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 20.3 92.75 572350.4 0.9746917544510079 -0.007369073265451166 -0.007689987525684306 170.66726684570312 347264.12 0.9728243134090866 -0.006037280409582075 -0.019116951468791277 164.598876953125 True 0 100 29.67 83.22 62712.098 0.9552537175492481 0.04028165651061717 -0.07041964973281227 37.8858757019043 38155.305 0.9521773521287605 0.040286514770230264 -0.0966320898064262 40.36614227294922 True 0 200 29.44 76.69 54835.848 0.9529728819350443 0.060314265981631275 -0.12199289777293985 32.816741943359375 34692.402 0.9500619122833927 0.061183968918171266 -0.16997270985070986 35.08694839477539 True 0 300 29.08 74.13 52446.336 0.9496860395430604 0.060793590238431165 -0.1414080238593204 22.0560245513916 34407.293 0.9467240779549523 0.06162513448724781 -0.1904505374967453 23.736209869384766 True 0 400 29.57 73.68 51033.445 0.9457776015409582 0.0753510492949488 -0.09836959345998575 7.1952924728393555 33088.42 0.9429040447655815 0.07413075832261956 -0.15581959889211086 7.885979652404785 True 0 500 29.37 73.71 47416.02 0.9455794247136354 0.08359878770526354 -0.12791024632810116 30.643104553222656 33058.25 0.9425702196002346 0.08276738962792858 -0.1746503127282084 32.62825012207031 False 0 600 29.07 74.78 48512.16 0.9439417617780993 0.07199720992353273 -0.12683588941129326 19.217668533325195 34314.98 0.9408955399938136 0.07069440372246129 -0.17513278352490674 20.443710327148438 False 1 700 32.45 75.68 44605.94 0.9399332677242107 0.09420718617955885 -0.10313610775110232 14.41905403137207 32638.209 0.9364188656239902 0.09372185700757063 -0.14629908769069339 15.450993537902832 False 1 800 29.14 74.67 51336.38 0.9401007874899968 0.09029057053159888 -0.11888512207079482 12.575119018554688 32624.479 0.9359309436226056 0.09177670900635222 -0.17882618829701397 13.407333374023438 False 1 900 29.44 75.82 48918.152 0.9451887295906002 0.08604780111366454 0.08876876543748577 18.273941040039062 33812.938 0.9432466929727434 0.08380181974594313 0.052892304701215795 19.527984619140625 False 1 1000 29.14 77.78 71078.86 0.9524032116652312 0.05908608950061658 -0.09745374193100359 8.879831314086914 49348.293 0.9494419469858295 0.05630984682479874 -0.15166981029653365 9.508630752563477 False 1 1100 29.26 84.05 46057.15 0.9367105260588193 0.09864646695515192 -0.11944687458954449 3.9317965507507324 31702.73 0.9330111131735344 0.0962892999702724 -0.1767433146602317 4.0920329093933105 True 1 1200 29.74 78.81 44533.01 0.9335825627706256 0.10622896932877704 0.020888279014663377 3.6254096031188965 32871.312 0.9316747973608541 0.09937183738571563 -0.04134647695801186 3.738501787185669 False 2 1300 29.1 74.83 38787.605 0.927619730005583 0.11142181828073604 -0.007291636216968997 3.947087049484253 32610.975 0.9249523206469468 0.10494364627359505 -0.07029816984213892 3.8300368785858154 False 2 1400 29.21 73.62 36420.266 0.924651802648383 0.11606259898063405 -0.036361044119125045 3.342193126678467 32760.193 0.9230093267068985 0.1094217185535674 -0.0929511301067907 3.2530524730682373 False 2 1500 29.29 74.09 41238.414 0.9370834221562142 0.0900981725581672 0.026954348464963945 4.393894672393799 33783.996 0.935194121291827 0.08287403025230183 -0.03523902761325319 4.611546039581299 False 2 1600 29.28 74.6 51534.53 0.9456123865750743 0.06028735635768464 -0.08085287391072192 10.802584648132324 40672.56 0.943444986650429 0.0547334800346137 -0.13751994807230472 11.46569538116455 False 2 1700 29.22 76.47 53475.72 0.9515708060861343 0.06490317683659654 -0.1140354273290092 3.5267512798309326 43082.047 0.9513730906327263 0.059997598576001905 -0.16749060692684792 3.5984044075012207 