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 10.14 220.1 26829.441 0.9799449571385984 0.00678511636885142 -0.01176028022787315 135.68966674804688 25599.25 0.9798635109376438 0.0065982738659676275 -0.021228877292708236 135.4086456298828 True 0 100 156.9 1.21e+03 4729.675 0.9758040529554072 0.030306599323410125 0.04186881944426782 4.591863632202148 4784.237 0.9755881078567901 0.03105978509254204 0.030486659411545432 4.577171325683594 True 0 200 359.5 1.6e+03 4161.263 0.9669127170269293 0.055009197045364874 0.03880445169557839 3.8394782543182373 4186.9673 0.966609416705581 0.05539730601064204 0.03361713539633819 3.8080203533172607 True 0 300 346.8 1.551e+03 4251.5474 0.9599964369919144 0.07648889959533293 0.07701858312010389 3.8218159675598145 4377.9004 0.9598173483893152 0.07598154376799346 0.08838500872799013 3.7859809398651123 False 0 400 338.0 1.538e+03 10952.402 0.971150155749594 0.03978870383608284 0.1812790004355432 4.533938884735107 11301.473 0.9714843162333263 0.03852823819881501 0.20216586608305034 4.508256435394287 False 0 500 327.6 1.433e+03 5356.3306 0.9585020607932205 0.06327239720737293 0.2130082672738593 3.845454454421997 5552.827 0.9589571692267094 0.061639590252316835 0.2362678878626782 3.8026294708251953 False 0 600 272.4 1.527e+03 3569.1313 0.9393360511263182 0.10792283118596295 0.23503146791888832 3.67862606048584 3721.919 0.939340662710515 0.1073890832987796 0.25270487194271335 3.6283719539642334 True 0 700 374.2 1.688e+03 4040.0168 0.9381716235794741 0.11385357525685219 0.25243202669640114 4.246291637420654 4240.7163 0.9386120499152137 0.11172416730982 0.27271315569191246 4.207675933837891 False 0 800 226.8 1.344e+03 4044.1099 0.9300462108699228 0.1248764642653826 0.25250418510271566 3.6591644287109375 4283.819 0.9302969163603503 0.12362639312371554 0.27136024500268047 3.607463836669922 False 0 900 272.5 1.184e+03 4192.685 0.9312776135344084 0.11908273807725346 0.22690628544747274 3.6831324100494385 4465.068 0.9314298784973205 0.11794923560269073 0.24859087665412113 3.6296067237854004 False 0 1000 243.7 1.368e+03 3687.446 0.9223789370571962 0.1382068819523004 0.2711238591797252 3.6364150047302246 3909.4314 0.9228134268000235 0.13660234804062138 0.286699105654862 3.583195447921753 False 0 1100 275.0 1.36e+03 3923.5967 0.921823390548204 0.1402493706502071 0.24242620694533737 3.6438236236572266 4128.1963 0.9220878250789006 0.13846687744189895 0.26489424958926144 3.5850048065185547 False 0 1200 262.5 1.287e+03 3113.8306 0.9150330109236283 0.150747384942471 0.268045949728303 3.570009469985962 3301.508 0.9153480047238285 0.1498961754619191 0.28564748252332345 3.5078814029693604 True 0 1300 269.0 1.347e+03 2892.9604 0.9131840547033513 0.15750659132352685 0.2794175411947004 3.569307804107666 3092.7512 0.913636447513941 0.15624557641974351 0.2998635184954604 3.5071520805358887 True 0 1400 274.0 1.24e+03 3215.7126 0.9095485317697012 0.1625333161635439 0.2863696326859833 3.645704984664917 3432.5396 0.9100033202844786 0.16169545122176537 0.30712917573041426 3.5900163650512695 False 0 1500 240.9 1.403e+03 4016.1797 0.9193928224363301 0.14125088412654646 0.2736146352412879 3.6639978885650635 4274.6104 