875051088 0.07553610661613129 -0.04049578886037852 3.6168575286865234 False 3 1500 9.488 15.1 10664.499 0.9275349012294624 0.11329668590789334 -0.03267821338089472 4.099966049194336 9987.846 0.9335178378875879 0.09757905935186081 -0.08591163585865642 3.561809778213501 True 3 1600 8.791 14.81 10681.468 0.9252460991932504 0.11660684478850909 -0.061410999460137596 4.116820812225342 9818.452 0.9313587387361232 0.10191024370514258 -0.1472347550707142 3.5260860919952393 True 3 1700 8.325 15.13 10081.148 0.9253884968403177 0.11921597516598464 -0.02952829457191598 4.112313747406006 9893.855 0.9314878237681121 0.10287995309426774 -0.13050149908971168 3.6036245822906494 False 3 1800 8.96 15.28 11639.836 0.931231550484003 0.10102013968405571 -0.029289918475056385 4.1435747146606445 10399.494 0.936675293975247 0.08595340680136894 -0.14186875488455508 3.6526668071746826 False 4 1900 9.469 15.23 10515.851 0.9223115090735184 0.12178847203876093 -0.00011505683199878596 4.367102146148682 9659.188 0.9295030152999496 0.10399522148122939 -0.0991894711756596 3.9367315769195557 True 4 2000 9.844 15.29 11050.472 0.923079683059017 0.12323656657915004 0.015611846609777729 3.999492883682251 9946.106 0.9297670995301862 0.10527957746866501 0.004772591690726746 3.41312313079834 False 4 2100 9.41 14.99 12199.083 0.9316072211156953 0.10441571518873069 -0.05046229984035672 5.7865166664123535 10323.946 0.935954205729258 0.0922416411275976 -0.16949303205730556 5.490293979644775 False 4 2200 9.509 15.26 10314.855 0.928618658642622 0.12573733351938504 -0.0640956688352501 4.292728424072266 9802.818 0.9343805181277487 0.10836647797751633 -0.17831319996990214 3.810377597808838 False 5 2300 9.465 24.04 10458.05 0.927208842128236 0.12002888076179614 -0.04706171464837153 4.3375396728515625 9975.016 0.9333119162267615 0.1026317278283408 -0.15947372630692108 3.8781657218933105 False 5 2400 12.7 15.26 10206.263 0.9245166174226893 0.1209794285872996 -0.0023599932475853306 4.1705193519592285 10227.697 0.9324209983096149 0.10299788080141735 -0.0735888054620961 3.6735596656799316 False 5 2500 9.057 15.02 9875.453 0.9184912390661298 0.13299631999340755 -0.05267701564860784 4.351126670837402 9451.495 0.9259948905987552 0.11650351078605695 -0.13702205768916206 3.896212100982666 True 5 2600 9.893 15.21 11565.989 0.9264343863673601 0.10560990282651392 -0.04229401962031664 4.459464073181152 10302.373 0.9333193907046884 0.08824779297240634 -0.13284161371046163 4.0302734375 False 5 2700 8.898 15.15 10025.0 0.9230607767018146 0.1348666076498906 -0.03681569362207934 4.077544212341309 9704.659 0.9308627361505218 0.11269504136859013 -0.1520427232173181 3.5165441036224365 False 6 2800 9.517 15.17 10067.665 0.9247356427623749 0.1229907783589873 -0.026907991558423595 4.420567035675049 10019.036 0.9327123071114679 0.10146963278776087 -0.08914559827741989 3.97076416015625 False 6 2900 9.472 14.93 9552.118 0.9186820207866061 0.14170501723611234 -0.037855082797731726 4.071561336517334 9503.83 0.9277526676447414 0.11836280663858541 -0.11660057103273196 3.5462734699249268 False 6 3000 9.435 15.23 10812.816 0.9174981949943842 0.14223194675640194 -0.04525693355336537 4.245938301086426 9671.937 0.9269411863410713 0.11717290301857312 -0.14692656442413526 3.659168243408203 False 6 3100 9.467 15.07 9574.553 0.9144118838438828 0.14174951994622595 -0.01643223897460716 4.26914644241333 9368.581 0.9239142252565952 0.11977878666245592 -0.11954865949853877 3.8168489933013916 True 7 3200 8.687 14.98 9380.063 0.9100190226008572 0.1549499649478579 -0.003381368853940151 3.974656105041504 9029.568 0.9209612087343559 0.1284484824210484 -0.06147707933565969 3.342071533203125 True 7 3300 9.786 15.27 9158.034 0.9118249889709243 0.15910906694413524 -0.028262606436162133 4.132667541503906 9055.206 0.9231182189323286 0.1298078393277761 -0.08106200755035071 3.427044153213501 False 7 3400 8.054 14.99 9308.113 0.9149882793187952 0.14148590835799132 -0.03924723330567733 4.11568021774292 9446.261 0.9254149311962768 0.11555274407542315 -0.11454675829482258 3.595656394958496 False 7 3500 11.01 17.42 8678.168 0.9120758214555003 0.15449031836606048 0.0029736253383313375 4.185065269470215 8745.298 0.9228159114273043 0.12959527653791256 -0.04050011881295474 3.458775043487549 True 7 3600 8.849 15.21 9601.67 0.9136388372207334 0.14944675908990063 -0.03751980663607807 4.086184978485107 9228.016 0.9240026595551529 0.12246684878899124 -0.08228738353839107 3.5343453884124756 False 8 3700 9.486 14.82 9480.555 0.9162258793023803 0.16421066508082763 -0.03876408811234764 4.736732482910156 9273.729 0.9278249461324861 0.13321532237231093 -0.10388684783138842 4.325506687164307 False 8 3800 9.316 14.93 9492.104 0.9097646489280182 0.16729424045304642 -0.007897668097989488 3.977344512939453 9050.842 0.9227438953526034 0.1365768236417415 -0.09845675481252851 3.3979883193969727 False 8 3900 9.414 15.19 9902.112 0.9210574459021429 0.13351512816056813 -0.02498601135692721 4.983192443847656 9861.203 0.9304615533324481 0.10793715535078671 -0.01155918734770851 4.579923152923584 False 8 4000 9.223 22.88 8754.865 0.9060804213284365 0.16204758860617094 0.029250647866943674 3.926866292953491 8800.382 0.9194852928667486 0.13226852764428265 -0.023610725068877604 3.312387228012085 False 9 4100 10.11 15.16 8472.2 0.9078963283104502 0.16139371088198406 0.009853260092242971 4.245065689086914 9199.87 0.9225153533367133 0.1268455115576519 0.02948802459298411 3.4544553756713867 False 9 4200 9.494 15.09 8768.315 0.9095448844701663 0.15309061266182497 0.0018193371591670557 3.9831390380859375 9253.555 0.9223659208226623 0.12270972940344248 -0.018561839449098404 3.309173345565796 False 9 4300 8.786 15.18 8074.9106 0.9041149148617048 0.1699210603748499 0.0026199461362877334 4.083478927612305 8889.519 0.9177195008068157 0.13684074529770782 -0.028135115436144876 3.538698196411133 False 9 4400 9.483 15.18 8261.883 0.9029007820874848 0.17603991558093093 0.01008321674120589 3.9694461822509766 8746.673 0.9175111782349965 0.13946968965697779 -0.07595255689604602 3.374664306640625 True 9 4500 8.768 25.75 8067.9077 0.8992657681733921 0.18479571943820516 0.06098606950590816 3.902496814727783 8577.705 0.9155239948240703 0.14581935002771104 0.022463735822761892 3.289492607116699 True 10 4600 11.27 14.89 8628.615 0.9091555955080282 0.17320539768669566 0.002023887188452728 4.125250816345215 8989.658 0.9223058531004352 0.1381615454033585 -0.09754030657011313 3.6269290447235107 False 10 4700 9.483 15.16 8329.755 0.9024325346270685 0.18155616793594806 0.11009364049964213 3.958103656768799 8747.602 0.9176935127062774 0.14351828241914238 0.09295114303394089 3.4134583473205566 False 10 4800 9.491 18.43 8543.867 0.9097564427774514 0.15746469795846635 -0.00746456290613045 4.201248645782471 9256.32 0.9237138499884232 0.12139449323009037 -0.07315867625449629 3.7052369117736816 False 10 4900 11.35 17.18 7858.893 0.8968282632395514 0.1892615393789322 0.030425413457832774 3.9310686588287354 8529.206 0.9141023424220619 0.14900652782602175 -0.01989214071237765 3.311868190765381 True 11 5000 11.25 18.17 7478.032 0.8951519922343033 0.19448235007810977 0.07820404826983807 3.89296555519104 8522.897 0.9133581680419117 0.15290382596819532 0.03169664961634432 3.2727866172790527 True 11 5100 12.89 21.27 7466.3257 0.8985178273317074 0.1899952668909165 0.079589052303617 3.888056993484497 8661.739 0.9159787172699737 0.14750429046778987 0.027845915807260577 3.2730302810668945 False 11 5200 12.69 59.99 7595.4116 0.8969924878538468 0.18989547823052086 0.04382628376649939 3.9597959518432617 8477.071 0.9139514132556884 0.1494109936510698 -0.02541123069073488 3.407109022140503 True 11 5300 12.08 18.11 7797.6304 0.904264144207947 0.18652441983112483 0.11253878113151122 4.506489276885986 8791.535 0.9191830520251904 0.14817561557832468 0.05754273788426804 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