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 5.673 21.37 652131.5 0.9743435316861889 0.002896174337896519 -0.32928147119138 119.95851135253906 214359.52 0.9758935144061498 -0.003639352952068138 -0.3885498843958887 117.07872772216797 True 0 100 9.935 20.17 54440.375 0.9646384130014809 0.04918162645532245 -0.4143760051941508 30.51386070251465 57135.004 0.9625760067131107 0.047990770890955034 -0.4660266647912343 32.31320571899414 True 0 200 10.04 20.2 50107.234 0.9702150592724794 0.027881121973673758 -0.39553584294256844 22.970529556274414 87687.12 0.9649232281102343 0.033449431805892375 -0.44041660179761105 24.582319259643555 False 0 300 9.748 20.0 98736.17 0.9717181400816015 0.014921041314530346 0.3204807490850214 30.745641708374023 69119.14 0.9734985899988969 0.0071870776708460185 0.36212063249302656 32.505374908447266 False 0 400 9.514 19.77 67166.59 0.9759052053088356 0.011087196946631142 -0.3165193095539978 17.618038177490234 193944.94 0.9704646140533322 0.018437754508655074 -0.37112050932448815 18.9730281829834 False 0 500 9.53 19.85 48195.19 0.9735022452837725 0.011017678413989566 -0.35259507559358294 17.77815818786621 77105.7 0.9686792865201677 0.01789131237559707 -0.34562261423312424 19.123695373535156 False 0 600 9.467 19.72 44321.28 0.9797731541752028 -0.00546987149830832 0.40412476730908176 19.274320602416992 106444.766 0.9742747042776148 0.002240219775424039 0.4205744594936324 20.60802459716797 False 1 700 10.37 19.73 53395.53 0.9660130665937527 0.02975518698962928 -0.3968127681844117 15.949424743652344 54908.758 0.9663675524911369 0.021701953577227713 -0.45328844687578274 17.40227508544922 True 1 800 9.853 19.81 34307.973 0.96439544185475 0.03283217493136004 -0.4008475647408771 6.452725887298584 53738.418 0.9659222288448522 0.024032015667368588 -0.45064990509555497 7.146923542022705 True 1 900 9.693 19.9 28575.16 0.9692327228330151 0.01993598145977539 0.02941545502396528 8.11585807800293 57057.35 0.9684710028750668 0.014451542969941396 0.0020017980451674383 8.936142921447754 False 1 1000 9.519 19.64 71583.5 0.9733042833138964 0.007483897379460175 0.11768645181257312 15.434724807739258 67364.84 0.9747733874726219 0.0007094725460140302 0.0027595729164554233 16.711275100708008 False 1 1100 9.514 20.06 31676.057 0.9746965493996331 0.003709961914178016 -0.02939813072901331 17.042198181152344 70998.8 0.9702640211103231 0.009980249718676866 -0.11339906896893402 18.384618759155273 False 1 1200 9.583 19.53 53096.74 inf 0.010584841625552953 -0.26182995478482113 5.569240570068359 243711.08 inf 0.015656988449230465 -0.3190555873945698 6.125330448150635 False 2 1300 9.492 19.79 39841.48 0.9711075847077598 0.010026088274205466 -0.20665741112774103 7.8329315185546875 59982.258 0.97151596136011 0.0033770630497307282 -0.2448435604584235 8.66747760772705 False 2 1400 9.375 19.68 28903.072 0.9783486992145439 0.000697282804739947 0.31924493556855593 9.458955764770508 99233.516 0.9732270182681643 0.007106281604048257 0.27970778812259894 10.375594139099121 False 2 1500 9.472 19.95 20745.484 inf 0.02070400906562176 -0.10376463244992086 5.96182107925415 55697.414 inf 0.020226005730865016 -0.18884122062184455 6.692662239074707 False 2 1600 9.487 19.74 91328.82 0.9726806783873153 0.011954248598493354 -0.23285988122034798 5.910446643829346 75375.03 0.9743464805255266 0.005203515490228463 -0.2928928165979999 6.579509258270264 False 2 1700 9.106 19.87 21510.834 inf 0.029463573084572602 -0.30031229413535293 7.95412015914917 58528.234 inf 0.028735860518615024 -0.3671079914425105 7.931731224060059 False 2 1800 9.531 19.7 23955.975 inf 0.013825669485990632 -0.12787529844355933 5.200831413269043 94762.84 inf 0.01755089421794904 -0.17657541577292485 5.758420944213867 False 3 1900 9.413 19.73 26040.924 0.961656123077389 0.04476370583977602 -0.38215334429717024 6.339544296264648 53063.96 0.9617828613353695 0.038894868556268176 -0.4536008651454976 7.101415157318115 True 3 2000 9.803 19.74 22857.906 0.9704876042844501 0.022734263056392447 -0.375928880164678 6.303854942321777 79754.2 inf 0.026399009958540432 -0.4378378431098581 6.633228778839111 False 3 2100 9.462 19.95 31132.729 0.9717922693723596 0.0113207753842506 0.2373487755830783 7.732931613922119 60006.844 0.9728679503475439 0.0049334926222706415 0.22149725813709706 8.514259338378906 False 3 2200 9.538 19.94 21748.852 0.9754334293743663 0.007239952543288125 0.20832049376385986 5.979200839996338 75548.17 0.9711694373950995 0.01147932294396011 