segformer_finetuned_coasts

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the peldrak/coast dataset. It achieves the following results on the evaluation set:

• Loss: 0.3304
• Mean Iou: 0.4794
• Mean Accuracy: 0.6650
• Overall Accuracy: 0.9144
• Accuracy Water: nan
• Accuracy Whitewater: 0.4315
• Accuracy Sediment: 0.8895
• Accuracy Other Natural Terrain: 0.0
• Accuracy Vegetation: 0.8740
• Accuracy Development: 0.8271
• Accuracy Unknown: 0.9678
• Iou Water: 0.0
• Iou Whitewater: 0.2745
• Iou Sediment: 0.7784
• Iou Other Natural Terrain: 0.0
• Iou Vegetation: 0.7930
• Iou Development: 0.5438
• Iou Unknown: 0.9658

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 6e-05
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sediment	Accuracy Other Natural Terrain	Accuracy Vegetation	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sediment	Iou Other Natural Terrain	Iou Vegetation	Iou Development	Iou Unknown
1.5565	0.01	20	1.3796	0.2430	0.3551	0.7951	nan	0.0097	0.1349	0.0623	0.8407	0.1406	0.9421	0.0	0.0051	0.1067	0.0232	0.5193	0.1049	0.9414
1.7203	0.02	40	1.0580	0.2474	0.3601	0.8312	nan	0.0000	0.1687	0.0012	0.9812	0.0552	0.9541	0.0	0.0000	0.1594	0.0010	0.5662	0.0518	0.9534
1.5577	0.04	60	0.9417	0.2218	0.3312	0.8179	nan	0.0000	0.0330	0.0001	0.9915	0.0100	0.9525	0.0	0.0000	0.0323	0.0001	0.5585	0.0099	0.9517
0.8823	0.05	80	0.7899	0.2293	0.3345	0.8217	nan	0.0000	0.0599	0.0	0.9906	0.0011	0.9553	0.0	0.0000	0.0596	0.0	0.5903	0.0011	0.9538
1.2586	0.06	100	0.6372	0.2532	0.3440	0.8300	nan	0.0000	0.0981	0.0000	0.9697	0.0284	0.9679	0.0	0.0000	0.0971	0.0000	0.6818	0.0284	0.9653
1.5022	0.07	120	0.6110	0.2431	0.3372	0.8258	nan	0.0	0.0759	0.0	0.9823	0.0029	0.9619	0.0	0.0	0.0757	0.0	0.6633	0.0029	0.9599
0.7693	0.08	140	0.5468	0.2613	0.3416	0.8125	nan	0.0	0.2451	0.0	0.8389	0.0027	0.9628	0.0	0.0	0.2372	0.0	0.6285	0.0027	0.9606
1.6587	0.1	160	0.5876	0.2717	0.3736	0.8444	nan	0.0	0.3158	0.0	0.9600	0.0029	0.9628	0.0	0.0	0.3106	0.0	0.6272	0.0029	0.9609
1.259	0.11	180	0.5015	0.2883	0.3752	0.8292	nan	0.0	0.4727	0.0	0.7987	0.0120	0.9679	0.0	0.0	0.4317	0.0	0.6105	0.0120	0.9642
1.1834	0.12	200	0.5206	0.3021	0.4047	0.8628	nan	0.0	0.4986	0.0	0.9598	0.0051	0.9646	0.0	0.0	0.4515	0.0	0.6958	0.0051	0.9620
1.1998	0.13	220	0.5969	0.3095	0.4198	0.8740	nan	0.0	0.5619	0.0	0.9853	0.0075	0.9642	0.0	0.0	0.5167	0.0	0.6803	0.0075	0.9620
1.2329	0.15	240	0.4667	0.3146	0.4176	0.8629	nan	0.0	0.5946	0.0	0.9102	0.0359	0.9649	0.0	0.0	0.5137	0.0	0.6915	0.0348	0.9622
0.4256	0.16	260	0.4695	0.3513	0.4674	0.8878	nan	0.0	0.7239	0.0	0.9465	0.1678	0.9660	0.0	0.0	0.6265	0.0	0.7136	0.1548	0.9639
0.6354	0.17	280	0.4582	0.3651	0.4836	0.8773	nan	0.0	0.6636	0.0	0.8840	0.3866	0.9674	0.0	0.0	0.5882	0.0	0.6976	0.3052	0.9648
0.7103	0.18	300	0.4466	0.3736	0.5041	0.8699	nan	0.0	0.7149	0.0	0.8020	0.5409	0.9668	0.0	0.0	0.6068	0.0	0.6750	0.3693	0.9639
0.7022	0.19	320	0.4621	0.3560	0.4756	0.8796	nan	0.0	0.6003	0.0	0.9246	0.3601	0.9685	0.0	0.0	0.5370	0.0	0.7056	0.2843	0.9653
0.8337	0.21	340	0.4500	0.3678	0.4897	0.8754	nan	0.0	0.6673	0.0	0.8694	0.4355	0.9660	0.0	0.0	0.5735	0.0	0.7075	0.3300	0.9634
0.3512	0.22	360	0.4664	0.3630	0.4910	0.8783	nan	0.0	0.5888	0.0	0.8998	0.4880	0.9696	0.0	0.0	0.5302	0.0	0.7033	0.3433	0.9645
1.3383	0.23	380	0.5411	0.3447	0.4592	0.8802	nan	0.0	0.5990	0.0	0.9552	0.2349	0.9663	0.0	0.0	0.5463	0.0	0.7003	0.2027	0.9633
1.421	0.24	400	0.4386	0.3646	0.4884	0.8661	nan	0.0	0.6447	0.0	0.8233	0.4958	0.9668	0.0	0.0	0.5597	0.0	0.6861	0.3435	0.9631
0.5563	0.25	420	0.4313	0.3801	0.5625	0.8797	nan	0.0	0.7973	0.0	0.7520	0.8561	0.9697	0.0	0.0	0.6663	0.0	0.6742	0.3552	0.9652
0.6055	0.27	440	0.4203	0.3731	0.5480	0.8733	nan	0.0	0.7083	0.0	0.7656	0.8454	0.9690	0.0	0.0	0.6071	0.0	0.6947	0.3457	0.9645
1.0955	0.28	460	0.4412	0.3664	0.5119	0.8665	nan	0.0	0.6004	0.0	0.8418	0.6706	0.9587	0.0	0.0	0.5408	0.0	0.7123	0.3561	0.9554
0.9308	0.29	480	0.4208	0.3845	0.5381	0.8852	nan	0.0	0.7242	0.0	0.8578	0.6826	0.9637	0.0	0.0	0.6415	0.0	0.7161	0.3737	0.9600
0.3463	0.3	500	0.4321	0.3713	0.5160	0.8621	nan	0.0	0.6749	0.0	0.7632	0.6930	0.9652	0.0	0.0	0.5896	0.0	0.6635	0.3833	0.9627
