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 20.98 81.59 172360.39 0.9838369426707219 -0.008530877697655022 -0.4056680249135415 434.1020812988281 521911.5 0.9827827758566031 -0.006444839513159096 -0.36494853319953136 433.6929016113281 True 0 100 30.54 78.65 132272.3 0.9775119139149523 0.006441849465677738 -0.20348674682061665 27.96415901184082 38790.17 0.9773862666209822 0.004774859131297668 -0.16580193878385932 28.136293411254883 True 0 200 30.23 68.5 64212.645 0.9777142020497949 0.006242243981413842 -0.43256476806536964 21.40751838684082 34040.4 0.9776103288775964 0.004420611253642976 -0.4060244553990487 21.553377151489258 True 0 300 31.32 66.86 190981.73 0.982063770588035 -0.006254351220946408 -0.4305459854433542 19.131105422973633 44460.1 0.9815041852163757 -0.0065821727864937 -0.40926613453367844 19.26533317565918 False 0 400 29.97 66.85 135946.94 0.9795389451219086 -0.0017184734137798109 -0.4317042795464561 19.799070358276367 37679.492 0.9791740874888287 -0.0025615373981743594 -0.40955755753965684 19.923051834106445 False 0 500 29.7 66.39 42679.742 0.9759432122995293 0.008825046800250725 -0.42880764754554973 24.531940460205078 31885.62 0.9753748326425843 0.007017388616557005 -0.41807090266675695 24.691343307495117 True 1 600 37.4 65.83 40806.465 0.9780022116277075 0.0076969242058233705 -0.4383320123535482 6.555318832397461 41308.336 0.9774480272344811 0.00816281632218052 -0.4280474350803705 6.6519999504089355 False 1 700 29.97 65.43 56779.43 0.9765803761048245 0.005850074233964434 -0.4083762582091229 24.189863204956055 31329.83 0.9763054391254825 0.004197799174271489 -0.3957841196693416 24.351116180419922 True 1 800 30.81 68.96 74379.48 0.9727656128827431 0.02238232606537188 -0.41492294670080604 7.093018531799316 29860.975 0.9731451691494958 0.018665061493223934 -0.3984950071029259 7.204077243804932 True 1 900 31.12 64.91 96020.85 0.9807803606049869 -0.0045246654464873555 -0.3639881927265634 18.278865814208984 36735.555 0.9803078716371821 -0.0051535302659651006 -0.39335667406021413 18.443641662597656 False 1 1000 30.73 67.17 102947.21 0.9803699053261457 -0.0033616365683076174 -0.39512781831333693 14.372517585754395 36748.688 0.9798955207194681 -0.003929457459015721 -0.40764457277249344 14.53171157836914 False 2 1100 30.14 73.08 45348.67 0.9750246991765922 0.015328317092168248 -0.4176450227066316 6.650432109832764 34193.977 0.9746338138832765 0.014924746618122873 -0.4056656294750415 6.754850387573242 False 2 1200 30.86 99.33 53203.293 0.970887131556581 0.03190937080622401 -0.41858816132082394 8.343392372131348 28258.719 0.9712146508344335 0.02624649276917343 -0.40346716969512875 8.463571548461914 True 2 1300 31.68 63.33 78975.59 0.9797277604194237 -0.001709138896356495 -0.19076237826641476 15.12486457824707 34781.0 0.9793689675458023 -0.002742182732918708 -0.2586692560333545 15.275187492370605 False 2 1400 29.48 63.95 32806.125 0.9834855422181231 -0.006813612622570349 -0.3291598360660489 12.21240520477295 69924.12 0.9825987684157103 -0.005241473142950708 -0.3689302471968199 12.346787452697754 False 2 1500 29.41 66.42 25946.727 0.9781332653575979 -0.003710652094999327 -0.3414967865173046 13.545894622802734 35688.797 0.97744725801101 -0.0022576573780877457 -0.36963205226244034 13.675500869750977 False 3 1600 29.62 66.51 42447.426 0.9776287802895932 0.002695582134005883 -0.18951876661165545 17.637502670288086 32366.809 0.9773433639180781 0.0009166201128648147 -0.25572184705179124 17.792760848999023 False 3 1700 29.96 74.18 27931.26 0.9821935602266796 -0.007649345179597739 0.20520138385177325 17.71855926513672 42395.508 0.9814277796386142 -0.006072560047860161 0.13496078515248836 17.867944717407227 False 3 1800 29.49 63.39 24845.082 0.9786977431728268 -0.004888201308719368 