False 2 1800 29.13 75.47 42157.24 0.943307425501969 0.08869586782918802 -0.1267953715145202 3.361232280731201 32832.953 0.9395121959028779 0.08637782486680126 -0.18356097070115285 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0.13863422374868972 2.8521807193756104 False 26 16800 29.38 73.5 26707.924 0.8591518835533573 0.29089689601408897 0.20694584752884726 2.7269818782806396 27344.822 0.9107935079056344 0.13683144074485656 0.11941672692271117 2.753439426422119 False 26 16900 29.42 73.56 31150.13 0.8402159622278429 0.3085458640766109 0.21922011234282754 2.814375400543213 28169.533 0.9104747666625658 0.1295264843081306 0.1321878857869707 2.699314594268799 False 27 17000 29.17 73.54 32493.21 0.8478958570259834 0.29195159952164024 0.21159621401829068 2.9427947998046875 28742.904 0.911723745405043 0.12668024684797563 0.14207250176967948 2.7825534343719482 False 27 17100 29.38 73.55 29858.432 0.8482833163524645 0.30030622127097445 0.20112207395516762 2.714986562728882 27749.795 0.9135587282524169 0.12376417156032177 0.10029054306349804 2.7466745376586914 False 27 17200 29.38 73.56 29183.014 0.8408820399655325 0.3120923195689938 0.22285399288591098 2.6856026649475098 27511.102 0.9099713033264267 0.13186522659229766 0.1232041607696174 2.669760227203369 False 27 17300 29.4 76.23 29656.135 0.8403499516873817 0.3127661989997839 0.22693845013138977 2.7340636253356934 28147.22 0.9109292986999898 0.12798321095610368 0.12871910918851032 2.663538932800293 False 27 17400 29.42 73.54 28197.53 0.8597961520448134 0.29740366610752456 0.23024985007669918 3.120873212814331 27298.88 0.9128978129583255 0.1339291556410366 0.1062455335261654 3.3146913051605225 False 27 17500 29.42 73.57 27258.467 0.849862781248192 0.31241771848591454 0.2278491241673394 2.92775559425354 27171.828 0.9127055625958737 0.13002178034984474 0.12839559210775642 3.0670223236083984 False 27 17600 29.42 73.57 27039.264 0.8444682696747076 0.3220612128324631 0.23869889967612143 2.671556234359741 27446.623 0.9109996941111348 0.13442763967093588 0.15025119679112897 2.681267261505127 False 28 17700 29.16 73.48 28625.67 0.8442066536765713 0.2983833719296418 0.2199066910336996 2.700747489929199 28983.781 0.9096726001660865 0.12872230528977552 0.1418972198859793 2.6471574306488037 False 28 17800 29.44 73.52 27160.004 0.8425931502571322 0.3183062777274168 0.22834993081644275 2.6794559955596924 27647.803 0.9107213893455892 0.13283461461483534 0.1264065280048978 2.7017102241516113 False 28 17900 29.44 73.57 25061.904 0.8429749614053542 0.31612053653743505 0.23619021925766334 2.72206449508667 28039.893 0.9111444952694129 0.12843421865384816 0.11211178403262795 2.7703280448913574 False 28 18000 29.43 73.55 30952.291 0.830415454500334 0.3335264367318257 0.24253658595340596 2.700765609741211 27024.418 0.9094236355653446 0.13254883574652743 0.13233990613667146 2.650768518447876 False 28 18100 29.42 73.56 27205.123 0.8385611724713333 0.33301093178034424 0.2460449747048129 2.7382843494415283 27557.113 0.9119039329607738 0.12952110030402392 0.14084926729534947 2.8172805309295654 False 28 18200 29.44 73.58 28081.645 0.837544981489869 0.3282486959519641 0.24162892012224513 2.6720950603485107 28052.754 0.9102239733735389 0.13297766646843462 0.15133946816882868 2.674708843231201 False 29 18300 29.21 73.58 28292.193 0.8449838199286663 0.3212074206887855 0.24375355683812144 2.6953647136688232 28153.232 0.9124819183836442 0.1304124578983026 0.14894880281538267 2.7329518795013428 False 29 18400 29.43 73.55 28646.527 0.8495573312774687 0.3129269935535768 0.22231821054524337 2.755819082260132 28674.904 0.9153339057958898 0.12424735536830278 