segformer-b0-finetuned-segments-crop_crack-2

eoruadl/segformer-b0-finetuned-segments-crop_crack-2

segformer-b0-finetuned-segments-crop_crack-2 is a machine learning model from eoruadl. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.

should probably proofread and complete it, then remove this comment. --

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At a glance

Library: transformers
License: other
Model type: segformer
Access: Public
Created: May 25, 2023
Updated: May 26, 2023
SHA: 389c2100

Model card

From the Hugging Face model README

segformer-b0-finetuned-segments-crop_crack-2

This model is a fine-tuned version of nvidia/mit-b0 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.1645
Mean Iou: 0.4027
Mean Accuracy: 0.6121
Overall Accuracy: 0.6048
Accuracy Unlabeled: nan
Accuracy Crack: 0.5696
Accuracy Potholes: 0.6546
Iou Unlabeled: 0.0
Iou Crack: 0.5571
Iou Potholes: 0.6510

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: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Crack	Accuracy Potholes	Iou Crack	Iou Potholes
0.8913	0.07	20	1.0205	0.1919	0.3500	0.3881	nan	0.5702	0.1298	0.4481	0.1275
0.66	0.14	40	0.7627	0.0675	0.1190	0.1378	nan	0.2278	0.0102	0.1924	0.0102
0.5279	0.21	60	0.5508	0.0631	0.1109	0.1292	nan	0.2167	0.0050	0.1842	0.0050
0.5058	0.28	80	0.4507	0.0334	0.0533	0.0614	nan	0.0999	0.0068	0.0935	0.0068
0.4833	0.35	100	0.3818	0.0268	0.0427	0.0499	nan	0.0843	0.0012	0.0791	0.0012
0.3508	0.42	120	0.3764	0.0497	0.0796	0.0892	nan	0.1348	0.0244	0.1247	0.0243
0.4247	0.49	140	0.3068	0.0239	0.0363	0.0367	nan	0.0391	0.0334	0.0383	0.0333
0.3403	0.56	160	0.3245	0.0593	0.0939	0.1058	nan	0.1624	0.0254	0.1526	0.0254
0.3684	0.63	180	0.2564	0.0660	0.1026	0.1084	nan	0.1360	0.0691	0.1295	0.0685
0.2358	0.7	200	0.2359	0.0607	0.0933	0.0951	nan	0.1041	0.0825	0.1007	0.0814
0.2429	0.77	220	0.2241	0.0693	0.1061	0.1065	nan	0.1080	0.1043	0.1053	0.1026
0.2958	0.84	240	0.2430	0.0922	0.1421	0.1451	nan	0.1597	0.1244	0.1543	0.1223
0.3171	0.91	260	0.1997	0.0682	0.1040	0.1008	nan	0.0854	0.1227	0.0834	0.1211
0.2211	0.98	280	0.2032	0.1085	0.1669	0.1693	nan	0.1803	0.1536	0.1743	0.1513
0.2602	1.05	300	0.1891	0.1691	0.2637	0.2604	nan	0.2448	0.2827	0.2369	0.2704
0.2013	1.12	320	0.1831	0.1771	0.2747	0.2637	nan	0.2111	0.3383	0.2050	0.3262
0.1402	1.19	340	0.1724	0.1062	0.1629	0.1659	nan	0.1800	0.1458	0.1738	0.1447
