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 1.957 25.87 28643.564 0.9855637731224953 0.0028216253897127286 -0.399778882029107 66.35513305664062 13478.4795 0.9870992412951314 -0.0003509310681670958 -0.485210163296244 67.67449188232422 True 0 100 9.779 21.06 3125.8108 0.9854814250743519 0.005777217833618231 -0.3653991336862472 4.535882949829102 2206.798 0.9854020254122088 0.008866421818321008 -0.45951123054456594 4.426809310913086 True 0 200 9.865 21.44 2806.3606 0.9828047145728493 0.019348100502125515 -0.3778540707628324 5.114815711975098 2120.9302 0.9826388601117281 0.022710267524141826 -0.4736676088437481 4.979617595672607 True 0 300 9.942 21.11 2543.9407 0.9807511797890082 0.030000157816321052 0.396342892275881 4.160073757171631 2006.289 0.9810530340430619 0.03243383715695371 0.4633004772105471 4.033450603485107 True 0 400 9.865 21.29 2035.961 0.9755256565026493 0.04923390244904599 0.37874187996038366 3.898658037185669 1841.7596 0.9759704857496385 0.05179638853666201 0.4370297259811062 3.8499093055725098 True 0 500 9.919 21.35 1997.9321 0.9739199171322444 0.05834359193902914 0.06495643447550352 4.25154972076416 1761.0723 0.9747542081397507 0.05931952440524707 0.044576602941855 4.140475273132324 True 0 600 9.877 21.06 3592.6465 0.9834425826237463 0.020110081682881205 -0.2705290294464187 4.797426223754883 3352.6484 0.9831436660742702 0.022305622979609238 -0.36964648651285503 4.66195821762085 False 1 700 10.33 21.12 1931.0892 0.973849247264845 0.05763288949203762 0.35898252238979855 4.214839458465576 1760.0594 0.9743944877303847 0.05987236992208564 0.40734744078306734 4.058370590209961 True 1 800 9.912 21.36 2139.6929 0.9766151613353609 0.035901031288514476 0.39750477113866006 3.4401493072509766 1982.6364 0.9765266406162905 0.03750017884615333 0.4743934248220917 3.200732469558716 False 1 900 9.486 20.76 1815.2764 0.971395923823462 0.06324722919393251 0.4015186395712664 3.4073257446289062 1601.4368 0.9717639770196066 0.06566280828130337 0.4798386549615323 3.1373367309570312 True 1 1000 9.753 21.3 1717.8729 0.9677791489502843 0.07385959474900493 0.40199072490964555 3.418292760848999 1582.4271 0.9685672745597076 0.07444897056185941 0.48179181336467547 3.146690845489502 True 1 1100 9.974 21.1 1791.4518 0.9711720988761546 0.05582801908864273 0.40061019376782575 3.441988945007324 1639.7124 0.9722381673928419 0.05617112354598492 0.4748769013186298 3.2228105068206787 False 1 1200 9.368 21.17 1616.6377 0.9667647700607296 0.07738702303770345 0.4052453243767632 3.4185147285461426 1536.0742 0.9678904070449379 0.07718703166226969 0.4866995659029017 3.1557915210723877 True 2 1300 9.943 21.14 1519.7091 0.963920736074487 0.08092603013226153 0.41475961966766955 3.339833974838257 1480.5525 0.9656726061607595 0.07811665736864899 0.49729408004846193 3.0318996906280518 True 2 1400 9.734 21.47 1823.2776 0.9638901698479146 0.08524743475851322 0.41869974724782877 3.4041731357574463 1586.5575 0.965701522056609 0.08335337924445252 0.4995766391669501 3.1712403297424316 False 2 1500 9.541 21.3 1799.7247 0.9607110516470314 0.07659975389077187 0.4205182010469214 3.3201799392700195 1529.6091 0.9622389600901856 0.07582054294066201 0.4998936326665787 3.000798463821411 False 2 1600 9.379 21.68 1563.3727 0.9597999752421517 0.09028738385111212 0.4279924810640029 3.3358235359191895 1504.8312 0.9622252904704899 