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	22.64	137.8		235192.05	0.9769291439346082	-0.0043340513422805505	-0.3164816446684672	25.159326553344727	671372.06	0.9752846674744036	-0.0012434743983215915	-0.3046686810402529	24.847990036010742	True
0	100	30.64	59.41		200289.88	0.9726320113191456	0.002007579305036192	-0.3690738993395645	26.74388313293457	53407.34	0.9730952645529258	-0.0016011187518407558	-0.3456341698943481	26.95121955871582	True
0	200	29.94	60.2		105714.46	0.9645052797131369	0.029861277456087302	-0.37264323560860374	11.107850074768066	46335.266	0.963673464422012	0.030198741246219366	-0.3506299289926417	11.179401397705078	True
0	300	29.96	59.93		111132.09	0.9736389709832994	0.009527496111517656	-0.37835807241458075	12.126657485961914	197327.3	0.9712982831503598	0.014966684953242942	-0.35945947648150334	12.211270332336426	False
0	400	29.53	60.46		95207.53	0.9657268669841533	0.032632831626294934	-0.3712107658398824	27.120851516723633	50320.34	0.965140489573421	0.029628191581613686	-0.35433811941630683	27.330490112304688	False
1	500	38.85	59.28		80172.766	0.9721795982848016	0.011951599506164643	-0.3521072765020722	18.047048568725586	79316.89	0.9702302716359074	0.016056674515213587	-0.34428441122207115	18.186922073364258	False
1	600	29.72	59.05		179709.28	0.973357941189999	-0.002418374933209822	-0.3051883493395201	25.01729393005371	55744.156	0.9737064814578303	-0.005808508797223997	-0.29363465584547116	25.210277557373047	False
1	700	29.55	59.01		154181.61	0.9722048762420334	0.001218659029597037	-0.3399006997890712	26.80093002319336	53312.887	0.9726019350937342	-0.0025046922344357254	-0.32655833043085786	27.005239486694336	False
1	800	29.0	60.56		93254.79	0.9682039382835931	0.008173312845075206	-0.18885604286731678	4.498435020446777	48095.605	0.9679849788929138	0.005570961343342316	-0.1934221112921459	4.481520175933838	False
1	900	29.59	59.58		62737.24	0.9749764241196452	0.002639796713497744	-0.09981776965727826	14.328852653503418	83522.766	0.9728931978924275	0.007076800080599798	-0.12772127101007338	14.453645706176758	False
2	1000	29.15	60.89		58338.195	0.967460605043243	0.021055445122890266	-0.20219499690686182	8.612286567687988	50905.41	0.9660591072265257	0.02310376903861072	-0.20570077786549842	8.648872375488281	False
2	1100	29.48	59.36		51388.195	0.9653171070661654	0.028729557522472252	-0.34818214523068786	5.394813537597656	53588.8	0.9641698047599438	0.030725180643052522	-0.3332783393269578	5.3899335861206055	False
2	1200	29.47	60.81		102190.1	0.9714325814037182	-0.0002770717371064392	-0.2783286201798793	22.336925506591797	50919.51	0.9715698396380762	-0.0036934347341262197	-0.2740786606509938	22.519973754882812	False
2	1300	29.19	59.9		50147.14	0.9714297554265993	-0.004638669209966314	0.3427680209013386	11.655345916748047	53853.55	0.9700065287292842	2.2526121183183107e-06	0.30299591345104276	11.750507354736328	False
2	1400	29.49	61.04		129363.4	0.9723822406946924	0.0003021856678232723	0.06174620412623154	9.09582805633545	53439.207	0.97269666050166	-0.002905485823881906	0.04007656645784245	9.150425910949707	False
3	1500	29.48	59.92		172409.83	0.9784049164423662	-0.011248711149575303	0.2905167328720908	7.892721652984619	62572.27	0.9781378019419809	-0.0125327474507729	0.2508002534740078	7.9541544914245605	False
3	1600	29.52	61.79		48361.31	0.9620721201964969	0.03680461452952091	-0.3399346477623498	5.6640214920043945	46274.44	0.9622479083412862	0.03225748393306527	-0.34490046357202847	5.692862033843994	True
