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	8.424	36.18		736927.7	0.9722257500402629	0.006850246241234679	0.10818140083919235	229.5188751220703	127968.8	0.9747707209861257	-0.0008109944288937199	0.12026768399088622	227.1580352783203	True
0	100	19.9	35.64		41104.355	0.9735364271440076	0.01854071163370834	0.3933194217300225	29.82162094116211	88088.36	0.9696185126543958	0.025935272373017224	0.3441170749708263	30.393016815185547	True
0	200	20.3	36.72		39097.023	0.9751486229437646	0.012705832729442845	-0.37379466738720313	23.674949645996094	122864.06	0.9711776750635364	0.019902074141943234	-0.35626099233797215	24.05820655822754	False
0	300	21.38	34.1		79067.5	0.9700919734276198	0.01692989907973943	-0.3868122044242879	20.029544830322266	43122.24	0.972766826427154	0.009323398498191904	-0.3671838450174385	20.29367446899414	True
0	400	25.5	31.9		74754.64	0.9713364949717492	0.010588988562628573	-0.2878541806864557	25.397605895996094	43644.926	0.9738615699658999	0.002808695545428318	-0.30274004208434424	25.84583282470703	False
0	500	21.24	35.4		39498.47	0.9787384853332582	-0.006053839056727926	-0.29992660086139056	9.627365112304688	76568.81	0.9750388642678823	0.001980309397912819	-0.31927482582614214	9.66247844696045	False
1	600	18.69	24.47		46476.914	0.9636758137321838	0.03576462845196192	-0.40365553027613627	6.39676570892334	33276.19	0.9656718053388933	0.02677747302946357	-0.3823110098407437	6.166021823883057	True
1	700	21.88	33.59		151302.05	0.9710686406830148	0.010960942742225914	0.39093793989316084	15.422001838684082	52507.633	0.9737962456610217	0.0024433201745552597	0.33294082094586175	15.923807144165039	False
1	800	23.01	31.06		37382.4	0.9761965828641945	0.002124029037689957	-0.2965337075007376	4.393298149108887	61476.184	0.9727528577369401	0.009335107836155923	-0.31141100796757426	4.1852521896362305	False
1	900	23.91	31.48		36210.92	0.9653416694395333	0.03288357184186744	-0.40060536294506255	6.81959342956543	41771.23	0.9643912740133963	0.0341811845503162	-0.3605049525242605	6.460319995880127	False
1	1000	20.93	35.67		36339.973	0.9751473627220901	0.0026671105152969612	-0.2454302136065239	5.190279483795166	53904.133	0.9717675920737734	0.010115609903158945	-0.2393740857554138	5.011112213134766	False
1	1100	17.31	52.21		54443.55	0.9714809942808252	0.006197310083807075	0.37570333845935666	12.047690391540527	41265.383	0.9734289665397484	-0.0012460884262167678	0.32708993298777644	12.294958114624023	False
2	1200	18.18	37.41		44014.992	0.9636878806530236	0.041022650240011824	-0.39330057931807344	5.935253620147705	37551.977	0.964633731372516	0.032848709088642875	-0.3500316249228807	5.611415386199951	False
2	1300	19.91	35.31		35410.793	0.9716486667332696	-0.003282252295383356	0.2581364808511114	21.652624130249023	44788.953	0.9702348017002318	0.004610854972803531	0.17630382368289985	22.098072052001953	False
2	1400	24.19	30.52		34120.58	0.9724140842200883	-0.007453685829059534	0.3591955159114963	8.976029396057129	44004.97	0.9713566412222798	-0.002566986338382419	0.29201086528819453	9.213531494140625	False
2	1500	23.77	31.41		30536.023	0.9823790742534914	-0.009069139095175253	0.39737182959607836	3.838756799697876	71918.33	0.9785442659839702	-0.0011254868445250029	0.3509738984867813	3.893205404281616	False
