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 5.588 20.05 1251650.5 inf 0.020991357970417426 0.4737622122518619 336.35009765625 117213.47 inf 0.018366616914100534 0.4560213571314199 334.94586181640625 True 0 100 9.879 25.02 85827.63 0.9749978678769267 0.006933470311609313 0.47398581426810055 30.822153091430664 56382.297 0.9751210046223665 0.006357040633503319 0.45288937053170925 31.245664596557617 True 0 200 14.79 19.7 107309.7 0.9778075520678485 -0.00204554218663911 -0.48077102523962106 19.89382553100586 56953.492 0.978079143314729 -0.0026029409681996665 -0.45528265388817457 20.220176696777344 True 0 300 10.38 20.66 72793.14 0.982419633504855 -0.0039263064509507785 0.47524679746720727 11.379859924316406 313751.3 0.9825016579388813 -0.0032218435575943204 0.45146486133093033 11.654152870178223 False 0 400 11.94 30.33 26899.969 0.9804743434407609 -0.00576515982509615 0.46716097127961403 6.579087734222412 69476.53 0.9805811911408611 -0.005066505636043261 0.44280730136053986 6.766294002532959 False 0 500 12.91 35.27 33212.64 0.9730740563663001 0.015910674092466378 0.4209858518350882 7.060850620269775 52535.543 0.9735832685804846 0.014150305063449237 0.38326536618701046 7.260318756103516 True 1 600 18.6 36.59 58853.79 0.9785374691215348 0.0028083239341013437 0.42360039552797896 5.539083480834961 56833.203 0.9788341855024645 0.0017438660888288797 0.3872550069661847 5.677135467529297 False 1 700 14.85 35.17 48716.465 0.9705224656875794 0.028471190319853398 -0.49250489596826236 6.526728630065918 52923.637 0.9707013596134899 0.027954430724410395 -0.48162310217324267 6.700809478759766 False 1 800 14.24 34.3 68133.03 0.9790788701765623 -0.004825426852392811 0.4715194143802941 7.026569366455078 58155.1 0.9790362720265103 -0.004860293635327538 0.44539711527253556 7.302488803863525 False 1 900 14.69 35.81 54780.863 0.9769370034648993 -0.007223866442965766 0.465460378484512 6.41987943649292 58111.742 0.9769305590678895 -0.0066377674178571015 0.43926242875990035 6.640982151031494 False 1 1000 14.47 34.63 47996.785 0.9823355241036692 -0.005159263513865178 0.4648239131450407 11.811968803405762 155416.17 0.9822014861945078 -0.0037433586071524104 0.4406659660554728 12.098444938659668 False 2 1100 15.17 32.66 47957.49 0.9833120686056964 -0.009391591252887372 0.4711571698393239 9.423893928527832 94409.15 0.9831093845292586 -0.0080030103715198 0.44332958277910145 9.679631233215332 False 2 1200 14.39 33.98 51118.5 0.9828423022052662 -0.007679366452404085 0.4300135178351427 7.3360276222229 93623.54 0.982648124730155 -0.0063883795437786875 0.3948164619488487 7.549834251403809 False 2 1300 15.56 35.56 51426.902 0.9796967139327054 -0.007559343272269479 0.35543092911180485 7.457613468170166 64239.914 0.9795654152745068 -0.0061711984652218915 0.3126068742285649 7.669971942901611 False 2 1400 16.47 30.33 83647.88 0.9725597877369399 0.020649217892968377 -0.4807671909033417 7.695517539978027 51483.086 0.9728947864371327 0.018273270199794762 -0.4624128309025372 7.881665229797363 True 2 1500 14.55 32.17 85156.41 0.9735817921909031 0.013784793052728195 -0.4777421513506697 7.2138142585754395 51821.152 0.9738915461736193 0.011769559606064137 -0.4641506047306649 7.394031047821045 False 2 1600 15.3 34.99 32377.1 0.9718069578727402 0.020889027489270583 -0.42006723426879855 6.332022666931152 50780.824 0.9724843718462907 0.018071788514667352 -0.43645026226996136 6.482634544372559 True 3 1700 12.85 34.92 30528.275 