0.9197227152464827 0.14030484084134934 0.2938829711697509 3.610419273376465 False 1 1600 308.0 1.245e+03 2871.071 0.9137268059963229 0.1598220113229148 0.2537476527414523 3.5953457355499268 3017.7126 0.9138610887128917 0.15886436658626676 0.26766712923015373 3.53691029548645 True 1 1700 265.8 1.368e+03 3009.093 0.9067323208997671 0.17026369380309403 0.2975022505420639 3.6362617015838623 3134.0308 0.9071298399405953 0.16910978373366442 0.3136109789421161 3.5859014987945557 False 1 1800 241.9 1.181e+03 3305.2798 0.903125553094122 0.16974730425450013 0.32353638278172303 3.5345427989959717 3468.2441 0.9032058860239457 0.16964680635133628 0.3397052097886025 3.479708433151245 False 1 1900 222.5 1.28e+03 2973.5361 0.8991025636006391 0.18070346076380597 0.31748777896934927 3.515110492706299 3125.6958 0.8994298734713628 0.1800502267616361 0.33109101908371263 3.4561119079589844 False 1 2000 208.2 1.109e+03 3428.5452 0.9097706642295659 0.1578856782137153 0.2966375200351287 3.5361597537994385 3629.4934 0.9099644383730877 0.15761917842340972 0.30901435982352454 3.47751784324646 False 1 2100 212.3 1.012e+03 3014.3606 0.9006780760375379 0.17277488355666631 0.2818534762471906 3.5818471908569336 3199.5337 0.9012169695190758 0.1709161943825853 0.2915305327340332 3.524416208267212 False 1 2200 217.6 1.207e+03 2714.46 0.8942999161015082 0.1877858928747738 0.3377410016685392 3.4342122077941895 2887.7961 0.8953198111112146 0.1855786101123373 0.345766847205523 3.383310317993164 True 1 2300 220.1 1.031e+03 2688.3674 0.8958002118393145 0.190916707760647 0.31205156960721814 3.5051615238189697 2881.3384 0.8963480877544523 0.1892363178880335 0.32112438493608236 3.451641082763672 False 1 2400 222.8 1.262e+03 2513.0864 0.891075423455288 0.1943916656727373 0.3744691096103733 3.4638798236846924 2688.7861 0.8918925265634775 0.19214364093584838 0.3839662181019818 3.408867835998535 True 1 2500 219.5 1.041e+03 2981.9302 0.8971033694616769 0.18011189544382772 0.3672193323651747 3.389958381652832 3177.0928 0.8974750463453641 0.18010333230572104 0.37205510658200464 3.346247673034668 False 1 2600 198.5 930.4 2844.7505 0.9155022307835537 0.14943744663229394 0.1002209418714849 4.023093223571777 2996.5684 0.9160562723587635 0.1472720344355869 0.1087768125200244 3.966006278991699 False 1 2700 185.6 1.04e+03 2851.5105 0.8965924849988478 0.18761725087407477 0.3367671594445861 3.522217035293579 3054.7017 0.8974816974845348 0.1853037069293614 0.3447241939705257 3.47871470451355 False 1 2800 203.1 1.047e+03 3004.3481 0.8941669810577997 0.18627445369337672 0.3233753548834348 3.5227229595184326 3286.5518 0.8950470159139411 0.18397815476819296 0.3305409272786461 3.478571891784668 False 1 2900 210.0 1.003e+03 2725.3862 0.8909762468121278 0.19785450498180898 0.38367433336909096 3.5778634548187256 2999.6362 0.8919726194486329 0.1942369442977824 0.3898937893831881 3.5383522510528564 False 1 3000 211.9 979.2 2873.632 0.9294129990593076 0.13619434410916825 0.26352628951133295 3.5867323875427246 3041.5737 0.9295868517424318 0.13450933449759567 0.2718590425128747 3.53851580619812 False 2 3100 207.3 1.031e+03 3184.18 0.8980529932198129 0.1785776050435875 0.3884855933563306 