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 20.58 73.62 230244.1 0.9803601846162793 0.0033482649568293567 0.4537951304745286 378.9548645019531 821735.5 0.9801138810741663 0.004899907498421786 0.4425494752045457 376.949951171875 True 0 100 29.98 65.3 33288.13 0.9814735264047568 0.0007914367784371794 0.4830541353682387 30.104448318481445 84380.67 0.9815058205274532 0.0013055442954955185 0.46998172965530133 30.53276824951172 True 0 200 30.26 64.93 159074.17 0.9725171460072086 0.02116757538832809 -0.4763314125844151 16.612154006958008 51536.4 0.9733032011086484 0.01850922938821711 -0.4568168054846302 16.879043579101562 True 0 300 30.32 221.0 57015.92 0.9690568265623861 0.025806651492768996 -0.4718821478192403 9.22475814819336 42439.19 0.9700920550080439 0.022845808556676145 -0.4534416192289168 9.438095092773438 True 0 400 32.43 184.1 36403.258 0.9756321300484019 0.011083698835722687 0.15193503279202406 15.917058944702148 58075.42 0.9756910688393274 0.011981276332126546 0.15910200780446987 16.237733840942383 False 0 500 32.04 186.8 58704.156 0.9880551251502598 -0.009120377736702049 0.47302499897453765 19.340486526489258 154175.39 0.9880098823164564 -0.008561848187120726 0.44913625731562207 19.806020736694336 False 1 600 35.11 64.94 33144.508 0.9696055408089079 0.021314451373269764 -0.401941656641064 7.05668830871582 43332.65 0.9708117633679846 0.018406078074044128 -0.41541867716567066 7.3254218101501465 False 1 700 29.23 65.02 42986.49 0.9735139872281453 0.015190071419560611 -0.17313038766399427 6.117674350738525 47009.617 0.9740012202954816 0.013537419598463711 -0.22295959250758154 6.3224029541015625 False 1 800 29.4 64.83 32583.127 0.9816472935550956 0.0032712312253291445 0.4561350678996893 12.686132431030273 103931.31 0.9815690015970552 0.003769635862262276 0.42570372333609946 13.059552192687988 False 1 900 29.28 64.84 51666.43 0.9905503843871363 -0.014205938822606916 0.4680493110565799 8.346790313720703 68556.82 0.9904795313819712 -0.014787990216189074 0.4410876889335462 8.743496894836426 False 1 1000 29.41 64.93 35099.066 0.9776167737087342 0.008763214001360672 0.2856328194924139 5.6446709632873535 60656.08 0.9779876667614411 0.008184964109499315 0.2224786979179875 5.877928256988525 False 2 1100 29.31 64.94 280177.56 0.9753278777657906 0.012393828171500124 0.47130168228332436 5.882344722747803 65223.23 0.9759558311339702 0.010481264714573897 0.4471503799697627 6.226871967315674 False 2 1200 29.3 66.33 106224.164 0.9767001721813872 0.017684855631552827 0.45632482378961625 6.426216125488281 317779.4 0.9764985723859951 0.01772813574914834 0.4274785929469064 6.446847438812256 False 2 1300 29.47 69.23 143168.28 0.9767221935684116 0.005672702158958529 0.2701958046104417 14.486503601074219 55195.6 0.9770859252009815 0.004276351937933376 0.19628497648856855 14.796660423278809 False 2 1400 29.18 65.98 70629.195 0.9784116376238963 -0.010723986530834673 0.42760599256098886 21.132749557495117 59741.844 0.9782982832084648 -0.008865732763510277 0.3905845566933415 21.503196716308594 False 2 1500 29.48 64.89 70449.33 0.9781233287477645 -0.006470795617959385 0.32483676198710665 12.766613006591797 59398.23 0.9779932845673612 -0.0046196836906838646 0.26692447582985396 13.056646347045898 False 2 1600 29.43 64.97 96742.97 0.9757172427396362 0.005590870202557516 0.34516599109299256 12.979673385620117 52767.812 0.9760017548850661 0.004181614424494904 0.2913261226219888 13.275705337524414 False 3 1700 29.01 65.38 158228.36 0.9705790556777929 0.026539752781059578 -0.48545073040797065 7.82526159286499 51413.58 0.971369609165932 0.02349658136662622 -0.4697367508254191 8.127616882324219 False 3 1800 29.23 65.3 54739.25 0.9829122096239025 -0.014252544098013855 0.4547413248205895 5.945855617523193 65881.25 0.9826564995710707 -0.012717119420303274 0.4215778822941192 6.156436443328857 False 3 1900 29.54 65.53 70119.016 0.9791450367046133 -0.007606270056627532 0.4302562716782846 10.07674789428711 54008.832 0.9792352549321995 -0.008169967202553429 0.38924156762444984 10.376004219055176 False 3 2000 29.76 64.57 55226.555 0.9843047657971826 -0.012361753970664075 0.4582928771038143 6.9246439933776855 74580.83 0.9840209422479392 -0.010912435131085882 0.4242174379043215 7.204874515533447 False 3 2100 29.17 65.68 51128.11 0.985156957181689 -0.014965722929913265 0.4545144432918961 6.2205023765563965 63593.73 0.9849106358477236 -0.013637100913546828 0.42207960720153054 6.265534400939941 False 4 2200 29.1 65.03 