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 17.0 92.67 44123.344 inf 0.002536359346693675 0.07274081318288696 423.4443054199219 41183.07 inf 0.0017078592594808705 0.0773173825856431 417.0001525878906 True 0 100 28.92 47.15 3281.7625 0.938274428666207 0.03404166964330787 0.04869157263542466 7.365306854248047 2980.603 0.9391969019290257 0.030949781018157235 0.030705666391146854 7.114928245544434 True 0 200 29.56 46.43 2892.5537 0.9377630450129659 0.03544780318012055 0.02325379413326683 7.52697229385376 2966.8752 0.9389279159782689 0.03336940826817982 -0.008853643974571624 7.3773908615112305 False 0 300 28.74 312.4 2781.6016 0.9341392965063152 0.04999279955274051 0.07759217216516778 7.318772315979004 2909.9922 0.9350518687600544 0.04876911302207005 0.06354966912380186 7.036937236785889 True 1 400 42.76 60.21 3223.3286 0.9424957450964075 0.032787429019579005 0.027671734229092557 8.600424766540527 3259.2944 0.9437126005922682 0.030010971865459552 0.0032538462753844114 8.632125854492188 False 1 500 28.84 181.6 2828.96 0.9328004537372374 0.05914359762736837 -0.017915959020804128 8.996297836303711 2823.7314 0.9337885432264343 0.05714226895689776 -0.06026795882228361 9.22130012512207 False 1 600 29.52 50.51 2606.8652 0.9298375115967227 0.06823857518789964 -0.03920725166908748 7.500840187072754 2760.8958 0.9312167225667256 0.06482035999571907 -0.07262859895955727 7.137110233306885 True 1 700 29.28 48.27 5793.433 0.948620043934699 0.033163077037827095 0.052125226394849594 7.338239669799805 5973.8247 0.9491702923907798 0.03187940465118134 0.04335364296454981 7.015364170074463 False 2 800 28.87 50.46 2579.5974 0.934272568028456 0.047731344668085034 -0.019624777399797826 7.3948073387146 2899.949 0.9355262637043062 0.04475529052944903 -0.0410524784320397 7.127371311187744 False 2 900 29.12 224.9 2774.706 0.9394498459021914 0.038969339863465395 0.004956333297513002 7.661125183105469 3130.8872 0.9397809360649109 0.037784570952271355 -0.008458946271735943 7.499499797821045 False 2 1000 28.7 47.65 2372.7422 0.9282033669350012 0.0643375247864685 0.017912604015541813 8.14509105682373 2725.4924 0.9290809609206263 0.06290209019401945 0.012311218039081391 7.594588756561279 False 2 1100 28.78 45.92 2378.684 0.9278549970510124 0.06991993063353033 0.013790417744699081 7.438939094543457 2726.1746 0.9295707011967546 0.06490568261589369 -0.010332223849816318 7.226171016693115 True 3 1200 28.67 48.61 2662.0007 0.9356650630707686 0.04640427361888804 0.0483594124633767 7.518754959106445 3134.247 0.9366214345048948 0.04328043879637701 0.03362601383141101 7.108367919921875 False 3 1300 28.84 46.43 3603.7651 0.944668600652485 0.04224256252870481 0.031420261705708996 8.18891429901123 4058.8162 0.9458635451362977 0.0385739053204568 0.04063336598760433 8.081459999084473 False 3 1400 28.89 50.26 2199.7515 0.9214797707212712 0.0904315735206463 0.011202599543588045 7.392280578613281 2566.4185 0.9243765711120746 0.08169298227351358 0.028542188989907687 7.0232086181640625 True 4 1500 29.1 47.1 2115.7505 0.9217363507940385 0.087561203609763 0.07333834683715598 7.324740886688232 2662.772 0.9254566161840565 0.07671899963752918 0.12051965064786482 6.943420886993408 False 4 1600 28.82 45.05 2230.9915 0.9273118695696209 0.07100651025707953 0.018611153011656986 7.763438701629639 2792.436 