0.8166	0.32	520	0.4851	0.3999	0.5399	0.8955	nan	0.0	0.7876	0.0	0.8940	0.5942	0.9633	0.0	0.0	0.7062	0.0	0.7290	0.4032	0.9609
0.5054	0.33	540	0.4328	0.3951	0.5256	0.8936	nan	0.0	0.7356	0.0	0.9243	0.5325	0.9614	0.0	0.0	0.6860	0.0	0.7262	0.3955	0.9579
0.316	0.34	560	0.3850	0.3985	0.5660	0.8957	nan	0.0	0.8014	0.0	0.8400	0.7855	0.9691	0.0	0.0	0.7180	0.0	0.7286	0.3782	0.9647
0.2616	0.35	580	0.3974	0.3831	0.5087	0.8852	nan	0.0	0.6365	0.0	0.9089	0.5391	0.9677	0.0	0.0	0.5653	0.0	0.7531	0.3995	0.9640
0.4969	0.36	600	0.4115	0.3849	0.5209	0.8738	nan	0.0	0.7301	0.0	0.8064	0.6238	0.9650	0.0	0.0	0.6141	0.0	0.7030	0.4155	0.9618
0.6554	0.38	620	0.3927	0.3997	0.5634	0.8927	nan	0.0	0.8489	0.0	0.8074	0.7544	0.9698	0.0	0.0	0.7254	0.0	0.7077	0.4004	0.9641
0.5096	0.39	640	0.4265	0.3833	0.5554	0.8772	nan	0.0	0.8562	0.0	0.7283	0.7792	0.9688	0.0	0.0	0.6714	0.0	0.6556	0.3905	0.9655
0.5453	0.4	660	0.4163	0.3830	0.5356	0.8763	nan	0.0	0.7352	0.0	0.8036	0.7106	0.9644	0.0	0.0	0.6194	0.0	0.6953	0.4040	0.9625
0.8522	0.41	680	0.3850	0.3859	0.5522	0.8779	nan	0.0	0.8238	0.0	0.7533	0.7690	0.9672	0.0	0.0	0.6587	0.0	0.6785	0.4009	0.9634
0.324	0.42	700	0.3980	0.3957	0.5386	0.8933	nan	0.0	0.7033	0.0	0.8982	0.6630	0.9674	0.0	0.0	0.6302	0.0	0.7372	0.4384	0.9644
0.6783	0.44	720	0.4155	0.3798	0.5332	0.8771	nan	0.0	0.6873	0.0	0.8122	0.7309	0.9689	0.0	0.0	0.5793	0.0	0.7058	0.4079	0.9656
0.6283	0.45	740	0.4053	0.3875	0.5179	0.8917	nan	0.0	0.6808	0.0	0.9207	0.5386	0.9674	0.0	0.0	0.6077	0.0	0.7409	0.3986	0.9649
0.831	0.46	760	0.3984	0.3850	0.5178	0.8838	nan	0.0	0.7712	0.0	0.8476	0.5216	0.9664	0.0	0.0	0.5900	0.0	0.7380	0.4044	0.9629
0.5993	0.47	780	0.4069	0.3891	0.5129	0.8961	nan	0.0	0.7348	0.0	0.9287	0.4453	0.9687	0.0	0.0	0.6417	0.0	0.7532	0.3632	0.9658
0.719	0.49	800	0.3856	0.4053	0.5597	0.9006	nan	0.0	0.8377	0.0	0.8641	0.6875	0.9688	0.0	0.0	0.7007	0.0	0.7423	0.4286	0.9657
0.4896	0.5	820	0.3741	0.4033	0.5511	0.8982	nan	0.0	0.7926	0.0	0.8730	0.6715	0.9697	0.0	0.0	0.6861	0.0	0.7405	0.4302	0.9662
0.5632	0.51	840	0.4503	0.4085	0.5607	0.9069	nan	0.0	0.8602	0.0	0.8788	0.6530	0.9724	0.0	0.0	0.7133	0.0	0.7441	0.4355	0.9664
0.2878	0.52	860	0.4594	0.3772	0.4928	0.8637	nan	0.0	0.5859	0.0	0.8246	0.5792	0.9668	0.0	0.0	0.5066	0.0	0.7162	0.4538	0.9639
0.5433	0.53	880	0.3916	0.3899	0.5519	0.8832	nan	0.0	0.7655	0.0	0.8304	0.7561	0.9596	0.0	0.0	0.6246	0.0	0.7277	0.4197	0.9571
1.1254	0.55	900	0.3724	0.4012	0.5588	0.8989	nan	0.0	0.8798	0.0	0.8445	0.6612	0.9676	0.0	0.0	0.6859	0.0	0.7355	0.4222	0.9645
0.3224	0.56	920	0.3896	0.3832	0.5236	0.8848	nan	0.0	0.6800	0.0	0.8722	0.6211	0.9682	0.0	0.0	0.5748	0.0	0.7403	0.4029	0.9642
0.5332	0.57	940	0.4089	0.3939	0.5357	0.9015	nan	0.0	0.7886	0.0	0.9190	0.5394	0.9673	0.0	0.0	0.6730	0.0	0.7391	0.3803	0.9647
0.5894	0.58	960	0.3700	0.3927	0.5405	0.8839	nan	0.0	0.7708	0.0	0.8235	0.6824	0.9660	0.0	0.0	0.6556	0.0	0.7161	0.4163	0.9612
1.036	0.59	980	0.3671	0.3944	0.5432	0.8837	nan	0.0	0.7763	0.0	0.8179	0.6990	0.9658	0.0	0.0	0.6802	0.0	0.7127	0.4058	0.9623
1.5145	0.61	1000	0.3916	0.3965	0.5456	0.8958	nan	0.0	0.7867	0.0	0.8846	0.6375	0.9647	0.0	0.0	0.7018	0.0	0.7190	0.3925	0.9624
0.4625	0.62	1020	0.3603	0.4067	0.5496	0.9010	nan	0.0	0.8180	0.0	0.8992	0.6160	0.9646	0.0	0.0	0.7095	0.0	0.7525	0.4239	0.9608
0.3804	0.63	1040	0.4219	0.3928	0.5328	0.8789	nan	0.0	0.8239	0.0	0.7882	0.6196	0.9652	0.0	0.0	0.6778	0.0	0.6963	0.4115	0.9637
0.1372	0.64	1060	0.3774	0.4034	0.5582	0.8978	nan	0.0	0.8729	0.0	0.8348	0.6721	0.9696	0.0	0.0	0.7169	0.0	0.7231	0.4186	0.9653
0.4438	0.65	1080	0.3409	0.4042	0.5501	0.8971	nan	0.0	0.7877	0.0	0.8704	0.6733	0.9694	0.0	0.0	0.6900	0.0	0.7509	0.4241	0.9648
0.3661	0.67	1100	0.3662	0.3994	0.5728	0.8936	nan	0.0039	0.8665	0.0	0.7975	0.7998	0.9693	0.0	0.0039	0.7029	0.0	0.7202	0.4038	0.9651
0.3783	0.68	1120	0.3625	0.4003	0.5673	0.8893	nan	0.0	0.8860	0.0	0.7856	0.7669	0.9654	0.0	0.0	0.7155	0.0	0.7166	0.4074	0.9628
0.3344	0.69	1140	0.3889	0.4142	0.5535	0.9062	nan	0.0	0.8531	0.0	0.9107	0.5919	0.9651	0.0	0.0	0.7437	0.0	0.7598	0.4330	0.9628
0.448	0.7	1160	0.3701	0.3875	0.5226	0.8774	nan	0.0	0.6806	0.0	0.8287	0.6578	0.9688	0.0	0.0	0.5996	0.0	0.7207	0.4273	0.9648
0.5724	0.72	1180	0.3466	0.4074	0.5587	0.8998	nan	0.0000	0.8195	0.0	0.8653	0.6982	0.9692	0.0	0.0000	0.7289	0.0	0.7380	0.4198	0.9648