0.2118	1.26	360	0.1691	0.1918	0.2995	0.2871	nan	0.2277	0.3713	0.2243	0.3511
0.1804	1.33	380	0.1668	0.1770	0.2727	0.2692	nan	0.2523	0.2932	0.2433	0.2876
0.1626	1.4	400	0.1621	0.1398	0.2137	0.2186	nan	0.2424	0.1849	0.2347	0.1848
0.1191	1.47	420	0.1544	0.1627	0.2492	0.2488	nan	0.2469	0.2514	0.2412	0.2470
0.1382	1.54	440	0.1522	0.2476	0.3887	0.3796	nan	0.3364	0.4409	0.3284	0.4145
0.1409	1.61	460	0.1421	0.2045	0.3175	0.3044	nan	0.2415	0.3936	0.2369	0.3765
0.1764	1.68	480	0.1492	0.1710	0.2626	0.2661	nan	0.2827	0.2425	0.2710	0.2422
0.1432	1.75	500	0.1484	0.1917	0.2933	0.2932	nan	0.2926	0.2940	0.2815	0.2937
0.1174	1.82	520	0.1446	0.2908	0.4461	0.4453	nan	0.4410	0.4512	0.4250	0.4473
0.1001	1.89	540	0.1444	0.1676	0.2596	0.2785	nan	0.3689	0.1502	0.3526	0.1502
0.1361	1.96	560	0.1326	0.2458	0.3776	0.3656	nan	0.3081	0.4471	0.3028	0.4346
0.2597	2.03	580	0.1312	0.2476	0.3799	0.3677	nan	0.3094	0.4505	0.3042	0.4386
0.1009	2.1	600	0.1398	0.2479	0.3841	0.4041	nan	0.4997	0.2685	0.4777	0.2660
0.126	2.17	620	0.1334	0.2406	0.3708	0.3806	nan	0.4276	0.3140	0.4104	0.3115
0.2272	2.24	640	0.1298	0.2568	0.3935	0.3811	nan	0.3221	0.4648	0.3151	0.4553
0.1084	2.31	660	0.1324	0.2169	0.3304	0.3295	nan	0.3254	0.3354	0.3169	0.3338
0.0982	2.38	680	0.1307	0.3197	0.4938	0.4761	nan	0.3918	0.5958	0.3838	0.5754
0.0684	2.45	700	0.1245	0.3120	0.4789	0.4595	nan	0.3672	0.5905	0.3624	0.5736
0.1153	2.52	720	0.1322	0.3729	0.5735	0.5637	nan	0.5168	0.6302	0.5023	0.6164
0.1812	2.59	740	0.1263	0.2375	0.3641	0.3683	nan	0.3884	0.3398	0.3739	0.3385
0.1354	2.66	760	0.1177	0.2881	0.4393	0.4293	nan	0.3814	0.4972	0.3741	0.4901
0.084	2.73	780	0.1286	0.2604	0.3977	0.4027	nan	0.4269	0.3685	0.4172	0.3640
0.1123	2.8	800	0.1182	0.2988	0.4564	0.4487	nan	0.4122	0.5005	0.4016	0.4947
0.2121	2.87	820	0.1207	0.3020	0.4599	0.4544	nan	0.4277	0.4921	0.4156	0.4905
0.1709	2.94	840	0.1220	0.2718	0.4154	0.4020	nan	0.3383	0.4925	0.3289	0.4864
0.1322	3.01	860	0.1197	0.3103	0.4748	0.4708	nan	0.4520	0.4976	0.4362	0.4948
0.1593	3.08	880	0.1213	0.3583	0.5493	0.5458	nan	0.5295	0.5690	0.5106	0.5643
0.2178	3.15	900	0.1225	0.3412	0.5351	0.5130	nan	0.4071	0.6632	0.4025	0.6213
0.1226	3.22	920	0.1298	0.2484	0.3831	0.4017	nan	0.4908	0.2753	0.4700	0.2751
0.2689	3.29	940	0.1141	0.3109	0.4744	0.4680	nan	0.4374	0.5114	0.4266	0.5060
0.1088	3.36	960	0.1213	0.2748	0.4201	0.4224	nan	0.4335	0.4066	0.4185	0.4060