0.003982821697937771 9.33939266204834 34468.84 0.9780401597729773 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0.9750946575880636 0.01175770974399912 -0.40669348280871354 9.433122634887695 False 4 2400 29.67 63.18 20993.545 0.9776757853239344 -0.002580326016307908 -0.3892587400346195 6.036715030670166 35027.684 0.9771029097743771 -0.0017393327619687235 -0.38946051148682315 6.125310897827148 False 4 2500 29.57 64.08 21862.459 0.9758353733266044 0.011286444589832412 0.2793561634480648 4.565568923950195 32528.49 0.9756500101329354 0.01069834895535444 0.2014194218742974 4.6711273193359375 False 4 2600 29.78 63.14 21433.34 0.9778405432726622 -0.000915179505682044 -0.3665799623574297 6.306938648223877 35056.19 0.977265727106772 0.00011319988073334353 -0.3609109883731079 6.419024467468262 False 5 2700 29.33 64.13 22020.848 0.9783312473807876 -0.0068041640934958444 0.2053720024956343 6.069879531860352 33074.855 0.977864687999203 -0.007985814024604812 0.1305528805029518 6.236067771911621 False 5 2800 29.77 66.87 24330.05 0.9759827309505176 0.011595269919804618 -0.31440696485727504 4.867103576660156 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0.021880898039578975 -0.24457651059677954 5.876584053039551 27329.371 0.9747333047216294 0.01798495637301194 -0.2747790598934197 6.088494300842285 False 8 4400 33.13 63.56 13873.063 0.9704079838704224 0.031842200781679604 -0.4024496797675438 6.592023849487305 35581.473 0.9717697367464476 0.027438177439926652 -0.4082301945214199 6.782537937164307 False 8 4500 29.59 64.22 30777.361 0.9765496037410154 0.00890538370962674 0.23153300852227576 7.743273735046387 30915.996 0.9767869569745131 0.005975673890868956 0.16220508467400338 7.9107818603515625 False 8 4600 29.72 63.67 19920.223 0.9753223581842145 0.016488702364823853 -0.16274972356648243 5.1053571701049805 28758.24 0.9757329254504087 0.013176254593775152 -0.17952500622844858 5.216874599456787 False 9 4700 29.26 64.11 19067.494 0.9683300921249315 0.04127933041490131 -0.27157975446408733 5.528908729553223 24761.67 0.969730342251746 0.03457013621780617 -0.3005497546709717 5.712479591369629 True 9 4800 29.54 64.46 17268.23 0.9683139331191769 0.04688380142257717 -0.2901181404306887 6.957197666168213 24466.768 0.9695011310561809 0.040802302613746816 -0.32302408304847224 7.139637470245361 True 9 4900 29.96 63.21 19645.197 0.9782828575867647 0.009767688498041764 0.2827929111778284 6.0417094230651855 33380.59 0.9779715203584265 0.008328154051319092 0.23317704585296348 6.244779586791992 False 9 5000 29.52 63.02 22389.225 0.971337380446574 0.037886113941259084 0.12909090463354844 4.698171138763428 26529.959 0.9712215016826853 0.034233446831760266 0.09598314419214049 4.796483516693115 False 9 5100 29.36 63.28 14217.873 0.9729461045192013 0.02324548927079327 -0.2523895255718263 6.986037254333496 30250.338 0.9729512350480415 0.02023561724553488 -0.2834769640263227 7.123093128204346 False 9 5200 29.37 63.24 14964.19 0.9676575517096421 0.053942058835931866 -0.2698430116929324 5.180208683013916 25261.438 0.968560060618135 0.04838326500868006 -0.30887875598388864 5.314324855804443 False 10 5300 29.38 67.34 18447.78 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0.9622757091614375 0.059335029053947067 0.3575461337270557 4.873501300811768 20450.934 0.963463705971043 0.05338903103798877 0.29930150758103985 5.027555465698242 False 13 6900 29.46 63.05 10900.599 0.9591523370845829 0.06012287675828711 0.35694457221348336 4.36094856262207 16528.701 0.9603259683522494 0.05424748251828338 0.31866329862260256 4.465608596801758 True 13 7000 29.77 63.04 10350.328 0.962421060257158 0.05935017776972063 0.40390100761081105 4.083128452301025 19433.395 0.9632947630182104 0.05337029118096298 0.37846702437118274 4.1824421882629395 False 