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	19.2	91.21		1081108.2	0.9727608734539565	0.0034430122932394744	-0.19516052724875776	115.72241973876953	94623.16	0.973360639465971	0.0015572535607328015	-0.18463660510046748	115.43675994873047	True
0	100	29.13	73.17		33340.047	0.9792126380552417	-0.0012588074778870056	-0.42754632725177544	30.732505798339844	85297.13	0.9781135127509583	-0.00020160511630011645	-0.40827961807092644	31.358606338500977	True
0	200	30.29	73.5		80883.67	0.9797255709778486	-0.0007805905973660015	-0.4334134306896662	14.007262229919434	301544.97	0.9787149341635241	-0.00013554536360595548	-0.4166435085782192	14.473442077636719	False
0	300	29.21	72.72		25576.932	0.9703944743214881	0.014464957972423304	-0.42682315349568534	5.360180377960205	44116.406	0.9695270600488574	0.015396623256004122	-0.4082121994848838	5.694846153259277	True
0	400	29.32	73.26		22853.266	0.9717834055061105	0.013597109511384705	-0.4230484704976723	5.388094902038574	48393.85	0.970794926079927	0.01458459912389145	-0.4131668969483117	5.7292938232421875	False
0	500	29.17	73.77		39530.543	0.9767468352039276	0.006976498176943556	-0.3294208118335517	5.162349700927734	137746.98	0.9755083665297183	0.00838488860080849	-0.3505379471650414	5.504246711730957	False
0	600	29.18	73.75		248604.22	0.9707621976553265	0.012667066962692748	0.08335158618161989	6.213150978088379	49457.8	0.9713957511729144	0.01071937604842016	0.06269907375634279	6.595142841339111	False
1	700	44.34	73.67		88652.445	0.9617462402556931	0.05031197587731626	-0.4330147178979914	6.778958320617676	37976.168	0.9610358484261833	0.052715463274216674	-0.4204892385185117	7.148728847503662	True
1	800	29.47	73.29		88713.33	0.956308622740076	0.0613431471914031	-0.43128760344836553	5.070233345031738	32230.086	0.9565548222603193	0.060015756596185396	-0.44592998155184055	5.401888370513916	True
1	900	29.42	75.11		135964.53	0.9771249491511642	-0.00744277265579276	0.44181026582266814	10.204427719116211	44464.57	0.9776432264868818	-0.00952111477271162	0.4143364076309408	10.839639663696289	False
1	1000	29.09	72.98		73800.63	0.9616038972245385	0.047188712079969164	-0.4146685061805771	5.719666957855225	36598.75	0.9611164521311523	0.04850134980890546	-0.4377251377240756	6.154688358306885	False
1	1100	29.03	72.88		97686.15	0.9694034887357745	0.0158823127301018	-0.055270161487610235	4.786238670349121	38351.113	0.9694313310142258	0.01572259393630765	-0.1410725931713788	5.154001712799072	False
1	1200	29.08	74.53		100200.14	0.9760880372979444	0.002121593393609015	0.34711390778832935	4.439906597137451	39241.516	0.9764073171717219	0.0012419197712024194	0.28947324036744393	4.8587846755981445	False
2	1300	29.07	72.83		70987.05	0.9697926146934005	0.013719496892266408	0.05043396681658336	4.741899490356445	35321.375	0.9701851938768726	0.01330770414727115	-0.04151341145116181	5.183605194091797	False
2	1400	29.07	72.77		44367.242	0.9852877272059856	-0.019936122796394933	0.4382461888021307	7.220348834991455	53101.375	0.9848623033269464	-0.020232541806032803	0.4131204264609385	7.790387153625488	False
2	1500	29.06	74.65		511736.6	0.9677299981780975	0.021039327364157534	0.4371243895916878	5.057967185974121	64247.332	0.9684346496825177	0.01916729545306199	0.41047883884108466	5.567960739135742	False
2	1600	29.08	72.61		118877.43	0.9761440172419535	-0.0032899198983512936	0.3734916904578409	7.663280010223389	43122.355	0.9765859666580673	-0.005068546891955001	0.3211539698614011	8.136106491088867	False