0.1556	3.43	980	0.1141	0.3654	0.5652	0.5395	nan	0.4170	0.7134	0.4136	0.6826
0.1136	3.5	1000	0.1190	0.2653	0.4034	0.3979	nan	0.3718	0.4351	0.3628	0.4331
0.1178	3.57	1020	0.1277	0.2680	0.4118	0.4191	nan	0.4540	0.3696	0.4346	0.3694
0.1722	3.64	1040	0.1135	0.3246	0.4996	0.4829	nan	0.4031	0.5962	0.3983	0.5754
0.0791	3.71	1060	0.1134	0.3288	0.5011	0.4976	nan	0.4810	0.5212	0.4671	0.5193
0.0966	3.78	1080	0.1140	0.3080	0.4682	0.4551	nan	0.3924	0.5440	0.3818	0.5422
0.0623	3.85	1100	0.1146	0.2690	0.4087	0.4023	nan	0.3720	0.4453	0.3625	0.4444
0.092	3.92	1120	0.1109	0.3129	0.4748	0.4623	nan	0.4025	0.5471	0.3948	0.5438
0.0864	3.99	1140	0.1092	0.3253	0.4967	0.4824	nan	0.4140	0.5794	0.4073	0.5685
0.0701	4.06	1160	0.1166	0.3383	0.5182	0.5190	nan	0.5232	0.5131	0.5049	0.5100
0.1157	4.13	1180	0.1074	0.3302	0.5049	0.4942	nan	0.4428	0.5671	0.4334	0.5573
0.1246	4.2	1200	0.1088	0.3465	0.5308	0.5232	nan	0.4873	0.5742	0.4755	0.5640
0.0657	4.27	1220	0.1109	0.3973	0.6119	0.5906	nan	0.4885	0.7353	0.4797	0.7121
0.1068	4.34	1240	0.1131	0.2925	0.4449	0.4406	nan	0.4204	0.4693	0.4099	0.4676
0.0642	4.41	1260	0.1077	0.3242	0.4951	0.4923	nan	0.4786	0.5116	0.4642	0.5084
0.1347	4.48	1280	0.1058	0.3796	0.5797	0.5708	nan	0.5282	0.6312	0.5152	0.6235
0.1713	4.55	1300	0.1052	0.3602	0.5499	0.5455	nan	0.5244	0.5755	0.5103	0.5703
0.0742	4.62	1320	0.1136	0.3116	0.4753	0.4699	nan	0.4439	0.5066	0.4301	0.5047
0.0751	4.69	1340	0.1096	0.3225	0.4907	0.4738	nan	0.3932	0.5883	0.3831	0.5845
0.125	4.76	1360	0.1060	0.3501	0.5329	0.5221	nan	0.4702	0.5957	0.4620	0.5883
0.0921	4.83	1380	0.1062	0.3506	0.5345	0.5304	nan	0.5107	0.5584	0.4980	0.5538
0.0743	4.9	1400	0.1098	0.2934	0.4457	0.4322	nan	0.3677	0.5237	0.3605	0.5198
0.0743	4.97	1420	0.1061	0.3805	0.5810	0.5736	nan	0.5383	0.6236	0.5243	0.6172
0.1287	5.03	1440	0.1061	0.3313	0.5055	0.4904	nan	0.4181	0.5929	0.4107	0.5832
0.07	5.1	1460	0.1027	0.3451	0.5279	0.5132	nan	0.4430	0.6129	0.4367	0.5988
0.0795	5.17	1480	0.1068	0.3185	0.4863	0.4746	nan	0.4189	0.5537	0.4122	0.5432
0.1453	5.24	1500	0.1093	0.3354	0.5096	0.4897	nan	0.3945	0.6248	0.3862	0.6200
0.075	5.31	1520	0.1103	0.3707	0.5662	0.5564	nan	0.5095	0.6230	0.4931	0.6189
0.0841	5.38	1540	0.1083	0.3701	0.5655	0.5629	nan	0.5503	0.5808	0.5337	0.5766
0.0853	5.45	1560	0.1012	0.3796	0.5796	0.5642	nan	0.4906	0.6686	0.4852	0.6536
0.1633	5.52	1580	0.1090	0.3083	0.4686	0.4549	nan	0.3895	0.5477	0.3814	0.5435
