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 17.33 65.2 26742.305 inf -0.0010251451138265243 0.012193115489830677 489.0868835449219 25385.584 inf -0.0014762712333115594 0.03429849181094547 484.8698425292969 True 0 100 29.73 54.37 1858.1759 0.9454898606708646 0.014748834078176992 -0.002825584509561087 7.239703178405762 1831.4957 0.9475871385429797 0.01428921709870561 -0.012168660751717358 7.012255668640137 True 0 200 29.57 53.3 1732.728 0.9377762964344603 0.0434130154126533 0.014810938156189765 6.650233268737793 1711.016 0.9407313934321893 0.04005394400811987 -0.01459589969384657 6.274875640869141 True 0 300 29.43 56.02 1659.4244 0.9341155084712046 0.06079327008876227 0.015502331546201013 6.641109466552734 1650.3143 0.9375764178211866 0.055144450607482146 -0.010280438933656393 6.289044380187988 True 0 400 28.76 54.41 1574.8245 0.9335277762946951 0.055175885452341436 0.007705755219474073 6.642167091369629 1652.4716 0.9372546418353686 0.051151287641841355 -0.01252362721715168 6.28156042098999 False 1 500 33.89 53.76 1568.897 0.9335635877001108 0.05769671998824534 0.03184126771191583 6.667759418487549 1650.0833 0.9373657512767207 0.05217716588740607 0.013828704794364367 6.33476448059082 False 1 600 28.57 53.63 1551.536 0.9327265002568066 0.06171855652721149 0.034679106022187996 6.668166637420654 1629.7856 0.936452522104528 0.056079086375167245 0.01556904338609137 6.2330827713012695 True 1 700 28.39 53.27 1528.9208 0.9326554789165565 0.06066096658022894 0.010895380180900475 6.684617519378662 1620.8746 0.9364095476150548 0.055520246110377786 -0.007202500397802225 6.249011516571045 True 1 800 29.15 53.58 1491.5524 0.9292118885505335 0.07169210468092212 0.028061294976030743 6.661117076873779 1611.2888 0.9332447984355559 0.06398403944284442 0.0369188210058306 6.216948509216309 True 2 900 28.74 52.95 1519.8539 0.9336339196610531 0.05593237160531937 0.00390751427229004 6.633568286895752 1636.7158 0.9375480062456173 0.04940745490610321 0.011830091942070355 6.243399620056152 False 2 1000 28.86 54.51 1496.0719 0.930295235099575 0.06692301835245554 0.1163761756639464 6.5787811279296875 1637.4473 0.9341804315508833 0.05988508604800668 0.12575503129289373 6.179768085479736 False 2 1100 29.01 54.93 1528.9413 0.9307002011873651 0.07215069584488823 0.07685448207859177 6.593428134918213 1601.6425 0.9345986273839213 0.06387555304658322 0.06151464513041934 6.223766326904297 True 2 1200 28.93 54.66 1489.8287 0.9292032746008959 0.0771148131387411 0.08628044989145278 6.6166510581970215 1611.043 0.9334980967113075 0.06671070592225917 0.10264848170863179 6.232241153717041 False 2 1300 28.46 54.58 1482.2406 0.9285197780327072 0.07497951136507451 0.09511625182284392 6.59457540512085 1590.7395 0.9325283744584031 0.06540111503099326 0.08835852529667686 6.222417831420898 True 3 1400 29.18 54.13 1544.3145 0.9318219612673032 0.07283202598228794 0.0058966408498236774 6.91510534286499 1574.4696 0.9351889712817207 0.06704864056087421 -0.034379222795748836 6.714265823364258 False 3 1500 28.9 53.49 2675.5168 0.9473897391784398 0.0384426569562379 -0.008221673324410152 9.737984657287598 2688.444 0.9502792470614508 0.03316853208379836 -0.04868849350284955 9.752412796020508 False 3 1600 28.88 54.63 1444.6576 0.927955632731709 0.07812716871104901 0.04072815630299203 6.653947830200195 1547.7357 0.9324576221957325 0.06652462808287844 0.02116662603360001 6.226266384124756 True 