3.4128687381744385 3526.548 0.8988433811883966 0.1749822298849572 0.3918372472614095 3.3727424144744873 False 2 3200 221.5 1.045e+03 2419.442 0.8915246126885717 0.19900366418418317 0.3909875777395503 3.342428207397461 2629.8452 0.8925280840362544 0.19530497620173845 0.39650766175049146 3.2968266010284424 True 2 3300 216.0 1.03e+03 3878.3645 0.9079650927614419 0.15423730725637452 0.365726253928527 3.3945541381835938 4166.238 0.9087374377208294 0.1539043040769362 0.37241103515006285 3.347505807876587 False 2 3400 201.7 935.0 2493.1648 0.894656996992404 0.19078792439421371 0.3945161581583532 3.3052031993865967 2744.006 0.8954534540321817 0.18790041898571044 0.3990424551907964 3.2599358558654785 False 2 3500 208.0 1.008e+03 2479.047 0.9149814661449475 0.16615198599380837 0.34090852897181595 4.466472148895264 2672.7756 0.9155539656887145 0.16405760056766994 0.3488308285699076 4.440042972564697 False 2 3600 192.0 1.04e+03 2542.9922 0.8892053807751382 0.20248803267935866 0.409321965176059 3.4714155197143555 2757.4346 0.8901892959432585 0.1994525594723284 0.4123288253797388 3.4355390071868896 False 2 3700 181.2 960.6 2524.2402 0.9008350947428154 0.18831484537733642 0.38111456883787626 3.311450242996216 2730.2375 0.9014315281315947 0.18551285961202288 0.38815047398485947 3.262277603149414 False 2 3800 204.7 1.051e+03 2409.4197 0.8857091355077392 0.20189594504024652 0.417602700150836 3.318714141845703 2603.956 0.8866122159998978 0.19848511380718284 0.4195346000312705 3.2780091762542725 True 2 3900 212.3 1.064e+03 2467.4739 0.8786609913514997 0.21727926023175856 0.42352943919075403 3.2338767051696777 2663.0999 0.879698610545423 0.21434419441290312 0.424006475729682 3.197211980819702 False 2 4000 192.9 964.0 2643.7007 0.8797700556047129 0.21093054666575972 0.43408979945206116 3.3497812747955322 2794.678 0.8809962600237029 0.20698715825494582 0.4343646325472065 3.319434881210327 False 2 4100 204.5 1.004e+03 2799.2446 0.8834570789699245 0.2099122078599786 0.41997612361000103 3.2236950397491455 2927.6238 0.8849770245750823 0.20503420044407966 0.42151464108454256 3.1879379749298096 False 2 4200 214.8 1.021e+03 2618.9773 0.882549776187364 0.20861607668634682 0.45055781768178127 3.1449670791625977 2736.8252 0.8839346388403401 0.2044942258401659 0.4498493952114925 3.1152846813201904 False 2 4300 189.9 1.002e+03 2764.3787 0.8889382150193527 0.19584369195694395 0.43975629844314945 3.2146968841552734 2916.8638 0.890425367493312 0.19115905871694971 0.4400047270810822 3.179063320159912 False 2 4400 212.2 986.9 2387.8523 0.8836975879527825 0.2091284371506949 0.43277107823323513 3.1976094245910645 2550.2126 0.8850156254925686 0.20450203841774187 0.4336648334260778 3.1610701084136963 True 2 4500 208.1 1.008e+03 2625.8433 0.8821997249405741 0.21145788040682204 0.4461918881318908 3.1631457805633545 2782.2124 0.8833911471389432 0.20725450774118367 0.44636932248723105 3.128392457962036 False 3 4600 174.6 992.3 2538.7153 0.8813834216327731 0.21654714188669022 0.46104800213045954 3.246411085128784 2736.6768 0.8826293123960036 0.2121067144962051 0.45816435947147494 3.226769208908081 False 3 4700 197.4 1.024e+03 2653.2065 0.8939863308083811 0.19130677488182507 