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 17.7 925.2 3167419.5 inf 0.004978623933000493 0.05590685419716655 469.87982177734375 9283737.0 0.9680796431044068 -0.012369703541787003 0.0018616870294693685 446.83367919921875 True 0 100 41.09 1.165e+03 143183.16 0.9359032794814438 0.05802563266769622 -0.14753387097650972 25.00286293029785 349013.47 0.9420209275467618 0.04222665928072491 -0.348271819322306 34.164974212646484 True 0 200 43.71 1.03e+03 158524.72 0.9287774915180961 0.0731130136732824 -0.19835756441876912 7.253404140472412 379523.12 0.9356396376430172 0.05923189481731927 -0.3780426663989326 12.593430519104004 False 0 300 29.75 747.2 177935.08 0.9280116669086904 0.07936703135682502 -0.21080269695779802 6.277985572814941 341866.78 0.9203739037220302 0.07951025274075305 -0.3728566501699381 11.006059646606445 True 1 400 39.48 768.5 155514.45 0.9101877449498169 0.11224457014032337 -0.2563597106722117 5.8457183837890625 364585.2 0.9168353015499262 0.09947564053723 -0.42464228459099895 10.11598014831543 False 1 500 30.97 765.3 150174.72 0.8981872624510997 0.13026993243486656 -0.21622106364339158 5.683472156524658 339100.22 0.906008055670169 0.11545571350674644 -0.3437267833173482 9.560772895812988 True 1 600 31.42 757.4 144505.31 0.8926498726969706 0.13403707547091068 0.008341973427277615 5.809013366699219 298519.84 0.8907588142491316 0.1275206105454967 -0.002176491865568284 10.021417617797852 True 2 700 31.27 158.4 146634.72 0.8800895263180568 0.1641679989100463 0.1411658497317625 5.495334625244141 316860.12 0.8851207318883699 0.15016309740497058 0.28973018125285194 9.03821849822998 False 2 800 30.64 703.9 138281.83 0.8702381384682054 0.17772899775687792 0.2093169543929806 5.398375988006592 298513.1 0.8746797026917797 0.16436359367813363 0.366610306340269 8.803567886352539 True 2 900 31.39 440.1 172889.61 0.8944091443417769 0.13692168563174745 0.2694262524619614 5.381012916564941 424354.44 0.9131762499160128 0.10598995293235444 0.4664895607660396 8.862836837768555 False 3 1000 29.32 792.2 140857.88 0.8694125167580161 0.17905185834823104 0.30788020537920147 5.249885559082031 297927.2 0.8741509092334494 0.16189113787011328 0.49526381195343844 8.55701732635498 True 3 1100 32.98 836.0 137912.66 0.8610944426722301 0.19444627725233346 0.364061455329617 5.123227119445801 298686.2 0.8707903780437881 0.17077171307773567 0.5542203390150012 8.114189147949219 False 3 1200 32.86 835.1 138182.02 0.8572506473012717 0.20039836144542947 0.41136961349336504 5.013429641723633 294078.7 0.86598946866962 0.1775791503341109 0.5988691407448814 7.692610740661621 True 4 1300 31.42 861.2 139857.19 0.8637611963732251 0.19059775955233305 0.4494057911055453 4.833121299743652 292350.03 0.8695216014242704 0.16695320362470378 0.6413008693554085 7.124368190765381 True 4 1400 34.63 55.49 151238.19 0.869817984948345 0.17612262976643397 0.48004553516045934 4.933030128479004 351582.84 0.8872718692224851 0.14732378335106439 0.6659170117876643 7.809840202331543 False 4 1500 29.24 800.3 138438.39 0.8566221694698403 0.20717343989877351 0.5501859015924064 4.230600833892822 308461.2 0.8697180592353783 0.17681987269374666 0.7188590016126651 6.212220191955566 False 4 1600 32.79 932.5 143015.62 0.8472897960968885 0.21594400962899002 0.6015339937421232 4.167349815368652 301167.03 0.8571756265877797 0.1885357550730174 0.7543946292345391 5.209651470184326 False 5 1700 34.51 1.021e+03 135436.36 0.8494389795041 0.22462064795840878 0.62034583002833 3.7031190395355225 307873.66 0.8651978245044519 0.1897824418740522 0.7768988104295738 4.974740982055664 False 5 1800 30.34 817.9 