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 17.52 102.3 189802.08 inf 0.002461927037902925 0.041325385619377424 43.29347610473633 239821.92 inf 0.002770289414258905 0.14474848462615722 38.761451721191406 True 0 100 29.7 98.53 13353.803 0.9451697209789106 0.05482739181609986 -0.047318079302458245 21.82239532470703 15732.257 0.9416024735096928 0.05601115785566501 -0.053174858955483933 23.426729202270508 True 0 200 29.81 80.96 12665.428 0.9400120182275007 0.061174644618446114 -0.06554920424514447 6.492340087890625 14991.471 0.9363002315773934 0.06161247354586814 -0.08554499789694617 5.821464538574219 True 0 300 29.78 83.09 11810.885 0.9341402522697875 0.06634162699495552 -0.08490724657846507 7.112035751342773 14466.727 0.9314571598411157 0.06436273401137947 -0.10491494187752277 6.7902727127075195 True 0 400 29.09 79.97 10742.521 0.9250533672992814 0.08618771025347123 -0.09731368059432483 6.671414375305176 13482.39 0.9233969403480032 0.08046425190306505 -0.11274682930133278 5.939605712890625 True 0 500 29.52 87.46 10952.302 0.9229440102043764 0.09188654532480052 -0.10293470533957333 7.395621299743652 13454.405 0.9204550545579813 0.08969561805396245 -0.12344680647297923 7.09407377243042 False 0 600 29.04 81.1 10731.555 0.9282377576768983 0.07760502082713815 -0.10336756678996153 6.933840274810791 13585.682 0.9270389832044812 0.07186622694579964 -0.1391104494364045 6.353553295135498 False 1 700 41.34 83.29 9753.393 0.9130706357508713 0.11056621645172046 -0.09551717060260759 6.913256645202637 12494.88 0.9114874288800061 0.10598566712152589 -0.13007673241536286 5.955323219299316 True 1 800 31.39 82.11 9454.457 0.9118980857147935 0.11701477757470978 -0.09205195747656168 6.962676048278809 12118.243 0.9104085546994285 0.11053666804321376 -0.13516425179343453 6.216912269592285 True 1 900 29.58 89.68 9433.405 0.9088220220729926 0.11469019768878252 -0.08006958295520106 7.779918193817139 12208.258 0.9072567334643028 0.10982622891139693 -0.11413448559405895 7.361485004425049 False 1 1000 29.0 87.38 8914.1875 0.9049022677105093 0.121675595309762 -0.08295939994882075 6.843404769897461 11983.537 0.9040724194913031 0.11412503882612335 -0.12792077539838687 5.946067810058594 True 1 1100 29.45 81.51 8639.896 0.9017532903133259 0.13184324473083092 -0.09044932916640505 6.924613952636719 11443.987 0.9004452886848349 0.12404790918530742 -0.14096657347843566 6.1816487312316895 True 1 1200 29.3 82.61 8539.025 0.8995165082427333 0.12959551696562016 -0.08762265480698365 6.824806213378906 11332.105 0.898303305628981 0.12244546376414565 -0.13376361178254575 5.852169513702393 True 1 1300 29.13 82.83 8047.4863 0.8935695296260588 0.14436361202709638 -0.06656215582349113 6.780996799468994 10980.055 0.8932865089550617 0.13459039053246044 -0.10660314113210405 5.873884677886963 True 2 1400 28.9 80.54 7901.6147 0.889165280682488 0.15169396987193665 -0.05793138140421819 6.81164026260376 10769.16 0.889171809570393 0.14040864406559167 -0.09656864232231302 6.182827472686768 True 2 1500 29.57 82.72 7693.996 0.8884900068230573 0.15214093294582035 -0.01826141228913944 6.830013751983643 10638.796 0.8885567692704999 0.14087201987365855 0.0030018768917922435 