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 2.41 14.94 2730872.2 inf 0.005134815210114759 0.009641406128423173 268.2787780761719 7994691.0 0.9683574546610403 -0.013179029483563797 -0.1959019237945099 251.61441040039062 True 0 100 9.603 13.3 169576.27 0.943046742493428 0.041936024524880794 -0.15308738726163065 6.973064422607422 296568.12 0.9295022769295133 0.05193459798194194 -0.41295276021115745 12.216925621032715 True 0 200 9.558 13.55 172432.3 0.942210913303114 0.04804869371747501 -0.1902323402417067 7.891744136810303 436423.94 0.9520178317086216 0.03321855760810919 -0.4385794767876189 13.672324180603027 False 0 300 9.198 13.47 151348.31 0.925751874408956 0.07910767610409632 -0.20715895837515788 6.254408359527588 310450.88 0.918970642469534 0.08343695349408069 -0.4410311744443137 11.151086807250977 False 1 400 10.1 13.38 157239.31 0.9181525896752412 0.0972531921069629 -0.2269901610934672 5.78558349609375 370387.88 0.924906820352349 0.0867076599018991 -0.48735734499549954 9.87450885772705 False 1 500 9.182 13.53 169197.6 0.9148311843171782 0.09901618248580532 -0.21323108483089265 5.750096321105957 410312.22 0.9264306063526323 0.08254854302503623 -0.4805437822483255 9.674439430236816 False 1 600 9.204 13.57 149804.14 0.8976893709365001 0.13190990269437441 -0.1368269240551394 5.849659442901611 313488.75 0.8961266710971655 0.12450386546497377 -0.37315826720334083 10.277801513671875 False 2 700 9.191 13.53 148284.8 0.8825000187442458 0.15246421201225124 -0.01781104766973769 5.607744216918945 336881.84 0.8900121456891082 0.1372555365385355 -0.1741984407999039 9.44863510131836 False 2 800 9.21 13.56 140714.69 0.8719879409511221 0.17739456527164313 0.1193108089806459 5.655208110809326 314644.9 0.880530155634038 0.15911130927748396 0.1004980751982089 9.742337226867676 False 2 900 9.252 13.53 146624.19 0.8694878005378556 0.17583799266435243 0.2026959272972545 5.397242069244385 306662.53 0.8712160832737298 0.16473864064673158 0.28312555186090643 8.966652870178223 False 3 1000 9.247 13.52 207577.33 0.8995428278081161 0.12703888880007805 0.2632277925696879 5.729946136474609 517237.34 0.9196182838060942 0.09816694383902574 0.347007424509865 9.883602142333984 False 3 1100 9.262 13.4 129446.0 0.8608962449107871 0.20086847346168332 0.32735964229009645 5.179275035858154 280749.75 0.8674267308263829 0.18151702870278932 0.4787633069050694 8.198226928710938 True 3 1200 9.536 13.51 143806.95 0.8606477188289874 0.19170309853856976 0.38753565478200247 5.016117572784424 313542.66 0.8699150280025139 0.1691886800481927 0.5631850256445768 8.107402801513672 False 4 1300 9.149 13.56 145166.95 0.8610946012633474 0.19304805002651362 0.4676609431696913 4.79401969909668 332385.9 0.8752313489077181 0.16703892702610307 0.6396497647789551 7.5746002197265625 False 4 1400 9.215 13.57 157064.08 0.8641314473752087 0.18572364654447035 0.52985266101068 4.6430745124816895 349576.44 0.8786528079263275 0.15850315355975822 0.682227170888734 7.575665473937988 False 4 1500 9.225 13.58 151614.88 0.8513347622117956 0.2063112449868042 0.6124730297521401 3.930483102798462 346557.34 0.8686415378282354 0.17539030882471798 0.7728248581618818 5.328444480895996 False 4 1600 9.199 13.61 151562.98 0.8565103104118318 0.19475126818507618 0.6401955921550908 3.4671854972839355 306614.1 0.861140426628327 0.17266662388998444 0.7870131258476277 4.20163631439209 False 5 1700 9.282 13.28 138292.92 0.8555668558093878 0.2069997088642387 0.6694909105796586 4.547173976898193 290359.44 0.8634600474492725 0.18070026642133288 0.7948276537778369 7.265476226806641 False 5 1800 9.185 13.58 154927.17 0.8655700010505171 0.1827481868800988 0.6768967562841075 3.211343288421631 350099.12 0.8820207704147102 0.1507258663898008 0.8038411264954095 4.107146263122559 False 5 1900 9.204 13.54 144854.42 0.851088070928921 0.2114016559810921 0.6980604846340609 3.3687028884887695 332486.16 0.8699081121749174 0.17845503299772272 0.8228323788512724 4.6522393226623535 False 6 2000 9.213 13.37 141672.23 0.8387222391174765 0.23066867165241883 0.7135502556745458 2.811884880065918 306450.5 0.8523272840142897 0.19955541390148177 0.835099485428787 2.941235065460205 False 6 2100 9.203 13.54 157731.8 0.8386422056264239 0.22464365953757892 0.7225332863926176 2.7418997287750244 335728.9 0.854235878900689 0.1929088038584855 0.8394773318801905 