2	1700	29.03	72.7		93059.55	0.9634823249112456	0.03213746622109082	-0.25886832341762006	4.871829032897949	35435.516	0.964026911468249	0.030870581326464794	-0.30260582621342513	5.203831195831299	False
2	1800	28.78	73.0		27168.607	0.9827697769032697	-0.0180522304428835	0.4407006494791559	3.7881946563720703	44581.773	0.9830318273603641	-0.02093122231856307	0.41799424604385377	4.139933109283447	False
3	1900	28.87	72.79		33514.055	0.9857296204837053	-0.009275310800067941	0.3937840683096138	5.868683815002441	79867.36	0.9848334226697403	-0.008185201724732805	0.35228835351924276	6.36328125	False
3	2000	28.38	72.87		70411.02	0.9617790627208637	0.03587608407216043	-0.43260271982668136	5.629691123962402	35130.11	0.96209560832056	0.03567657457494104	-0.4294731611996499	5.991270542144775	False
3	2100	28.88	72.69		35152.207	0.9748864104069627	-0.0036416649972292217	0.2756820948333767	5.302353382110596	45692.766	0.9740425979238736	-0.0022296911548245276	0.20638772240881453	5.727499961853027	False
3	2200	28.91	72.77		39356.414	0.9869000428648995	-0.011495229033653295	0.4361637763191816	7.158621311187744	80200.3	0.9862534680840551	-0.01124953322202354	0.41137818660682735	7.757380485534668	False
3	2300	28.82	72.4		257871.81	0.9764192502490636	0.007673596050278165	0.20521556723980125	15.713751792907715	853407.0	0.974663357561576	0.01057071468009031	0.13403783036845587	15.792804718017578	False
3	2400	28.7	72.56		42169.543	0.9785486244446581	-0.0015671921376060381	0.22116412533443902	7.444042205810547	89863.88	0.9773537636469697	-9.151517933432054e-05	0.13511479895166875	7.8775153160095215	False
3	2500	28.88	72.62		40996.582	0.9797972978953805	-0.00601535934838484	0.4367658789996466	7.648476600646973	129121.62	0.9788495168723753	-0.004839571946437384	0.40508638871908215	8.18353271484375	False
4	2600	28.69	73.25		19958.865	0.9701469011209474	0.012575411069391373	0.38149843657321886	4.286527633666992	46378.285	0.9696350879051431	0.013460429379627761	0.3243279633575417	4.621364116668701	False
4	2700	29.04	73.85		19870.27	0.9649437244162301	0.032856348965976445	0.3014993984221889	4.620011806488037	39507.242	0.9649458292393418	0.03234483547390962	0.23468365374450084	4.934264183044434	False
4	2800	28.52	73.63		68972.24	0.9770668550179448	-0.0056669902366666405	0.4370377495177047	6.590045928955078	43805.418	0.9773633826651847	-0.007312582197480826	0.40786300653536345	7.149776935577393	False
4	2900	28.93	74.56		22714.29	0.9709976336764611	0.013167391007661457	-0.1376572356467043	5.81544828414917	63160.64	0.9702109426482881	0.014204539362150138	-0.20900438067520166	6.154843807220459	False
4	3000	28.94	76.04		86485.79	0.9720840550826073	0.007430059219039127	0.41137000268518437	4.10589599609375	42143.45	0.9725899281033755	0.006022967268064954	0.37214655114523254	4.502300262451172	False
4	3100	28.94	75.51		61317.21	0.9660556172785854	0.02942415401502582	-0.372930138651213	5.647189140319824	42760.445	0.965864508429934	0.029284866745870556	-0.3773513339698112	5.9886016845703125	False
5	3200	29.1	75.95		781161.7	0.9685363483975958	0.018582386537510136	0.4274980294292328	4.571551322937012	76607.65	0.9691896409245114	0.017158654990103363	0.3822235266831501	4.870628833770752	False
5	3300	29.14	75.64		25161.08	0.976514281346601	-0.012764167584193837	0.4604172717517855	6.50352144241333	48858.0	0.9756272095817091	-0.010953698742079165	0.4204977515289457	6.902115345001221	False
5	3400	29.08	73.4		23745.764	0.9699094488673979	0.010469018337566563	0.029044246738138435	5.116954803466797	42771.65	0.9694999775884919	0.011916602133680494	-0.049392136434126564	5.466975688934326	False
