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 5.53 22.29 145760.55 0.9779264608815291 -0.0028590796247080406 -0.0763794873884381 46.077571868896484 499282.4 0.9743267561796606 0.004910613524744301 -0.10130002692115789 44.816017150878906 True 0 100 10.83 19.8 44608.363 0.9690768767889385 0.023118351378786733 -0.41724983481008504 18.283571243286133 36444.293 0.9678840443120217 0.024678783502562134 -0.3859640537672083 18.54170036315918 True 0 200 10.4 19.18 44382.656 0.9650421628627358 0.025927391468329383 -0.41166930229203097 7.8261637687683105 34317.79 0.9674552563989175 0.017802650701803376 -0.3771550546458514 7.753037929534912 True 0 300 9.88 19.38 24174.287 0.9752333503145966 -0.0031056117068597663 0.38727890441264234 24.075777053833008 49051.94 0.9725601177604015 0.004689343487514232 0.3266610753828157 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0.9703364209326274 -0.00014504281727806465 -0.06171935414914308 4.571152210235596 False 3 1900 9.632 19.73 57704.46 0.9740672677285136 0.001698358400055949 0.12403959378493101 4.1021270751953125 43661.6 0.9760803882924015 -0.004830339653251985 0.037881994007654074 4.00347375869751 False 3 2000 9.549 19.57 32580.57 0.9676810509196236 0.028122406116372414 -0.39717679021519 5.101611614227295 38395.777 0.9680451160769051 0.0222302936972055 -0.3761452255258403 4.862543106079102 False 3 2100 9.655 19.23 24915.225 0.9767905573640111 -0.0017412702133731684 0.17759092960047332 4.3029704093933105 57800.87 0.9736247301576569 0.0051732712441785456 0.07225602929383278 4.200634002685547 False 3 2200 9.448 19.36 41701.09 0.9680077942960914 0.030270487622060985 -0.32296576177267705 4.515606880187988 39890.586 0.9681918642580558 0.022432761382048295 -0.32261161529284493 4.2870588302612305 False 3 2300 9.394 19.31 25028.605 0.9689257935892236 0.014445531710701814 -0.2732207799271765 4.583659648895264 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0.9578599101241919 0.07371341333373464 0.1522489417872636 4.194912433624268 33088.74 0.9583748465075694 0.07002814935105377 0.09630186459678063 4.057763576507568 False 14 8500 9.689 19.37 12543.55 0.950396975019637 0.07586161010261366 0.38142985707628635 3.7431185245513916 27486.14 0.9534030017606613 0.0683638121830967 0.33242919524389547 3.610868453979492 True 14 8600 9.991 19.04 12626.049 0.949928801735045 0.07909560548875318 0.41367594311498207 3.6447927951812744 27563.723 0.9528465555594281 0.07129540012504645 0.36494226600866536 3.5150275230407715 False 14 8700 9.682 19.25 23279.734 0.9502358284646795 0.07153351063242924 0.39759082757327036 3.701024055480957 25211.623 0.9541359147237667 0.06382653972103443 0.3578654655596985 3.4887568950653076 True 14 8800 9.947 19.2 25622.57 0.9466910117997474 0.08248309148903278 0.41795105939355226 3.452735185623169 23217.223 0.9496061455788467 0.07487241611808793 0.3697067875603203 3.3863303661346436 True 15 8900 10.03 19.25 24088.475 0.9458580749626948 0.08598914324888046 0.41851831851256227 3.469283103942871 23844.973 0.9491065781515163 0.0776769377844373 0.3737986410486836 3.450932264328003 False 15 9000 9.598 19.0 20727.54 0.9550648180927878 0.06341738960186558 0.38591788411132333 4.211332321166992 29176.855 0.9547628436569314 0.061724067081940115 0.320263559079725 3.9458799362182617 False 15 9100 9.62 19.16 15734.165 0.9534096533577947 0.06846935529393242 0.4159731440244205 3.5793466567993164 26876.523 0.9553413613997053 0.061523562243179106 0.38591413183744283 3.43685245513916 False 15 9200 9.581 19.02 14683.539 0.9507802352089566 0.07203029091684723 0.41176697277893204 3.847444772720337 22435.668 0.9539086980781226 0.06430665146148745 0.38874968218933154 3.783193588256836 True 15 9300 10.01 19.26 14652.8125 0.9566118966636497 0.058830042860982396 0.40083757299878564 4.0621657371521 27006.404 0.9602084214712043 0.049461651320679645 0.39461341801986216 4.055661201477051 False 15 9400 9.45 19.09 11238.507 0.9542081226207564 0.07789498864980417 0.4082621769708276 