58026.44 0.9772162268374056 -0.0054214552410833585 0.41523818417203123 5.33148717880249 51157.914 0.977432672358141 -0.006510205543297552 0.3734496927991191 5.514623641967773 False 4 2300 29.64 65.03 676482.75 0.9725489635289231 0.020437434149790164 0.4419719209761111 5.463515281677246 87517.305 0.9732155492553839 0.017802932860158504 0.41353332210999955 5.656164169311523 False 4 2400 29.28 66.94 51794.715 0.968299800069423 0.03780001738766142 -0.47773451309521336 6.737964630126953 49417.215 0.968853983204635 0.035329998802773134 -0.4729962374641989 6.9441447257995605 False 4 2500 29.45 66.29 61274.24 0.9736720819740191 0.01245509033266105 0.07885091500329497 5.918580532073975 48344.324 0.9740616737239709 0.010873192343648733 -0.006990888205428414 6.067389488220215 False 4 2600 30.16 64.88 400288.38 0.9801525624719362 -0.0027772378417227324 0.47030868141629156 5.273131847381592 72592.07 0.9805100353543584 -0.003790912050382407 0.44192589231957385 5.344910621643066 False 4 2700 29.25 67.2 26898.17 0.9738660082804574 0.014518524520309427 -0.3306385014598323 7.395361423492432 68787.6 0.9741959627848263 0.014548013995565958 -0.36077596308175147 7.6133012771606445 False 5 2800 29.74 70.56 45638.52 0.977400166857229 0.0016084954306579363 0.37129209286354864 5.425093173980713 51462.457 0.9774895599465967 0.0012039393633708013 0.32746433124749735 5.565042018890381 False 5 2900 30.5 69.9 153178.14 0.9721596308148766 0.022129171040492362 -0.406060591316899 6.163674354553223 55571.42 0.9725767933656972 0.020622185250842202 -0.42254417555148627 6.355559349060059 False 5 3000 30.12 70.74 36498.254 0.97096283188122 0.028285381515168403 -0.4373550704372167 6.307058811187744 56669.81 0.9713292058674796 0.026366118060052422 -0.4372016654396946 6.50315523147583 False 5 3100 30.14 67.61 72063.73 0.9837700674514969 -0.004768983991262177 0.38842503565030506 5.229998588562012 285517.72 inf -0.004525434475256246 0.3365121232137308 5.393057346343994 False 5 3200 30.19 65.19 1362439.5 inf 0.01974316635156404 0.4587079781229792 5.215055465698242 131870.08 inf 0.01755864432570949 0.42810440462800387 5.305894374847412 False 6 3300 40.36 101.7 147515.77 0.9793826148803613 -0.0015885520653633736 0.26563163463835504 8.38145637512207 63188.633 0.9794567242573506 -0.001608100484234645 0.31097624766628823 8.604535102844238 False 6 3400 48.56 102.0 43885.453 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0.9829105138822818 -0.014172542205872041 0.4204369030004892 6.541901588439941 54348.332 0.982867853243203 -0.013684601998248676 0.3839983776113598 6.595425128936768 False 7 4000 29.6 65.79 31142.617 0.9688957335397158 0.03484050421334617 -0.4500498004721445 6.401296615600586 56506.676 0.9691231516861971 0.03371666668655495 -0.4637982319240876 6.631933689117432 False 7 4100 29.41 65.84 44171.773 0.9823256348711596 -0.0038130764933924123 0.37111595649023443 8.300503730773926 152098.19 0.9824774121412079 -0.0033410240581139596 0.31250435629170753 8.577059745788574 False 7 4200 29.82 64.89 32359.895 0.9745462805503639 0.007951590411213422 -0.06032674403356517 6.9567551612854 51352.457 0.9747842241469761 0.0073139774706352636 -0.10155504255400993 7.156092643737793 False 7 4300 29.43 65.84 32174.656 0.9760718220975219 0.007788826293648865 -0.08013861796893913 6.210412502288818 57553.508 0.9765696609619853 0.007282471642018329 -0.1622747781674756 6.356557846069336 False 8 4400 29.57 65.07 45732.83 0.9797147653873595 0.00574238168032571 -0.08234681429265782 6.168278694152832 114290.8 0.9801211540709138 0.005186063897272453 -0.16265109899509014 6.3916425704956055 False 8 4500 29.53 65.56 34418.355 0.9692838020533845 0.028881350061057576 -0.4273049020435193 6.249581336975098 44239.22 0.9699650930323244 0.02718582708801673 -0.4408177668128819 6.4646453857421875 False 8 4600 29.63 64.94 33324.66 0.9682119233030028 0.03553117458150247 -0.2966238259572706 5.930081367492676 44460.348 0.9689919838168176 0.03338514000909423 -0.33439551400292866 6.130792140960693 False 8 4700 29.49 64.71 22476.941 0.9668698503064699 0.039971711533181416 -0.4584792277495092 6.958378314971924 52820.203 0.9677470710541567 0.03691186079384585 -0.46938982776264754 7.2029876708984375 False 8 4800 29.51 64.61 29331.75 0.9811498744742325 0.0007556889666089938 0.4268571188618045 5.304325103759766 94386.38 0.9814525184009646 0.0003287609463100137 0.3558138437315483 5.476382732391357 False 8 4900 29.55 64.64 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