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 5.323 22.34 766410.9 inf 0.0007363922312791563 -0.38599295162322167 272.6699523925781 245191.22 inf -0.005721864007961832 -0.4572356541747089 268.1754150390625 True 0 100 10.2 20.73 30806.59 0.9696839138887299 0.014455098214318248 -0.4215383853033354 14.065140724182129 60418.035 0.9689799649107584 0.009011492611003128 -0.47118893186373595 15.285041809082031 True 0 200 10.27 22.91 72984.04 0.9740528355060473 0.005373795093126261 -0.3729488955893415 21.727741241455078 67653.55 0.97551017384576 -0.0008591501197940649 -0.4625543750096652 23.256967544555664 False 0 300 10.96 40.48 41620.977 0.9656679981924245 0.03719969773501701 -0.41945728602513577 7.538447380065918 61074.137 0.9625055895337563 0.04009561714714237 -0.46321149802458905 8.427043914794922 True 0 400 16.9 46.95 34370.484 0.9755284304569639 -0.0017968292445820033 0.37368512179622837 4.718166828155518 66474.03 0.9716153880134504 0.0018369389829348086 0.3850187070686161 5.142147064208984 False 0 500 16.82 47.5 47715.902 0.9685396957114585 0.028704371521210175 -0.36350054110131336 10.574026107788086 58047.25 0.9670004227672194 0.02273529807647857 -0.4333909631985165 11.633414268493652 True 0 600 18.41 43.15 257937.22 0.9687810514049386 0.020293617618314535 0.40762748597733583 15.144996643066406 113016.26 0.9710833304511892 0.012298644152094656 0.42205790703804946 16.196989059448242 False 1 700 18.89 43.26 84200.67 0.9672036230106936 0.024474606879243323 -0.36942602950525355 8.583060264587402 62518.66 0.9690433816417817 0.01755146509318544 -0.44420493895112895 8.58989143371582 False 1 800 18.81 43.47 66473.13 0.9801167395517074 -0.004201016828120167 0.40768703565953424 8.834783554077148 193086.48 0.9744983595343627 0.0028677399750202982 0.419640499140093 9.578432083129883 False 1 900 15.29 46.44 42676.03 0.9726960115704103 0.0005571262859443435 -0.22973254336912083 15.540884971618652 67143.02 0.9696657682990366 0.006037843554244481 -0.3163664115911734 16.84151268005371 False 1 1000 14.55 38.57 296583.84 0.9732074062482179 0.006783375774801629 0.3928192595442506 6.549345970153809 127530.05 0.9747171499961396 0.0004078350557096648 0.39347893127946726 7.195151329040527 False 1 1100 17.05 47.7 43353.535 0.9734269295941209 -0.004931151458552818 0.30348459641306036 9.303323745727539 63987.746 0.9720527119930622 -0.009109075981201638 0.2600737870639316 10.222723960876465 False 1 1200 16.05 45.13 135431.05 0.9763264777898811 -0.0034986059863385136 0.3155346253384411 9.89831256866455 86876.89 0.9776253235378334 -0.009291010991161064 0.27772107438621163 10.850265502929688 False 2 1300 16.54 44.98 216027.97 0.9753942537406851 -0.0005286743268959586 0.21639445669001334 4.666560649871826 107911.875 0.9768018711113916 -0.006781581450857347 0.16059138019116517 4.872713565826416 False 2 1400 17.76 46.14 46872.438 0.9755487681935161 -0.010742298530986738 0.3684878361917977 5.2918009757995605 64811.08 0.9748846179162811 -0.015585840051246583 0.3490259940161524 5.861356735229492 False 2 1500 15.95 42.73 39626.234 0.9733521310606926 0.0040743608171418455 -0.14789557100967407 5.283731937408447 63734.508 0.9700140398424463 0.007341463720348534 -0.23740519123503653 5.884913444519043 False 2 1600 17.61 44.29 35831.105 0.9771292503666054 -0.006734522648890164 0.3415781630454614 7.353603839874268 77386.2 0.9727252940009902 6.891583549098683e-05 0.3171837152929605 8.127052307128906 False 2 1700 17.48 43.34 48172.473 0.9699335205056173 0.016134813710336447 -0.39064620364322966 12.375100135803223 61565.402 0.9687750038746993 0.008675009264523664 -0.4483879066752556 13.572286605834961 False 2 1800 