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 16.99 58.07 19320.65 0.9615688924975239 0.002580992482407072 0.08004888363558235 317.0699157714844 17422.041 0.9604977861224312 0.0022175646377108334 0.08848751930390579 311.0703125 True 0 100 29.76 42.22 1704.8217 0.9518853735302482 0.018822854566683554 0.07272721203592358 6.1206583976745605 1617.5961 0.9506887322427394 0.01790532272845324 0.0799842350963405 5.964923858642578 True 0 200 29.46 42.56 1562.4045 0.9456491915376253 0.050537834327725635 0.05902784032467156 6.078043460845947 1496.1279 0.9444453407601983 0.04918422627453762 0.06460119254157351 5.82750129699707 True 0 300 29.35 42.06 1367.0955 0.9448082962194762 0.04510746822073818 0.045486446428566044 6.100494384765625 1485.7657 0.9439956015063382 0.04455545262675337 0.048641036392504645 5.9211320877075195 True 1 400 32.2 42.55 3603.8484 0.955994938272052 0.0286922565558248 0.015615482838053248 6.90275764465332 3443.3215 0.9551962300733453 0.027855914398664215 0.01587988472482657 6.960428714752197 False 1 500 28.89 41.86 1410.9178 0.9442470662873673 0.04862030739193352 0.009590857825279084 6.125185966491699 1480.9667 0.9434139670418542 0.04658200850784516 0.005651031503920862 5.949041366577148 True 1 600 29.48 47.04 1386.1133 0.9427521998707449 0.05471191374958412 0.04299201046796799 6.0809006690979 1466.871 0.9418230048447874 0.053215565629663036 0.04831803381667187 5.86557674407959 True 2 700 29.53 460.3 1381.8398 0.942608811562815 0.049741275624615514 0.002193351626702689 6.162154197692871 1436.3043 0.9425018085675856 0.04565548170865462 -0.0021567096266445827 6.011586666107178 True 2 800 30.49 196.7 1393.9622 0.9443304305883401 0.04526069373832613 0.06035433766521175 6.074970245361328 1506.4956 0.9433858951597388 0.043692734775663794 0.06790910982428157 5.873667240142822 False 2 900 29.96 94.49 1281.5508 0.9419870392489453 0.05464212439126666 0.09403879453912595 6.588380336761475 1415.8376 0.9409737854778734 0.05348243628008242 0.11298730877429304 6.567273139953613 False 2 1000 29.49 120.2 1254.0518 0.9378196972135304 0.06525869522534279 0.08979782216888853 6.053865432739258 1388.9525 0.9368905430169737 0.06316252365006823 0.10374780880369242 5.812481880187988 True 3 1100 30.04 63.57 1229.9156 0.9381335439746497 0.06466689224988934 0.08523637132270413 6.087993621826172 1404.5188 0.938410860123649 0.060455855130517315 0.10356715607728047 5.8988237380981445 False 3 1200 29.13 60.74 1185.9752 0.9372922200263707 0.06542739208639019 0.06961008464582985 6.064957141876221 1384.8392 0.9364341090215474 0.06403321945126808 0.08457622060023808 5.839396953582764 True 3 1300 29.96 57.69 1197.5269 0.9387346859206812 0.06290027557962967 -0.004797235724306941 6.399954795837402 1400.1808 0.9388280840276426 0.059092875454987086 0.00032270985183879966 6.012618541717529 False 4 1400 29.3 49.52 1124.3003 0.9354831493571251 0.07356352443723342 0.06206759270214473 6.22330379486084 1427.817 0.9356726520689534 0.06968385489858343 0.08418138491246366 5.875097274780273 False 4 1500 29.29 54.29 1130.3026 0.9368484435381996 0.06561194548564404 0.05891618820407914 6.097084999084473 1405.1266 0.9371756390605258 0.0608801916593396 0.07429329862442699 5.81626558303833 False 4 1600 29.18 65.51 1149.6771 0.9387845387050914 0.06147241845912867 0.0537025473283075 6.074025630950928 1435.479 0.9393825129050061 