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 17.41 92.5 16602.54 inf -0.002764207081502856 0.13515026870084731 804.3724975585938 27934.945 inf -0.0034273116996479725 0.12392513552539614 804.0537719726562 True 0 100 29.21 74.33 1442.2787 0.9744224236787734 0.046337145668275216 0.13008937312535265 3.8735406398773193 1687.3105 0.9741442174530103 0.04547741371970554 0.12071028302623484 3.8692867755889893 True 0 200 29.02 74.5 1370.5273 0.9693313674977241 0.05124986280637864 0.12055391555185715 3.9076759815216064 1561.0995 0.9690902460371147 0.049955675328758976 0.11292359458529191 3.9094948768615723 True 0 300 29.57 73.55 1290.2261 0.9668162164721849 0.05748363627542897 0.11374757235836395 3.8978617191314697 1568.5762 0.9672174505486524 0.05377945924700718 0.10652080068322962 3.8972458839416504 False 0 400 28.76 74.5 1274.466 0.9668248218158827 0.05897499963224849 0.07811588064233561 3.984076738357544 1603.5236 0.9671254868828824 0.05599293786967567 0.07353727899077464 3.9933531284332275 False 0 500 28.48 73.21 1178.6415 0.9595079854906625 0.08294740011717909 0.06757819307966924 3.925011396408081 1484.2361 0.9591442427944534 0.08135946591640184 0.06314750302842774 3.925081729888916 True 0 600 29.06 73.41 1120.2074 0.950201032132384 0.08858849580444783 0.055396846141664666 3.898585796356201 1422.7117 0.9507588521810031 0.08449029535350774 0.051550829444508735 3.8822691440582275 True 1 700 36.58 72.91 1323.0204 0.9624350025230324 0.06385085460077707 0.06942008762557991 5.3036065101623535 1550.9241 0.9619646810361798 0.06239834701605496 0.05807309613926127 5.381014347076416 False 1 800 28.81 72.86 1046.1338 0.9458627078916485 0.10109354057348233 0.06669371806978185 3.914047956466675 1299.8541 0.9457191617449038 0.09693164543550123 0.053851348121850336 3.916093349456787 True 1 900 29.03 74.75 987.27026 0.9406928500154051 0.11734456332154318 0.07766921011253382 3.9257149696350098 1247.7396 0.9416025968206476 0.11125322269748823 0.06202565686826643 3.9320080280303955 True 1 1000 29.02 72.92 1029.1857 0.9450132909812928 0.09387169665037852 0.09201570136215338 3.94171404838562 1428.794 0.9453513369849582 0.08923931837779056 0.07012901216651027 3.953430414199829 False 1 1100 28.6 72.93 949.2024 0.9391739831625613 0.11442188422657965 0.08628093810584578 3.8755109310150146 1331.8712 0.9410274762677342 0.10595746095093825 0.06683114134085441 3.8678605556488037 False 1 1200 29.03 73.07 918.18536 0.9314857832579132 0.12724403822738747 0.07957330140675718 3.8996174335479736 1230.7543 0.9322721233620604 0.1199811984762433 0.05876086827835209 3.904040575027466 True 2 1300 29.35 73.0 1007.32074 0.9424432580113833 0.0979088141151968 0.08033223024775633 3.8930599689483643 1356.3315 0.9444534078007731 0.09099796686109066 0.057476582999473384 3.896435022354126 False 2 1400 29.07 73.8 860.1295 0.9277732702354549 0.1410067197161226 0.09905839940169105 3.8690528869628906 1135.581 0.9291496740074227 0.13304820073194185 0.06949403945945191 3.8679518699645996 True 2 1500 29.41 75.46 841.37506 0.9266865121418617 0.14585502273155573 0.10104406327994078 3.868220329284668 1160.3251 0.928859674967704 0.1371664539529983 0.06964534271975002 3.8661909103393555 False 2 1600 29.03 