0.37879952116280274 3.413618564605713 2840.5615 0.8947902829070087 0.18805367540263784 0.3826329104579718 3.3745455741882324 False 3 4800 207.1 983.7 2518.3665 0.8795658927212514 0.22018924177064295 0.4670258589532653 3.2184410095214844 2703.5002 0.8809218564364143 0.21607914470685372 0.45993572425526535 3.197269916534424 False 3 4900 220.1 1.053e+03 3036.9194 0.8801086312505889 0.21341382970310946 0.4562248852170595 3.1817126274108887 3165.5295 0.8815961343711413 0.20956909952642278 0.4492763151069485 3.1608998775482178 False 3 5000 200.2 1e+03 2575.597 0.8819226705073514 0.21480509376168783 0.44945218265193 3.156158924102783 2713.9058 0.8830542705759299 0.21111433041639074 0.444702074505761 3.1394903659820557 False 3 5100 209.6 983.1 2666.051 0.8837589693520892 0.20495062281367507 0.4732667223108175 3.18747615814209 2819.3984 0.8847926145113528 0.20277636401195756 0.4688753746545905 3.1719770431518555 False 3 5200 214.1 937.1 2739.6406 0.8793713124053891 0.21152679348333894 0.4756250114381748 3.0426154136657715 2918.177 0.8806795889473465 0.20867183870375886 0.4718618365518993 3.0197513103485107 False 3 5300 194.7 1.041e+03 2546.8655 0.8798583514773539 0.2217717915131388 0.4773272063067223 3.048567533493042 2732.4216 0.8814970114558899 0.21757057858128154 0.47233987473082273 3.0284810066223145 False 3 5400 221.3 1.066e+03 2280.435 0.879648602048373 0.22401349208537671 0.48672466487033766 3.0800352096557617 2447.0618 0.8812407403679223 0.21882143745123087 0.4793752805556476 3.063575506210327 True 3 5500 201.2 1.089e+03 2474.5945 0.8829257261253863 0.20928305225522684 0.48736387492922817 3.1147823333740234 2644.6865 0.8845934125762517 0.20498399326402456 0.48506676715652197 3.095322847366333 False 3 5600 227.3 1.055e+03 3054.135 0.8845202750578112 0.199962417693667 0.501987260623286 3.029597043991089 3257.899 0.8863223707540143 0.19605965742116027 0.49753316143537235 3.0187125205993652 False 3 5700 192.8 988.2 2350.3745 0.8847117317563313 0.21014224321514605 0.46741830515765387 3.05819034576416 2557.9258 0.8861944096708901 0.20637796987375437 0.4628596965481978 3.0445947647094727 False 3 5800 229.7 1.087e+03 2413.9438 0.8735321158919955 0.227189175882768 0.5013386131916328 2.9151854515075684 2596.052 0.8751441298745504 0.22292743030505552 0.4961053547604319 2.900804042816162 False 3 5900 219.9 1.047e+03 2734.7205 0.8812451779466871 0.2207066666066697 0.5038658514339371 3.019723415374756 2969.2366 0.8827039323015167 0.2162666766909192 0.49952987509860863 3.011976957321167 False 3 6000 219.2 962.2 2443.6548 0.8736944712629404 0.2256777831305005 0.498280858774458 3.0070674419403076 2662.9194 0.8760024481142037 0.21981295255394143 0.49318153911107987 3.001032590866089 False 4 6100 209.0 992.5 2489.7493 0.8753920710807221 0.22195332091824838 0.5097860076148434 2.908806562423706 2727.6367 0.8774344550830656 0.21682255637634198 0.5023325708014034 2.9044811725616455 False 4 6200 201.8 1.041e+03 2362.0754 0.8751503819449823 0.2248927108023055 0.5084199194696146 2.9056613445281982 2531.3923 0.8771199710285766 0.21950246268579318 0.5021014836999448 2.8932790756225586 False 4 6300 246.0 1.284e+03 2451.4204 0.884278141541663 