0.055482570889545765 0.06924889102656219 5.8362627029418945 False 4 1700 28.93 152.7 1105.3517 0.9357441948971618 0.07235313517420683 0.09722559680869539 6.175129413604736 1411.9626 0.9367817203589424 0.06444457609128018 0.1136760828577827 6.015967845916748 False 5 1800 29.53 63.3 1161.1492 0.9383695689681315 0.06329141980248955 0.06652667980521125 6.116917610168457 1465.4929 0.9393727475859718 0.055395913884669266 0.07682335420659994 5.8232879638671875 False 5 1900 29.44 58.25 1119.143 0.9347033946349015 0.0743223742588888 0.09444974182159774 6.209095478057861 1478.4824 0.936567513709638 0.06483724456198368 0.10641425042027172 6.058014392852783 False 5 2000 29.34 55.12 1211.419 0.9380260186314818 0.062139539666257924 0.11519831591625349 6.087784290313721 1496.3344 0.9391158993120341 0.054433119257411164 0.13257286581726135 5.897814750671387 False 6 2100 28.79 59.68 1154.7032 0.9381908865170282 0.06452025057119881 0.09935257192049343 6.135420799255371 1459.3639 0.9396678497882741 0.05570165455202428 0.11642280340275994 5.961813926696777 False 6 2200 29.19 59.17 1082.0942 0.9339517469104137 0.07547893801922624 0.10805259180182564 6.031970024108887 1406.7063 0.9369565168071077 0.06389664738450346 0.1287277926894983 5.786505222320557 False 6 2300 29.48 63.5 1052.7183 0.9323902484887652 0.08255060687660028 0.15823864392982573 6.006613254547119 1432.3326 0.9360279629375409 0.0679135348302823 0.16853604476696432 5.740413665771484 False 6 2400 29.29 51.34 1023.7672 0.9322665900571179 0.08793427228390052 0.10301940771536967 6.154293060302734 1353.6865 0.9341821212068148 0.07785922064328361 0.11376102694923544 6.008368492126465 True 7 2500 30.05 55.94 970.8655 0.9302648246930195 0.09101855213226714 0.18273127992136054 6.027815818786621 1400.9177 0.9343529839749899 0.07641463509993932 0.19423514580968643 5.8274993896484375 False 7 2600 28.94 89.95 962.8109 0.929935531739051 0.08567825903017431 0.15820210051738098 5.980217456817627 1427.435 0.934380479585136 0.07069588498551 0.16852380346043164 5.7347025871276855 False 7 2700 29.44 121.1 945.2859 0.93109167072695 0.08362606272136662 0.13172473892007977 6.021778106689453 1418.7736 0.9370249854052985 0.06409830617174979 0.1427306255595748 5.799241065979004 False 8 2800 29.4 98.78 945.5015 0.9236697508017471 0.11176729306221506 0.12857470068478866 6.009109973907471 1370.716 0.9301911956275282 0.08838966635411812 0.13674763479073285 5.771580219268799 True 8 2900 29.75 137.1 953.7634 0.9303764205118396 0.09608464701421514 0.09287710628375408 6.10197114944458 1391.7561 0.935962932362115 0.07515779839300823 0.10234427114454331 5.918390274047852 False 8 3000 29.33 64.18 937.2291 0.9267777922856286 0.10309353809881922 0.06705064041137446 6.100011348724365 1377.3254 0.9347598616462334 0.07696043113092904 0.0779650056557626 5.874011039733887 False 9 3100 29.09 78.02 933.4236 0.9293502003734118 0.09876415723619576 0.13358581030151612 6.555263042449951 1299.5056 0.9333201656973709 0.08150280067356919 0.13687771988257721 6.500224590301514 False 9 3200 29.24 59.92 913.2996 0.9270773915159727 0.1021565195875249 0.1311584703781122 6.180922508239746 1370.5825 0.934094245942754 0.07861926250755062 0.13721860675077252 6.0331807136535645 False 9 3300 29.12 50.09 851.55066 0.9236762751255878 0.1039711152993736 0.10115890175749444 6.046639442443848 1370.3213 0.9340956558790576 