0.9306494887210097 0.06102773402514582 0.05791054744366811 7.5308332443237305 False 4 1700 28.84 46.81 2064.413 0.9214506628321937 0.08677277488293368 0.03347848354552851 7.545901775360107 2552.3447 0.925120913584591 0.07746622750462864 0.05058760718572555 7.317920207977295 False 4 1800 28.57 44.28 2013.9574 0.9171532067830703 0.09867897505159419 -0.022501852509207554 7.503261089324951 2659.0056 0.9247522571942202 0.08131659739098976 0.029446492633932283 7.08421516418457 False 5 1900 28.17 45.6 2041.0225 0.922933545002908 0.08301638220353502 0.03442089546384481 7.357228755950928 2698.3308 0.9277762611616155 0.07058721002720955 0.03276079149088373 7.031592845916748 False 5 2000 28.65 45.19 1912.5922 0.9198764409956646 0.0968969287191334 0.012667308126027564 8.107284545898438 2557.2278 0.9252205013223257 0.08121900983998193 0.044518210234330835 7.960148811340332 False 5 2100 28.52 45.18 1915.0273 0.9208662264568166 0.09102625383726491 0.04864126015836722 8.008399963378906 2730.3845 0.9267423803809718 0.07411049623629958 0.09551018408715789 7.807243347167969 False 5 2200 28.78 44.47 1993.1155 0.9208196823117315 0.09076440432937129 0.005871321621443318 7.372964859008789 2717.2844 0.9268080170960825 0.07357322971912124 0.014395101203326679 7.058256149291992 False 6 2300 29.03 44.34 1897.4276 0.9168795821083524 0.10071732112956717 0.00490625496401593 7.454052448272705 2669.1748 0.9251611657943053 0.07877741492109598 0.0054913463903821435 7.20501708984375 False 6 2400 28.65 45.04 1882.6973 0.9143191934074695 0.10825476935041245 0.0869658501749254 7.306538105010986 2704.158 0.923588714034824 0.08478115013879503 0.13867204464327035 6.940661430358887 False 6 2500 28.72 44.71 1986.149 0.9223484434881796 0.0858902919829261 0.059914883051408824 7.3423027992248535 2802.9395 0.9291985476968989 0.06669167541105107 0.057277610027617006 7.056663990020752 False 7 2600 28.59 44.22 1883.9979 0.9168356108997239 0.10135023137716453 0.03984585871628952 7.575821876525879 2666.895 0.9236842608240443 0.08065029345949397 0.04915711973541786 7.362247467041016 False 7 2700 28.69 44.81 1761.0017 0.909838017906801 0.12066181655973546 0.08947825220497496 7.3197712898254395 2769.4004 0.9210231990685266 0.09121540492978773 0.13368748781373885 6.936765193939209 False 7 2800 28.96 45.36 1662.4783 0.9070551247034715 0.12710676559332668 0.07468956567374399 7.328873157501221 2684.0837 0.9200776245042748 0.09359032456757675 0.10442348570415734 7.002101898193359 False 7 2900 28.83 44.43 1851.2452 0.912393568349429 0.11839396395978982 0.10764874031601189 7.332415580749512 2624.1772 0.9199391142245186 0.09587161805003981 0.13753207676894894 6.9523162841796875 False 8 3000 28.56 44.47 1705.2388 0.9082895735143351 0.13239205153170847 0.06915007564618872 7.333568096160889 2711.175 0.9214996737719566 0.09788382572190057 0.09795825479219648 6.963305473327637 False 8 3100 28.93 44.0 1814.6791 0.9027540884909302 0.1409141602544629 0.04930405423284284 7.344615459442139 2606.4404 0.9173510306289625 0.10392840189702872 0.0718036294290736 6.987578868865967 False 8 3200 28.5 45.12 1694.3103 0.9050852086653964 0.13725850947963364 0.05815688411924315 7.356581211090088 2657.3486 0.9201531973566218 0.09762084514158768 0.08598534661392639 7.040976524353027 False 8 3300 28.55 44.45 1732.5078 0.9046567946990485 0.13639772733487465 