73.54 798.45764 0.9199448201375469 0.1582578621380307 0.10679424227108533 3.92979097366333 1066.5186 0.9230023944556374 0.1465219877737096 0.0711600889391503 3.947329521179199 True 2 1700 29.44 73.02 761.83655 0.918837968257545 0.16333998386546747 0.1109949298104224 3.9138360023498535 1030.3514 0.9216304173713729 0.15110559912635368 0.07737933492018607 3.9290707111358643 True 2 1800 29.46 74.44 738.2328 0.9131207770822526 0.16422336151747322 0.13809980186753124 3.8519532680511475 1256.2101 0.9174502695743456 0.14983802582881306 0.10283110720895931 3.8509202003479004 False 3 1900 28.86 75.41 726.23157 0.9077122254575553 0.1783295570806672 0.13828484895872237 3.894071578979492 1147.1198 0.9126174966335678 0.16208347423669991 0.10483523130468035 3.9080910682678223 False 3 2000 29.0 73.48 709.7409 0.9066290188134571 0.1858072829976104 0.15445900856788758 3.872182607650757 1156.095 0.9118754031318763 0.16855363421950723 0.11185312366113043 3.885990858078003 False 3 2100 29.0 75.23 696.3715 0.8948260601983107 0.2046242698001725 0.1592381552298047 3.842529535293579 1096.5657 0.9006744463659886 0.18625328645264724 0.12485928331980294 3.8404271602630615 False 3 2200 29.48 75.49 671.0499 0.8936372882111494 0.20709515999488512 0.16107473365967162 3.8580756187438965 1099.9022 0.8992720744976687 0.18798009839042004 0.12196384189712127 3.8703808784484863 False 3 2300 29.01 74.27 696.2134 0.8982651081548965 0.1913257726679939 0.1661881340069073 3.852876663208008 1090.516 0.904461651114211 0.17086364942590543 0.12395746822887907 3.8500068187713623 False 3 2400 29.0 75.19 667.0786 0.8926194448665261 0.20680424613400644 0.1814225000732911 3.825654983520508 1069.3079 0.8995693815577537 0.18508145245833008 0.14167403489554026 3.8298585414886475 False 3 2500 28.97 74.16 628.81995 0.8831694902579004 0.223143925004319 0.19866417138275885 3.844233989715576 999.0486 0.8907684049535984 0.2014706091587576 0.15532658405718455 3.8403079509735107 True 4 2600 29.28 74.04 620.4357 0.8825692115238174 0.2263742579179903 0.1993495644268128 3.845363140106201 987.6266 0.8918527360453231 0.2023106364077919 0.15939596073498108 3.8596067428588867 True 4 2700 29.51 73.31 676.79266 0.8933020608134261 0.1989773063981541 0.20762294875191337 3.9944353103637695 1202.1699 0.9004994251291865 0.17708283928303983 0.1601563177302583 4.025684833526611 False 4 2800 29.0 74.31 639.4031 0.8856923546371298 0.21361455379058505 0.20521564137136886 3.8726401329040527 1257.1025 0.8944109422339644 0.19026113261394892 0.18046433055255748 3.887265920639038 False 4 2900 28.12 73.91 574.81683 0.8738175751388899 0.23540769633330488 0.22186849016601598 3.818173885345459 1194.0559 0.8853432510484991 0.20697695639872796 0.1916536426817731 3.812469244003296 False 4 3000 28.98 75.93 568.6815 0.871132080294014 0.24276219828994602 0.24007372298104904 3.791574716567993 1365.685 0.8825618214742514 0.21358770753454728 0.20678838198029006 3.7931442260742188 False 4 3100 28.99 75.48 579.04803 0.8727113973536503 0.23822103789496435 0.24206342824432267 3.797670602798462 1279.581 0.8843221023509696 0.2083029826804057 0.20566583647155648 3.7982594966888428 False 5 3200 28.85 74.64 572.297 0.8672386404736226 0.2513121863648195 