3 1700 29.78 53.78 1357.4957 0.9235891892421574 0.09873021233328533 0.002228105830358619 6.644702911376953 1520.5753 0.9294591417048552 0.08126245909063869 0.04017975746831054 6.206617832183838 True 4 1800 29.62 53.55 1515.8256 0.933568869896953 0.061818018793343164 0.18180822833890123 6.5568318367004395 1738.0618 0.9388050741840311 0.04839601257775003 0.1814329245521401 6.149906158447266 False 4 1900 29.25 53.42 1295.8641 0.922579379034028 0.10056517329333475 0.03270162251650672 6.623937129974365 1516.9302 0.9289982296687237 0.08092278357759407 0.03228240988516123 6.208698272705078 True 4 2000 29.33 53.24 1244.6188 0.9172667062779111 0.11430038081018642 0.06575793459763672 6.599010467529297 1472.8503 0.9246020988937615 0.09271809751937177 0.04896378262657261 6.199392318725586 True 4 2100 29.47 53.17 1293.9617 0.9241296724409428 0.09355667623057014 0.0863682765656326 6.604526042938232 1519.3214 0.9314523046639553 0.07119107431384722 0.09191280501380825 6.180479526519775 False 4 2200 29.11 52.96 1215.7572 0.916448784803026 0.11800449325122732 0.048128787091602926 6.622296333312988 1461.2008 0.9251436594834574 0.09239736155152642 0.04148807905336809 6.203634738922119 True 5 2300 29.42 52.96 1204.422 0.918095268242888 0.11496988148071519 0.07376810925041176 6.61705207824707 1497.5652 0.9271678804566472 0.08709855888946157 0.07020384525590419 6.245378017425537 False 5 2400 29.06 52.98 1178.618 0.9153216329273286 0.12616109802897227 0.07588164515487625 6.588528633117676 1480.3127 0.9254882347602422 0.09423218227723681 0.07262372732329331 6.195065975189209 False 5 2500 29.08 53.14 1204.3792 0.9193080892463242 0.11571084165327183 0.14623457717323918 6.65613317489624 1505.7073 0.9289787438440426 0.08535473176267737 0.1462148551766291 6.200509071350098 False 5 2600 29.21 53.09 1134.6023 0.9138355568211691 0.13385317632812302 0.14235034410520778 6.638230323791504 1466.7867 0.925033518486471 0.09753972262479457 0.13781916760671803 6.283913612365723 False 6 2700 28.95 53.01 1114.6351 0.911638016553358 0.13273371123517494 0.10921454429780655 6.671443939208984 1484.8214 0.9242770371386025 0.09447157774879113 0.1052009090046501 6.218068599700928 False 6 2800 28.86 53.51 1103.5896 0.9111783503888564 0.13938644504907247 0.1509190718788408 6.558011054992676 1485.849 0.9247873692970997 0.09617963660373 0.15319988741050497 6.165973663330078 False 6 2900 29.12 53.23 1109.0415 0.9133027143466864 0.1276522396830001 0.04393967226522659 6.624589443206787 1492.2881 0.9255152193447026 0.0920958389931835 0.027786259843347344 6.262156963348389 False 6 3000 28.83 53.3 1000.22656 0.9083825545974696 0.1499531394477384 0.03981164899130737 6.953184604644775 1420.8173 0.922649091573709 0.10519379005929239 0.03481559891403799 6.64987325668335 False 6 3100 29.03 54.42 1107.7878 0.9119942326769187 0.13061932050827982 0.07546781246114441 6.850836277008057 1534.1707 0.9264179717477623 0.08889777314123787 0.08322810434711542 6.358811855316162 False 7 3200 29.19 54.77 1028.3011 0.9059758921462826 0.15349591836651078 0.13323029249831933 6.615093231201172 1462.4368 0.9231818739826253 0.09992559876641739 0.1320280627663857 6.249833106994629 False 7 3300 29.05 54.26 1042.9493 0.9079338497261242 0.14942705424605757 0.0663040632702269 6.602025985717773 1509.1927 0.9255731883662457 0.09401343911275394 0.06978109804368803 6.1845879554748535 False 7 3400 29.16 54.77 1024.6129 0.9048841371510755 