168790.64 0.8586067651443331 0.20751373782990243 0.6877530118518024 3.1504290103912354 417454.78 0.8841299722380007 0.16530740663486942 0.8170926170710353 3.980950355529785 False 5 1900 32.33 1.027e+03 151395.67 0.8469275875996071 0.21548469816813554 0.715639266626827 2.7503662109375 306820.66 0.8567827377480373 0.18586630144190322 0.8371681369915206 2.8078837394714355 False 6 2000 40.71 919.6 155414.61 0.8473718770601342 0.2244206364000771 0.728367488843465 3.0800750255584717 313523.28 0.8567028554355658 0.19342969035385166 0.8434927256600188 3.4409732818603516 False 6 2100 29.86 829.5 149725.48 0.8400465597265309 0.22825004266559704 0.7239186241862625 3.9643874168395996 344434.44 0.8593844561935011 0.19217174840580095 0.8398118578349613 3.7386224269866943 False 6 2200 32.98 954.3 146874.73 0.8347908489947601 0.23888330485400075 0.75158683933328 2.8636889457702637 314633.7 0.849222149971152 0.20209507517850456 0.8546274271297414 3.4644367694854736 False 7 2300 34.64 582.5 141177.39 0.8282685052992705 0.24947939886875542 0.747278246575774 2.5152652263641357 299589.38 0.8437875688490452 0.21171853198311422 0.8547600876683046 2.427053928375244 False 7 2400 29.28 296.8 139659.19 0.8384231955730386 0.24256260595586987 0.7560379210971268 3.005401134490967 316820.72 0.8586975224419099 0.20116318851735915 0.8565676328470722 3.7549076080322266 False 7 2500 30.02 135.2 139321.58 0.8362112399071427 0.23441900882468594 0.7530819730166954 2.5334157943725586 295078.03 0.8477188212175051 0.20055080353120616 0.8565869691969277 2.8929076194763184 False 8 2600 29.51 596.9 130303.19 0.8273421352889758 0.25430962598156365 0.7538095507508854 2.485499143600464 279579.3 0.8415314340646105 0.2142568485902284 0.8576884926550777 2.5218710899353027 True 8 2700 30.62 249.7 153072.19 0.830030609662912 0.24538507358780337 0.7523269644750317 3.9045472145080566 371747.6 0.8564398304071204 0.19890274017295742 0.8568695026904319 3.8223683834075928 False 8 2800 28.78 550.7 131680.11 0.8218922239154921 0.2687320082968856 0.7675892279201604 2.4580376148223877 283013.38 0.8373273233863568 0.2258736598153144 0.8622740373363603 2.6949024200439453 False 8 2900 29.24 109.5 143167.81 0.8234742763714085 0.2583908860754718 0.7684340089976688 2.6309316158294678 301020.72 0.8396379451654059 0.21879419924533058 0.8630456125035638 3.011054515838623 False 9 3000 29.22 46.2 134757.92 0.8317106526202835 0.2503700290259501 0.7715442385220382 2.488776683807373 307743.94 0.8506829339591923 0.20830350735083208 0.8663033273596268 2.844240427017212 False 9 3100 28.96 45.87 142241.56 0.8225458805808361 0.2609695035291616 0.7673600648224782 2.3251118659973145 281579.38 0.8356078747513292 0.22088814273389107 0.86709372796536 2.192647695541382 False 9 3200 28.86 46.24 143219.12 0.8145643361641454 0.2679152588444971 0.768992619841905 2.2854833602905273 298117.25 0.833286913403059 0.22192964694003428 0.8669875428912461 2.2433714866638184 False 10 3300 29.43 46.3 131310.17 0.8202830815745348 0.26742769563087293 0.7742649832993067 2.2458298206329346 292329.28 0.8415275428944814 0.21722666080299702 0.8688492060059246 2.2588143348693848 False 10 3400 29.28 46.68 135926.86 0.8165532979807766 0.27386773716803636 0.7758685727055696 2.2226483821868896 298210.66 0.8379579126770954 0.22515532198397767 0.8700218896465377 2.1639621257781982 False 10 3500 28.91 46.42 132349.7 0.8219139278144376 0.26258420447821823 0.7755164901775552 2.5266950130462646 285788.97 0.8422822119892783 0.21596674914218375 0.867220857686822 2.838712215423584 False 11 3600 28.94 46.17 148750.9 0.8191086788471518 0.26712180421878895 