0.07430013256276974 0.10731441033319411 5.781142711639404 False 9 3400 28.86 57.34 819.7233 0.9201565081309262 0.12277387240974452 0.10835462008656939 6.024931907653809 1345.2877 0.932455890611384 0.08459856681986794 0.1131771196386167 5.773433208465576 True 10 3500 30.89 51.48 838.6139 0.9218536468625458 0.11865786575771578 0.0966909812237385 6.059265613555908 1407.0332 0.9338397719662144 0.08059087573682011 0.09846870426504024 5.852181434631348 False 10 3600 28.99 57.18 975.66064 0.9316917736614878 0.09173085921588664 0.12680787991147818 6.3942975997924805 1512.8209 0.9392951646425285 0.06417857203195655 0.1338383965583323 6.2951788902282715 False 10 3700 28.91 50.05 854.8403 0.9252326835139195 0.10303460660017616 0.07591543763882774 6.306318283081055 1406.1941 0.9373197544562029 0.06723094920041495 0.08104417995822315 5.976651191711426 False 11 3800 29.02 41.85 865.4681 0.9252161818505363 0.10135283222888522 0.0990715887599789 6.080005645751953 1384.2421 0.9358326209586542 0.06983894208753244 0.100934071808432 5.885635852813721 False 11 3900 29.14 44.03 756.65625 0.9150042845838249 0.1371688963527473 0.11876911182156771 6.107172012329102 1312.4082 0.9291497489596965 0.09422495677777785 0.11771959749177917 5.933496952056885 True 11 4000 29.3 43.55 905.35114 0.9265164004067096 0.11302615941932277 0.14077465092323815 6.015294075012207 1434.8438 0.9357898308572494 0.07747012345241895 0.1490381906625902 5.736896991729736 False 11 4100 29.01 43.69 813.4752 0.9149542446854829 0.1379730179353352 0.14425867376568913 6.003499984741211 1423.1553 0.9316320265517718 0.0871932209888736 0.14211806787915987 5.795342922210693 False 12 4200 28.92 43.2 772.2303 0.9140396366961397 0.13347592356335644 0.12805982743323455 5.996633529663086 1399.8629 0.9316782974470382 0.08345833848087472 0.12932483199082542 5.750247001647949 False 12 4300 29.07 43.96 831.815 0.9189962543107344 0.12121659428941439 0.13917951185556432 5.997479438781738 1334.2134 0.9303691919960088 0.0865785625244397 0.14314084782848316 5.767208099365234 False 12 4400 29.19 43.26 762.7945 0.912159014254045 0.14583596927788897 0.1437229071277614 6.002224922180176 1334.2166 0.9301963263319445 0.0917677178584163 0.13986443203644358 5.796337127685547 False 13 4500 28.4 43.33 781.5982 0.9135456797150333 0.14228140265926148 0.12612072027455015 6.21567440032959 1445.6255 0.933503947005297 0.08372987662594955 0.12453000968741747 5.897763729095459 False 13 4600 29.1 43.7 939.67664 0.9285060576575201 0.10423757891609901 0.13315321725855284 6.378032207489014 1521.3352 0.9398777250528697 0.06458641483141368 0.13308333820790166 6.264277458190918 False 13 4700 28.98 43.43 974.9533 0.9264288499366635 0.10604611427196761 0.1362189536390252 6.224231243133545 1600.8119 0.9412206368983288 0.06384814166620993 0.13291561973274663 6.0842061042785645 False 13 4800 28.99 43.64 800.76685 0.9055751984152235 0.16822797883943194 0.15949732232104866 5.965727806091309 1350.0286 0.9281177541464417 0.10030822765435296 0.15497178768780123 5.723395824432373 False 14 4900 28.69 43.16 733.0609 0.9097764691729862 0.14515178784654395 0.15521668119092344 6.035542011260986 1388.4888 0.930827287698104 0.08463166366424864 0.14890658986979557 5.756096363067627 False 14 5000 29.03 43.74 712.25195 0.9070877044092807 0.150480784365967 0.16349645071872665 5.969717025756836 1360.3386 