0.15252773255075883 0.07213137875739153 6.592220306396484 1508.334 0.9246633309094443 0.09263170954525961 0.07378093304568298 6.185262203216553 False 7 3500 29.09 53.51 1020.0798 0.9052651220594841 0.16209993079956939 0.06582044891012163 6.761294364929199 1503.7343 0.9218984957219002 0.10751725905630784 0.05505723555229134 6.436615943908691 False 8 3600 28.37 53.41 1017.6635 0.904948541749837 0.1624972675347182 0.10820265848623377 6.693398475646973 1556.9414 0.924421585139161 0.1013440990422566 0.11188338157960642 6.332862377166748 False 8 3700 28.8 53.88 930.68585 0.8969170716185147 0.1832417004252937 0.09974832073150178 6.575988292694092 1458.5381 0.9197866964381471 0.11239497320185285 0.09033409034922077 6.193687915802002 True 8 3800 29.4 54.45 1025.0109 0.9073316482776633 0.15762449207816032 0.015056457011234864 6.80392599105835 1532.7865 0.9254690224887169 0.09866202212528093 0.0024933016894533246 6.339476108551025 False 8 3900 29.06 53.43 982.9344 0.9016190469254438 0.16573245311687276 0.06459656334045973 6.6859660148620605 1553.4648 0.9226275031016095 0.1014567391441452 0.0663633235331941 6.236844062805176 False 9 4000 28.9 53.37 920.68463 0.8934893405039964 0.1898251119991988 0.07439887587105626 6.632741928100586 1506.8005 0.9189975198800885 0.11268658645816108 0.07182744936018409 6.262424468994141 False 9 4100 28.87 54.11 1044.4584 0.9048164860104488 0.15109232326057823 0.07228348601930872 6.596004486083984 1603.2931 0.9262238973304139 0.08994711712604271 0.06471412525505624 6.186895370483398 False 9 4200 28.97 54.4 980.5563 0.9076879441689097 0.15290129775182407 0.005687236062085849 6.759265422821045 1480.3875 0.925851516642294 0.09278162682682772 -0.006455263360502401 6.421297073364258 False 9 4300 28.73 58.06 898.8117 0.8952815460251492 0.1899270214009378 0.07296589976810794 6.681677341461182 1490.9142 0.9211542750829378 0.10842701283949768 0.06060537285242208 6.33439302444458 False 9 4400 28.61 54.05 1090.1934 0.9094678396254093 0.13807628724083493 0.07253866327668304 6.868271350860596 1672.0204 0.9306338958056607 0.07516961503575696 0.04512578817799617 6.582761287689209 False 10 4500 28.36 53.62 984.9175 0.9033792526771262 0.16166377963277298 0.0641979852296893 6.925962448120117 1553.2697 0.9253511701898613 0.09144937216886609 0.0394625176331733 6.648636817932129 False 10 4600 28.65 53.33 887.20197 0.8906440010298661 0.20201776396610963 0.06642565950297767 6.593664646148682 1519.8838 0.9202498642481511 0.1103525413660144 0.0480566583693024 6.211811065673828 False 10 4700 28.37 53.29 859.4069 0.885814905369417 0.21520962076368033 0.074261809008582 6.722248077392578 1494.8282 0.918796155570256 0.11533322748444863 0.05602136458189261 6.392439842224121 False 10 4800 28.88 52.97 932.21875 0.8876835225094063 0.20292063413263817 0.0924782937729476 6.605741500854492 1496.7065 0.9168028265777198 0.12119788534317387 0.07183310197751108 6.190496921539307 False 11 4900 28.3 53.03 906.8544 0.8871152516722519 0.2091553961270215 0.12528613372949737 6.556794166564941 1494.6422 0.9175708127516928 0.12047921904866646 0.10564438771214534 6.1868109703063965 False 11 5000 28.39 52.91 879.1116 0.8803285892644217 0.22479819811967192 0.10775143999619886 6.606011867523193 1483.4261 0.9150819856097328 0.12465000291691597 0.08884394678061122 6.186588764190674 False 11 5100 28.46 54.37 847.8215 0.8804989194370642 0.22990240546271287 