3	1700	30.8	60.52		59668.086	0.9693743855969141	0.023089603048699246	-0.3616273558233874	11.650052070617676	127641.08	0.9681021347593082	0.024851227548824465	-0.367876880434939	11.977333068847656	False
3	1800	29.47	67.56		56813.18	0.9740256910471892	0.007315449503623169	-0.1352160003542276	4.257830619812012	89139.38	0.9720493054629176	0.011163442307278417	-0.14711962478812135	4.249172210693359	False
3	1900	30.47	68.28		38253.41	0.9666516325602263	0.02427275282476838	-0.3079417950874877	5.238572120666504	52822.664	0.9655575260790852	0.026719610460418562	-0.3099629537658397	5.2493181228637695	False
4	2000	30.08	87.95		39280.082	0.9691161624316587	0.006734566566110833	0.05821201724001931	4.283365726470947	51526.32	0.9683461364461019	0.005903653109331808	-0.0002328341033623025	4.303464412689209	False
4	2100	31.34	61.72		250464.45	0.9736602934447193	-0.0014029061390310143	0.353015150484297	12.843706130981445	64775.617	0.9740448390913392	-0.00477270903605848	0.3099581052861559	12.948210716247559	False
4	2200	29.79	64.76		43323.336	0.9778136863719248	-0.004735512567949339	0.33198425477281573	4.311827182769775	61466.75	0.9761347909368693	-0.00031430455756492213	0.28816533810493355	4.473442554473877	False
4	2300	30.12	61.02		62348.14	0.963904779011943	0.028295205819620826	-0.2876608019524647	5.347996711730957	44281.938	0.9639055847090446	0.02492302649492906	-0.2897913226224326	5.374760627746582	True
4	2400	29.95	62.76		43636.086	0.9708040575314041	0.01274638921705868	0.11903241604697457	5.822199821472168	60230.723	0.9692409567647413	0.015885754259271245	0.06026763860649878	5.901097297668457	False
5	2500	29.46	60.86		43696.555	0.9653463359412985	0.024259223287151924	-0.22624201384927198	4.578354358673096	48206.04	0.9651872527422694	0.020654409991629576	-0.23341629811852085	4.601998805999756	False
5	2600	29.21	59.71		73152.64	0.9725352865349863	0.001024720704820265	0.1803183711414	4.555076599121094	51140.426	0.9728065340214473	-0.0017878120831259945	0.12688014187188162	4.596385955810547	False
5	2700	29.32	59.33		45367.848	0.9679885716256753	0.01791045899243289	0.15479407197091047	4.3716535568237305	53355.105	0.9667003593137254	0.021306651408729903	0.0895908476461745	4.420283317565918	False
5	2800	29.49	58.99		45796.09	0.9617693074219583	0.0431986118114373	-0.32187757059547867	4.915900707244873	49552.26	0.961168563287736	0.04324910071157524	-0.3347360910488349	4.960904121398926	False
5	2900	29.6	59.7		53208.195	0.969889729092055	-0.0009657757059535362	0.3685558205834382	4.54511833190918	50435.914	0.9694736585460407	-0.0032814429446076936	0.3310853408121541	4.581689357757568	False
6	3000	28.99	60.75		31119.95	0.9668234283351783	0.0224430702752388	-0.017040230286486723	4.017282962799072	52166.82	0.965715131474676	0.025388326257943232	-0.05894619909163425	4.011014461517334	False
6	3100	29.75	68.37		50343.848	0.9702729800043242	0.005434572077369126	0.311137363715428	4.2733635902404785	48249.55	0.9706359387973641	0.0015345680857024634	0.2676088236771751	4.347310543060303	False
6	3200	30.21	59.29		53818.566	0.9685202405396969	0.011374822618556636	-0.309017057495915	9.026151657104492	49971.777	0.9691281237118019	0.006427003152019652	-0.3092767289672601	9.081727027893066	False
6	3300	29.26	59.2		36541.316	0.9625401781452673	0.03814666528458263	-0.3752444507429644	5.071329593658447	47452.594	0.9624430922188909	0.035345286428579356	-0.37264399088413364	5.062224388122559	False
6	3400	29.43	59.66		55926.777	0.9650357022428941	0.02292053062986683	-0.3502325618354571	6.4448394775390625	47458.01	0.9654906307094699	0.017545689413661428	-0.3429489244161972	6.474216461181641	False