0.9303420784173279 0.08601538957976199 0.16003293201292584 5.715063095092773 False 14 5100 28.97 43.74 704.08185 0.9027116825851965 0.1671679538240362 0.1655569855282063 6.008762836456299 1310.3323 0.9277146087964908 0.09743777162858577 0.16007688303635434 5.734025478363037 True 15 5200 30.96 43.74 725.026 0.9002161389987804 0.18504525739447986 0.16394967522344786 5.9859232902526855 1309.4347 0.9266823227350297 0.10621413751396891 0.1580537368933702 5.802615642547607 False 15 5300 29.02 44.56 699.6321 0.8994816800690667 0.18178670348818882 0.19233175714053616 6.110904693603516 1352.3309 0.9278166660113948 0.10091365386823009 0.18871309756523802 5.814678192138672 False 15 5400 28.83 42.88 684.5399 0.9049878686907143 0.16701166029906767 0.17891763128730867 6.135957717895508 1328.7943 0.9297589720582459 0.0915576085908442 0.1721784857682503 5.980876445770264 False 16 5500 28.86 44.51 705.1957 0.8985857283977259 0.17832948776123764 0.1869357620109851 5.979545593261719 1347.6437 0.9276537542659415 0.0970842302036672 0.17560342655759936 5.799405574798584 False 16 5600 28.97 44.81 636.57007 0.8943431250734931 0.19528780308662907 0.17343257375879928 5.93702507019043 1325.8911 0.9267673256702507 0.10191079050951055 0.16664535128893015 5.729236125946045 False 16 5700 29.18 43.84 670.42053 0.8939320027353018 0.19352281584570274 0.1838779787648928 5.913503170013428 1363.763 0.9276074764022244 0.09867076421856212 0.17175206285960287 5.679443836212158 False 16 5800 28.92 43.57 644.327 0.8923827451504697 0.20445912343143882 0.16865460134543292 5.930743217468262 1323.1113 0.925204667060876 0.11195753215347734 0.15199767912207862 5.712120056152344 False 17 5900 28.76 43.67 636.89355 0.8953186446249555 0.20791533924059913 0.19296254925495843 5.934030055999756 1303.8474 0.9250271524144644 0.1166263317237807 0.17165626548491342 5.748508453369141 True 17 6000 29.54 44.31 631.8253 0.8869389511273146 0.21454091536913378 0.184189817693248 6.094664096832275 1348.3057 0.9257534782710443 0.10746318964800515 0.16600986023534328 5.802426338195801 False 17 6100 29.05 51.35 647.0471 0.8934773178314154 0.19991662049748307 0.17626818342759126 5.923221111297607 1391.6936 0.9285901498116704 0.09866414260119759 0.15864044298359312 5.709428787231445 False 18 6200 28.89 48.47 623.982 0.8886372133789983 0.21278535309820745 0.1852584049985908 5.911037921905518 1322.714 0.9273961762161012 0.10298857641395456 0.16564136883038766 5.711609840393066 False 18 6300 29.19 115.4 638.24805 0.9003936639458067 0.20601636875956644 0.2066216669298866 5.8906145095825195 1310.4186 0.9279910164597225 0.10869088499431587 0.1907367062320761 5.652259826660156 True 18 6400 29.66 46.86 658.0026 0.8885796181192349 0.21235193979266945 0.18909095051864577 5.878962993621826 1445.8168 0.9281207451995992 0.10197927158959287 0.17331860924644288 5.66964054107666 False 18 6500 28.98 88.05 644.6534 0.8922457367019853 0.2049225152608655 0.19854501276899056 6.028145790100098 1357.5764 0.9289080872455125 0.09401844182396711 0.17319402501085887 5.8958048820495605 False 19 6600 28.98 80.04 621.3517 0.8814110110018781 0.2307994110637029 0.196096015862349 5.878493785858154 1350.7201 0.9237132725112414 0.11567139280763747 0.17134482315061653 5.6809916496276855 False 19 6700 29.06 68.85 653.9025 0.8861450561606484 0.21575298391084932 0.18983007475534622 5.890339374542236 