0.7794258495594251 2.246298313140869 301436.66 0.8365666696131475 0.22620469171552168 0.8738980344480602 2.1266865730285645 False 11 3700 28.52 47.06 129147.25 0.8128772545029571 0.27882147991721923 0.784809735166763 2.5877628326416016 269002.62 0.83040074385683 0.233667870573079 0.8708839787487686 3.260338068008423 True 11 3800 29.35 47.02 137195.75 0.8115479239063693 0.28621657220506036 0.7839984407060472 2.1847779750823975 307355.34 0.8380233124034744 0.2356155687464053 0.8752530980769927 2.077238082885742 False 12 3900 28.21 46.98 135260.25 0.8126720979440751 0.28445965193546313 0.7870193102231274 2.1341607570648193 294296.66 0.8354469425922362 0.23613034667786484 0.8766361167290398 2.0486950874328613 False 12 4000 28.65 46.86 129164.71 0.8110255986907811 0.2834181043569381 0.7898661692799158 2.1005911827087402 277327.12 0.8326495627034429 0.23341186244172718 0.8788524227800352 2.10616397857666 False 12 4100 29.34 47.1 134432.06 0.8020793607808552 0.29657453385181537 0.7911403770984566 2.0898256301879883 284148.12 0.8259066857268722 0.24265145584580672 0.879845077202027 1.9943904876708984 False 12 4200 28.93 47.05 140014.77 0.8167913346742616 0.2761133820934675 0.7824933064916205 2.1668965816497803 288355.1 0.8361196622097592 0.2255293820840071 0.8765545302967058 2.134878635406494 False 13 4300 28.85 46.97 143699.77 0.8024410941171167 0.2947469274882936 0.7910067234461411 2.140395164489746 300625.38 0.8278234089160063 0.23773525471094928 0.8793548446967263 2.050501823425293 False 13 4400 28.88 46.94 137567.2 0.8041730277503505 0.29534183730629926 0.7982450013375478 2.0367860794067383 305946.75 0.8346554024118793 0.23873796089717533 0.8830773546155495 1.975714921951294 False 13 4500 28.92 46.96 140757.05 0.7981716985697772 0.3018081620473755 0.7966953424562742 2.0389163494110107 292079.62 0.8252951188857447 0.23977948139509717 0.8820199518619335 1.96202552318573 False 14 4600 28.72 46.97 136003.98 0.8004853817695274 0.30096699611788547 0.7934768176710043 2.2657158374786377 281771.4 0.8250040613111187 0.24467993949694514 0.8796695548899807 2.3420498371124268 False 14 4700 29.14 50.04 135990.16 0.7970105979360717 0.3095158522420121 0.794742365666374 2.2310614585876465 290197.4 0.8249992169206821 0.24876357594839452 0.8814129869151318 2.1381876468658447 False 14 4800 29.84 63.73 139413.12 0.7979904464587767 0.30522083436491887 0.7978053292842878 2.2308030128479004 309526.12 0.8312811950477372 0.23992948598341185 0.8833451813867592 2.1976068019866943 False 15 4900 28.73 47.04 154791.66 0.8033885584064148 0.30346391744158707 0.802270569142686 2.005589485168457 366684.34 0.8450853996105568 0.23406373612665918 0.8838145012184094 1.959944486618042 False 15 5000 28.88 47.11 132043.05 0.7952844051038143 0.31517766134482705 0.8045946075280143 2.3320696353912354 287885.0 0.8277249911878828 0.24993399508635505 0.8851440581561799 2.826143741607666 False 15 5100 29.0 46.22 136515.47 0.792553949838277 0.3155626772435995 0.806912808660127 2.0762500762939453 288976.66 0.8235656898680247 0.24991453166304 0.8845272484640665 2.3065991401672363 False 16 5200 28.94 47.01 141445.22 0.794132988186297 0.31001159168917225 0.8030710448096664 1.991283655166626 282985.62 0.8225585468353338 0.2449389149767705 0.8862682014393297 1.910274624824524 False 16 5300 28.97 47.04 136000.14 0.7985939560036593 0.3151281089860001 0.8067544784789664 1.9514187574386597 299538.53 0.8310312490697708 0.25425855140407116 0.8851177717825759 1.9207097291946411 False 16 5400 29.11 46.94 141950.0 0.7966902993628583 0.3102693401281708 0.8054229435823638 2.0465214252471924 305209.66 0.8318816300893924 