0.25634956675770953 3.8499040603637695 1194.9717 0.879783085574148 0.22130315197256248 0.22634971334790013 3.837278366088867 False 5 3300 28.51 75.22 615.8113 0.8813285822385813 0.23899570261703554 0.2277105142093536 3.804936647415161 1079.12 0.8899841026600032 0.21113119930395924 0.194474436731355 3.802227735519409 False 5 3400 28.56 74.96 558.0822 0.8724718636200942 0.24476176441109446 0.2584642616366956 3.801603078842163 1245.3706 0.8840752708692835 0.21513815912107112 0.21471808464358433 3.8181025981903076 False 5 3500 28.68 77.21 607.55475 0.8726518295305956 0.23260215485247637 0.2582925861592524 3.7830309867858887 1287.4354 0.8849495553904643 0.20247745195742045 0.21406699183456207 3.7988860607147217 False 5 3600 28.59 76.2 702.9665 0.8959800790442557 0.1945955440725048 0.2694287873214394 3.7669575214385986 1359.0663 0.9084603992871932 0.1625636992628825 0.2232567364884804 3.783045768737793 False 5 3700 28.51 75.34 530.12787 0.8618711905432693 0.26500281733444825 0.27572341032579656 3.7566773891448975 832.4183 0.8760139913686461 0.2308753038870486 0.24131380562827998 3.767543077468872 True 6 3800 28.82 74.77 550.8559 0.8672027230471944 0.2548014081829282 0.27235112871292544 3.7597904205322266 1418.544 0.8793666636647554 0.22305892615794468 0.23200362695678511 3.7731549739837646 False 6 3900 28.78 75.82 515.61304 0.8519031472218694 0.2740476047871014 0.3018999898107293 3.735966444015503 1365.2119 0.8678945090465173 0.23911563859893423 0.27102780365426615 3.7372400760650635 False 6 4000 29.0 74.0 535.5318 0.8527023848185824 0.27615703968572036 0.3092933272727265 3.7128138542175293 1255.6285 0.8692114389440034 0.2398675321511178 0.2803976591030065 3.7161481380462646 False 6 4100 28.57 73.89 519.16565 0.8566000584265933 0.2743884854948792 0.3068996773383536 3.7067363262176514 1222.1929 0.8717603296041874 0.23839638219818818 0.28512490388289047 3.7148795127868652 False 6 4200 28.61 72.89 505.11282 0.8571256091066758 0.2795018132949813 0.31604747494258023 3.691397190093994 1183.3292 0.8729295837461272 0.24163061265214397 0.28578321250050365 3.7017099857330322 False 6 4300 28.53 73.21 488.9865 0.850469831116706 0.2908107930990787 0.31490045950204476 3.685319662094116 1161.1401 0.8684452954953445 0.24854775342160404 0.287676946949354 3.697749614715576 False 7 4400 28.24 73.36 494.5499 0.8506045265755275 0.28189002859134193 0.3169493821340144 3.70072603225708 1188.6576 0.8700207567481977 0.23816654721093544 0.28747618745502046 3.719399929046631 False 7 4500 29.06 73.19 509.1412 0.8554861724734516 0.27130848979833166 0.2933652648650034 3.786339044570923 1192.755 0.8746532765446529 0.22556451793897767 0.24850150386825043 3.7940173149108887 False 7 4600 28.41 73.62 509.00485 0.8537315309291756 0.28164632096367465 0.31660752597962366 3.794412851333618 1140.9452 0.8718057058063379 0.23752572508492353 0.28246468463800245 3.8212127685546875 False 7 4700 28.6 73.32 470.47644 0.8395047910858721 0.3008041102971474 0.3283011771949592 3.6213550567626953 1064.0457 0.8615673091209364 0.2494479174621263 0.30546259427891875 3.631517171859741 False 7 4800 28.77 75.07 467.27908 0.8405070154150285 0.2946671428287267 0.3300088055224217 3.614330768585205 1119.4973 0.8626340547030064 