6.082100868225098 True 2 1600 28.91 81.88 7810.885 0.8861681680176827 0.151875997253991 -0.04442718253920407 6.597898960113525 10778.714 0.8863344290977702 0.14175657850949022 -0.07125793693106736 5.773355960845947 False 2 1700 29.52 79.93 7212.3496 0.8795036091649409 0.17028813986257452 0.03899453191964953 6.446226596832275 9912.995 0.8803197891565979 0.156395153108661 0.07591515705963062 5.62407112121582 True 2 1800 29.73 81.05 8405.337 0.8973357887006246 0.1384182831145665 -0.04004130335750296 7.1838860511779785 11215.707 0.8968424095852406 0.12718139321318495 -0.04142206129184356 6.851562023162842 False 2 1900 28.34 81.59 7183.594 0.878109851776149 0.17447229927655747 -0.013879140977945978 6.611698627471924 9900.361 0.8790015605178083 0.1607786805858589 -0.012889755258045497 5.9736480712890625 False 3 2000 28.38 85.77 7625.997 0.8895041792121319 0.15479494536506985 -0.0012176652053936489 7.626761436462402 10581.981 0.8910546800212915 0.1387742915141587 0.0039335650753276625 7.465076923370361 False 3 2100 28.82 80.21 6897.162 0.8768005455028574 0.17563240517935572 0.030316964781405595 6.630340099334717 9880.026 0.8784527397268206 0.16007580052689324 0.021484351869693667 6.105501651763916 False 3 2200 28.47 81.01 6705.171 0.8716221944328878 0.1831777482808357 0.09161362429518193 6.367877960205078 9592.209 0.8738142471197731 0.1671455259760088 0.09894474131138295 5.6094970703125 True 3 2300 29.21 81.79 6559.8105 0.8716257579088191 0.18290006875868134 0.10235279047825478 6.538186073303223 9649.741 0.875499928557177 0.16255617074004014 0.10312416637034622 6.017513275146484 False 3 2400 28.98 82.76 6479.8315 0.8680344564872443 0.18913410327228317 0.12591831038011753 6.391023635864258 9686.302 0.8720192256801064 0.16988408552006753 0.1337984104523523 5.753791332244873 False 3 2500 28.87 81.8 6642.1445 0.8669689637144339 0.18917428278205417 0.12185118408667141 6.347530841827393 9470.591 0.871718669833598 0.1667260899521527 0.13274862223238337 5.469796657562256 True 3 2600 29.51 80.87 6480.9453 0.8647647846935473 0.19560541455394775 0.21304416972361662 6.258208751678467 9407.163 0.8690979116085998 0.17204009538689188 0.2421354173439589 5.563257217407227 True 4 2700 29.23 81.99 6251.7554 0.8605097412631715 0.20232381303461489 0.22599359647249814 6.214776039123535 9318.327 0.8662519556227617 0.17579110111630894 0.2461738298505777 5.451011657714844 True 4 2800 29.51 82.19 6486.9263 0.8660258896646306 0.1915738784150414 0.21274682188638738 6.21856689453125 9894.965 0.8718833666048984 0.16558022764301397 0.2267733659443801 5.393367767333984 False 4 2900 28.82 83.72 6533.5127 0.8700801341381453 0.1953330651055337 0.16273001702670928 6.844817161560059 9895.619 0.8750890849370719 0.1699514523528917 0.16865792900966736 6.531100749969482 False 4 3000 29.2 81.03 5881.4375 0.8555217014905055 0.21375868721859226 0.24292352832515138 6.201019763946533 9161.048 0.8628127390520617 0.1840409196932325 0.26213993330334884 5.523825168609619 True 4 3100 29.4 87.82 5733.167 0.8535761053335703 0.21408596397194735 0.2457844159261038 6.274697780609131 9077.989 0.8626702160607085 0.18163087127693212 0.28371001134432283 5.226262092590332 True 4 3200 