7	3500	29.06	61.12		40490.543	0.9729372585439118	0.01158554381326369	-0.19494280066989167	6.083117961883545	88700.1	0.9709836599311511	0.015773295581012058	-0.22697208480845787	6.184990882873535	False
7	3600	29.58	60.64		35319.41	0.9636288512931175	0.039748960935322576	-0.2931362379360643	8.2274751663208	49511.895	0.963554844449122	0.03598530773140344	-0.3205075985942706	8.293191909790039	False
7	3700	29.65	60.16		29889.53	0.9631913680874289	0.03359529399613389	-0.3150879107961138	6.774237632751465	52942.95	0.9626740333911891	0.03426601756559316	-0.3433870891622059	6.913842678070068	False
7	3800	29.32	59.47		51729.145	0.9703001532618405	0.003685650759611239	0.33134446500439	8.13383960723877	50676.53	0.9707108226617935	-0.0007111950758980114	0.23874537864939802	8.209327697753906	False
7	3900	29.4	60.12		39146.54	0.9631326322973325	0.03937330530449547	-0.22038770516440953	4.318139553070068	48471.62	0.9630867699878949	0.035301444792981154	-0.2285125027632392	4.344183444976807	False
8	4000	30.15	290.6		31426.596	0.9664383791171831	0.030511040786753423	0.10616020014055601	7.823352336883545	50733.47	0.9656889241829586	0.0314998962838873	0.03139378218113587	7.99423360824585	False
8	4100	31.27	187.9		34017.94	0.9675328370599799	0.02277414219019003	-0.31300636272029453	9.777803421020508	72599.555	0.9663144435838996	0.024090093634673564	-0.32811426420290457	10.10024356842041	False
8	4200	29.59	59.86		45626.17	0.9775943708412586	0.0011868982320261492	0.25646036062522465	4.067255973815918	73974.39	0.975759252912306	0.005111080598876549	0.21190686647571977	4.317208766937256	False
8	4300	29.54	62.05		35878.59	0.9628071876008463	0.041256994557013406	-0.09665841426289548	4.171119213104248	48848.633	0.9628167575074954	0.03795321152857195	-0.13755903317077922	4.203159332275391	False
8	4400	29.62	59.24		32121.018	0.9645247936277086	0.036840393914336425	0.1833152767614014	4.511641025543213	50381.5	0.9641197364340516	0.036029664108863	0.11812082685456113	4.5876784324646	False
9	4500	29.5	62.17		53197.773	0.9735009437117244	-0.00015479452802370246	0.27532434025369884	6.401754856109619	53081.023	inf	-0.003400072397293738	0.21374991710168104	6.594541072845459	False
9	4600	29.59	59.72		37625.492	0.9601256160180865	0.05243924892754616	-0.3439066878426717	5.567235946655273	49518.742	0.9600255742862838	0.05087532444849577	-0.3477961067203319	5.579925537109375	False
9	4700	29.33	60.22		31975.861	0.9649200825761479	0.028594892218600603	-0.2796599019429518	4.867554664611816	55677.74	0.9638673177770879	0.03150547953098649	-0.30683745743763424	4.933864593505859	False
9	4800	29.76	61.31		33992.027	0.9693377627008362	0.017162605813253375	-0.1494398303916087	5.654017925262451	63917.797	0.9677184071394384	0.020813095707899878	-0.1838002066168265	5.714621067047119	False
10	4900	29.18	60.52		51327.547	0.9629217763868397	0.030539238286432232	-0.2864976461367194	5.67897367477417	45320.844	0.9636658627108848	0.02523755189381135	-0.305012269886368	5.763266086578369	False
10	5000	29.19	63.63		31864.498	0.9665092134599542	0.022826511955859573	-0.1528131325641916	4.538719654083252	55238.92	0.9654342213340801	0.025623953020772697	-0.1977817174776747	4.634016513824463	False
10	5100	30.09	64.23		29031.156	0.9642897254882659	0.035954910264434495	-0.0642521933787493	5.054409980773926	49576.895	0.9639013454122957	0.03466214852587351	-0.11050066046503354	5.148397445678711	False