0.2868	0.73	1200	0.3369	0.4088	0.5653	0.8956	nan	0.0005	0.8380	0.0	0.8254	0.7584	0.9697	0.0	0.0005	0.7145	0.0	0.7399	0.4414	0.9652
1.2485	0.74	1220	0.3480	0.4120	0.5639	0.9023	nan	0.0079	0.8643	0.0	0.8543	0.6865	0.9706	0.0	0.0079	0.7086	0.0	0.7548	0.4469	0.9659
0.6551	0.75	1240	0.3791	0.4219	0.5591	0.9145	nan	0.0048	0.8977	0.0	0.9139	0.5662	0.9718	0.0	0.0048	0.7367	0.0	0.7844	0.4620	0.9651
0.2599	0.76	1260	0.4596	0.3694	0.5736	0.8698	nan	0.0001	0.9234	0.0	0.6502	0.9018	0.9664	0.0	0.0001	0.6060	0.0	0.6179	0.3974	0.9644
0.4005	0.78	1280	0.3520	0.4018	0.5566	0.8965	nan	0.0076	0.7654	0.0	0.8698	0.7278	0.9690	0.0	0.0076	0.6936	0.0	0.7161	0.4306	0.9648
0.4001	0.79	1300	0.3456	0.4070	0.5543	0.8977	nan	0.0001	0.7549	0.0	0.8813	0.7203	0.9692	0.0	0.0001	0.6933	0.0	0.7277	0.4620	0.9658
0.9039	0.8	1320	0.3889	0.4112	0.5790	0.8984	nan	0.0006	0.8918	0.0	0.8236	0.7933	0.9650	0.0	0.0006	0.7323	0.0	0.7349	0.4479	0.9626
0.6388	0.81	1340	0.4108	0.4121	0.5752	0.9051	nan	0.0001	0.8354	0.0	0.8712	0.7752	0.9692	0.0	0.0001	0.7325	0.0	0.7351	0.4512	0.9655
0.3616	0.82	1360	0.4138	0.4221	0.5638	0.9099	nan	0.0	0.8630	0.0	0.9119	0.6414	0.9664	0.0	0.0	0.7581	0.0	0.7689	0.4631	0.9646
0.2287	0.84	1380	0.3833	0.4229	0.5762	0.9055	nan	0.0000	0.8940	0.0	0.8637	0.7335	0.9658	0.0	0.0000	0.7658	0.0	0.7545	0.4779	0.9620
0.2687	0.85	1400	0.3732	0.4287	0.5666	0.9118	nan	0.0000	0.8972	0.0	0.9157	0.6226	0.9641	0.0	0.0000	0.7764	0.0	0.7815	0.4814	0.9618
0.3827	0.86	1420	0.3344	0.4176	0.5816	0.9030	nan	0.0	0.8511	0.0	0.8537	0.8177	0.9671	0.0	0.0	0.7452	0.0	0.7485	0.4653	0.9641
1.1798	0.87	1440	0.3485	0.4198	0.5742	0.9089	nan	0.0002	0.8352	0.0	0.8893	0.7500	0.9705	0.0	0.0002	0.7491	0.0	0.7514	0.4729	0.9653
0.5062	0.89	1460	0.3882	0.4145	0.5766	0.9028	nan	0.0013	0.8817	0.0	0.8337	0.7717	0.9712	0.0	0.0013	0.7656	0.0	0.7303	0.4389	0.9656
0.2002	0.9	1480	0.3677	0.4167	0.5785	0.9005	nan	0.0001	0.8674	0.0	0.8450	0.7934	0.9649	0.0	0.0001	0.7513	0.0	0.7391	0.4645	0.9620
0.1993	0.91	1500	0.3801	0.4240	0.5584	0.9134	nan	0.0000	0.8673	0.0	0.9311	0.5842	0.9680	0.0	0.0000	0.7626	0.0	0.7714	0.4687	0.9653
0.2609	0.92	1520	0.3489	0.4199	0.5475	0.9084	nan	0.0001	0.8222	0.0	0.9304	0.5642	0.9682	0.0	0.0001	0.7412	0.0	0.7755	0.4568	0.9657
0.4571	0.93	1540	0.3767	0.4218	0.5832	0.9040	nan	0.0372	0.8298	0.0	0.8774	0.7894	0.9651	0.0	0.0365	0.7505	0.0	0.7451	0.4583	0.9621
0.5643	0.95	1560	0.3707	0.4220	0.5848	0.9027	nan	0.0187	0.8455	0.0	0.8446	0.8307	0.9695	0.0	0.0186	0.7506	0.0	0.7459	0.4715	0.9670
0.2607	0.96	1580	0.3601	0.4304	0.5782	0.9099	nan	0.0119	0.8665	0.0	0.8921	0.7312	0.9675	0.0	0.0118	0.7565	0.0	0.7761	0.5029	0.9652
0.2481	0.97	1600	0.3817	0.4281	0.5952	0.9043	nan	0.0346	0.8954	0.0	0.8582	0.8225	0.9604	0.0	0.0342	0.7426	0.0	0.7691	0.4917	0.9589
0.1986	0.98	1620	0.3817	0.4475	0.5988	0.9135	nan	0.1260	0.8537	0.0	0.9194	0.7288	0.9651	0.0	0.1246	0.7532	0.0	0.7756	0.5166	0.9626
0.455	0.99	1640	0.3812	0.4526	0.5958	0.9144	nan	0.1518	0.8918	0.0	0.9239	0.6439	0.9636	0.0	0.1467	0.7665	0.0	0.7888	0.5058	0.9602
0.4941	1.01	1660	0.3751	0.4389	0.6153	0.9094	nan	0.1142	0.9261	0.0	0.8391	0.8440	0.9682	0.0	0.1110	0.7601	0.0	0.7621	0.4737	0.9652
0.2446	1.02	1680	0.3794	0.4389	0.5817	0.9136	nan	0.0160	0.9137	0.0	0.8883	0.7034	0.9689	0.0	0.0160	0.7765	0.0	0.7870	0.5264	0.9664
0.3996	1.03	1700	0.3408	0.4193	0.5478	0.9004	nan	0.0060	0.7699	0.0	0.8999	0.6419	0.9691	0.0	0.0060	0.6761	0.0	0.7813	0.5054	0.9660
0.6762	1.04	1720	0.3653	0.4203	0.5646	0.8983	nan	0.0554	0.7069	0.0	0.8982	0.7581	0.9691	0.0	0.0550	0.6118	0.0	0.7905	0.5192	0.9658
0.3445	1.06	1740	0.3179	0.4460	0.6063	0.9131	nan	0.1284	0.8453	0.0	0.8960	0.7983	0.9697	0.0	0.1275	0.7422	0.0	0.7797	0.5068	0.9658
0.5238	1.07	1760	0.3420	0.4456	0.6022	0.9178	nan	0.0626	0.9129	0.0	0.8955	0.7732	0.9692	0.0	0.0616	0.7810	0.0	0.7931	0.5180	0.9658
0.4666	1.08	1780	0.3410	0.4379	0.5994	0.9099	nan	0.0695	0.8674	0.0	0.8796	0.8136	0.9666	0.0	0.0678	0.7510	0.0	0.7786	0.5035	0.9645
0.1126	1.09	1800	0.3464	0.4383	0.6157	0.9101	nan	0.1208	0.8865	0.0	0.8516	0.8653	0.9700	0.0	0.1180	0.7454	0.0	0.7670	0.4711	0.9664