29.32 80.86 5773.8687 0.8516732827646669 0.21768679736863758 0.26245776853864994 6.209628582000732 9139.672 0.8612956565454388 0.18318823984327612 0.2974507686559672 5.599625587463379 False 4 3300 29.01 81.5 6106.5083 0.8625964809853207 0.19788050553768244 0.24446735445819573 6.107973575592041 9739.251 0.8711559840660956 0.1655207213533668 0.30783077436216816 5.231540203094482 False 5 3400 28.91 80.27 5713.504 0.8549926945972747 0.218211092271838 0.28519525182242356 6.053302764892578 9205.764 0.865744674551306 0.17955658534914684 0.3109034557442664 5.260287761688232 False 5 3500 28.52 81.4 5567.6147 0.8476322826068731 0.22477912333333896 0.2847466946818561 6.042843341827393 9092.161 0.8596621829121355 0.18304736130625252 0.31340588928902774 5.334062099456787 False 5 3600 28.6 82.86 5547.112 0.8491412557362632 0.2259315271049433 0.27215395627999056 6.078617095947266 8886.205 0.8600056920043881 0.18625452452276542 0.31624330654069305 5.342724323272705 True 5 3700 29.11 82.27 6030.851 0.8638513505010718 0.21328097147369596 0.25818462474143444 6.169837951660156 9639.046 0.872427751513404 0.17599014086167275 0.30279427436373063 5.2024383544921875 False 5 3800 28.79 81.66 5509.8433 0.8507053368862195 0.22919829259280092 0.29275865288787356 6.163946151733398 9073.194 0.8623526949323025 0.18616201265849674 0.33263500388200606 5.5931010246276855 False 5 3900 28.8 82.16 5507.468 0.8435447268059624 0.23714327064022878 0.28988533731215194 6.188443183898926 9004.384 0.85694560243586 0.19275242787646005 0.327616412302106 5.105084419250488 False 6 4000 28.41 106.1 5560.163 0.8518483214793352 0.23730955956671965 0.3029588551462431 6.443821907043457 9135.606 0.8635555372789262 0.19214223819743514 0.3321738966835619 6.070095539093018 False 6 4100 29.26 80.88 5259.986 0.8366061526940858 0.25047299756822994 0.30403764983717535 6.136040687561035 8867.684 0.8516340258562222 0.2027619708156836 0.3480093654094905 5.58281135559082 False 6 4200 28.98 88.88 5286.547 0.8409668422447905 0.24704854307190724 0.3097238114839754 5.931084156036377 8909.237 0.8573665922704979 0.1939330392551233 0.3396452659380957 5.153348922729492 False 6 4300 28.66 81.12 5258.7397 0.8384607474790438 0.2460475591985448 0.30588833350724814 6.44021463394165 8933.895 0.8553751888681245 0.19312395767294843 0.3492606612841091 5.151368141174316 False 6 4400 28.58 80.02 5883.5786 0.8509268440519888 0.23273950920335246 0.3200152130474727 6.387506008148193 9673.573 0.8660258349758079 0.18072618367110524 0.3653682063405176 6.0073137283325195 False 6 4500 28.6 80.42 5756.6157 0.8484775598629059 0.22501266518133975 0.3036069013524428 5.945542335510254 9098.618 0.8631048496581916 0.17585374234680295 0.34283868510885407 5.099432468414307 False 6 4600 28.27 80.13 5385.4614 0.8374829597732875 0.2524273816743959 0.31529046139597816 5.956563949584961 8791.174 0.854283263820265 0.19870252465564733 0.3462261142466819 5.218312740325928 True 7 4700 29.43 80.84 5282.0356 0.8318971423471014 0.26081368316170606 0.31932573499662786 5.9333977699279785 8763.017 0.8520292572121956 0.19951647027227065 0.35469333929172814 4.98132848739624 True 7 4800 29.17 80.66 5232.4434 0.8338990083436646 