10	5200	30.51	67.33		30172.154	0.9605467290641448	0.041957371232976055	-0.34692536745730734	5.773200035095215	50027.83	0.9604769190750924	0.04099251412755921	-0.36220096121088374	5.828906536102295	False
10	5300	29.55	59.04		36314.656	0.9617600718773244	0.0326779376274581	-0.33471950689233043	5.303611755371094	45416.926	0.9629664891059144	0.026822428057056213	-0.3485663564385839	5.38573694229126	False
11	5400	29.54	59.63		30354.459	0.9674359426599614	0.02302306756633406	-0.35905009564633766	6.169641971588135	69366.67	0.9660222504249547	0.026067158055285956	-0.3782613703868315	6.308595180511475	False
11	5500	29.59	59.22		32184.62	0.9629582090786536	0.03529310700947942	-0.2690161746177604	4.995752811431885	54495.332	0.9619291476925593	0.03674925419896523	-0.2975213487273177	5.096934795379639	False
11	5600	29.5	60.09		37793.984	0.9654917817576871	0.030486113727746716	0.1721222564499627	3.8672749996185303	51324.305	0.9647531222196848	0.03172755709271423	0.10359734429944575	3.8864002227783203	False
11	5700	29.54	60.93		32241.164	0.9601697739636735	0.05152053703766927	-0.29053647637499425	4.686746120452881	49434.19	0.959896271711112	0.05080446674795895	-0.315587025087652	4.722759246826172	False
11	5800	29.52	59.4		30009.248	0.9586557406551572	0.05537646244591906	-0.3263323751659267	4.960055828094482	48170.92	0.95891850534252	0.05258865584319716	-0.34812535802833056	4.990495204925537	False
12	5900	29.32	58.83		39563.934	0.9657599451386503	0.019755609294605476	-0.05105370347465508	6.019627094268799	45948.906	0.9665225203679296	0.014885181339442366	-0.08566430788057748	6.0568366050720215	False
12	6000	29.45	59.1		32739.45	0.9590954497933931	0.05493216320653118	-0.3699108809969194	5.665680408477783	46114.414	0.959305068261762	0.0523618127716782	-0.3852345770102839	5.7142653465271	False
12	6100	29.26	59.09		35418.37	0.9583294703508615	0.055689096364240735	-0.29367027194353856	4.409128189086914	45192.33	0.9585763079665951	0.05330094620331289	-0.3079615965534095	4.40354061126709	False
12	6200	29.4	59.54		35963.754	0.9672794145260113	0.02777782505950887	-0.31120403272819797	4.6725873947143555	73614.88	0.9656943533031698	0.03091405989856849	-0.34086025252475655	4.7072906494140625	False
12	6300	29.4	58.81		36781.77	0.9560234557542926	0.056448078531598445	-0.30864390057212	5.231019020080566	45456.24	0.9567178219948396	0.05189015093934709	-0.30638981519486813	5.268853664398193	False
13	6400	29.53	59.65		38525.65	0.967161103250792	0.017029037272205592	0.22917461774680556	5.713965892791748	47896.01	0.9680019314656159	0.011251643000950632	0.14287216128168295	5.781757831573486	False
13	6500	29.73	65.26		28345.736	0.9581557904776874	0.053025849871207315	-0.3458943087289633	4.818979740142822	50269.617	0.9579021531569274	0.05274148686270759	-0.35813215603224413	4.837553977966309	False
13	6600	30.61	61.85		43214.633	0.9609786708373426	0.05426229573400313	-0.3079082498927994	7.557881832122803	47606.51	0.9608970994054606	0.05161777337251167	-0.3326461904706369	7.6099066734313965	False
13	6700	30.11	68.23		52982.254	0.9666599053514918	0.022870260357396633	-0.0064558515952697505	4.148888111114502	48636.863	0.9679224867138492	0.01762078042017979	-0.04249985334380438	4.237802505493164	False
13	6800	29.96	63.68		31665.418	0.9546699756195712	0.056363684965257455	-0.3695569674668039	5.147448539733887	51713.355	0.9548839072261255	0.05446451358387223	-0.37666449141311364	5.175041198730469	False
14	6900	29.62	59.02		28277.256	0.9562746850782253	0.06127497406748924	-0.34001276510069484	4.971357345581055	47430.816	0.956497013251947	0.05872104827448066	-0.3508419761559894	4.981622219085693	False