0.7935	1.1	1820	0.3999	0.4382	0.5737	0.9179	nan	0.0529	0.8790	0.0	0.9439	0.5984	0.9679	0.0	0.0528	0.7719	0.0	0.7874	0.4906	0.9650
0.6014	1.12	1840	0.3176	0.4707	0.6222	0.9193	nan	0.2149	0.8795	0.0	0.9128	0.7558	0.9702	0.0	0.2033	0.7731	0.0	0.7938	0.5591	0.9653
1.1728	1.13	1860	0.3165	0.4715	0.6205	0.9205	nan	0.2344	0.8965	0.0	0.9165	0.7044	0.9709	0.0	0.2151	0.7453	0.0	0.8097	0.5650	0.9654
0.1275	1.14	1880	0.3705	0.4586	0.5965	0.9140	nan	0.2139	0.8187	0.0	0.9455	0.6344	0.9666	0.0	0.2070	0.7223	0.0	0.7887	0.5277	0.9649
0.2179	1.15	1900	0.3268	0.4608	0.6240	0.9126	nan	0.2176	0.8507	0.0	0.8910	0.8165	0.9679	0.0	0.2054	0.7202	0.0	0.7888	0.5454	0.9656
0.1725	1.16	1920	0.3277	0.4655	0.6146	0.9203	nan	0.1809	0.8656	0.0	0.9297	0.7422	0.9693	0.0	0.1753	0.7456	0.0	0.8099	0.5610	0.9667
0.3003	1.18	1940	0.3347	0.4741	0.6311	0.9203	nan	0.2239	0.8903	0.0	0.9079	0.7951	0.9696	0.0	0.2144	0.7493	0.0	0.8067	0.5815	0.9669
0.4764	1.19	1960	0.3413	0.4478	0.6279	0.9079	nan	0.1854	0.9016	0.0	0.8339	0.8779	0.9687	0.0	0.1690	0.7441	0.0	0.7655	0.4897	0.9663
0.1679	1.2	1980	0.3516	0.4473	0.5798	0.9191	nan	0.0754	0.8674	0.0	0.9466	0.6204	0.9692	0.0	0.0724	0.7752	0.0	0.7993	0.5181	0.9660
0.1999	1.21	2000	0.3341	0.4721	0.6457	0.9175	nan	0.2688	0.8973	0.0	0.8822	0.8568	0.9688	0.0	0.2286	0.7781	0.0	0.7962	0.5359	0.9662
0.8992	1.22	2020	0.3121	0.4757	0.6409	0.9179	nan	0.2915	0.8910	0.0	0.8935	0.8000	0.9695	0.0	0.2634	0.7798	0.0	0.7856	0.5347	0.9661
0.7007	1.24	2040	0.3041	0.4618	0.6127	0.9128	nan	0.1999	0.8653	0.0	0.8950	0.7474	0.9685	0.0	0.1702	0.7512	0.0	0.7931	0.5532	0.9647
0.5711	1.25	2060	0.3104	0.4758	0.6277	0.9190	nan	0.2760	0.8877	0.0	0.9128	0.7196	0.9699	0.0	0.2357	0.7700	0.0	0.8006	0.5579	0.9666
0.7925	1.26	2080	0.3465	0.4605	0.6418	0.9091	nan	0.2878	0.8570	0.0	0.8532	0.8831	0.9696	0.0	0.2437	0.7217	0.0	0.7779	0.5136	0.9670
0.1759	1.27	2100	0.3406	0.4619	0.6235	0.9078	nan	0.2492	0.8230	0.0	0.8719	0.8272	0.9698	0.0	0.2157	0.6976	0.0	0.7884	0.5655	0.9663
0.6914	1.29	2120	0.3209	0.4694	0.6229	0.9168	nan	0.2340	0.8629	0.0	0.9024	0.7665	0.9713	0.0	0.2126	0.7390	0.0	0.8017	0.5650	0.9672
0.1292	1.3	2140	0.3151	0.4735	0.6349	0.9147	nan	0.2670	0.8724	0.0	0.8983	0.8062	0.9657	0.0	0.2358	0.7487	0.0	0.8011	0.5662	0.9625
0.5439	1.31	2160	0.3343	0.4617	0.6058	0.9133	nan	0.2228	0.7989	0.0	0.9340	0.7110	0.9681	0.0	0.2091	0.7154	0.0	0.7958	0.5458	0.9660
0.5949	1.32	2180	0.3260	0.4561	0.6419	0.9072	nan	0.3080	0.8721	0.0	0.8355	0.8650	0.9709	0.0	0.2166	0.7527	0.0	0.7632	0.4930	0.9670
0.9366	1.33	2200	0.3182	0.4748	0.6430	0.9190	nan	0.2967	0.9100	0.0	0.8864	0.7941	0.9710	0.0	0.2381	0.7813	0.0	0.7926	0.5446	0.9669
0.4478	1.35	2220	0.3531	0.4596	0.5997	0.9223	nan	0.1622	0.8843	0.0	0.9456	0.6361	0.9703	0.0	0.1565	0.7919	0.0	0.7921	0.5099	0.9670
0.2858	1.36	2240	0.3627	0.4607	0.6228	0.9173	nan	0.1578	0.8976	0.0	0.8883	0.8239	0.9694	0.0	0.1500	0.7902	0.0	0.7738	0.5443	0.9666
0.4923	1.37	2260	0.3367	0.4498	0.6047	0.9082	nan	0.1380	0.8348	0.0	0.8814	0.8063	0.9678	0.0	0.1299	0.7364	0.0	0.7740	0.5442	0.9638
0.1323	1.38	2280	0.3380	0.4515	0.6301	0.9084	nan	0.1971	0.8926	0.0	0.8345	0.8863	0.9700	0.0	0.1751	0.7494	0.0	0.7577	0.5118	0.9668
0.3126	1.39	2300	0.3519	0.4753	0.6187	0.9234	nan	0.2345	0.8849	0.0	0.9471	0.6770	0.9686	0.0	0.2226	0.7876	0.0	0.7971	0.5533	0.9662
1.8741	1.41	2320	0.3483	0.4766	0.6352	0.9194	nan	0.2550	0.8999	0.0	0.9013	0.7856	0.9691	0.0	0.2242	0.7747	0.0	0.7957	0.5761	0.9656
0.3519	1.42	2340	0.3390	0.4794	0.6391	0.9205	nan	0.2594	0.8966	0.0	0.9017	0.8068	0.9700	0.0	0.2378	0.7732	0.0	0.7951	0.5829	0.9671
0.4777	1.43	2360	0.3234	0.4707	0.6410	0.9149	nan	0.2605	0.8687	0.0	0.8787	0.8681	0.9698	0.0	0.2422	0.7715	0.0	0.7784	0.5358	0.9670
0.7156	1.44	2380	0.3451	0.4794	0.6418	0.9201	nan	0.2929	0.8798	0.0	0.9094	0.7995	0.9694	0.0	0.2575	0.7733	0.0	0.7918	0.5663	0.9670
0.3765	1.46	2400	0.3339	0.4639	0.6238	0.9133	nan	0.2550	0.8921	0.0	0.8805	0.7455	0.9696	0.0	0.1751	0.7569	0.0	0.7919	0.5564	0.9669
0.4343	1.47	2420	0.3374	0.4630	0.6168	0.9135	nan	0.2179	0.8541	0.0	0.9035	0.7576	0.9678	0.0	0.1775	0.7531	0.0	0.7934	0.5515	0.9658
0.2178	1.48	2440	0.3254	0.4825	0.6499	0.9219	nan	0.3424	0.8816	0.0	0.9140	0.7912	0.9704	0.0	0.2639	0.7733	0.0	0.8027	0.5707	0.9669