3.8059215545654297 26114.627 0.9560783291051187 0.06987614752320669 0.3848045801121725 3.700296640396118 False 16 9500 9.607 19.16 12080.079 0.9535339962164634 0.06540332828444377 0.40917539460534186 4.118769645690918 23101.271 0.957253790080489 0.056327819435187894 0.3884936103805671 4.1893391609191895 False 16 9600 9.054 19.3 15040.78 0.9528127476253836 0.07355481678074638 0.3983936320682773 4.46282434463501 26713.236 0.9559610462746533 0.06550894344239547 0.38616676106513514 4.534993648529053 False 16 9700 9.62 19.31 11955.666 0.9532815116831695 0.07710647529542598 0.3909604629049428 3.700974941253662 26280.068 0.9547766335704787 0.07210677826809202 0.34906067246567535 3.638598918914795 False 16 9800 9.589 19.35 12805.619 0.9473878378407774 0.08507113125206565 0.4135080063430938 3.572326421737671 23551.94 0.9505582358842715 0.07648003595236162 0.38525509642565464 3.4452266693115234 False 16 9900 9.633 19.24 10611.461 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0.10486677847603199 0.4326198456682916 3.426103115081787 15608.359 0.9453668978108517 0.08912234225953454 0.4122858790930509 3.3688180446624756 False 27 16500 9.545 19.07 12269.126 0.9494608993539836 0.10032119309275216 0.4240923459104721 3.9165778160095215 20459.32 0.9531726404900677 0.08610878396328886 0.3991844748041905 3.8607964515686035 False 28 16600 9.563 19.47 8909.743 0.9365473358165268 0.10749011052715643 0.43851112025764744 3.408780813217163 15600.701 0.9442288430907629 0.0892158815460064 0.40940707149445493 3.310135841369629 False 28 16700 9.573 19.29 15139.487 0.9365443436330194 0.10454457394514476 0.4451221284132788 3.3400516510009766 15197.068 0.9430634039651906 0.08994247592460025 0.40897950152924134 3.2771201133728027 False 28 16800 9.608 19.04 10919.281 0.9335165046509226 0.10738547571023097 0.4411558540492323 3.3845205307006836 15551.917 0.9410480848752274 0.09159131572070056 0.41486015658581604 3.2562055587768555 False 28 16900 9.666 19.11 9219.084 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0.13209005712755825 0.4578014305971999 3.562385320663452 20074.531 0.9395804846124308 0.10467760215646418 0.42864170712811284 3.6023998260498047 False 42 25000 9.704 19.46 10789.468 inf 0.06710192871153539 0.43651995348970135 3.453397035598755 20554.656 0.9562113545630143 0.04973605226394685 0.3954640686660922 3.3186047077178955 False 42 25100 9.447 19.27 8372.223 0.931166785243908 0.11135791872975946 0.4487869667928589 3.4001853466033936 15562.613 0.9409473417515177 0.08939852338748543 0.4199876562709084 3.3253142833709717 False 42 25200 9.642 19.06 7995.734 0.9372141687629291 0.10677252235959099 0.45226575497300336 3.434978485107422 16856.85 0.945009065434228 0.08594216877136267 0.42463718391761335 3.293224811553955 False 42 25300 9.58 19.07 9032.288 0.92741423041351 0.12596968432803124 0.45987957342509345 3.5734622478485107 16285.944 0.9407674450702782 0.0945711904232678 0.43355479346859505 3.5932233333587646 False 43 25400 9.634 19.38 8323.21 0.9212621361030473 0.13477991294440841 0.4643757648278882 3.3114547729492188 16797.082 0.9362865889626621 0.10031216306580794 0.4294982001119443 3.2794923782348633 False 43 25500 9.425 19.12 11752.102 0.9184947098855795 0.1356987087288265 0.47304606733532206 3.2514989376068115 16209.298 0.9326647167357572 0.10347004797862754 0.4416969643769661 3.156925678253174 False 43 25600 9.465 19.14 10923.527 0.9156377256748446 0.14612858374352583 0.46978463017544936 3.249772787094116 14959.748 0.9310653600796293 0.11010209584282361 0.4367742677978205 3.203266143798828 False 43 25700 9.575 19.21 7115.835 0.9214190326370494 0.1433576172366314 0.45571731766143986 3.3654398918151855 12512.056 0.9353984420785209 0.1080530229454057 0.42523318687514816 3.3563199043273926 False 43 25800 9.686 19.33 6335.2153 0.9184767290806701 0.14209545045584768 0.4662282641614273 3.4016377925872803 13196.668 0.9356425687396805 0.10265357534763417 0.43568144593813996 3.39141583442688 False 43 25900 9.582 