0.24408072616616572 0.883456478390459 2.2503304481506348 False 16 5500 28.72 45.47 126563.125 0.7896977993450612 0.3303479804563145 0.808092126199294 2.0091347694396973 266785.28 0.8214563066090136 0.2619138492693481 0.887734484030223 1.9032214879989624 True 17 5600 29.1 46.9 136095.22 0.7813383661914216 0.3355914171415539 0.8045311955803518 2.070833683013916 292712.53 0.816959479473035 0.26646432004195364 0.8864923861866946 2.011221408843994 False 17 5700 29.38 45.62 133563.28 0.7903481907408321 0.32368065811561475 0.8100059064031581 2.283189296722412 286090.1 0.824777840828028 0.2521512009953098 0.8873934590956554 2.472839593887329 False 17 5800 29.21 45.92 133711.02 0.7798534823000041 0.33399752123743076 0.8087901144766731 2.1429128646850586 278046.5 0.8147456603605173 0.2629005281159272 0.8875532246403849 2.0860955715179443 False 18 5900 29.01 45.78 125795.984 0.7850166816503724 0.33107263848180035 0.805592879554703 2.8869152069091797 267964.16 0.8194119801930069 0.2599784411722063 0.887204032626481 3.1728646755218506 False 18 6000 28.92 46.26 133843.39 0.7795524252944686 0.33982602261843137 0.8087046180215229 2.077864170074463 278812.25 0.8157613718679546 0.26603180710284985 0.888086137822239 1.9906550645828247 False 18 6100 29.46 46.72 139841.33 0.7857742754990729 0.3343706576902473 0.8138314968538497 1.9091304540634155 282762.9 0.8196755636960927 0.2592000090466855 0.890773791156488 1.8450984954833984 False 19 6200 29.2 47.02 136041.25 0.7812270953859637 0.34080046672328257 0.8151167765718581 2.0528054237365723 265583.1 0.8127654949830669 0.2661363300532849 0.8887667548933786 2.2322306632995605 True 19 6300 29.4 45.61 140404.56 0.7915881571395682 0.3185849718229291 0.8101086735644571 1.981478214263916 290667.28 0.8254448649383276 0.23715837516876248 0.8875671614376637 2.2018165588378906 False 19 6400 28.68 45.54 144068.17 0.7792698929903825 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0.32865489097543854 0.8167341258721446 1.9283792972564697 349040.88 0.8288336599337114 0.23949456519072868 0.8898481097950062 2.0470635890960693 False 21 7000 28.76 47.03 137791.48 0.7707097493134796 0.35514804240501885 0.8204404561523219 1.8221553564071655 286601.4 0.8130838372553265 0.2716609544635195 0.8902656865789941 1.8355299234390259 False 21 7100 29.41 45.38 139725.02 0.7724646096692938 0.3487510141423265 0.8128101977467925 1.9805395603179932 306398.0 0.8184786852411408 0.25793246869132425 0.8888205840218253 1.9026261568069458 False 22 7200 28.72 45.4 132284.89 0.7716349674426398 0.35782934759698803 0.8173482672426674 1.8997652530670166 275320.12 0.8137811928334625 0.27293669661762593 0.8915100062438263 1.8424288034439087 False 22 7300 28.7 45.39 174678.27 0.7969875208868378 0.313614051793179 0.8098997614541333 2.2580277919769287 388828.62 0.8437034596631589 0.22910667555892403 0.8827571476421026 2.4593424797058105 False 22 7400 28.74 47.0 135925.14 0.7715581862457261 0.35912815068859605 0.8243397593395085 1.8648881912231445 296152.44 0.8175424357592181 0.26814236280367776 0.8907096721744463 1.973109245300293 False 23 7500 28.81 49.0 141686.48 0.7681498277540373 0.3627610468675605 0.8192909974526463 1.8578236103057861 289037.34 0.8123444232081835 0.2753995468311229 0.890311701251758 1.8374193906784058 False 23 7600 29.14 49.68 149982.56 0.7641271508677194 0.3611381674466396 0.8233108665525615 2.0612876415252686 309149.94 0.8123703171061424 0.27088899583637566 0.8903919795688718 2.1890451908111572 False 23 7700 29.45 46.38 143072.81 0.7637885044883398 0.3643267709800167 0.8260232499145235 1.8006296157836914 293905.16 0.8108242145310744 