0.1439	1.49	2460	0.3176	0.4752	0.6409	0.9175	nan	0.2942	0.8787	0.0	0.8935	0.8089	0.9702	0.0	0.2160	0.7786	0.0	0.7978	0.5673	0.9664
0.2481	1.5	2480	0.3195	0.4773	0.6265	0.9190	nan	0.2645	0.8625	0.0	0.9263	0.7376	0.9683	0.0	0.2089	0.7689	0.0	0.8083	0.5890	0.9658
0.9347	1.52	2500	0.3430	0.4789	0.6464	0.9207	nan	0.3009	0.8885	0.0	0.9029	0.8159	0.9702	0.0	0.2626	0.7724	0.0	0.7975	0.5528	0.9670
0.1827	1.53	2520	0.3459	0.4726	0.6328	0.9181	nan	0.2484	0.9093	0.0	0.8921	0.7775	0.9692	0.0	0.2042	0.7741	0.0	0.7998	0.5643	0.9662
0.3971	1.54	2540	0.3276	0.4661	0.6353	0.9144	nan	0.2600	0.8791	0.0	0.8777	0.8247	0.9700	0.0	0.2198	0.7730	0.0	0.7785	0.5249	0.9663
0.173	1.55	2560	0.3109	0.4591	0.6419	0.9093	nan	0.2986	0.8694	0.0	0.8536	0.8611	0.9690	0.0	0.2176	0.7731	0.0	0.7626	0.4941	0.9662
0.2705	1.56	2580	0.3112	0.4632	0.6178	0.9101	nan	0.2942	0.8141	0.0	0.9057	0.7240	0.9687	0.0	0.2203	0.7423	0.0	0.7818	0.5318	0.9661
0.2656	1.58	2600	0.3331	0.4806	0.6427	0.9202	nan	0.3186	0.8837	0.0	0.9166	0.7691	0.9680	0.0	0.2634	0.7761	0.0	0.7986	0.5600	0.9661
0.9206	1.59	2620	0.3247	0.4688	0.6290	0.9162	nan	0.3530	0.8646	0.0	0.9130	0.6725	0.9706	0.0	0.2167	0.7747	0.0	0.7877	0.5357	0.9667
0.6181	1.6	2640	0.4032	0.4888	0.6638	0.9239	nan	0.3722	0.9134	0.0	0.9041	0.8231	0.9701	0.0	0.3080	0.7774	0.0	0.8039	0.5652	0.9668
0.3185	1.61	2660	0.3383	0.4705	0.6598	0.9145	nan	0.3341	0.9161	0.0	0.8448	0.8926	0.9711	0.0	0.2860	0.7681	0.0	0.7732	0.4997	0.9667
0.2155	1.63	2680	0.3389	0.4639	0.6447	0.9109	nan	0.3037	0.8741	0.0	0.8593	0.8625	0.9689	0.0	0.2608	0.7573	0.0	0.7696	0.4933	0.9664
0.2003	1.64	2700	0.3230	0.4649	0.6588	0.9112	nan	0.3442	0.8983	0.0	0.8350	0.9045	0.9710	0.0	0.2818	0.7704	0.0	0.7626	0.4723	0.9672
0.1279	1.65	2720	0.3241	0.4747	0.6489	0.9163	nan	0.3240	0.8760	0.0	0.8863	0.8379	0.9693	0.0	0.2713	0.7729	0.0	0.7876	0.5243	0.9666
1.5163	1.66	2740	0.3286	0.4822	0.6409	0.9182	nan	0.3422	0.8431	0.0	0.9203	0.7703	0.9694	0.0	0.2859	0.7533	0.0	0.7992	0.5702	0.9667
0.5542	1.67	2760	0.3147	0.4774	0.6336	0.9157	nan	0.3563	0.8646	0.0	0.9065	0.7039	0.9702	0.0	0.2631	0.7649	0.0	0.7932	0.5544	0.9664
0.343	1.69	2780	0.3632	0.4858	0.6494	0.9212	nan	0.3345	0.8857	0.0	0.9134	0.7937	0.9689	0.0	0.2855	0.7758	0.0	0.7975	0.5756	0.9665
0.4835	1.7	2800	0.3339	0.4753	0.6437	0.9181	nan	0.2891	0.8746	0.0	0.8945	0.8339	0.9703	0.0	0.2399	0.7766	0.0	0.7894	0.5538	0.9670
0.1818	1.71	2820	0.3292	0.4655	0.6247	0.9133	nan	0.2390	0.8420	0.0	0.8972	0.8010	0.9688	0.0	0.1741	0.7599	0.0	0.7941	0.5642	0.9664
0.9569	1.72	2840	0.3529	0.4755	0.6446	0.9220	nan	0.2926	0.8872	0.0	0.9090	0.8079	0.9709	0.0	0.2297	0.7690	0.0	0.8052	0.5572	0.9672
0.1522	1.73	2860	0.3493	0.4606	0.6375	0.9130	nan	0.2946	0.8384	0.0	0.8860	0.8360	0.9702	0.0	0.2283	0.7457	0.0	0.7715	0.5112	0.9675
0.1661	1.75	2880	0.3477	0.4546	0.6333	0.9095	nan	0.2724	0.8481	0.0	0.8671	0.8428	0.9693	0.0	0.2106	0.7487	0.0	0.7711	0.4853	0.9667
0.2484	1.76	2900	0.3435	0.4515	0.6292	0.9050	nan	0.2757	0.8926	0.0	0.8347	0.8039	0.9683	0.0	0.1935	0.7419	0.0	0.7619	0.4975	0.9658
0.1391	1.77	2920	0.3083	0.4621	0.6332	0.9138	nan	0.3116	0.8488	0.0	0.8965	0.7730	0.9696	0.0	0.2033	0.7516	0.0	0.7920	0.5213	0.9666
0.1363	1.78	2940	0.3371	0.4638	0.6463	0.9110	nan	0.3354	0.8500	0.0	0.8745	0.8501	0.9679	0.0	0.2511	0.7327	0.0	0.7852	0.5121	0.9656
0.3563	1.8	2960	0.3271	0.4584	0.6325	0.9096	nan	0.2815	0.8248	0.0	0.8714	0.8465	0.9711	0.0	0.2268	0.7214	0.0	0.7805	0.5133	0.9670
0.7689	1.81	2980	0.3054	0.4593	0.6192	0.9096	nan	0.2350	0.8486	0.0	0.8729	0.7878	0.9708	0.0	0.1854	0.7343	0.0	0.7904	0.5387	0.9664
0.333	1.82	3000	0.3318	0.4715	0.6438	0.9178	nan	0.2849	0.8976	0.0	0.8858	0.8248	0.9698	0.0	0.2529	0.7470	0.0	0.7938	0.5400	0.9669
0.0664	1.83	3020	0.3174	0.4616	0.6548	0.9101	nan	0.3318	0.8963	0.0	0.8294	0.8993	0.9718	0.0	0.2594	0.7513	0.0	0.7654	0.4884	0.9670
0.5802	1.84	3040	0.3003	0.4694	0.6533	0.9138	nan	0.3512	0.8930	0.0	0.8604	0.8446	0.9707	0.0	0.2368	0.7722	0.0	0.7820	0.5277	0.9668
0.158	1.86	3060	0.2986	0.4762	0.6403	0.9197	nan	0.3481	0.8854	0.0	0.9133	0.7247	0.9701	0.0	0.2633	0.7703	0.0	0.7969	0.5362	0.9669
0.1517	1.87	3080	0.3548	0.4843	0.6427	0.9240	nan	0.4025	0.8833	0.0	0.9451	0.6554	0.9699	0.0	0.3066	0.7910	0.0	0.7953	0.5295	0.9675