0.08607394712082701 0.5036813497086616 3.0553882122039795 False 2 1700 9.543 20.75 1510.605 0.9691796024312056 0.08179075887575689 0.41340435852128304 3.7781636714935303 1562.1185 0.9704319107953006 0.07975823454840797 0.4878453226728146 3.5827317237854004 False 2 1800 9.362 21.33 1391.8087 0.9623252244080097 0.07871472549740773 0.41845378032353636 3.342921018600464 1401.7726 0.9642295850431256 0.07502050272725157 0.4951335566341218 3.052577257156372 True 3 1900 9.48 21.03 1388.0149 0.9614480307189002 0.08011708126476952 0.42887830059185833 3.3064472675323486 1435.4034 0.9631265008274685 0.07670193325168732 0.5022236052072583 3.021491765975952 False 3 2000 9.043 20.8 1514.3202 0.9712666605646776 0.05470285639634771 0.4216995701882514 3.713714599609375 1595.3042 0.9725512364817009 0.0514929423567344 0.49168502775694983 3.4949376583099365 False 3 2100 9.525 21.04 1279.6622 0.9594130272996557 0.09016398051163826 0.43114903932061127 3.3197476863861084 1380.2324 0.9613969887354347 0.08725604270163453 0.5063762108524902 3.0033211708068848 True 3 2200 9.985 21.17 1350.5265 0.9601367091053528 0.08827047648789961 0.438890736086834 3.4163646697998047 1340.8811 0.9621510297963883 0.08481974326524794 0.5126472953446226 3.1423943042755127 True 3 2300 9.958 22.62 1337.5275 0.9571051600557839 0.10589690335517225 0.44273234188198357 3.260435104370117 1413.7401 0.9592288639035087 0.10106105273474378 0.5114903778142049 3.004513740539551 False 3 2400 9.44 21.3 1299.407 0.950782294113238 0.11111242139369416 0.45248554774894595 3.259788751602173 1280.8215 0.9539911290002829 0.10487501301747555 0.5221550741802337 2.9686708450317383 True 4 2500 9.985 20.93 1485.8649 0.9561460722995936 0.09405727671134013 0.4520415322838354 3.2096991539001465 1410.9724 0.9585132512376257 0.09131863048832162 0.5238720320401367 2.9172050952911377 False 4 2600 9.572 21.02 1700.844 0.9605139088155389 0.09794917486648262 0.46219758864970895 3.6901752948760986 1337.5272 0.9628136582863787 0.09254157116241862 0.5238578212094854 3.46747088432312 False 4 2700 9.502 20.86 1562.8151 0.9649703032510354 0.1021666978904979 0.4399527888481698 3.2641587257385254 1518.1212 0.9667010969509332 0.09741722298599674 0.51146946628528 2.988980293273926 False 4 2800 9.553 21.83 1433.8152 0.9597595958686419 0.09365555160521981 0.4566957264403213 3.202936887741089 1356.8406 0.9616043685923219 0.09046892400696381 0.5204681503737466 2.950434684753418 False 4 2900 8.599 21.75 1358.6223 0.9497898876718425 0.11336167982074875 0.4561395145510498 3.1910476684570312 1316.3429 0.9527536449810432 0.10704708851872849 0.5247242583611738 2.883596658706665 False 4 3000 9.578 21.21 1660.6807 0.9546269596054109 0.1085818795477047 0.4536398612265807 3.4775567054748535 1491.4407 0.9578994415751985 0.10109477122315857 0.517359576209351 3.2993788719177246 False 4 3100 9.518 21.71 1556.1481 0.9531725398890774 0.11885527586207996 0.46374648243498906 3.416745662689209 1363.7444 0.9562394115929838 0.11080007810066528 0.5307347165636033 3.117588758468628 False 5 3200 9.516 20.68 1526.0496 0.9580046568511525 0.10052772696928122 0.4655791367889763 3.269068956375122 1348.2029 0.9608649172752214 0.09391226516773037 0.5330944940497184 2.9796485900878906 False 5 3300 9.393 21.01 1673.6819 0.9657204835557283 0.06336104586505457 0.44137185817990954 3.480186939239502 1554.7986 0.9686229295522989 