0.25551826744125616 0.32083470002151854 5.979941368103027 8921.42 0.854430261777146 0.1939139489589981 0.34837174734267845 4.961461544036865 False 7 4900 28.96 82.23 5150.1333 0.8295446240206605 0.2621809034327269 0.3335232553469839 5.901163578033447 8879.492 0.8523500552411798 0.19660673562023673 0.37415394172260474 4.926538467407227 False 7 5000 28.86 81.33 5369.1294 0.8330325303216362 0.2584831089956632 0.3295619932036709 5.8573222160339355 8973.312 0.8550513994729202 0.1940552569906041 0.3494682758342333 5.071186065673828 False 7 5100 28.99 89.84 5252.262 0.8288248496543966 0.2662831616435781 0.32485447325073685 5.933167457580566 8760.092 0.851803780730708 0.1991675185762021 0.3552106629447619 4.951455593109131 True 7 5200 29.14 80.86 5394.7056 0.8425358799007252 0.24973202045005824 0.32792014261529917 5.9072418212890625 9099.707 0.8607450807297523 0.18848962341107056 0.35215158275116576 5.100265979766846 False 8 5300 29.02 82.92 5708.5645 0.8470549707585425 0.24080229760539323 0.3177317198536565 5.958313941955566 9151.706 0.8646987937703381 0.18258857177199728 0.35073728509418334 5.3366217613220215 False 8 5400 28.47 80.02 5280.9297 0.8300203545992552 0.2650599245008021 0.3266182548253877 6.0462751388549805 8712.045 0.8510628515212797 0.20072243529384312 0.3554180771028645 4.967907905578613 True 8 5500 57.01 85.92 5256.8 0.8276141510826484 0.2689476566017083 0.33551372217312037 5.894970893859863 9223.846 0.8514606721292106 0.19994554159845843 0.3710793368888007 5.259152412414551 False 8 5600 29.12 81.0 4784.1313 0.819613451229149 0.284342623704119 0.33831416685352467 5.8837385177612305 8620.045 0.8474139643664871 0.2074450724556605 0.3674006577409562 4.918857574462891 True 8 5700 29.83 82.29 5215.539 0.8359615616185333 0.26325233774135465 0.32779129954297925 6.210100173950195 8918.216 0.8564272893343329 0.19835366135155327 0.36364052641178823 5.794012069702148 False 8 5800 29.28 80.42 4988.4194 0.8257195400018924 0.2777916038833809 0.34968690493406407 6.049982070922852 8798.641 0.85133778306278 0.20436078788980833 0.38313958620080346 5.579047679901123 False 8 5900 28.6 82.9 4827.7803 0.8172732005447172 0.286051484889106 0.3500017176913024 5.780155181884766 8617.215 0.8452235092355431 0.20902626717960401 0.3857587176073197 5.04306697845459 False 9 6000 29.01 83.72 4809.822 0.8175851358406101 0.28924864517271187 0.3382300278098642 5.8534369468688965 8707.248 0.8454212877737728 0.21161942601423755 0.37301353358053024 5.2101287841796875 False 9 6100 29.11 81.29 4836.2407 0.820477729289446 0.2916578999080516 0.345615002403033 5.824575424194336 8813.191 0.8477697551289224 0.2109666392283173 0.3793771398150533 5.168028354644775 False 9 6200 29.04 85.09 4803.1094 0.8107898187216623 0.2986111215755589 0.35077832868088693 5.7545485496521 8678.214 0.842673553880263 0.21303605432453293 0.3858641406754503 5.040451526641846 False 9 6300 29.09 80.96 4797.0527 0.8274654186210514 0.27520391490373364 0.3322500933180061 6.406139373779297 8779.304 0.8527193934974622 0.20076599978598755 0.3632285820121329 5.1095099449157715 False 9 6400 29.16 85.54 4748.3374 0.8235204021570204 0.28298151956704304 0.3541697715165053 5.818946838378906 8691.551 