0.5864	1.88	3100	0.3026	0.4797	0.6438	0.9193	nan	0.3682	0.8682	0.0	0.9130	0.7426	0.9709	0.0	0.2850	0.7875	0.0	0.7846	0.5333	0.9676
0.4852	1.89	3120	0.3118	0.4811	0.6588	0.9188	nan	0.3660	0.8840	0.0	0.8897	0.8429	0.9703	0.0	0.2981	0.7871	0.0	0.7857	0.5299	0.9672
0.2932	1.9	3140	0.2926	0.4920	0.6502	0.9245	nan	0.3744	0.8931	0.0	0.9253	0.7370	0.9717	0.0	0.3025	0.7904	0.0	0.8108	0.5731	0.9675
0.2021	1.92	3160	0.3038	0.4779	0.6211	0.9178	nan	0.3510	0.8491	0.0	0.9417	0.6159	0.9689	0.0	0.2831	0.7536	0.0	0.8076	0.5351	0.9663
0.3806	1.93	3180	0.3182	0.4760	0.6492	0.9141	nan	0.3445	0.8570	0.0	0.8832	0.8411	0.9692	0.0	0.2641	0.7392	0.0	0.7967	0.5651	0.9670
0.1496	1.94	3200	0.3361	0.4753	0.6422	0.9156	nan	0.3138	0.9011	0.0	0.8849	0.7859	0.9678	0.0	0.2435	0.7803	0.0	0.7946	0.5434	0.9651
0.0671	1.95	3220	0.3265	0.4742	0.6578	0.9147	nan	0.3656	0.8798	0.0	0.8741	0.8584	0.9687	0.0	0.2816	0.7842	0.0	0.7832	0.5041	0.9659
0.15	1.96	3240	0.3244	0.4739	0.6427	0.9158	nan	0.3541	0.8804	0.0	0.8972	0.7564	0.9682	0.0	0.2528	0.7590	0.0	0.7978	0.5417	0.9660
0.1933	1.98	3260	0.3516	0.4773	0.6542	0.9174	nan	0.3953	0.9202	0.0	0.8821	0.7583	0.9693	0.0	0.2658	0.7510	0.0	0.8026	0.5550	0.9665
0.1333	1.99	3280	0.3080	0.4830	0.6444	0.9189	nan	0.3587	0.9054	0.0	0.9009	0.7318	0.9695	0.0	0.3008	0.7536	0.0	0.8027	0.5574	0.9667
0.1016	2.0	3300	0.3048	0.4824	0.6479	0.9180	nan	0.3595	0.8686	0.0	0.9005	0.7879	0.9707	0.0	0.3022	0.7380	0.0	0.8046	0.5642	0.9675
0.3692	2.01	3320	0.3021	0.4761	0.6468	0.9144	nan	0.3537	0.8509	0.0	0.8868	0.8186	0.9706	0.0	0.2802	0.7268	0.0	0.8011	0.5570	0.9672
0.8706	2.03	3340	0.3320	0.4796	0.6430	0.9199	nan	0.3116	0.9048	0.0	0.8987	0.7727	0.9701	0.0	0.2747	0.7327	0.0	0.8107	0.5718	0.9674
0.3265	2.04	3360	0.3169	0.4765	0.6552	0.9168	nan	0.3639	0.9043	0.0	0.8762	0.8171	0.9698	0.0	0.2622	0.7622	0.0	0.7963	0.5480	0.9671
0.1013	2.05	3380	0.3117	0.4774	0.6759	0.9165	nan	0.4382	0.9000	0.0	0.8647	0.8830	0.9696	0.0	0.2732	0.7770	0.0	0.7877	0.5370	0.9668
0.2655	2.06	3400	0.3157	0.4852	0.6580	0.9201	nan	0.3775	0.8841	0.0	0.9011	0.8152	0.9698	0.0	0.3075	0.7750	0.0	0.7963	0.5505	0.9673
0.321	2.07	3420	0.2988	0.4807	0.6601	0.9180	nan	0.3850	0.8639	0.0	0.8911	0.8497	0.9709	0.0	0.2850	0.7833	0.0	0.7893	0.5400	0.9673
0.1012	2.09	3440	0.3125	0.4939	0.6538	0.9251	nan	0.3966	0.8959	0.0	0.9308	0.7287	0.9706	0.0	0.3223	0.7911	0.0	0.8092	0.5669	0.9676
0.412	2.1	3460	0.3296	0.4815	0.6585	0.9182	nan	0.3481	0.9184	0.0	0.8726	0.8417	0.9701	0.0	0.2909	0.7612	0.0	0.7971	0.5547	0.9666
0.1383	2.11	3480	0.3082	0.4884	0.6540	0.9225	nan	0.3569	0.9140	0.0	0.9056	0.7776	0.9699	0.0	0.2999	0.7737	0.0	0.8086	0.5698	0.9665
0.1925	2.12	3500	0.3206	0.4821	0.6536	0.9182	nan	0.3449	0.9109	0.0	0.8844	0.8124	0.9688	0.0	0.2829	0.7721	0.0	0.7977	0.5564	0.9659
0.6483	2.13	3520	0.3155	0.4756	0.6540	0.9136	nan	0.3536	0.8712	0.0	0.8698	0.8595	0.9697	0.0	0.2857	0.7718	0.0	0.7790	0.5269	0.9660
0.4534	2.15	3540	0.3218	0.4792	0.6513	0.9170	nan	0.3516	0.9113	0.0	0.8804	0.7955	0.9690	0.0	0.2800	0.7792	0.0	0.7901	0.5392	0.9657
0.1899	2.16	3560	0.3131	0.4741	0.6607	0.9143	nan	0.3562	0.9017	0.0	0.8519	0.8837	0.9708	0.0	0.2942	0.7720	0.0	0.7761	0.5095	0.9666
0.6685	2.17	3580	0.3230	0.4836	0.6603	0.9195	nan	0.3811	0.9106	0.0	0.8880	0.8125	0.9694	0.0	0.3074	0.7791	0.0	0.7905	0.5417	0.9664
0.1743	2.18	3600	0.3060	0.4764	0.6571	0.9157	nan	0.3722	0.9087	0.0	0.8655	0.8258	0.9704	0.0	0.2614	0.7796	0.0	0.7862	0.5412	0.9661
0.2988	2.2	3620	0.3150	0.4883	0.6569	0.9234	nan	0.3869	0.8954	0.0	0.9154	0.7728	0.9709	0.0	0.2894	0.7913	0.0	0.8052	0.5647	0.9671
0.199	2.21	3640	0.3073	0.4799	0.6563	0.9205	nan	0.3823	0.9094	0.0	0.8966	0.7794	0.9700	0.0	0.2462	0.7752	0.0	0.8058	0.5652	0.9668
0.356	2.22	3660	0.3088	0.4787	0.6539	0.9202	nan	0.3759	0.8945	0.0	0.9014	0.7813	0.9701	0.0	0.2406	0.7759	0.0	0.8051	0.5631	0.9663
1.2003	2.23	3680	0.3037	0.4829	0.6551	0.9212	nan	0.4053	0.8855	0.0	0.9139	0.7558	0.9701	0.0	0.2744	0.7755	0.0	0.8075	0.5561	0.9666
0.1801	2.24	3700	0.3155	0.4837	0.6570	0.9202	nan	0.4074	0.8924	0.0	0.9082	0.7655	0.9688	0.0	0.3066	0.7867	0.0	0.7995	0.5269	0.9664