13 7100 29.5 63.72 9748.744 0.958514237149706 0.0626636913653588 0.35972127979945534 4.112735271453857 16061.769 0.9602255033422753 0.055554638761647276 0.31466307287996786 4.277139663696289 True 13 7200 30.22 65.82 13880.923 0.9598983648721955 0.06482572982148439 0.37773294213858766 4.176458358764648 18664.346 0.9614192788531605 0.058163316146683824 0.3382189050859227 4.320171356201172 False 13 7300 29.76 63.38 19278.537 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0.9504070496728073 0.07973968800161058 0.43319746774537365 3.8021931648254395 12150.657 0.9540680844207009 0.06888571577779662 0.4177427307590002 3.900151252746582 True 17 8900 29.59 62.56 8793.897 0.9559310963323054 0.0776280954208772 0.43371132266200463 3.9550280570983887 14732.161 0.9587401636122809 0.0665579873539954 0.425210643587906 4.044488430023193 False 17 9000 29.51 63.06 13961.949 0.9595908606928257 0.06138849317249439 0.4290653022031231 3.882216691970825 13337.794 0.9612706385622986 0.05341561210858224 0.4237013304866995 3.94783878326416 False 17 9100 29.22 62.77 9343.42 0.9618262680019302 0.05733560809939463 0.3721994243675583 5.110592365264893 15686.408 0.9629593007524743 0.052369003104119564 0.352273142803012 5.164132595062256 False 17 9200 29.22 63.22 10796.267 0.9645859994101965 0.048176919387484245 0.3202178414254559 4.305264949798584 15207.389 0.965777049733428 0.04149789103546617 0.27908382475468785 4.466087818145752 False 17 9300 29.63 63.06 11828.211 0.9543034031487774 0.0772273527247406 0.41519455073034395 4.03522253036499 11532.065 0.956436141280704 0.0682330889289241 0.3987482535928401 4.117599964141846 True 18 9400 29.09 62.74 13669.429 0.9510858043700894 0.06693623433415022 0.4399902052107359 4.037818431854248 11512.732 0.9552830368710309 0.0573605421619729 0.42230508553510665 4.1303911209106445 True 18 9500 29.82 62.89 10838.349 0.9556877224253547 0.07839874127460428 0.4459815280680927 5.012016296386719 11257.795 0.9581147921045264 0.06688928091915072 0.4425439328545298 5.101525783538818 True 18 9600 30.13 62.53 10981.441 0.9541562370597924 0.07671156092838552 0.4305720090782284 3.9159207344055176 11214.501 0.9574410198394464 0.06468940014114506 0.4236050223618262 3.98689341545105 True 18 9700 30.06 64.97 11189.009 0.9581263701192232 0.0750805574604271 0.4246850883548489 4.165535926818848 13958.817 0.960265250314885 0.06623993017425309 0.4068960655105355 4.2325334548950195 False 18 9800 29.55 63.15 11629.03 0.9484957635105734 0.0856105276529961 0.4397078778709891 3.759941816329956 10205.475 0.9522650118737698 0.0737781121545855 0.4205594598843026 3.890056848526001 True 18 9900 30.08 64.44 9981.135 0.9511140698652233 0.08245389735460862 0.4276962956011462 3.9301950931549072 10992.885 0.9546508396673394 0.07139817440587339 0.42935377066343033 3.9619433879852295 False 19 10000 29.75 66.59 10491.067 0.951926199664762 0.09159757032331645 0.43651032960111436 4.110414028167725 14033.385 0.9553205796850748 0.0802466043337023 0.4223848837358385 4.258188247680664 False 19 10100 29.87 69.82 10646.168 0.9650989112396653 0.0754926342074986 0.4409300946937473 4.044533729553223 19230.473 0.9652118410587486 0.06920083186268462 0.4217469621549449 4.124762535095215 False 19 10200 30.53 63.45 12831.724 0.9589331460247404 0.0718428504690906 0.4508551736238141 4.052557945251465 12745.592 0.959822207787255 0.0634192758307714 0.4561983247454334 4.068183898925781 False 19 10300 29.25 65.32 10131.289 0.9509996080367604 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0.0951009274983292 0.47443331674952044 3.7182137966156006 8319.682 0.9485467402939631 0.0787108352458385 0.4603925062660391 3.808391809463501 True 26 13900 29.8 65.38 7766.4277 0.9355748596949435 0.1155025941681202 0.47518382752971294 3.6391680240631104 