17.57 44.04 43173.285 0.9706851723670584 0.014377038615017133 -0.3881233854712056 5.501619815826416 68133.484 0.9676846344360452 0.01911836732560655 -0.45614821957226004 6.086037635803223 False 3 1900 16.77 43.97 42912.227 0.9684098956196413 0.03815371483767215 -0.41395808699918935 6.209103107452393 63512.965 0.9663146201900195 0.036119429054253076 -0.450643598457994 6.428891181945801 False 3 2000 17.33 43.25 45000.863 0.9730054245544268 -0.003860025487762472 0.37934239413721044 6.04334831237793 63328.99 0.9723773677090821 -0.010084516831825197 0.3596720010500673 6.6931657791137695 False 3 2100 17.19 43.76 64667.293 0.9720207771685548 0.009886350482896432 -0.3906073106947126 5.937709331512451 63922.234 0.9734291535112403 0.002580118369815014 -0.44724051074918986 6.4012651443481445 False 3 2200 17.16 42.67 53405.184 0.9730289374483742 0.0038199624973921996 -0.22525142701405332 4.728363037109375 63361.305 0.9740101227692531 -0.003115364579017104 -0.26529272468261583 5.048951625823975 False 3 2300 16.51 43.83 34827.6 0.9718279723946361 0.008765720704798313 -0.37941735798467147 5.245610237121582 67429.78 0.96820832857178 0.014373730129741687 -0.4302419844643018 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0.9656556947617352 0.02695839816432172 -0.4270556909711795 6.350780963897705 True 6 3900 17.77 42.71 23172.615 0.9742149392757756 0.008343757932115146 -0.36930891829881896 7.180008411407471 78089.15 0.9698582293976412 0.013525156051646493 -0.4313194137535715 8.041128158569336 False 6 4000 17.92 45.2 61485.312 0.9747219432299904 0.0015509494794514204 0.32294934081990684 8.925386428833008 68389.66 0.9760847961465026 -0.0048158367283366406 0.2839042397099299 9.814786911010742 False 6 4100 15.51 45.47 22492.125 0.9667699110807748 0.02973029282686232 -0.34345526990000885 6.062851905822754 55657.555 0.9664743104849874 0.02157333187563985 -0.4085893519995148 6.680386066436768 True 6 4200 16.27 43.75 20803.64 0.9669692624895649 0.03089157656481202 -0.2277331007330503 4.985836505889893 57365.918 0.965727658510408 0.026155121323373456 -0.300226179217862 5.369058132171631 False 7 4300 15.75 42.76 17589.826 0.9651716438669518 0.03513306839597407 -0.34612223160324945 5.624833583831787 55694.74 0.9642011053143528 0.029899396771190825 -0.40139782892873543 6.193491458892822 True 7 4400 16.84 44.93 22232.28 0.9739449017744805 0.014557639320591353 -0.04409486280968121 4.808997631072998 84426.69 0.9696993029085956 0.01823244422857654 -0.0950237804219781 5.269974231719971 False 7 4500 16.49 42.83 20579.05 0.9675930479953249 0.029733546393565218 0.10403326617583239 4.568133354187012 58595.766 0.9668571117976898 0.0239683828820358 0.03216263570678788 4.878895282745361 False 7 4600 18.28 45.26 66180.805 0.9842145091399823 -0.010969856013511315 0.3990996923476048 14.243459701538086 88405.04 0.9851512159047849 -0.015743681808050344 0.39985164186993993 13.933195114135742 False 7 4700 15.03 45.02 24251.85 0.9762734700712609 -0.004772123425151339 0.4069059279629278 4.477977752685547 64019.773 0.976820633398386 -0.010327803373009911 0.40156823029760963 4.917050838470459 False 7 4800 16.15 41.58 25058.266 0.9770766242885517 -0.006317988936922572 0.39008943537754 4.692858695983887 65250.625 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4.478698253631592 False 26 15900 15.8 42.33 13026.723 0.9451683363922776 0.09320504991421068 0.42676714207492 3.9661707878112793 28306.574 0.9477195218859433 0.07911407300213699 0.46444718250859357 4.179053783416748 False 26 16000 16.28 43.96 12966.576 0.9363530443420026 0.09867844113646018 0.43800902071946113 3.7580342292785645 25125.607 0.9429816771552498 