0.2767	2.26	3720	0.3365	0.4783	0.6767	0.9163	nan	0.4490	0.9065	0.0000	0.8610	0.8735	0.9699	0.0	0.2931	0.7931	0.0000	0.7863	0.5086	0.9666
0.2641	2.27	3740	0.3103	0.4783	0.6719	0.9153	nan	0.4315	0.8901	0.0	0.8631	0.8765	0.9700	0.0	0.2993	0.7883	0.0	0.7826	0.5114	0.9668
0.7382	2.28	3760	0.3684	0.4819	0.6608	0.9156	nan	0.3913	0.8903	0.0	0.8832	0.8335	0.9667	0.0	0.3122	0.7635	0.0	0.7916	0.5410	0.9651
0.1887	2.29	3780	0.3380	0.4850	0.6672	0.9190	nan	0.3872	0.9062	0.0	0.8795	0.8607	0.9693	0.0	0.3182	0.7798	0.0	0.7920	0.5385	0.9668
0.4301	2.3	3800	0.3126	0.4902	0.6655	0.9219	nan	0.4399	0.8957	0.0	0.9040	0.7823	0.9711	0.0	0.3320	0.7915	0.0	0.7986	0.5423	0.9673
0.0796	2.32	3820	0.3078	0.4931	0.6700	0.9231	nan	0.4574	0.8945	0.0	0.9082	0.7887	0.9712	0.0	0.3244	0.7902	0.0	0.8045	0.5654	0.9673
0.5856	2.33	3840	0.3280	0.4860	0.6739	0.9186	nan	0.4448	0.8992	0.0	0.8803	0.8492	0.9697	0.0	0.3209	0.7944	0.0	0.7874	0.5328	0.9665
0.3133	2.34	3860	0.3306	0.4901	0.6625	0.9220	nan	0.4158	0.8912	0.0	0.9104	0.7877	0.9698	0.0	0.3321	0.7919	0.0	0.7933	0.5461	0.9669
0.1759	2.35	3880	0.3318	0.4893	0.6707	0.9209	nan	0.4327	0.9019	0.0	0.8910	0.8278	0.9705	0.0	0.3309	0.7941	0.0	0.7933	0.5402	0.9669
0.2173	2.37	3900	0.3227	0.4842	0.6738	0.9186	nan	0.4241	0.9066	0.0	0.8627	0.8765	0.9731	0.0	0.3222	0.7925	0.0	0.7836	0.5238	0.9670
0.3338	2.38	3920	0.3146	0.4892	0.6725	0.9208	nan	0.4330	0.8966	0.0	0.8909	0.8443	0.9704	0.0	0.3364	0.7922	0.0	0.7910	0.5381	0.9671
0.1098	2.39	3940	0.3051	0.4850	0.6648	0.9186	nan	0.4086	0.9006	0.0	0.8823	0.8271	0.9703	0.0	0.2986	0.7912	0.0	0.7915	0.5466	0.9668
0.2892	2.4	3960	0.3277	0.4914	0.6582	0.9235	nan	0.4131	0.9019	0.0	0.9224	0.7429	0.9691	0.0	0.3010	0.7897	0.0	0.8109	0.5718	0.9666
0.7496	2.41	3980	0.3239	0.4799	0.6699	0.9166	nan	0.4203	0.9044	0.0000	0.8701	0.8556	0.9690	0.0	0.2835	0.7871	0.0000	0.7897	0.5325	0.9666
0.1267	2.43	4000	0.3030	0.4849	0.6719	0.9188	nan	0.4334	0.8752	0.0	0.8889	0.8636	0.9700	0.0	0.3219	0.7904	0.0	0.7879	0.5268	0.9670
0.1651	2.44	4020	0.3301	0.4801	0.6728	0.9161	nan	0.4176	0.8973	0.0	0.8652	0.8877	0.9692	0.0	0.2969	0.7938	0.0	0.7830	0.5201	0.9669
0.3399	2.45	4040	0.3104	0.4728	0.6705	0.9147	nan	0.4008	0.8929	0.0000	0.8517	0.9064	0.9712	0.0	0.2694	0.7927	0.0000	0.7785	0.5023	0.9669
0.399	2.46	4060	0.2932	0.4825	0.6653	0.9207	nan	0.4182	0.8889	0.0000	0.8964	0.8174	0.9711	0.0	0.2890	0.7885	0.0000	0.7953	0.5376	0.9672
0.1291	2.47	4080	0.3093	0.4793	0.6726	0.9178	nan	0.4242	0.8888	0.0	0.8791	0.8745	0.9691	0.0	0.2900	0.7911	0.0	0.7879	0.5195	0.9669
0.0833	2.49	4100	0.3038	0.4784	0.6705	0.9162	nan	0.4206	0.8873	0.0000	0.8697	0.8757	0.9699	0.0	0.2837	0.7942	0.0000	0.7854	0.5195	0.9664
0.4351	2.5	4120	0.3084	0.4812	0.6710	0.9181	nan	0.4290	0.8976	0.0	0.8771	0.8520	0.9702	0.0	0.2869	0.7811	0.0	0.7942	0.5398	0.9666
0.6208	2.51	4140	0.3039	0.4776	0.6523	0.9168	nan	0.3598	0.8827	0.0	0.8828	0.8175	0.9710	0.0	0.2525	0.7696	0.0	0.7989	0.5560	0.9663
0.3642	2.52	4160	0.3249	0.4892	0.6676	0.9218	nan	0.4016	0.9010	0.0	0.8974	0.8360	0.9699	0.0	0.3151	0.7717	0.0	0.8056	0.5650	0.9670
0.6865	2.53	4180	0.3203	0.4934	0.6659	0.9243	nan	0.4052	0.8954	0.0	0.9134	0.8108	0.9708	0.0	0.3057	0.7841	0.0	0.8130	0.5842	0.9672
1.0893	2.55	4200	0.2951	0.4863	0.6613	0.9193	nan	0.4150	0.8548	0.0000	0.9060	0.8212	0.9707	0.0	0.2905	0.7699	0.0000	0.8057	0.5707	0.9670
0.4914	2.56	4220	0.2988	0.4951	0.6731	0.9224	nan	0.4553	0.8745	0.0000	0.9001	0.8352	0.9734	0.0	0.3491	0.7804	0.0000	0.8038	0.5630	0.9690
0.2864	2.57	4240	0.3029	0.4946	0.6670	0.9232	nan	0.4448	0.8753	0.0	0.9182	0.7926	0.9710	0.0	0.3187	0.7765	0.0	0.8127	0.5870	0.9673
0.1695	2.58	4260	0.3356	0.5014	0.6749	0.9263	nan	0.4545	0.8932	0.0	0.9249	0.8066	0.9702	0.0	0.3657	0.7799	0.0	0.8119	0.5847	0.9676
0.5746	2.6	4280	0.3106	0.5024	0.6754	0.9260	nan	0.4610	0.8796	0.0	0.9206	0.8187	0.9723	0.0	0.3690	0.7837	0.0	0.8137	0.5818	0.9683
0.2629	2.61	4300	0.3153	0.5020	0.6771	0.9269	nan	0.4768	0.9000	0.0	0.9266	0.7890	0.9702	0.0	0.3420	0.7826	0.0	0.8218	0.6005	0.9671
0.4151	2.62	4320	0.2932	0.4957	0.6677	0.9229	nan	0.4382	0.8798	0.0	0.9142	0.8031	0.9706	0.0	0.3086	0.7840	0.0	0.8159	0.5944	0.9668