0.03577684002417106 7.349304676055908 2763.6226 0.9227847617008266 0.08843233668706356 0.0659881073942441 7.012555122375488 False 9 3400 28.62 44.12 1779.3556 0.9131022533116544 0.1253332546732251 -0.004956416840449772 7.421535491943359 2752.514 0.9252467514207345 0.08676684580845305 -0.013174386314393832 7.072233200073242 False 9 3500 28.54 44.65 1669.9327 0.900005655955811 0.15287517097277295 0.05152935098863033 7.354869842529297 2678.4888 0.918816456785266 0.10239139831004028 0.0721169080835271 7.042303562164307 False 9 3600 28.78 45.09 1525.0511 0.8990176833427218 0.15262912970682968 0.08423720821948613 7.315244197845459 2685.089 0.9197750079277363 0.09850949894271652 0.11469116175642483 6.977644920349121 False 10 3700 28.81 44.94 1413.8751 0.896599970651442 0.16929279785353468 0.12376223293081846 7.350815296173096 2610.853 0.9162352168500494 0.11482040911848393 0.15419605207748477 7.046467304229736 False 10 3800 28.8 45.45 1476.03 0.8954230941303163 0.17213299677935587 0.08877682664568087 7.4113593101501465 2675.661 0.9159398439445602 0.11552259436131974 0.1065520558198622 7.007969856262207 False 10 3900 28.88 45.73 1542.8467 0.9109276376642091 0.13361153378306365 0.11930885597807227 7.278021812438965 2917.6267 0.927826212504633 0.07995163431272063 0.14503413678438365 6.928003787994385 False 10 4000 28.79 45.31 1525.5626 0.8945060713756955 0.15866218410868824 0.06105932465464793 7.390909671783447 2639.198 0.9154016838183789 0.10633967397107968 0.07688152927814154 7.007375717163086 False 11 4100 28.68 44.89 1435.0958 0.8896257005409749 0.17500419210660018 0.10002465585579505 7.337588787078857 2665.6086 0.9140202165883999 0.1110611767036304 0.10952464348529435 7.046384334564209 False 11 4200 28.77 45.69 1411.1821 0.8920310024288655 0.17375459992600323 0.07311558632671002 7.330935955047607 2697.9617 0.9168012015257538 0.10623049408390656 0.07898886617765848 6.979498386383057 False 11 4300 29.28 45.04 1542.1322 0.8934912374395778 0.17616516861453055 0.08176918877119119 7.310556411743164 2826.8196 0.9171365521678454 0.11026053138934834 0.08331071972440114 6.996128082275391 False 11 4400 29.14 45.47 1557.2699 0.8927056584002386 0.16093131679008407 0.08338173875218007 7.312171459197998 2924.6929 0.918831559733738 0.09723498722840751 0.09712154719270329 6.989312648773193 False 12 4500 29.05 45.47 1509.9683 0.8894883652333432 0.17512125750366853 0.09165958697865027 7.314393520355225 2770.4824 0.9151067096048006 0.11187121663929964 0.09575774398104951 7.0117106437683105 False 12 4600 28.99 44.31 1503.7068 0.8966198690945297 0.16163103201058238 0.0891557529020278 7.872615337371826 2625.575 0.9174069202482985 0.10432078080723176 0.08771733676948801 7.712357997894287 False 12 4700 28.79 45.52 1454.5394 0.8932010280569144 0.17699180697949896 0.10975763760099462 7.332878112792969 2760.7239 0.9184150055636154 0.10509535340621887 0.11304682825617743 7.051525115966797 False 12 4800 28.94 44.85 1500.1229 0.8919614937981076 0.17849756972846803 0.10521520231331695 7.285614967346191 2690.045 0.9173363026294411 0.10717744458577008 0.10801956789411755 6.961488723754883 False 13 4900 29.21 44.7 1356.9266 0.8836755657478244 0.1943861421682201 0.1269187153540794 7.308194160461426 2767.4026 0.9154437266569097 0.11151831440264193 0.1342842371560756 7.013734340667725 False