0.2692315302558777 0.8905570694038679 1.9378372430801392 False 24 7800 28.66 47.06 145917.23 0.7605028137759787 0.3687267712986686 0.8244891517733927 1.8970757722854614 304540.7 0.8100860982705494 0.2777446629437311 0.8928419654515745 1.8965580463409424 False 24 7900 28.65 45.49 142935.23 0.7644123859430202 0.3695217212821087 0.826409500031248 1.776458740234375 297258.84 0.8104794672750336 0.2789957782876504 0.8919092431864761 1.8103666305541992 False 24 8000 28.76 45.61 137774.84 0.7739987642017938 0.3546703190580529 0.8261713303883021 1.789618730545044 290897.25 0.8204784998638935 0.2619940752413441 0.8921998922201095 1.8220385313034058 False 24 8100 29.07 46.41 146854.44 0.7547774963462628 0.3771151128670806 0.8308818963301106 1.889266014099121 305902.62 0.805871721500521 0.2809509497291906 0.893680059651822 2.156623125076294 False 25 8200 28.92 45.87 146199.6 0.7566071918141569 0.377483055858615 0.8251818386494476 2.1378331184387207 336894.2 0.8160275907119724 0.2763077060663395 0.8944570480732468 2.1911070346832275 False 25 8300 28.84 50.89 147051.14 0.7521193935523607 0.386955415054169 0.8299266971200531 1.8137357234954834 309013.56 0.8058631187484647 0.288518063712128 0.8939966401373348 1.8416152000427246 False 25 8400 29.33 49.0 153874.58 0.7564261312825166 0.37636710669552365 0.8313933306654093 1.7391990423202515 317388.06 0.8081229552821534 0.2797939352759618 0.8928390200270719 1.8531309366226196 False 26 8500 29.5 45.42 169622.05 0.7563107113688949 0.37834781397818784 0.8323572785839964 1.823840618133545 401413.06 0.8247429591602071 0.2617063091056257 0.8945380089582295 1.886335849761963 False 26 8600 29.27 46.59 136219.56 0.7621358017523764 0.383477622669711 0.8318594669299373 1.7382277250289917 292689.9 0.8113245932567308 0.2856683696245833 0.894779847920324 1.84712815284729 False 26 8700 29.28 45.58 146314.86 0.7630786387302532 0.3687252100563689 0.8320826452470215 1.8328851461410522 307103.72 0.8161587279635231 0.268007146254442 0.8948494884228194 1.8551948070526123 False 27 8800 28.84 45.71 165806.3 0.7513452594156309 0.38719301093877917 0.8331604869303892 1.7560213804244995 325087.8 0.8082883656210251 0.27673448555481417 0.8952092399639395 1.7885942459106445 False 27 8900 28.87 45.85 152105.73 0.7599967302614459 0.37224444093714926 0.8310665777644288 1.8237055540084839 294288.28 0.8113596523709081 0.2650968425283552 0.889000228757044 1.9385086297988892 False 27 9000 29.13 45.52 150465.88 0.7502123197452105 0.3850466175119747 0.8383362511581268 1.6674737930297852 303049.34 0.8075080793040474 0.27190859182574617 0.8929113782661993 1.8342249393463135 False 28 9100 29.11 45.6 152019.81 0.7525177554078522 0.3901683147522997 0.8369570679376941 1.6913282871246338 306850.47 0.8068214915268193 0.2858117466015109 0.8918880584186228 1.8835583925247192 False 28 9200 29.06 45.49 141404.4 0.7540874837263981 0.38550719841667835 0.8362930011787917 1.6803823709487915 303931.0 0.810520146572403 0.28027374260561766 0.8957865389542238 1.7561094760894775 False 28 9300 29.15 45.62 164384.55 0.758042932371535 0.38322050306567895 0.8333862182954053 1.7973062992095947 324075.9 0.8122153619185852 0.2758919323525568 0.8916103124776931 1.8971333503723145 False 28 9400 29.14 46.01 149790.95 0.7503139758905149 0.391749939402807 0.8342075714398451 1.701082468032837 313068.75 0.8092257752320866 0.27664790305605863 0.8955106664577761 1.7559285163879395 False 29 9500 28.22 45.56 144588.78 0.756218961182927 0.3941318767626335 0.8401725851922447 1.6580935716629028 302162.84 0.8116658037212356 0.2820116756159943 0.8957496807024368 1.8042335510253906 False