0.05532066917950751 0.5000669456083019 3.303652048110962 False 5 3400 9.591 21.25 1446.9609 0.9490966098014698 0.10902534097428751 0.467159433892628 3.2828407287597656 1306.9196 0.9538085348815328 0.09852900161400943 0.5294226400488911 3.016693592071533 False 5 3500 9.483 21.1 1309.513 0.9539760108777569 0.11230184713392072 0.46959284152082176 3.1757993698120117 1325.3726 0.9584249261073852 0.10101703372725615 0.5293231947267523 2.9406189918518066 False 5 3600 9.653 21.16 1314.2712 0.9541187470565822 0.11025325591641882 0.4699205749454162 3.4802582263946533 1333.0889 0.9580236014456581 0.10095645603605076 0.5329555660454622 3.218165636062622 False 5 3700 9.544 21.05 1542.3044 0.9508584879290224 0.12216345479000658 0.4773612299388881 3.201636791229248 1263.7317 0.9552120814731228 0.11062573762148194 0.537095533453578 2.941833972930908 True 6 3800 10.1 21.23 1403.1285 0.9433681265319609 0.12244546561072711 0.4690450219494131 3.216017007827759 1255.902 0.9483923591592507 0.11065776000649936 0.5294945195654202 2.9536073207855225 True 6 3900 9.887 21.11 1494.621 0.9425031189479329 0.11910535019309869 0.49408344512403096 3.3136510848999023 1375.152 0.9487349742147646 0.10443814019102232 0.555303326692145 3.018404483795166 False 6 4000 9.443 21.05 1493.1884 0.9471077415806834 0.10659513831883297 0.476654287960379 3.148716449737549 1629.185 0.951241809372702 0.09740183753599795 0.5414085268975379 2.8405513763427734 False 6 4100 9.509 21.2 1553.1771 0.9625065273266978 0.09527559085984694 0.48485233071975636 3.2844130992889404 1623.0692 0.9658864645518244 0.08446853874260778 0.5482542683529884 3.067317247390747 False 6 4200 9.628 20.75 1336.5662 0.9518088802063011 0.10553542270398307 0.5058292318986142 3.0848276615142822 1355.7178 0.9576286808865588 0.09075816441595837 0.556158011057798 2.8845150470733643 False 6 4300 8.892 20.99 1292.9994 0.9491472923162997 0.11996134745621334 0.49936841715084607 3.453690528869629 1312.5836 0.9550374255733342 0.10549269903119833 0.5540935355201575 3.2090094089508057 False 7 4400 9.537 21.16 1273.1857 0.9431824304071559 0.12712368815516462 0.4988824330727423 3.0269434452056885 1216.7964 0.9488650945293089 0.1140369046023336 0.5566288921664062 2.7595245838165283 True 7 4500 9.975 21.03 1306.9376 0.9447200967369387 0.13058015117632393 0.5035938728756283 3.0339956283569336 1226.7152 0.9511541949240491 0.11449011508408836 0.5611773720596588 2.7664523124694824 False 7 4600 8.766 20.58 1320.1282 0.9451511193115293 0.12603335038473867 0.5012179391467505 3.0870776176452637 1250.8076 0.9511332886899363 0.11234813914516997 0.555491636364325 2.8280439376831055 False 7 4700 9.386 21.73 1387.2008 0.9416360842768746 0.13453350055515242 0.502484910846674 3.3394615650177 1194.2579 0.9480926656093471 0.11811626693857472 0.5586848135756153 3.069200038909912 False 7 4800 9.57 21.05 1353.2286 0.9360926273372288 0.1345738602057767 0.5153779423903452 3.2101876735687256 1259.3909 0.9453579628707659 0.1119577851358284 0.5737884946317088 2.937356472015381 False 7 4900 9.361 21.25 1197.1768 0.9480276995004452 0.12399298585045877 0.4799921449246649 3.1974196434020996 1242.2621 0.9528759562786614 0.11154714586535483 0.5373192513445822 2.992995500564575 False 8 5000 9.552 20.98 1107.2949 0.9488976931641776 0.13364439908515646 0.4844982655067696 3.215540647506714 1299.7386 0.9533812019619475 