0.9729753931345281 0.016616906851690007 -0.40954639011760985 7.321004867553711 51472.168 0.9735586411253748 0.013803809225767873 -0.41987605349427926 7.508902072906494 False 3 1800 14.37 32.22 34487.12 0.9795529111966466 -0.0012976851833792725 -0.40098488746692035 6.202033519744873 69876.99 0.9795465116046055 -0.0006215867391031535 -0.4134037872359148 6.360300064086914 False 3 1900 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0.05718522565801252 0.48493541227149733 4.8927903175354 41499.098 0.9676967175766762 0.04900457520176448 0.4696835380709783 4.9778313636779785 False 30 16900 14.6 38.4 13771.954 0.9579767261936016 0.06601300491788151 0.49577630190071065 4.277713298797607 40372.203 0.961279074612283 0.055843232370727 0.4921912430741303 4.40193510055542 False 31 17000 15.87 38.92 15501.605 0.96164073487587 0.0617921185505734 0.4976107792729975 4.687199592590332 39424.715 0.9642598818272632 0.052394529853990734 0.5029403880609218 4.915576457977295 False 31 17100 16.66 36.46 13307.669 0.9570090610146211 0.07019684572442549 0.5026459600521398 4.287295818328857 28939.084 0.9602983036169851 0.06016961605491205 0.5048368954377461 4.377017021179199 True 31 17200 14.69 37.91 18104.525 0.960382011407729 0.062061089547462 0.4860354524681232 4.425543308258057 36159.906 0.9634133018421919 0.05203085047134322 0.48998358986953183 4.426844596862793 False 31 17300 14.6 40.7 18779.176 0.9540722968952623 0.07343202614451812 0.5128041850611528 4.266714572906494 28246.744 0.9583143381328638 0.061858901046319574 0.4992518722787961 4.363837718963623 True 31 17400 16.39 35.85 18314.988 0.9507879792200089 0.07639533529583128 0.51063939706923 4.217624664306641 28058.21 0.9554788160348371 0.06400782327346527 0.4899201916649388 4.4812140464782715 True 31 17500 15.31 36.26 11509.489 0.957416018808405 0.0780854176857712 0.5098860044558988 4.5272417068481445 32033.023 0.9606799739711359 0.06707472669082588 0.4992520119494644 4.640702724456787 False 32 17600 15.07 39.63 10788.89 0.9580603018400634 0.06818058796617636 0.49666562964740696 4.304511070251465 28748.605 0.9618814341611979 0.05647114095058164 0.4811920872876046 4.443305969238281 False 32 17700 13.02 32.62 11372.169 0.9633548074876136 0.04667941830710291 0.5084110595847494 4.473848819732666 30532.11 0.966526731850634 0.03733440214702054 0.498654124695955 4.663952350616455 False 32 17800 17.55 40.75 10661.86 0.9522834712045708 0.07964118445556004 0.5255359868367228 4.214572429656982 25514.115 0.9569588215300567 0.06526980072031982 0.5069628337443144 4.4400177001953125 True 32 17900 16.99 39.61 12243.07 0.9535540299888894 0.07499084326107801 0.5221995662552464 4.189565658569336 19413.934 0.9584705433774592 0.060711713973611886 0.505526033991214 4.317966461181641 True 32 18000 16.54 37.44 12562.681 0.9487202352852832 0.08592041826018731 0.5220764551999043 4.192501068115234 21256.21 0.9539405131870785 0.07123882224672133 0.5006101896510032 4.345098495483398 False 33 18100 16.58 41.1 11540.879 0.9466853928409226 0.08666349828477958 0.5246982224739359 4.167340278625488 23077.139 0.9525206112115705 0.07059823957510593 0.5008727231969637 4.4991278648376465 False 33 18200 16.05 39.27 11551.263 0.9629231041476799 0.06089408946743948 0.461119968725656 5.614858627319336 33390.477 0.9652197798252143 0.05339663379796662 0.4553648902207859 5.579655647277832 False 33 18300 14.45 38.17 11496.9 0.9503771826277216 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