0.07929229516251328 0.48068803285503453 3.870786190032959 False 26 16100 15.66 40.12 12912.195 0.9346726978852967 0.10381541560301154 0.44210143472953184 3.7161483764648438 25834.523 0.9408517038476016 0.08545207939251039 0.4816322184606077 3.816580295562744 False 26 16200 14.08 44.32 9099.529 0.939370832590549 0.09745920820120577 0.44602677497437276 3.816115379333496 27055.693 0.9454909960605355 0.07864279460798983 0.48114058365951623 4.020318984985352 False 26 16300 14.03 40.77 9752.728 0.937454714323015 0.1010431080263152 0.436282773432972 3.721055507659912 31814.566 0.9428640090223959 0.08421355681380822 0.4778417415409906 3.7815892696380615 False 26 16400 14.78 42.41 9024.5625 0.9400435699112235 0.0975643999266365 0.4380556479798451 3.82208514213562 29713.016 0.9458310302100886 0.07992208087507523 0.47216477715229765 3.977337598800659 False 27 16500 14.17 43.37 9400.534 0.9426222266387754 0.10006758328429506 0.4412341079354588 3.954526901245117 28774.31 0.9481731728387904 0.08011045601623899 0.4782558429252133 4.186819553375244 False 27 16600 15.61 41.91 9620.6045 0.93372120625808 0.10372947926351243 0.43063068662055504 4.123025894165039 28832.25 0.9400398175585638 0.08561479816821965 0.47041657925553143 4.0307512283325195 False 27 16700 16.9 41.4 8690.155 0.934740089400525 0.1087878132289166 0.4374348816946022 3.7981104850769043 25883.105 0.9410788130487197 0.09013217422534757 0.46904854632110743 3.9791858196258545 False 27 16800 15.63 46.61 9838.193 0.9335011850992744 0.10582900487217564 0.4447808382257304 3.729262590408325 23893.232 0.9410775932572435 0.08612718029843448 0.47101828167991666 3.881934642791748 False 27 16900 27.06 62.73 11515.188 0.9379590365923776 0.09473690946660772 0.4393525432607027 3.7492918968200684 28463.088 0.942527718593307 0.08050484826537059 0.4779841829096811 3.7701189517974854 False 27 17000 35.23 63.49 10521.504 0.9329702111326673 0.10354384115951512 0.449265515080694 3.668219566345215 24469.543 0.9397217076487191 0.08557840876245341 0.48290050423574427 3.7608582973480225 False 27 17100 35.32 65.01 9420.592 0.9365533931979244 0.10928231546741204 0.4419754774433519 3.8883261680603027 24844.162 0.9423293617417863 0.09010051239887013 0.4765691586034982 4.108388900756836 False 28 17200 43.77 119.2 10749.198 0.9361528482057341 0.11142118927619837 0.44217555965975713 3.708061933517456 25918.303 0.9409152486070079 0.09397424976621936 0.4877471843449824 3.7647533416748047 False 28 17300 61.65 120.0 10412.159 0.9400833760713263 0.10567729396815954 0.44048125382852654 3.793888568878174 27372.404 0.9438746891771242 0.08887260148021606 0.47747657932583165 3.897475004196167 False 28 17400 68.7 150.9 9871.056 0.9408924843850801 0.09898125676753461 0.4493246445417179 3.8944387435913086 26250.598 0.9474442835062603 0.07853505631678095 0.4816444732781354 4.129359722137451 False 28 17500 112.5 110.8 10026.215 0.9458098431313589 0.0948756911620377 0.420820863286917 4.0838189125061035 26439.686 0.9505737279346129 0.07588583873263176 0.41967813093306205 4.256648063659668 False 28 17600 52.43 72.19 9475.341 0.9378944147946223 0.1030250080342592 0.43406479663041647 4.062893390655518 27474.838 0.9457910607817555 0.08016917998659809 0.4413727203855543 4.410805702209473 False 28 17700 49.66 71.55 9566.521 0.9348333354584833 0.10693208594433257 0.44021808193116496 3.8467512130737305 24886.488 0.941456762017707 0.08716177885451908 0.45500959350266085 4.112138748168945 False 29 17800 38.92 72.86 10428.634 0.9297169258182704 0.11452613660144277 0.44527033547985945 3.7068729400634766 24356.494 0.9382532211762737 0.09164665383796021 0.473111316055155 3.8617141246795654 False