0.07693155874643141 6.634453773498535 1462.5 0.9148568552894724 0.1295035148177696 0.051006071332558266 6.221351146697998 False 11 5200 28.49 53.89 939.5328 0.893127602766455 0.18115461894681817 0.08193317364403034 6.578921794891357 1575.3326 0.9223393292030827 0.09868988335545786 0.05893141824791699 6.19940185546875 False 11 5300 28.8 53.24 809.32166 0.879317287569394 0.23417652686085227 0.07977824319597031 6.582193851470947 1490.72 0.9161468032986424 0.1259513326104257 0.06194280702761401 6.193549156188965 False 12 5400 28.35 53.71 811.8727 0.8794930824897261 0.22725696547149288 0.07996720750391925 6.736759185791016 1501.0793 0.9188671901620294 0.1140400198611248 0.06307397710326818 6.399839878082275 False 12 5500 28.55 53.97 788.1228 0.8770492847948371 0.2473260866678045 0.12578198001436075 6.545069694519043 1458.7207 0.9140222643082072 0.13740535271466478 0.0947370315731632 6.159021854400635 True 12 5600 29.14 53.76 853.62946 0.8857656065638111 0.20459110059182298 0.13090568384040085 6.638633728027344 1574.0409 0.9223374467496896 0.09806324999080245 0.10718462367632414 6.3047871589660645 False 12 5700 28.61 53.63 783.96045 0.8758940264565563 0.23939381108405294 0.14064990544613287 6.534932613372803 1473.2041 0.9172110846931528 0.11801063808650482 0.11957207241981238 6.158322811126709 False 13 5800 28.66 53.39 809.7407 0.8827366384894795 0.2269706142457666 0.13640763179036222 6.531087398529053 1460.248 0.9201839745485196 0.1085224449784107 0.11394949786140127 6.149341106414795 False 13 5900 29.2 54.32 770.92334 0.8713003397779768 0.2520942090991121 0.14944860245866826 6.523277282714844 1458.8395 0.9157242287885217 0.12338979709254513 0.12419789119095334 6.151305675506592 True 13 6000 29.44 54.35 881.3391 0.876138520930348 0.24014586538282637 0.1293305819492001 6.59672212600708 1488.4365 0.917291786835131 0.11944544273449259 0.09970281343361094 6.25831413269043 False 13 6100 28.85 54.21 860.84863 0.8696149457994138 0.25170180820560983 0.1487978443223356 6.631016731262207 1560.8336 0.9148528594957036 0.12603132867020128 0.12559868739050192 6.20170783996582 False 13 6200 28.84 52.98 855.5269 0.8810101939101108 0.23194269206833898 0.1256925468824522 6.530003547668457 1488.6469 0.9180441573991553 0.11732761725301981 0.09163538703151779 6.174623966217041 False 14 6300 28.39 52.93 809.60846 0.8681298225030702 0.2597993141823505 0.16002752382975455 6.512184143066406 1506.5852 0.9148354851200551 0.12818624491969866 0.13191273339236 6.148180961608887 False 14 6400 28.84 53.08 813.4154 0.8713643565500035 0.25068713604277426 0.14383268643938893 6.532790660858154 1543.88 0.9191176371980995 0.11397703554239878 0.11082624258208189 6.1451191902160645 False 14 6500 28.57 54.54 857.00934 0.872114899809212 0.24385853774556382 0.12560255637957438 6.543534755706787 1544.2393 0.9171906058676838 0.11633630459286295 0.09803772074382029 6.159831523895264 False 14 6600 28.41 54.06 864.11456 0.8849941087224265 0.2143610067196151 0.12304943869294348 6.703407287597656 1501.7216 0.919900644588213 0.10580054578267709 0.09086267371628791 6.383281230926514 False 15 6700 28.67 55.08 762.6415 0.8673349725252911 0.2664420902271721 0.13597824939120612 6.528201580047607 1488.411 0.9157038122561029 0.12622960260482588 0.0974060415223226 6.167092323303223 False 15 6800 28.71 53.51 808.6379 0.8688675300510196 0.2502637060512565 0.12676657317311923 6.696588516235352 1556.3248 