19.24 6960.931 0.9125912643110325 0.1543622036480113 0.463167550649423 3.291512966156006 17403.646 0.9319716143128328 0.1101093541180643 0.4230811963244649 3.25956130027771 False 44 26000 9.616 19.42 6133.054 0.9181362783953871 0.15026440440197794 0.46760935819604604 3.357307195663452 16432.572 0.936016914928258 0.10642740987396127 0.4285288646083017 3.234896183013916 False 44 26100 9.527 19.25 6367.69 0.9143378660635815 0.15498651776394262 0.4595414114847308 3.3109469413757324 14885.425 0.9330736620682972 0.11032965890016244 0.4205919044387074 3.2868072986602783 False 44 26200 9.72 19.24 6374.5625 0.9078993330120596 0.1613103226229709 0.4681174619879495 3.2652852535247803 14568.262 0.9299874866471889 0.11224531607628828 0.42565771253666174 3.2448058128356934 False 44 26300 9.642 19.17 6738.0522 0.9056505125204511 0.16184484072190375 0.4712818596671941 3.2496235370635986 13208.73 0.9288868995780176 0.11164321327776133 0.43173344531860036 3.1911873817443848 False 44 26400 9.644 19.17 6009.5845 0.9116994141644785 0.15785741920659482 0.46718737159565893 3.286003589630127 14510.553 0.9333076461705607 0.10764069908591722 0.43178573094766937 3.257502794265747 False 44 26500 9.618 19.14 6174.3916 0.9118616175568957 0.15605344096618992 0.45457947791726694 3.3324198722839355 14627.012 0.9328089686947342 0.10798202363969002 0.41666263523018926 3.340033531188965 False 45 26600 9.494 19.35 6602.9404 0.9073328986091435 0.1594121076546305 0.46254397536180525 3.3016927242279053 13436.611 0.9310937564329189 0.10811983289311713 0.4222161675756248 3.2253623008728027 False 45 26700 9.624 18.94 6118.951 0.9189415761771451 0.15695176653786236 0.4551408555026101 3.4195446968078613 15209.036 0.9350738098650841 0.11376444276126325 0.41952627231820355 3.259936809539795 False 45 26800 9.195 19.26 6381.456 0.9143062167167657 0.1527604964265683 0.4640095967647717 3.3072197437286377 14608.77 0.9359853156769148 0.10176938238172567 0.4284160337096685 3.2789790630340576 False 45 26900 9.832 19.06 6343.0166 0.9079741546250866 0.16475108123781018 0.4653534780774916 3.290966033935547 14718.107 0.9316876838683605 0.11065692742842465 0.42839855107312713 3.291579008102417 False 45 27000 9.806 19.17 6015.5054 0.9009234546129599 0.17296534888269935 0.4701685134524675 3.240941286087036 14046.725 0.9276125955080282 0.11507918382965837 0.42917041014475654 3.2245731353759766 False 45 27100 9.743 19.11 5811.1475 0.9056203475036916 0.16008665854558954 0.4692220161495189 3.511415719985962 15372.595 0.9319038530189684 0.10344226971547428 0.431714013552941 3.325148344039917 False 46 27200 9.628 19.82 5459.465 0.9006986359575762 0.17303571343142293 0.470361345464885 3.2797048091888428 15676.412 0.9286583753431328 0.11278875974066063 0.4270276192535384 3.320728063583374 False 46 27300 9.998 19.06 5524.0806 0.8993070222543651 0.1820448830755389 0.47408622046050086 3.2632334232330322 15775.24 0.9274782963746016 0.11862265367783723 0.42807665908913706 3.199345111846924 False 46 27400 9.577 19.5 6112.1206 0.9046813613169433 0.15985613131209697 0.4761190303711286 3.3537676334381104 17278.691 0.9327226798582451 0.09973839962040303 0.4321359006843757 3.247265577316284 False 46 27500 9.805 19.18 5783.233 0.899759384240314 0.17920219490292175 0.47404262343939135 3.2262861728668213 17870.547 0.9274747388526625 0.11672753536781222 0.4370365945738487 3.2242746353149414 False 46 27600 9.619 19.43 6120.036 0.8985559587393837 0.18357755596493308 0.4794266095845505 3.210737705230713 17220.273 0.9280631438094613 0.11711824717851353 0.4375824469784027 3.19791316986084 False 46 27700 9.837 18.98 5952.092 0.8983739195860043 0.1837100956763097 0.4750318714062662 3.285942316055298 17424.633 0.9279061008813672 0.11698852333704324 0.43682685568488416 3.3300368785858154 False 47 27800 9.599 19.19 5914.911 0.9129948671056348 0.16278978956344042 0.47224844769156776 3.368579149246216 17119.273 0.9351205215373404 0.10644922515705953 0.4411392670044519 3.198345899581909 False