2	1600	20.65	33.17		45628.51	0.9760536972416001	0.007139816122277709	0.3651374914494936	3.895479917526245	137761.08	0.9723163958142882	0.014799336219190148	0.330436065428078	3.67100191116333	False
2	1700	19.36	34.66		26090.715	0.9693231619108682	0.018690965546432462	-0.3529869740456067	5.451937198638916	50377.734	0.966952870958628	0.02399265180531439	-0.3446988955439825	5.1579766273498535	False
3	1800	19.24	36.51		32987.254	0.9633114294606081	0.051314736830909626	-0.399054757609993	6.007518291473389	38348.24	0.9635187235478019	0.04664826803151722	-0.369675790985329	5.7576775550842285	False
3	1900	21.82	33.42		63464.176	0.969977323174685	0.015650139949916972	-0.3676709953467658	7.525735378265381	40182.78	0.9727690223981923	0.007090441462276738	-0.35313570336837263	7.505216121673584	False
3	2000	24.02	28.51		29014.9	0.9703619659358986	0.008040990888962601	0.29678037396122514	3.922325611114502	42389.062	0.9702237117764952	0.00416495451911257	0.2902971594458859	3.700899362564087	False
3	2100	24.22	31.24		38533.613	0.9722158766372395	0.001819681733854625	0.3468016803750673	6.531771183013916	42945.06	0.9733347335107024	-0.00399940200238299	0.30433408287640396	6.634271621704102	False
3	2200	20.65	32.66		20087.787	0.9720039772930883	0.003117731388752944	0.36330714851972074	3.7896289825439453	41419.723	0.9719230762021247	9.973121606086009e-05	0.29982261818568495	3.6220128536224365	False
3	2300	19.09	34.31		22075.105	0.978125356908829	-0.0025835101837594276	0.3656366887410418	4.204153537750244	53047.543	0.9749566334490676	0.005273897323815672	0.3129509019759055	4.292281627655029	False
4	2400	17.22	34.83		26321.406	0.976722816139648	0.0024526126889504547	-0.20260379646680565	7.9996771812438965	70897.34	0.9734191640284066	0.009129073738423117	-0.23126678101026968	8.081354141235352	False
4	2500	18.9	35.27		23880.885	0.96972984103839	0.008825937455366173	0.003243046128291904	4.353264331817627	39853.883	0.9707872870540882	0.00129931751392088	-0.060572136168337835	4.116481304168701	False
4	2600	19.03	35.74		22854.193	0.9637461437594531	0.04639748754764171	-0.3687693664783688	5.655681610107422	40423.605	0.9636479786987585	0.04405700343064071	-0.35584331186741014	5.468631267547607	False
4	2700	24.74	30.22		44989.848	0.9706881866600948	0.011354920472210855	0.04869467890782345	5.747258186340332	40996.637	0.9731027449322971	0.00281367327638968	-0.020473438755386757	5.734321117401123	False
4	2800	24.1	31.09		22301.908	0.9649947745629637	0.03527131272225386	-0.38977734085799365	7.08691930770874	40455.805	0.9644518052351445	0.03385321275208026	-0.35386244827050667	6.758168697357178	False
4	2900	20.39	36.71		25655.533	0.9772570010792697	0.0002945880487871807	0.17585061296311236	7.989142417907715	68817.09	0.9738794277175851	0.007254272465968432	0.09635306057814931	8.10274887084961	False
5	3000	19.22	32.46		144908.95	0.969866498428922	0.0166256913956654	-0.3329258903820168	5.273690223693848	51277.62	0.9731055156706455	0.0072940579772078394	-0.32520998091331	5.084254741668701	False
5	3100	22.82	31.11		24526.861	0.9723565423103497	0.010982929761724507	0.2033666663958759	4.026859283447266	47144.113	0.9698701976807689	0.016698015924331615	0.12313608037283681	3.857710361480713	False
5	3200	21.01	34.24		33141.98	0.9753553288250857	0.009905890395830277	0.04892799255160584	5.402211666107178	92371.5	0.9721911998610714	0.015486869054822777	-0.025976749515112887	5.4420166015625	False