0.24423921889805442 0.30778065649902403 3.6260859966278076 False 7 4900 28.87 72.91 504.09943 0.839512950863518 0.29834191448406183 0.33596896323760367 3.6253554821014404 1080.4326 0.8628266002563236 0.24769458098415081 0.30930167695245464 3.638554573059082 False 7 5000 28.38 73.2 473.56708 0.8364392842651883 0.306026064632387 0.3422554223135741 3.5987377166748047 1064.8535 0.8601627837682791 0.2531368299468416 0.3194511564093668 3.617269277572632 False 8 5100 28.45 72.99 503.89133 0.848278723046278 0.28579706282036604 0.328389363877972 3.674982786178589 1075.592 0.8675563939044267 0.23797882898267983 0.3013015458531091 3.681018590927124 False 8 5200 28.87 72.88 479.76328 0.8381958558799223 0.3072102323519519 0.3313200480157804 3.7253055572509766 1044.3539 0.8603690462946229 0.25840678996110783 0.3000550994045681 3.755584716796875 False 8 5300 29.07 73.05 471.86404 0.8344558244136628 0.30509160833258464 0.3372221618635232 3.6509828567504883 958.8229 0.858872576672163 0.2533217210469887 0.3120977425965957 3.678149461746216 False 8 5400 28.98 75.46 460.70627 0.8325796749763466 0.31017943629326844 0.34689974756788544 3.61086368560791 962.78516 0.8602681988751212 0.2494733397623716 0.31972322479382315 3.6256399154663086 False 8 5500 29.0 73.12 462.68225 0.827980444546903 0.31782660095835374 0.34919447498949313 3.587697982788086 951.1946 0.8568844512447245 0.2546245463715194 0.3272631444334688 3.610907554626465 False 8 5600 28.95 74.4 465.81174 0.8371160415818902 0.3183129661862118 0.34995395659329714 3.528838872909546 1155.7421 0.8609675525986021 0.2598962379231037 0.3287972368991013 3.54701828956604 False 9 5700 29.14 74.27 538.324 0.8466206353929964 0.2880879292955231 0.3558637086092423 3.6352035999298096 1115.2751 0.8709910995008151 0.22702741716113767 0.3321273765520967 3.6654601097106934 False 9 5800 29.01 75.03 470.24066 0.8280956182729314 0.3252302158848801 0.3512015956849365 3.6030235290527344 1085.5126 0.8582536556658854 0.25746549499253835 0.32237964798164154 3.631279230117798 False 9 5900 28.79 73.76 566.1671 0.8643874455464082 0.2492753917122995 0.3294937766866876 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0.8495390179483854 0.2685456793475031 0.3649879549131216 3.4211513996124268 False 11 7000 28.44 75.66 417.97128 0.8208525565911133 0.33514213395156606 0.3918967822017086 3.4001026153564453 871.8559 0.8558310595748269 0.25626351724397944 0.37332788549417417 3.421856164932251 False 11 7100 28.54 75.5 408.97974 0.8171906827790627 0.3414780615829161 0.38757809980807517 3.3970093727111816 1107.3135 0.8533334244461858 0.2628964196987054 0.36920880818100504 3.4202587604522705 False 11 7200 28.67 73.78 456.15775 0.824753056780394 0.32417631354542265 0.3953618347670634 3.3796074390411377 1129.572 0.8618254135124256 0.24078645868641643 0.3736093434428311 3.409201145172119 False 11 7300 28.79 75.57 421.5126 0.8288822795254458 0.3433665874222281 0.38641762752976305 3.6359832286834717 952.4455 0.8609427546373349 0.26564224491607524 0.3682789464125584 3.670048952102661 False 11 7400 29.01 76.51 416.51996 0.819498310009946 0.3409682795959886 0.3919570685215213 3.5572614669799805 879.81836 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