0.8512277402005447 0.20401762823436023 0.3873616446559655 4.838901042938232 False 9 6500 28.91 81.2 5258.47 0.8287008119624298 0.26621921027393486 0.338632347805109 5.806624412536621 8916.267 0.8544321020449019 0.1926333229043536 0.37140847809625116 4.887783527374268 False 9 6600 29.23 80.77 4879.4634 0.8130625082519545 0.2931473666395546 0.35345375764222353 5.892221927642822 8638.608 0.8458110938329158 0.2056997591984006 0.38455770707963727 4.844173908233643 False 10 6700 28.9 81.3 4742.6694 0.8077519557472824 0.30523717879405193 0.3499405158955264 5.72284460067749 8543.835 0.8424036845504593 0.2154111090581376 0.3819271133947016 4.862499237060547 True 10 6800 29.64 81.3 4799.407 0.8058819066654821 0.30934209449716393 0.3535930608139526 5.712121486663818 8552.194 0.8419471376171208 0.21541367311991547 0.39308852503404224 4.976730823516846 False 10 6900 28.95 83.07 5676.0605 0.8509520500483959 0.2559825915679343 0.3267315585393293 6.61890983581543 9609.936 0.8712194733477745 0.18164790758168636 0.3681408661384617 6.357326507568359 False 10 7000 28.72 79.97 5291.5396 0.8286074659947217 0.2808965199148081 0.3440876704018959 5.77893590927124 9142.388 0.8555506397258649 0.19996458963871439 0.38563108306848204 4.863746643066406 False 10 7100 28.7 188.0 5002.012 0.8265662161167296 0.2876183738458894 0.33010501199840864 5.824362754821777 8929.888 0.8531949816252451 0.20666848441526958 0.3590434647202698 5.123302459716797 False 10 7200 28.87 84.69 4733.75 0.8117227377735481 0.3032433917422393 0.3531252308459885 5.728826999664307 8432.455 0.8437990639255647 0.21453625850925054 0.3925944874039633 5.031543731689453 True 11 7300 29.16 123.2 4570.4185 0.8003534491809016 0.3235755479019984 0.3651496679310811 5.711141109466553 8397.163 0.8375649565869328 0.22566174020310248 0.3995311606146631 5.087372303009033 True 11 7400 29.42 80.45 4621.131 0.8191647801806128 0.2885669886008871 0.3568932530736807 5.753323554992676 8662.683 0.8467118659830469 0.2060751746445624 0.39338688513476017 4.997513771057129 False 11 7500 28.89 94.78 4334.152 0.8038481751163811 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0.37346296966215486 5.626534938812256 8395.009 0.8403838416609088 0.22545471579153767 0.3992367796646476 4.951552867889404 True 12 8100 29.29 80.47 4693.856 0.833360026263527 0.3005884743909755 0.35926388272291143 5.792347431182861 9022.45 0.8619474874164748 0.20374632314245505 0.3899171672646414 5.18769645690918 False 12 8200 29.2 110.2 4441.4478 0.8038549492013596 0.31686850176723125 0.36370510801223677 5.700558185577393 8439.533 0.8412819414678602 0.21903966933534474 0.3918311060170101 5.056056499481201 False 12 8300 29.21 83.08 4453.9526 0.7989798183801732 0.3274640945596158 0.37902474876297376 5.656992435455322 8599.197 0.8393145075972488 0.22237055967945774 0.40044203244368554 5.110491752624512 False 12 8400 29.0 82.03 4554.1855 0.798384117713247 0.328862369578057 0.3790688329530593 5.606287479400635 8731.229 0.8398323453285752 0.22082710250014717 0.40362563931904943 4.738405704498291 False 12 8500 29.1 88.86 4394.3965 0.78857398441821 0.34203814617156786 0.38642853887112805 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