0.9170174759233011 0.11507572979413104 0.09255152692910244 6.269167423248291 False 15 6900 28.69 54.47 808.1435 0.8622781686025066 0.27729878030717914 0.15209357529336695 6.558338165283203 1465.153 0.9123226264557657 0.1363233462055997 0.11926999228754641 6.212949752807617 False 15 7000 28.6 52.98 807.8832 0.8659634871668093 0.26790684838066564 0.15276452178019487 6.567371368408203 1517.2164 0.9178937886477656 0.1177992850639647 0.1172791108555741 6.230178356170654 False 16 7100 28.49 53.83 840.61774 0.8657401489220109 0.25987167075664586 0.16021028473718682 6.553826808929443 1507.8817 0.9140568331053166 0.12605983362911355 0.12211550008045514 6.155604839324951 False 16 7200 28.64 55.05 806.6628 0.8648711802587778 0.26640719036597454 0.166992475069455 6.525062084197998 1548.1116 0.915389433084604 0.12173431287981076 0.13200805292024345 6.170770645141602 False 16 7300 28.59 54.29 804.79755 0.8597479901269353 0.27635026262811835 0.17933951503596038 6.4769392013549805 1543.0436 0.9152519378234079 0.12109438492586182 0.14866595131790206 6.097130298614502 False 16 7400 28.54 53.21 770.95465 0.8640124396480315 0.27611570925852463 0.1572600281287254 6.5309343338012695 1485.4081 0.9155831758520269 0.12251955838170998 0.11622278274304475 6.194936752319336 False 16 7500 28.9 53.62 841.0943 0.8861082881715623 0.24347501224084947 0.1660585732181861 6.635916233062744 1446.8937 0.9202168522549078 0.11666233552950568 0.1306704426575547 6.318386077880859 False 17 7600 28.53 54.28 749.1527 0.8568570713609396 0.2904476117700772 0.18899370973289092 6.608787536621094 1507.6727 0.9140781224766988 0.13062320460586685 0.1449891800280507 6.201395511627197 False 17 7700 28.49 53.15 782.5421 0.860777709660542 0.2841814332673018 0.19766968294289208 6.648489475250244 1529.602 0.9141793907624572 0.12747085300989847 0.15603371546358927 6.350785255432129 False 17 7800 28.71 53.37 806.98376 0.8733424089058272 0.2584774716159974 0.20954684393256062 6.457695960998535 1521.244 0.918640137011508 0.11468141074942514 0.16794127590236319 6.106123924255371 False 17 7900 28.87 53.56 773.0102 0.860554328371837 0.2773438004248555 0.20533197775792225 6.466454029083252 1547.8513 0.9168955725199676 0.11468146498725189 0.1615829532990323 6.122826099395752 False 18 8000 28.79 54.38 728.6064 0.8567366172036535 0.28362832653849634 0.13831968673597392 6.528669357299805 1510.8546 0.9160418031078245 0.11708331255552307 0.07754464062182434 6.222360134124756 False 18 8100 28.76 53.98 746.08704 0.8547016482269493 0.28567334032264413 0.15498646211285277 6.53324556350708 1554.8352 0.9155245744180557 0.12056034238016672 0.11252499442072122 6.158297538757324 False 18 8200 28.17 53.41 730.4182 0.857707778779892 0.2810758785296746 0.16415643514046452 7.011247158050537 1509.8394 0.9152594973341427 0.12116279314729478 0.1254172821734627 6.584203243255615 False 18 8300 28.81 53.26 730.1798 0.8493053858563874 0.3017372715966938 0.18160594466670815 6.537719249725342 1523.373 0.9135122580137456 0.13103843915494975 0.13636092409160694 6.1567559242248535 False 18 8400 28.71 52.89 723.97974 0.8522199177881508 0.29682314828549605 0.17119045080606493 6.472025394439697 1555.8513 0.9159605900680456 0.12162075376624812 0.1202582479678624 6.127094745635986 False 19 8500 28.49 52.78 694.95056 0.8488555005345312 0.30808088511054627 0.16984877836025514 6.505171775817871 1518.2709 0.9143014891718207 0.1255788154408338 