5	3300	18.66	34.49		40822.414	0.9702320424606733	0.014022710686242515	0.050453769631762034	4.507445335388184	37488.906	0.9726285205340318	0.006342269160732419	-0.022793258772301005	4.4455060958862305	False
5	3400	17.09	34.35		22320.09	0.9669863836078257	0.027941986205743646	-0.41007658319826057	5.685393810272217	40372.105	0.9658553160036152	0.02824834521457743	-0.38581459553431147	5.423348903656006	False
5	3500	18.86	37.01		315313.94	inf	0.01653533139069609	0.39323967602976384	3.852205276489258	74618.984	0.9726032438533052	0.007851431698087281	0.3449752212366001	3.7364349365234375	False
6	3600	22.49	32.36		20337.928	0.9691450696590582	0.024254972311580015	0.17229920193039291	4.070257186889648	41357.055	0.9687193138734437	0.021348318157012273	0.09651376837163622	3.9239344596862793	False
6	3700	23.97	30.1		430141.4	inf	0.017393029591785677	0.34255167962278743	5.580524444580078	86260.93	inf	0.008358963151906427	0.30097960622207387	5.156898021697998	False
6	3800	23.48	31.8		21096.418	0.9670190652808316	0.032174014389236914	-0.30925764964137276	4.527255058288574	40295.344	0.9673070896502642	0.024535769481989916	-0.32282209920938426	4.323482990264893	False
6	3900	20.99	34.0		21366.525	0.9696832117550989	0.015659201717925484	-0.37991823420415405	4.408779144287109	42771.117	0.9682351808399081	0.020262257836478805	-0.36858916736512537	4.141474723815918	False
6	4000	18.72	34.32		20920.703	inf	0.052372795726661	-0.39272513581875307	5.370238780975342	36621.383	0.962366796394329	0.04447242609430889	-0.3987264492392605	5.156322956085205	False
6	4100	19.13	37.19		26115.285	0.9619558017489505	0.039206912396068105	-0.36536898936616397	5.642348766326904	34657.18	0.9644712833834357	0.028554146271700935	-0.3682639669880481	5.512299537658691	False
7	4200	23.13	34.7		20152.215	0.9679426959145306	0.02131183372043135	-0.341739002060836	5.4387359619140625	42646.867	0.9664537518957728	0.023706792075227166	-0.3653131774315184	5.256752967834473	False
7	4300	23.49	32.0		22456.629	0.9708700094370178	0.008902305068134492	0.33092412192648685	10.991983413696289	43630.543	0.9695854230677763	0.013813821784340968	0.2557053331590172	11.268511772155762	False
7	4400	21.57	30.73		24664.639	0.9628487252138294	0.05382752552794355	-0.39914331806098974	5.290849208831787	38762.875	0.9628149133126528	0.05113522812915633	-0.39570731889901556	5.100710391998291	False
7	4500	21.77	30.34		86966.4	inf	0.007777845811879923	0.2179378563194719	5.347558498382568	50005.58	0.9749358423296258	0.00036374012325691735	0.21826588756603904	5.3463969230651855	False
7	4600	23.57	31.96		65251.23	inf	0.00677984035734434	0.13625415084751683	7.0732269287109375	46172.586	0.9749391556621819	-0.0008229637503536531	0.12618064006983146	7.1602020263671875	False
7	4700	21.78	32.5		20837.709	inf	0.040792892245207366	-0.38804291216430836	5.838776111602783	37688.188	0.9641519898225878	0.03651429025936528	-0.3712798919087303	5.559426307678223	False
8	4800	17.46	32.25		18750.086	inf	0.021975079514121837	-0.02640779826232768	4.989109516143799	42591.92	0.9677018927314743	0.024475281902123287	-0.08069364726965658	4.9008965492248535	False