9244.321 0.9439042639894003 0.09602727376190015 0.4519148905273173 3.783186435699463 False 26 14000 29.59 66.61 7180.901 0.9360716003968623 0.11631988709456921 0.4762884547927318 3.616118907928467 9452.258 0.9443112605467295 0.09667438340762927 0.45453123484366287 3.7450923919677734 False 27 14100 29.36 63.18 8284.144 0.9316875909847285 0.11224676010407053 0.49142261009746196 3.5507652759552 8528.392 0.9414427416957742 0.09159045951399773 0.4626616312942795 3.728947639465332 False 27 14200 29.44 62.5 8785.165 0.9335520542201489 0.12178386587994915 0.4909338689881313 3.543609380722046 10253.708 0.9430654260636027 0.09939532044285981 0.46668448225908166 3.684272527694702 False 27 14300 29.28 62.47 8814.659 0.9263993821876558 0.1195079387271865 0.4924802550989703 3.5604562759399414 8935.192 0.9372948667438911 0.09824411459287612 0.46748161260343174 3.73214054107666 False 27 14400 29.23 62.73 9937.475 0.9341678080467393 0.10862787522239391 0.47449407687441 4.805420398712158 9894.983 0.9433117411409225 0.08935434770027072 0.4680493749802277 4.789403915405273 False 27 14500 29.46 63.0 12171.518 0.9361507826366764 0.11582540952033285 0.4791834257522399 3.6148293018341064 10379.56 0.9444014227408621 0.09559199716255078 0.4561630037189907 3.7491519451141357 False 27 14600 29.5 62.88 11537.471 0.9449062367498339 0.11496487170679717 0.48200333969740056 3.861851692199707 10960.578 0.9502356790512462 0.09758070462329022 0.4606758688498069 4.008077144622803 False 28 14700 28.92 62.85 8305.288 0.945816142469646 0.08659428210544162 0.4876731682178129 3.7140953540802 10579.226 0.9514730330815366 0.0713925070309065 0.4812753545115729 3.793391466140747 False 28 14800 29.51 63.05 7619.278 0.9325433015853545 0.11578723788996256 0.5013708657216049 3.5524158477783203 10476.671 0.9433102563329953 0.09246260888879397 0.4690924921254805 3.717961311340332 False 28 14900 29.26 62.78 8489.6045 0.9370661554873128 0.12213631972835948 0.4881597552195111 3.6464500427246094 11278.896 0.9454391699946961 0.10066998149705421 0.4706269624563969 3.726574659347534 False 28 15000 29.6 62.61 7154.3516 0.9371497893007098 0.10451264486195556 0.48478535373173404 3.962770938873291 11451.827 0.9476129997221634 0.0816115110039954 0.46248136671002305 4.036871910095215 False 28 15100 29.51 62.58 10070.598 0.9485321927923968 0.08593332116054117 0.4898605468078294 3.590820074081421 16159.012 0.956280967451785 0.06778875107135784 0.47157090597700335 3.7025198936462402 False 29 15200 28.81 62.84 8466.834 0.9395215327166645 0.10643017407132173 0.5011753400660389 3.567141056060791 12019.499 0.9488484005650942 0.0850760241904266 0.4812294167001057 3.681736707687378 False 29 15300 29.74 64.77 7862.3047 0.9424776699961012 0.12040844165897821 0.4836596044140878 3.6666383743286133 11719.132 0.949261485682079 0.09798351995507773 0.4591247032082341 3.8257534503936768 False 29 15400 29.68 77.93 11375.028 0.9401190047773212 0.11322105270584015 0.4885901040319041 3.581317663192749 10315.295 0.9469542697335304 0.09386125920512552 0.46259118455519493 3.730349540710449 False 29 15500 29.63 62.71 10348.826 0.9344424890956565 0.11835532932499165 0.5000190534705946 3.5177834033966064 9737.34 0.9444084370320964 0.09606180655808692 0.47946830053047146 3.634730339050293 False 29 15600 29.67 63.12 8584.375 0.9342253400194549 0.11719676341406912 0.5060671553376 3.518895149230957 8330.5625 0.9444181325754379 0.09260081298186068 0.4888704655493576 3.624500036239624 True 30 15700 29.34 62.71 8584.053 0.9340030644691844 0.1187110452580554 0.48535211983713883 3.5863728523254395 8401.347 0.9439874506798028 0.09454795949090387 0.4618771002556876 3.7197420597076416 False 30 15800 29.1 62.5 10747.654 0.939234920475218 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