0.12208087031640305 2.820746660232544 False 29 18500 29.39 73.58 27062.596 0.8627599747492283 0.3045919896935362 0.2221202663939735 3.3072288036346436 28483.941 0.9187468547509562 0.12198318681049297 0.13497343890079477 3.5416929721832275 False 29 18600 29.39 73.51 30781.67 0.8353956107981488 0.32595103044287305 0.23065391335339092 2.724984884262085 28548.248 0.9140081376499897 0.12039720806450412 0.146795334653849 2.6474509239196777 False 29 18700 29.43 73.55 30640.55 0.8366319589246866 0.3225570529892664 0.2217767144890018 2.6926398277282715 28520.902 0.9111242169338855 0.12550086894567916 0.14922834330520832 2.640465497970581 False 29 18800 29.49 73.59 30189.865 0.8441801254143596 0.3310843891574853 0.24012185110330309 2.772806406021118 27764.62 0.9117866372840717 0.13585373956648916 0.15073464132808118 2.864197254180908 False 30 18900 28.84 73.54 31425.35 0.8296843958072093 0.33524101604089473 0.24865494414719624 2.6593616008758545 28118.42 0.9089368629142863 0.13123988067221623 0.14678121945209052 2.649275064468384 False 30 19000 28.96 73.56 30376.709 0.845671245249684 0.31821147105734143 0.21418856314550652 2.6944034099578857 29206.525 0.9148190302966088 0.12636518641359284 0.12952134482179153 2.689561128616333 False 30 19100 28.9 73.52 35323.965 0.8205455915785279 0.32080032142921083 0.22882994618251404 3.3495380878448486 31315.666 0.9110983600269166 0.11637241661972976 0.1621828337609848 3.0862159729003906 False 30 19200 29.14 73.55 29455.715 0.8695395918249832 0.29128348455790054 0.20905031863756193 2.967620849609375 28591.44 0.9165624878336899 0.13152327669822475 0.12484247511347052 3.0992345809936523 False 30 19300 29.29 73.53 31099.902 0.8371459455552891 0.32566932398648807 0.24292040776220103 2.6720199584960938 29688.387 0.9140574142643232 0.1211715212024761 0.14536082491383395 2.6722183227539062 False 30 19400 29.02 73.57 30647.809 0.8295829036456708 0.33237001457264626 0.23560102774679373 2.7926619052886963 28045.727 0.9090251126642003 0.13046413153074118 0.15077971388974232 2.6897168159484863 False 31 19500 29.07 73.56 29535.477 0.8419707552969409 0.3309885950925084 0.24659737417909822 2.709658622741699 27595.951 0.9127206771805939 0.13036564324377803 0.16311111299157485 2.7694754600524902 False 31 19600 29.42 73.54 26651.996 0.8522686345049385 0.29504556549196 0.2282899123823978 2.7091476917266846 29416.414 0.9127864787067982 0.12627141970963843 0.1474277462924958 2.729832887649536 False 31 19700 29.42 73.55 26598.232 0.825741465860509 0.345677791117403 0.2489688767628876 2.682934522628784 28319.496 0.9097764564160999 0.13124246419069832 0.1634270840714171 2.626859426498413 False 31 19800 29.3 73.56 26900.508 0.8285535371970263 0.33132786166970557 0.24214808553975165 2.7035140991210938 28603.65 0.9112481784904167 0.12179789584703983 0.1563173118962651 2.6371874809265137 False 31 19900 28.92 73.54 28503.463 0.828201376199999 0.352216826329641 0.24888472058590355 2.6598198413848877 27171.426 0.9119968952704651 0.12787937414821188 0.15345584101105822 2.6840786933898926 False 31 20000 29.26 73.52 27916.309 0.8359355045380703 0.330753384991418 0.23300453267812593 2.6737513542175293 28480.654 0.9143106521613966 0.12104382881025313 0.1373557335527408 2.6746826171875 False 31 20100 29.01 73.5 29119.395 0.8214624823436726 0.34897024264417087 0.249454416822474 2.672503709793091 29311.88 0.9108505873582394 0.12634995770088378 0.15935561933812828 2.629833698272705 False 32 20200 29.0 73.54 26802.18 0.8341051827913311 0.34531432065320355 0.24127262131828822 2.667942762374878 28671.941 0.9129187544219789 0.13170076320539667 0.1646925850251271 2.649719715118408 False