8	4900	22.42	32.58		28901.6	inf	0.01239313674287934	-0.15938608561928355	5.299202919006348	101862.59	0.9717988285793938	0.01765307374495552	-0.21882749604893853	5.229449272155762	False
8	5000	20.29	35.09		17127.15	0.9660443484749551	0.028807354347523257	-0.3712171865814388	5.405694961547852	43794.47	0.9649634546015867	0.03028932347942553	-0.37353938945739046	5.198171615600586	False
8	5100	18.83	37.95		18149.36	0.9650835697479241	0.03949714540337431	-0.30220390059592467	5.00576639175415	38522.1	0.9650141893747268	0.036239927538894164	-0.29503926773648526	4.923226356506348	False
8	5200	18.93	38.45		43356.71	inf	0.026174609939434903	-0.37745913712391577	6.477777004241943	40039.062	0.9706949059106256	0.01703341447707462	-0.3716019325252558	6.28866720199585	False
8	5300	24.13	31.89		18779.574	0.9636062755701341	0.0411589805682579	-0.3413722095494457	4.877646446228027	35436.957	0.9660899740400918	0.029209195019403916	-0.3439085434927224	4.714620590209961	False
9	5400	23.46	34.52		24910.709	0.9641026535256123	0.0344719113569666	-0.32999025720038927	4.682576656341553	36135.566	0.9670173868055161	0.023689591811254674	-0.32051956837224327	4.492098331451416	False
9	5500	17.0	32.7		18367.537	0.9683366297476443	0.025012708329882585	-0.049800122743230514	5.706416606903076	41951.824	0.9667697082959085	0.027527391453068272	-0.10444264443547109	5.726093769073486	False
9	5600	15.11	48.94		17946.426	0.964263248906418	0.03547973112374201	-0.37180296848467687	5.640074253082275	37240.773	0.9638218175621156	0.034671587390235424	-0.35754229229851386	5.4450483322143555	False
9	5700	15.57	32.48		37345.695	inf	0.009337290855833092	0.20829113211406058	3.982805013656616	42823.094	0.9750238059905683	0.00198599005066071	0.12461535301770535	3.941972494125366	False
9	5800	20.8	34.08		16641.88	0.9620744741087502	0.049117243146016315	-0.334278336276937	4.918360710144043	35784.887	0.9638375205979889	0.03963770354636115	-0.3440411841743522	4.751153469085693	False
10	5900	18.96	35.21		16218.278	0.9639894921901572	0.03691153941525654	-0.21857092968148434	4.443937301635742	38367.934	0.9639473955161262	0.03312633421261512	-0.24671449262155293	4.2692551612854	False
10	6000	17.4	35.07		30209.309	0.9748660506706446	0.013294868424078676	0.1315887613592837	5.203620433807373	105433.63	0.9714938285162551	0.0193627408970152	0.04751978351768691	5.201842784881592	False
10	6100	17.38	33.57		21331.326	0.9628779357740594	0.04519665503588655	-0.39277379387336264	5.652259826660156	35020.324	0.9652789719104059	0.033824200031979515	-0.37278171586834125	5.458671569824219	False
10	6200	19.21	35.41		21163.064	0.9693404785645492	0.023843382428760555	0.31340999979146683	7.522921085357666	42160.887	0.9688623851109319	0.0231944984907614	0.263995736888422	7.617012977600098	False
10	6300	16.82	35.84		24386.354	0.9672150542380303	0.025938270813216733	0.06958066645263995	6.257618427276611	39491.48	0.967997798237611	0.017958263872913063	0.012261281298222538	6.273599147796631	False
10	6400	14.97	34.59		18169.238	0.9612057885781675	0.04575852053609442	-0.2870506364513289	4.672271251678467	33695.406	0.9624577759555074	0.038731060112560556	-0.3034301539781296	4.486288070678711	False
11	6500	14.05	33.34		15490.638	0.9616281954064984	0.052477778550817644	-0.14382320272368548	4.744248390197754	33989.832	0.9621991530207739	0.047176916283968195	-0.18797719461974963	4.650445461273193	False