0.12228350475520394 0.5318529547746949 3.042019844055176 False 8 5100 9.391 21.17 1121.9772 0.940005409572878 0.1315792425407444 0.49080202493028896 3.0684478282928467 1212.1034 0.946734562938381 0.11580342821690663 0.5482121632114194 2.818729877471924 False 8 5200 9.506 20.85 1209.8407 0.941402927191422 0.13635022212275272 0.5104255781777565 3.010220766067505 1192.7606 0.9484142786221168 0.11899389071774101 0.5650905689821255 2.7600176334381104 True 8 5300 9.83 21.15 1176.2933 0.9426693922739808 0.1375239654697085 0.5161695312657231 2.997034788131714 1174.5002 0.9504081363187508 0.11797933796555747 0.5685791177821861 2.7707290649414062 True 8 5400 9.905 21.03 1156.0581 0.9323774475109631 0.14588648903176668 0.515808845867755 2.96791410446167 1150.1843 0.9420509669411946 0.12338128860494732 0.5726742752865877 2.688018560409546 True 8 5500 9.881 21.61 1193.0374 0.9496350998043177 0.1092348099966674 0.5054235492578698 3.1063854694366455 1289.6354 0.9557085446996246 0.09512382190577369 0.5556731066357843 2.894160747528076 False 8 5600 9.533 20.69 1348.2416 0.9433389801345445 0.11866308613664954 0.49799993799603687 4.123937129974365 1403.0306 0.9514807316796307 0.09997365368128093 0.5431321503776857 3.928913116455078 False 9 5700 9.227 21.44 1179.2367 0.9402539218140569 0.13540044168698684 0.49270076386083955 3.0856783390045166 1243.411 0.9475209257439835 0.11821165278763833 0.5503572371276187 2.8349344730377197 False 9 5800 9.581 20.36 1140.5131 0.9347968713401978 0.14528544340528915 0.5106443068938427 2.9911575317382812 1145.1178 0.9432287026818879 0.12485082577340167 0.5684989284870382 2.723163366317749 True 9 5900 9.966 20.85 1190.3711 0.9442163219496768 0.13052634287167747 0.5085973519571796 3.0162901878356934 1417.0002 0.9495833176400976 0.11472756192267916 0.5683881530424291 2.758394718170166 False 9 6000 9.528 20.55 1237.9905 0.9361545949301271 0.14527500064206803 0.5223012885946501 2.9548392295837402 1254.7864 0.9449236167721767 0.12416277997637007 0.5715774636623654 2.732083797454834 False 9 6100 9.582 21.17 1483.6522 0.961358663925567 0.12560551937954129 0.478566966818346 3.1501166820526123 1506.7196 0.9637102514678569 0.11443873897911354 0.5363044317731457 2.915419578552246 False 9 6200 9.517 20.96 1207.7507 0.9405770929507857 0.1307041434953812 0.48674535794868423 3.0750417709350586 1196.3948 0.9473267442880844 0.11374450125518586 0.542234484456979 2.8142786026000977 False 10 6300 9.513 21.21 1154.6913 0.9383704288471812 0.143475300993387 0.5148249934976112 3.0639848709106445 1185.7767 0.9469878761255401 0.12071285760240615 0.5655298530195078 2.8447821140289307 False 10 6400 9.125 20.59 1172.3322 0.9474552720355195 0.14240430854878292 0.5010443315943793 4.587381839752197 1298.6279 0.9536441699826489 0.12381297041867502 0.5501617928940863 4.337067127227783 False 10 6500 9.45 21.1 1195.3318 0.9413727762630311 0.1473830926006877 0.5194953094119683 3.0619797706604004 1172.9814 0.949407067614854 0.1263019566656386 0.5747574961518683 2.8204357624053955 False 10 6600 9.513 25.5 1151.6179 0.9376765246991947 0.1282165078326584 0.510008718534369 3.069230079650879 1170.615 0.9449747007606407 0.11037701504801511 0.5627417687925402 2.8555808067321777 False 10 6700 9.383 21.26 1151.8723 0.9409048588990001 0.12466678995014525 0.5123724425032693 3.111860990524292 1270.1265 0.9485937009472486 