5	3500	29.18	75.18		34843.383	0.9795026882039438	-0.00732602500005382	0.3636062472704414	4.939446449279785	93400.32	0.9783946968540137	-0.005399312638359801	0.30388653547591576	5.3044352531433105	False
5	3600	28.87	73.44		23012.283	0.9691058286568026	0.01833973206430203	0.3269947756724146	4.674248218536377	40306.457	0.969064976929311	0.01753398117432262	0.2694280408497452	5.0137481689453125	False
5	3700	28.99	75.33		39997.285	0.9665202085735435	0.023143036813478762	-0.3402545314243704	5.037320137023926	37777.234	0.9669314078576791	0.0213875750780479	-0.37396865357333636	5.384015083312988	False
6	3800	29.05	73.72		45922.89	0.9657870144595184	0.03533498481150287	-0.3667664236494962	5.31553316116333	38480.43	0.9656247071281187	0.03435971888143045	-0.3892729389127856	5.665546417236328	False
6	3900	28.94	73.12		34157.09	0.967700478755284	0.022883816701811915	-0.38192242147318106	5.5334153175354	42208.74	0.9670015174060992	0.023593726133429877	-0.40295178132148174	5.918992519378662	False
6	4000	28.72	72.57		30671.479	0.965837394349096	0.04137785319092806	-0.36410620220518275	5.538167953491211	38158.926	0.9654781334037107	0.04162135985789683	-0.3904498539389908	5.9132795333862305	False
6	4100	28.71	72.51		130706.8	0.9699450395475738	0.01509082350056336	0.39842905920482796	4.450810432434082	46059.68	0.9705375869731524	0.013575266934588551	0.34768270145703306	4.742947578430176	False
6	4200	29.07	72.72		24610.588	0.9781111936225839	-0.008279214209790104	0.38941804900502386	4.516533374786377	53799.316	0.97731119545951	-0.0071063570303906455	0.33568685949857235	4.869179725646973	False
6	4300	28.75	75.12		25997.75	0.9708741225431647	0.0061290026186544035	0.39093412938134026	4.231515884399414	39316.777	0.971270333674066	0.003669516091843456	0.34005387261926345	4.5705342292785645	False
7	4400	28.45	75.14		24005.166	0.9667874254897861	0.02283611894876725	0.20138205304103263	4.5693464279174805	38729.527	0.9671037156604776	0.02137541181749404	0.12996350019432293	4.905875205993652	False
7	4500	28.83	72.66		31860.182	0.9796713531569967	-0.006271328479604215	0.2927301586778931	5.824645519256592	99589.164	0.9786243264481649	-0.004656146478215517	0.229067347910137	6.231995105743408	False
7	4600	28.82	72.66		26798.578	0.9661380019139802	0.0245741714916195	-0.15716066452228106	5.455402374267578	38942.855	0.9665896206310204	0.023521922436481532	-0.22522672880978398	5.850751876831055	False
7	4700	28.45	73.26		19760.938	0.9645507356995197	0.035995866300012384	-0.3456496343914263	5.3231096267700195	40644.547	0.9640864277989689	0.0370302259130283	-0.3741904664681473	5.706310272216797	False
7	4800	28.62	73.24		30191.654	0.9794103657442745	-0.007043893951640837	-0.2953682520078651	7.130533218383789	100901.87	0.9783335268252529	-0.005235221807895713	-0.34415719157467894	7.537858009338379	False
7	4900	29.08	73.76		35537.098	0.979306922295122	-0.006586214824385978	0.33148194188046726	6.133886814117432	99787.43	0.978248573908828	-0.004758826255240368	0.26254036028852834	6.560715198516846	False
7	5000	29.0	73.75		23417.295	0.9737448418250357	0.0011403552086743228	-0.1637309043828062	5.0594000816345215	53608.59	0.9728829541008072	0.0028226267633634184	-0.18038575631316123	5.40365743637085	False
8	5100	28.45	74.92		346367.3	inf	0.021927910656317016	0.4035217282412362	6.770036220550537	56447.098	0.9681396313433511	0.020623722774014388	0.35619650067696207	7.00524377822876	False
8	5200	29.0	76.8		24085.947	0.9711654370201537	0.005357583652984015	0.40279035342922725	4.167132377624512	39883.4	0.9715975532627555	0.003081905445650829	0.3520558423705294	4.500847816467285	False