0.1719830228403344 6.607364177703857 False 3 2300 9.498 19.97 23625.666 0.9652729102697303 0.03020296627500655 -0.3675023873811731 7.273499965667725 54301.23 0.9674013976358791 0.02179865209803804 -0.42417260800748474 7.762033939361572 False 3 2400 9.573 19.68 20107.504 0.9607660076281285 0.051182585931834036 -0.378707583273798 5.498838424682617 51781.375 0.9612338042708161 0.042465218006981865 -0.4265051756978694 5.853360176086426 True 4 2500 9.833 20.24 19656.016 0.9726370158483278 0.014743433978289847 0.16677922128406097 7.394100666046143 70445.484 0.9689928299426923 0.017727736120446386 0.13290227210170893 8.165715217590332 False 4 2600 9.477 19.82 18652.428 0.9668301541722742 0.031005793314773475 -0.34647632278771656 7.4567742347717285 67593.94 0.9640315265274575 0.032330604237813525 -0.4146003203703135 8.293106079101562 False 4 2700 9.579 19.76 16127.289 0.9642210192419819 0.04153813902798457 -0.2647810277423667 6.653554916381836 55245.535 0.9629613133111631 0.0383680650238921 -0.3252117609990119 7.394907474517822 False 4 2800 9.595 19.74 21152.02 0.9720817548964378 0.01804523451822264 0.12179856556148497 5.385255336761475 68021.72 0.9684237838831384 0.020765490782186737 0.1469962946562089 5.87830924987793 False 4 2900 9.604 19.97 20189.566 0.9667511590721631 0.03094997550396923 -0.27974888149824373 5.903069496154785 54409.555 0.9663613300848399 0.025038429954024447 -0.34752586184339956 6.587174892425537 False 4 3000 9.435 19.77 17083.363 0.9629639245734098 0.04778059538154441 -0.3714988549700802 5.308220863342285 51400.406 0.9627036059997849 0.04080422707300059 -0.44353565103085296 5.8258490562438965 True 5 3100 9.767 19.94 16882.898 0.9596624244092818 0.046799319367834984 -0.4184184146434962 6.317145347595215 48389.9 0.9611120982361391 0.03808442268152207 -0.46391955603587437 6.687615871429443 True 5 3200 9.89 19.74 37111.457 0.9723062047840016 0.011811589469549227 -0.1829675960374287 7.697469711303711 64811.285 0.9742346808077187 0.004334276918454613 -0.2557681010362962 8.55063247680664 False 5 3300 9.587 19.91 18653.629 0.9680958625051993 0.026538089337541298 -0.2891918270311688 7.409801006317139 62740.39 0.9652919202267359 0.028563682531005708 -0.3808692928455579 8.261896133422852 False 5 3400 9.394 19.63 23857.555 0.9774203795993051 0.006991666944482513 0.3229377759055644 4.601752758026123 91481.77 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0.9599123544619887 0.04534190065326382 -0.4074501918284753 5.752281665802002 False 6 4000 9.44 20.02 19059.168 0.9640983751402015 0.03451613650715642 -0.37631666066531905 6.071126937866211 53703.03 0.9661531950874208 0.02483259872933765 -0.43872170564468654 6.468754291534424 False 6 4100 9.545 19.62 15810.99 0.9618208468978865 0.05042227444762396 -0.3241658960420909 5.17201042175293 52450.812 0.9617262674195516 0.043190810297688884 -0.4321586562659464 5.678802490234375 False 6 4200 9.315 19.78 16144.44 0.9672107977260613 0.029635735304467177 -0.34681494866744644 5.34645414352417 64290.363 0.9643830509017632 0.030274852584079505 -0.4423648928813956 5.686611175537109 False 7 4300 9.27 19.68 14671.659 0.9617223779609014 0.05163533134953719 -0.36692415971828124 5.664506912231445 55044.01 0.9611407380791968 0.04661235175285958 -0.4518114557074835 6.304036617279053 False 7 4400 9.429 19.64 24638.623 0.9594556740854561 0.051980131599385235 -0.411218501091572 5.9322710037231445 49702.547 0.9593774963744325 0.045992451767023254 -0.47385726931922784 6.553367614746094 False 7 4500 9.134 19.62 17619.594 0.9676223976271572 0.034289831363175184 0.3792325298622834 4.600042819976807 59723.58 0.9669155186723901 0.030347808142092272 0.36369201301181775 5.0333571434021 False 7 4600 9.519 19.87 17662.3 0.9631943270447169 0.04953354920289978 -0.2834952655330513 5.483768939971924 55751.81 0.9622775916583841 0.04408927822238204 -0.3802019901886661 5.788618564605713 False 7 4700 9.302 19.59 20597.305 0.9645351898213421 0.03383490456950442 -0.052781109400450846 4.706265449523926 54102.676 0.9662019471798966 0.025577960609081015 -0.16423302611828394 5.088026523590088 False 7 4800 9.541 19.6 18849.03 0.9612608204404349 0.04276378047856727 -0.2837027028383024 5.245364189147949 50304.71 0.9634631413999705 0.033433864487462044 -0.3722088564425491 5.7800798416137695 False 8 4900 9.429 19.95 17250.762 0.9563255787858198 0.0654261522447472 -0.15588774746416106 4.776734828948975 49545.105 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