0.1169	2.63	4340	0.2940	0.4995	0.6683	0.9244	nan	0.4620	0.8738	0.0	0.9295	0.7744	0.9701	0.0	0.3315	0.7860	0.0	0.8161	0.5960	0.9668
0.1379	2.64	4360	0.2958	0.5047	0.6750	0.9264	nan	0.4636	0.8776	0.0000	0.9138	0.8195	0.9754	0.0	0.3667	0.7920	0.0000	0.8160	0.5891	0.9689
0.1106	2.66	4380	0.3271	0.5063	0.6866	0.9278	nan	0.5061	0.9005	0.0	0.9251	0.8175	0.9702	0.0	0.3773	0.7976	0.0	0.8143	0.5878	0.9673
0.6561	2.67	4400	0.3072	0.4820	0.6689	0.9179	nan	0.4274	0.9043	0.0001	0.8736	0.8372	0.9707	0.0	0.2704	0.7896	0.0001	0.7980	0.5493	0.9665
1.0281	2.68	4420	0.3102	0.4815	0.6878	0.9179	nan	0.4964	0.9069	0.0000	0.8569	0.8942	0.9721	0.0	0.3072	0.7945	0.0000	0.7899	0.5115	0.9676
0.2507	2.69	4440	0.3143	0.4839	0.6758	0.9200	nan	0.4543	0.9103	0.0	0.8806	0.8390	0.9704	0.0	0.2914	0.7904	0.0	0.8009	0.5380	0.9668
1.8848	2.7	4460	0.3204	0.4827	0.6763	0.9186	nan	0.4533	0.9111	0.0000	0.8766	0.8475	0.9690	0.0	0.2813	0.7838	0.0000	0.8023	0.5453	0.9664
0.2177	2.72	4480	0.3152	0.4841	0.6658	0.9196	nan	0.4292	0.8986	0.0	0.8922	0.8050	0.9699	0.0	0.2702	0.7881	0.0	0.8063	0.5579	0.9666
0.2683	2.73	4500	0.3165	0.4810	0.6710	0.9176	nan	0.4378	0.9003	0.0	0.8797	0.8395	0.9687	0.0	0.2755	0.7847	0.0	0.7996	0.5408	0.9661
0.4168	2.74	4520	0.3347	0.4920	0.6748	0.9233	nan	0.4527	0.9122	0.0	0.9021	0.8121	0.9698	0.0	0.3271	0.7776	0.0	0.8105	0.5616	0.9670
0.89	2.75	4540	0.3345	0.4875	0.6709	0.9211	nan	0.4383	0.9006	0.0	0.8985	0.8189	0.9690	0.0	0.2903	0.7895	0.0	0.8071	0.5591	0.9666
0.3392	2.77	4560	0.3020	0.4852	0.6730	0.9197	nan	0.4509	0.8977	0.0	0.8886	0.8312	0.9698	0.0	0.2847	0.7921	0.0	0.8024	0.5506	0.9665
0.4607	2.78	4580	0.3230	0.4935	0.6757	0.9238	nan	0.4640	0.9097	0.0	0.9075	0.8036	0.9696	0.0	0.3195	0.7866	0.0	0.8116	0.5697	0.9670
0.3654	2.79	4600	0.3109	0.4928	0.6672	0.9231	nan	0.4508	0.8907	0.0	0.9169	0.7750	0.9698	0.0	0.3078	0.7942	0.0	0.8102	0.5704	0.9670
0.4694	2.8	4620	0.3250	0.4919	0.6806	0.9221	nan	0.4773	0.9033	0.0	0.8870	0.8435	0.9722	0.0	0.3328	0.7919	0.0	0.8015	0.5489	0.9679
0.7987	2.81	4640	0.3292	0.4954	0.6686	0.9240	nan	0.4267	0.8898	0.0	0.9178	0.8078	0.9696	0.0	0.3340	0.7982	0.0	0.8063	0.5622	0.9672
0.1422	2.83	4660	0.3098	0.4980	0.6793	0.9252	nan	0.4912	0.9051	0.0	0.9137	0.7954	0.9706	0.0	0.3358	0.7895	0.0	0.8146	0.5789	0.9674
0.2764	2.84	4680	0.2950	0.4955	0.6780	0.9236	nan	0.4777	0.8876	0.0	0.9065	0.8249	0.9715	0.0	0.3347	0.7929	0.0	0.8095	0.5634	0.9678
0.7027	2.85	4700	0.3178	0.4956	0.6811	0.9237	nan	0.4798	0.9043	0.0	0.9009	0.8310	0.9708	0.0	0.3432	0.7879	0.0	0.8083	0.5622	0.9676
0.1181	2.86	4720	0.3131	0.4926	0.6812	0.9229	nan	0.4841	0.9019	0.0	0.8987	0.8317	0.9705	0.0	0.3250	0.7894	0.0	0.8072	0.5593	0.9673
0.1929	2.87	4740	0.3345	0.4983	0.6796	0.9246	nan	0.4671	0.9066	0.0	0.9087	0.8258	0.9697	0.0	0.3638	0.7872	0.0	0.8075	0.5620	0.9673
0.1227	2.89	4760	0.3008	0.4923	0.6766	0.9215	nan	0.4699	0.8828	0.0	0.8972	0.8386	0.9714	0.0	0.3415	0.7942	0.0	0.8013	0.5408	0.9681
0.2807	2.9	4780	0.3065	0.4867	0.6674	0.9185	nan	0.4280	0.8885	0.0	0.8864	0.8315	0.9701	0.0	0.3093	0.7890	0.0	0.7973	0.5438	0.9672
0.1685	2.91	4800	0.3054	0.4890	0.6712	0.9206	nan	0.4508	0.8940	0.0	0.8947	0.8176	0.9704	0.0	0.3112	0.7901	0.0	0.8020	0.5527	0.9672
0.2884	2.92	4820	0.3072	0.4896	0.6770	0.9201	nan	0.4773	0.8843	0.0	0.8932	0.8372	0.9703	0.0	0.3251	0.7914	0.0	0.7997	0.5440	0.9673
0.6886	2.94	4840	0.3077	0.4936	0.6643	0.9225	nan	0.4469	0.8662	0.0	0.9228	0.7796	0.9704	0.0	0.3339	0.7868	0.0	0.8057	0.5614	0.9676
0.3344	2.95	4860	0.3017	0.4943	0.6733	0.9225	nan	0.4660	0.8746	0.0	0.9098	0.8184	0.9711	0.0	0.3488	0.7900	0.0	0.8032	0.5498	0.9681
0.1385	2.96	4880	0.3149	0.4846	0.6688	0.9180	nan	0.4436	0.8811	0.0000	0.8905	0.8288	0.9692	0.0	0.2956	0.7873	0.0000	0.7986	0.5441	0.9667
0.559	2.97	4900	0.3012	0.4827	0.6598	0.9172	nan	0.4204	0.8584	0.0000	0.8997	0.8108	0.9693	0.0	0.2854	0.7789	0.0000	0.7992	0.5489	0.9666
0.0576	2.98	4920	0.3116	0.4880	0.6794	0.9200	nan	0.4841	0.8852	0.0	0.8866	0.8489	0.9714	0.0	0.3229	0.7898	0.0	0.7986	0.5372	0.9678
0.1294	3.0	4940	0.3304	0.4794	0.6650	0.9144	nan	0.4315	0.8895	0.0	0.8740	0.8271	0.9678	0.0	0.2745	0.7784	0.0	0.7930	0.5438	0.9658

Framework versions

• Transformers 4.33.0
• Pytorch 2.0.0
• Datasets 2.1.0
• Tokenizers 0.13.3