8	5300	29.14	77.81		23098.36	0.978446261958213	-0.004345579048299404	0.34020144431180227	4.4228901863098145	63436.688	0.977336938494552	-0.002457511373913697	0.2724449021969287	4.778866767883301	False
8	5400	29.07	74.99		40431.51	0.9686716306726035	0.018343471188068897	-0.21926385358822736	5.240513324737549	40918.273	0.969341597495273	0.016491795104266696	-0.2799992100785278	5.62937068939209	False
8	5500	28.99	73.99		43816.016	0.9787718149151889	-0.003378863537875323	0.34738945554083805	5.476102352142334	98606.88	0.9777716772381981	-0.002139763146460947	0.27500883966718503	5.890352725982666	False
8	5600	28.78	74.65		33727.207	0.9709949722585569	0.008188470915830278	0.3077425588610649	7.2365593910217285	40278.715	0.9718573787017053	0.005713944072485933	0.22595073323438564	7.657198429107666	False
9	5700	28.84	73.56		31375.803	0.9696685983291541	0.011428195095081055	-0.07969122740545856	4.852153778076172	39587.586	0.9704900900251975	0.009016849581466585	-0.1488195379140671	5.195844650268555	False
9	5800	28.93	73.49		48093.586	0.9705198226882935	0.012001410534837751	0.1120134127350434	5.552506923675537	42741.64	0.9713496426477383	0.009472599914354621	0.02947887627087635	5.9340739250183105	False
9	5900	29.08	73.46		27600.44	0.9677133276909391	0.017171086535303418	-0.11379349834546203	4.782894134521484	39485.414	0.9682344314786285	0.014805803999698594	-0.1743127693958279	5.1264777183532715	False
9	6000	29.08	73.32		32888.65	0.9682425661067066	0.01873193602330857	-0.2583130173643412	5.008519172668457	40328.508	0.9690423531894944	0.016952738016548306	-0.2852436468579656	5.393068313598633	False
9	6100	28.88	73.1		25620.525	inf	0.025303215727698072	-0.1764280350644471	5.071142196655273	44699.5	inf	0.02528656276302262	-0.2212046484858278	5.500950336456299	False
9	6200	28.96	72.77		24943.95	0.967134258884719	0.022613407120678632	-0.3331958262627606	5.4087629318237305	44562.67	0.9666927419241484	0.022360617448563925	-0.36314716846849987	5.854458808898926	False
10	6300	28.83	72.6		16806.166	0.9617588014756294	0.043912670544287234	-0.349003340715808	5.3953938484191895	41595.94	0.9618317096249107	0.043718588385669735	-0.37666435477558485	5.791426181793213	False
10	6400	28.95	72.58		16627.072	0.966527495067057	0.023849935442086363	-0.3421220372406803	5.242912769317627	44086.332	0.9662054355268566	0.02361877733831888	-0.37082515254076165	5.627358913421631	False
10	6500	29.07	75.05		16221.609	0.9599914605437914	0.050722173669617156	-0.31771828222336623	5.072606086730957	38557.027	0.9602910321868012	0.05029164043424201	-0.34714710944215965	5.437086582183838	False
10	6600	29.17	75.07		17707.715	0.9614917538172055	0.03880843399718449	-0.303497967972519	5.173921585083008	36671.207	0.9623030748985038	0.03745531137815781	-0.342287427789406	5.556404113769531	False
10	6700	28.92	73.09		23539.379	0.9743995317244778	0.012437999102309775	-0.2543723487053508	5.497064113616943	70455.61	0.9733224535749394	0.013640801477359858	-0.2955320211192409	5.906251907348633	False
10	6800	28.84	75.01		24270.969	0.9737345965341762	0.006676475475290019	-0.3793541278592901	5.802373886108398	54469.266	0.972675486760997	0.008113823922721837	-0.40459114644686084	6.254546642303467	False
10	6900	28.82	73.16		51847.574	inf	-0.0043712069570631985	0.13903236023379825	5.745018005371094	148456.58	inf	-0.002460933066034802	0.057721939786017855	6.202272415161133	False
11	7000	28.98	73.32		50113.684	inf	-0.0020056623071488832	-0.06861434059865339	7.707127094268799	128665.06	inf	-0.0009529336960518144	-0.13895088358609875	8.015558242797852	False