2.8491737842559814 False 6 2200 9.211 13.45 140808.34 0.837795132031526 0.23606535412059 0.7364100670610578 2.9313719272613525 308425.78 0.8525950647296452 0.20182611995194893 0.8489313405403629 3.330902576446533 False 7 2300 8.006 13.23 155622.69 0.8390208997572078 0.23183597653466104 0.7258233033791534 2.8311166763305664 331461.3 0.8529459111640819 0.19899798378312614 0.8419773936732854 3.3479902744293213 False 7 2400 9.199 13.12 181037.94 0.8463636541395657 0.22060239030974887 0.7412229119461281 2.5815353393554688 340811.75 0.8553607556623488 0.1896540703297666 0.8505800571659256 2.752394914627075 False 7 2500 9.201 13.54 158848.95 0.8385539798812348 0.23259187274915163 0.7433496533226644 2.915297508239746 339480.88 0.852867996161206 0.19785242063060657 0.848542433518134 3.7781026363372803 False 8 2600 9.254 13.53 176249.5 0.8377901424282104 0.23177852392074144 0.7365045612804583 3.0244221687316895 377105.0 0.8562095443597144 0.19266048345817074 0.8482501940348496 2.9018821716308594 False 8 2700 9.298 13.39 150942.56 0.8324127763904641 0.2426877496652906 0.7531922675324343 2.5893759727478027 316716.84 0.8465459710497496 0.205879374115296 0.8569583688932578 2.94565486907959 False 8 2800 9.258 13.49 133822.05 0.8339292403987469 0.24738733882111621 0.7533930542991343 2.6084821224212646 293684.03 0.848951288004028 0.20832994905087152 0.8582802536318686 2.789644718170166 False 8 2900 9.383 13.5 151350.6 0.8311355270337976 0.24194932392862423 0.7541439742615124 2.4278101921081543 327975.38 0.8488542573583807 0.20338639036062164 0.858083712345651 2.4957268238067627 False 9 3000 9.235 13.1 166714.56 0.8367739727688005 0.23505184639298504 0.7539869720432428 2.4560511112213135 347283.66 0.8532398965500162 0.1957293276696492 0.85676391161849 2.4009525775909424 False 9 3100 9.375 13.36 156333.3 0.8228203206909758 0.2621403130298176 0.7636624332665879 2.4585959911346436 331327.84 0.8416292193442027 0.21709831923087308 0.8622735235042736 2.6772782802581787 False 9 3200 9.269 13.5 181966.6 0.8368333284203746 0.238216880515931 0.7519063501676119 2.6120781898498535 341759.4 0.8497126605070955 0.19746521176097587 0.8582184516609288 2.4844024181365967 False 10 3300 9.261 13.46 152289.05 0.8219530375438364 0.25983400387383504 0.7636246785723951 2.393812417984009 316148.66 0.8412525344266863 0.21308852956504695 0.8639106617560733 2.2920238971710205 False 10 3400 9.267 13.51 146554.88 0.8305701502278705 0.25408952228045706 0.7648461846307516 2.686547040939331 338594.1 0.8545514095887295 0.20537491273850925 0.8633396119746861 3.098613739013672 False 10 3500 9.279 13.09 146217.55 0.8210954666351756 0.2668020566695692 0.766476972411302 2.314009189605713 293827.78 0.835099434925869 0.22362574139160607 0.8656194285575145 2.2345783710479736 False 11 3600 9.231 13.32 157816.48 0.8194687361163301 0.2600889014619731 0.7708146576546757 2.343078374862671 346692.0 0.8448847607249506 0.20880226831828136 0.8679650332707937 2.252291440963745 False 11 3700 9.261 13.11 153092.62 0.8144145057529926 0.27354571327698785 0.7693121959051504 2.5101234912872314 327569.8 0.8377112960187406 0.2225001725010544 0.8686206627520822 2.457676887512207 False 11 3800 9.277 13.2 167520.81 0.8247436515514408 0.2570646322143204 0.7725327414788706 2.2480175495147705 344110.3 0.8455607785842089 0.20760215466115076 0.8680614566476356 2.224543809890747 False 12 3900 9.253 13.08 151709.78 0.8215992584794851 0.26128108031966024 0.7721814467237061 2.420064926147461 327852.1 0.844213477624 0.2078740252889747 0.8684366968582299 2.3175389766693115 False 12 4000 9.256 13.34 147279.61 0.8188911151756277 0.27127920549279366 0.7810808250434006 2.465787410736084 309213.8 0.8394774428196645 0.22096396721732944 0.871150946046118 2.8924598693847656 False 12 4100 9.268 13.55 144765.06 0.8165758424035631 0.2678611508474034 0.7808100632622732 2.390378952026367 312517.25 0.8405994681938047 0.21678056095294945 0.8713007797677853 2.7313807010650635 False 12 4200 9.284 13.12 138152.31 0.8142015365256837 0.27546438034989423 0.7765790879407072 2.296806812286377 300341.12 0.8387912197063845 0.2225049898100568 0.869065670209577 2.406113386154175 False 13 4300 9.263 13.23 138394.66 0.8105325755080466 0.2780585387179181 0.7836973008157809 2.4995267391204834 298830.9 0.8373187921008615 0.22187258331077703 0.8720313438490755 3.0114450454711914 False