1502.6448 0.9299225030548339 0.09504708890785471 0.1640412135292615 5.700434684753418 False 19 6800 29.01 112.9 673.3352 0.8938383171633972 0.19929121932551486 0.1860019223913882 5.9115118980407715 1402.2441 0.9299115193856068 0.09166387051352798 0.16322890440792595 5.734095096588135 False 20 6900 29.01 218.5 588.2488 0.8905150465177045 0.2161289196661819 0.1840430449011816 5.908992290496826 1335.269 0.9276474019293873 0.10480865347094978 0.16397261757950898 5.727926254272461 False 20 7000 28.96 218.7 574.6264 0.8845348864631201 0.21958552675110957 0.22839103904166067 5.881172180175781 1364.2896 0.9273038690168646 0.10059577525790721 0.19420710998416188 5.735968112945557 False 20 7100 29.12 46.14 580.7072 0.8805254472185087 0.2350400447640355 0.21510741507561626 5.873556613922119 1370.799 0.9271504625321471 0.10267236922598658 0.18336604963954858 5.664077281951904 False 20 7200 28.98 57.82 558.5557 0.8753921776502632 0.2473792677929098 0.23252547292916417 5.907559394836426 1339.4026 0.9239821398000502 0.11141957310825121 0.20384848413675555 5.77814245223999 False 21 7300 28.62 46.44 607.00916 0.877978867992065 0.24193691810620888 0.2336178573685652 5.859292507171631 1352.0015 0.9245081835971108 0.1098890244039424 0.20671428131991204 5.641282081604004 False 21 7400 28.77 52.14 579.9383 0.8813976063491278 0.24151292614548242 0.23113900620484112 5.7936248779296875 1279.5193 0.9251350981799192 0.10984677960548521 0.19721318968379048 5.636865139007568 True 21 7500 29.34 46.08 602.422 0.8721781740092008 0.2453972791016483 0.23168321664633507 5.855396270751953 1356.4122 0.9253842382819469 0.10413375248677961 0.18779035965483584 5.659743309020996 False 22 7600 28.69 53.85 638.7186 0.8740317727555836 0.2452700434918813 0.22519264652556983 5.806430339813232 1356.9459 0.9264854454224246 0.1010444220116207 0.18573383630114126 5.653720855712891 False 22 7700 29.23 76.63 608.84534 0.8701939926560001 0.2519527109436723 0.2289883478798254 5.852652072906494 1411.6193 0.9255323678022976 0.10475541798736565 0.1944196943907676 5.654949188232422 False 22 7800 28.73 187.0 586.9083 0.8765458912258157 0.24754482533933742 0.2383265170477259 6.055025100708008 1366.8682 0.9266596479072752 0.10279658711056858 0.20163032610268403 5.992722034454346 False 23 7900 28.52 43.68 576.0595 0.8752219209873545 0.24580217125488893 0.2209417248629116 6.055049896240234 1351.5635 0.92673345254717 0.10161336270834012 0.17567364434535973 5.820425033569336 False 23 8000 28.83 43.14 595.28485 0.8881517941470268 0.22139722488726093 0.2430737707796075 5.7746686935424805 1360.2197 0.9317286913041047 0.086333573167563 0.21068829939431014 5.635337829589844 False 23 8100 28.59 43.75 569.3947 0.8700689273702981 0.2586255722823128 0.2570139156162104 5.754377841949463 1333.6122 0.9234887731239467 0.11251612187113566 0.21839191786331055 5.582993030548096 False 23 8200 28.74 43.9 572.4669 0.864953602707671 0.2722309087740266 0.25893494330308575 5.794734954833984 1306.9044 0.9211737471702867 0.12117826768664568 0.20725881024133436 5.625809192657471 False 24 8300 28.28 42.89 556.8181 0.8591419441874223 0.2826191022723487 0.2670555513449276 5.803384304046631 1330.4128 0.9212795942953501 0.12113554423962743 0.21301873840117563 5.625484943389893 False 24 8400 28.61 43.44 559.74603 0.8741080632619891 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