0.11032274436020585 6.19614839553833 False 19 8600 28.59 52.77 728.5566 0.8532176136256022 0.2922943288315685 0.14091816998569975 6.558856964111328 1557.2133 0.9164055354202073 0.11725460892977455 0.08511908564099302 6.196483135223389 False 19 8700 28.72 52.81 692.66266 0.8534017279188393 0.30152896994384526 0.1676180907991126 6.583662986755371 1504.1676 0.9152099129840279 0.1209533223213552 0.10811486886702618 6.2784342765808105 False 19 8800 28.62 52.8 740.94434 0.8593447733872409 0.27946039535668515 0.16791497716502732 6.585208415985107 1532.8536 0.9185590724411195 0.10919886360757398 0.10857970175085463 6.219797134399414 False 20 8900 28.47 52.77 698.225 0.8537105635451201 0.2944294095129555 0.16888470107581713 6.478152751922607 1547.1082 0.9158428468754719 0.12267206479149702 0.1123699841159377 6.150169849395752 False 20 9000 28.4 52.81 693.4541 0.8399447643149637 0.3197070387834247 0.16727915320455025 6.521839141845703 1542.6821 0.9135723914588019 0.12675036279154608 0.10565669744900937 6.175200462341309 False 20 9100 28.9 52.92 698.37787 0.8424540158506453 0.31686037296394526 0.1572626574420881 6.482976913452148 1542.3431 0.911810107634349 0.13049156230994827 0.11037105728968408 6.14280891418457 False 20 9200 28.52 52.83 743.5023 0.8600626537743514 0.3022585909119604 0.16645020467252683 6.708932876586914 1502.8608 0.9162136664827387 0.12649860912070943 0.11149385320791161 6.409073352813721 False 20 9300 28.53 52.79 760.90436 0.8471983471274305 0.30873113851995065 0.14103375689999112 6.609431266784668 1590.2052 0.9157354141656795 0.11889615604471841 0.07417436739567623 6.319232940673828 False 21 9400 28.43 53.33 730.02344 0.8474667369474576 0.31613986543998124 0.1785436259505363 6.460524082183838 1486.4021 0.9135324031905444 0.12987679082020628 0.11797042433007153 6.128876686096191 False 21 9500 28.96 53.28 696.4639 0.8476002001281339 0.3205864226553944 0.1507765401739811 6.513251304626465 1479.2295 0.9137962853358392 0.13009213157170338 0.07463205628668165 6.221772193908691 False 21 9600 29.14 53.47 764.7842 0.8597362267507502 0.2830555117064949 0.18600928237736053 6.7470173835754395 1581.2924 0.915401941605745 0.11979367392230417 0.1323619063767716 6.458456516265869 False 21 9700 28.88 53.01 745.01843 0.8481620445846257 0.3047393899723574 0.1611253565729208 6.536420822143555 1553.2362 0.9163631345666279 0.11683482525479233 0.09877677916068404 6.227034568786621 False 22 9800 28.73 53.35 716.44324 0.8380006403736988 0.32493895868801437 0.2092725271204417 6.428856372833252 1547.5686 0.913128373353613 0.12650118684801384 0.12781160825263796 6.137641906738281 False 22 9900 28.87 53.39 726.429 0.8603734130258612 0.30458438203758753 0.1851940829814608 6.535915851593018 1460.3638 0.9164797639549614 0.12494447879525275 0.10831212716795967 6.240951061248779 False 22 10000 28.8 53.33 711.52234 0.8411934161916877 0.3243928985119649 0.19652910998145998 6.495838165283203 1546.9786 0.9147225790360076 0.1283423535337015 0.12514952941201687 6.168179988861084 False 22 10100 28.82 53.32 679.3553 0.8393053709252908 0.32966125980842625 0.1955529146643953 6.446925640106201 1505.6978 0.9133713570746814 0.1270456237010492 0.11873378841677269 6.1420674324035645 False 23 10200 28.76 53.32 713.25354 0.8472540723294241 0.3169263414874875 0.19059070454883778 6.526319980621338 1539.6794 0.9154022470256802 0.12196283287591117 0.1144013309674934 6.195127964019775 False