0.21829137532236684 0.5039907510949476 2.93094539642334 2643.2268 0.8860599325255069 0.21321544089107813 0.49616615415890086 2.9289333820343018 False 4 6400 255.1 1.319e+03 2322.926 0.8741693729415967 0.22598360484977617 0.5162835138156836 2.8402633666992188 2525.4233 0.8761034360397039 0.21990030083499584 0.5078918433451978 2.841916561126709 False 4 6500 235.2 1.266e+03 2387.0952 0.8755736686279711 0.22330365060544083 0.4961123677207024 2.8999345302581787 2508.7825 0.8775859338652103 0.2170603627695766 0.48998607562934826 2.893440008163452 False 4 6600 264.5 1.275e+03 2590.3975 0.8724195087446018 0.22847104599024085 0.5194083693745384 3.03879714012146 2791.5342 0.874389827661376 0.2225577658650584 0.5113279320750496 3.0501363277435303 False 4 6700 247.8 1.187e+03 2468.5466 0.8751105477102836 0.21962970598003484 0.5134136392541907 2.857290029525757 2676.839 0.877054683418091 0.21415868093251786 0.5011406051723705 2.8685455322265625 False 4 6800 228.1 1.104e+03 2258.9814 0.8713254626916127 0.2283437534769855 0.5267358851381704 2.9373838901519775 2442.9092 0.8732021704059124 0.22276365595367448 0.5180540214432938 2.9488468170166016 True 4 6900 232.0 1.112e+03 2729.7483 0.8657483279268521 0.23237118179950148 0.5374364605792704 2.822089195251465 2954.5422 0.8678456048605891 0.227172576857667 0.5255539089986603 2.843546152114868 False 4 7000 225.5 1.054e+03 2626.8496 0.8916527297990777 0.1900301587571612 0.5137816172796169 2.8337152004241943 2816.222 0.8934462973829451 0.18434676452709525 0.5016802987191048 2.848823070526123 False 4 7100 206.5 1.049e+03 2471.617 0.8729466993863615 0.23078458298210072 0.52381566745453 2.870558023452759 2685.8064 0.8751813161935423 0.2255268495516925 0.5121022587172552 2.886061668395996 False 4 7200 219.8 1.044e+03 2413.765 0.8698683044536424 0.22789450586054366 0.5292474644576954 2.8325934410095215 2632.8357 0.8720624557547677 0.22267974518814365 0.517479722896725 2.8397557735443115 False 4 7300 182.3 1.046e+03 2729.6467 0.8883842459723836 0.20332192781105288 0.5100979486570566 2.9455461502075195 2996.0413 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0.8786020124362324 0.2183136187900776 0.5079047940905884 2.820065498352051 False 5 7900 213.6 982.4 2180.896 0.8705459278724891 0.23618281793073867 0.542572533764435 2.738797903060913 2368.6812 0.8727115880622092 0.23092672644077017 0.5334493525225734 2.74550461769104 True 5 8000 167.2 900.8 2204.6794 0.8746703312743288 0.2378793219295057 0.550351015612645 2.8341152667999268 2371.3484 0.8766669144358448 0.2328782995813502 0.5396851608367816 2.851402759552002 False 5 8100 194.5 936.2 2349.766 0.8633860788811947 0.24218525507173627 0.5533031458804427 2.7072272300720215 2524.4788 0.8658985019050154 0.2362668225442842 0.5431190936051681 2.7256104946136475 False 5 8200 195.7 500.2 2231.833 0.865317495160427 0.24559848607305124 0.5553995098364367 2.6978306770324707 2408.632 0.8677549157330351 0.23940487666083415 0.5457513404190425 2.713252305984497 False 5 8300 154.3 860.6 2237.01 0.8638219214754997 0.24119556453121901 0.5548452740783231 2.6617183685302734 2422.7063 0.8662742380560834 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