0.10689339728333817 0.5712399549222471 2.830664873123169 False 10 6800 9.499 21.09 1215.1793 0.9268451197199178 0.14833068006869424 0.518880731337228 3.0524137020111084 1130.6602 0.9385824101305501 0.12196897357685106 0.5751543705312016 2.80881667137146 True 11 6900 9.99 22.72 1152.0116 0.9346555737215702 0.15482227894193157 0.5131599416481555 2.9905076026916504 1157.1115 0.9438095932717205 0.1304873135385732 0.5690666983590161 2.74820876121521 False 11 7000 9.311 21.06 1219.0364 0.9407623995928721 0.14584167091345437 0.5211950798668614 3.0407207012176514 1162.8553 0.9487181301081636 0.12344970206141435 0.5777145405558629 2.805788516998291 False 11 7100 9.518 21.14 1186.008 0.9259114398880417 0.16021361135322265 0.5215956443618042 2.9379231929779053 1092.9211 0.9378835931320639 0.13256151217493828 0.5752200463886538 2.6876916885375977 True 11 7200 9.767 20.81 1094.1436 0.9414831616881041 0.14289240793092636 0.4873602113316807 3.487856388092041 1363.8801 0.949523362041537 0.11923464600442775 0.5427626624256725 3.262580394744873 False 11 7300 9.596 21.36 957.38556 0.9333908090000086 0.1552813466228214 0.5006138376157441 3.261923313140869 1191.5912 0.9434667617381141 0.130162686659076 0.5510507442391719 3.0469396114349365 False 11 7400 9.323 20.93 897.8455 0.934091963875388 0.16081674674172772 0.5039420724545898 3.0084049701690674 1254.9829 0.9439060913282931 0.13464889110358996 0.5606024760979879 2.748100519180298 False 12 7500 9.529 20.6 879.37695 0.9291453786678326 0.16046134375960372 0.5284685423020803 2.932884693145752 1164.0956 0.9417628159476076 0.13093419266003678 0.5791366807449546 2.7013633251190186 False 12 7600 9.506 21.45 889.50946 0.9300522180256056 0.16633324501866092 0.5148182716557256 2.992619752883911 1122.7273 0.9421965100021581 0.13652284301306578 0.5649647316577787 2.7683451175689697 False 12 7700 9.522 20.8 884.6974 0.923750916294606 0.16319362430629275 0.532181212697742 3.020944356918335 1142.308 0.9384456518068697 0.1309113180210804 0.5814109796590796 2.797610282897949 False 12 7800 9.286 20.96 1329.4362 0.9332933942963683 0.12580550992706652 0.4619116828675921 3.4210197925567627 1399.3832 0.9420656697153784 0.10631980851538242 0.5086801275111528 3.212615728378296 False 12 7900 9.573 21.16 1030.2941 0.9295660402529997 0.16117907039474272 0.5127139037985892 2.980517625808716 1241.0364 0.9412275033064933 0.13199851990945097 0.5680816862879601 2.7304930686950684 False 12 8000 9.415 21.06 956.2738 0.928062241134811 0.1532504469945696 0.5277315724279251 2.9601283073425293 1232.3054 0.942312009104309 0.11940226238370315 0.5803322285126699 2.7149581909179688 False 13 8100 9.6 21.16 850.964 0.9247021079790829 0.16411130605352717 0.5268188078776577 2.943687915802002 1104.445 0.938407580611325 0.13311005031825704 0.5808446317597249 2.6751885414123535 False 13 8200 9.474 20.74 832.7852 0.92233567703105 0.17360469090350225 0.5392936410816993 2.893026351928711 1106.5566 0.9372137670813525 0.13933907189812053 0.587810322717108 2.6698575019836426 False 13 8300 9.603 20.78 1030.4205 0.9295730781199061 0.16637456097601241 0.5260596632520607 2.994030237197876 1156.8254 0.9422306396311746 0.1338187691736994 0.5799182094193782 2.7318954467773438 False 13 8400 9.54 21.53 1018.6751 0.9282019096695102 0.17268546019879558 0.5325495789293496 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