0.1007	5.59	1600	0.1045	0.3719	0.5677	0.5628	nan	0.5394	0.5960	0.5308	0.5849
0.1319	5.66	1620	0.1047	0.3841	0.5867	0.5617	nan	0.4425	0.7309	0.4355	0.7170
0.0882	5.73	1640	0.1060	0.3343	0.5097	0.4991	nan	0.4488	0.5705	0.4380	0.5650
0.0814	5.8	1660	0.1044	0.3537	0.5410	0.5283	nan	0.4674	0.6146	0.4578	0.6034
0.0977	5.87	1680	0.1036	0.3880	0.5929	0.5864	nan	0.5551	0.6307	0.5432	0.6208
0.0964	5.94	1700	0.1090	0.3796	0.5853	0.5572	nan	0.4229	0.7476	0.4173	0.7216
0.0517	6.01	1720	0.1113	0.3189	0.4857	0.4741	nan	0.4183	0.5532	0.4067	0.5501
0.2876	6.08	1740	0.1018	0.3736	0.5702	0.5546	nan	0.4803	0.6601	0.4736	0.6473
0.0886	6.15	1760	0.1096	0.3204	0.4894	0.4862	nan	0.4709	0.5079	0.4541	0.5070
0.0575	6.22	1780	0.1022	0.3830	0.5893	0.5687	nan	0.4699	0.7087	0.4632	0.6857
0.0985	6.29	1800	0.1096	0.3548	0.5413	0.5359	nan	0.5102	0.5725	0.4943	0.5702
0.082	6.36	1820	0.1029	0.3761	0.5756	0.5593	nan	0.4814	0.6699	0.4727	0.6555
0.0722	6.43	1840	0.1021	0.3625	0.5532	0.5367	nan	0.4579	0.6485	0.4512	0.6364
0.0703	6.5	1860	0.1058	0.3347	0.5079	0.4932	nan	0.4229	0.5929	0.4137	0.5904
0.0994	6.57	1880	0.1073	0.4355	0.6656	0.6537	nan	0.5967	0.7345	0.5828	0.7238
0.0836	6.64	1900	0.0987	0.3738	0.5688	0.5564	nan	0.4975	0.6401	0.4868	0.6347
0.1076	6.71	1920	0.0986	0.3571	0.5455	0.5293	nan	0.4523	0.6387	0.4465	0.6249
0.0807	6.78	1940	0.1066	0.3372	0.5142	0.5116	nan	0.4994	0.5290	0.4832	0.5282
0.115	6.85	1960	0.1040	0.3420	0.5281	0.5075	nan	0.4093	0.6469	0.4061	0.6198
0.085	6.92	1980	0.1041	0.3572	0.5433	0.5314	nan	0.4746	0.6119	0.4646	0.6071
0.1058	6.99	2000	0.1009	0.3849	0.5861	0.5740	nan	0.5160	0.6562	0.5070	0.6476
0.0772	7.06	2020	0.1010	0.3884	0.5918	0.5849	nan	0.5522	0.6314	0.5445	0.6208
0.0637	7.13	2040	0.1050	0.3735	0.5676	0.5618	nan	0.5341	0.6012	0.5228	0.5978
0.0741	7.2	2060	0.1050	0.3440	0.5221	0.5126	nan	0.4670	0.5772	0.4587	0.5734
0.0788	7.27	2080	0.0989	0.3841	0.5854	0.5809	nan	0.5593	0.6116	0.5442	0.6081
0.0796	7.34	2100	0.1043	0.3486	0.5292	0.5159	nan	0.4522	0.6063	0.4434	0.6025
0.0731	7.41	2120	0.1055	0.3579	0.5469	0.5311	nan	0.4553	0.6386	0.4531	0.6205
0.0776	7.48	2140	0.1064	0.3907	0.5965	0.5932	nan	0.5773	0.6157	0.5596	0.6126
0.1098	7.55	2160	0.1024	0.3833	0.5843	0.5723	nan	0.5149	0.6536	0.5047	0.6452
0.0612	7.62	2180	0.1065	0.3192	0.4841	0.4620	nan	0.3565	0.6117	0.3520	0.6055
0.0744	7.69	2200	0.1019	0.4083	0.6322	0.6027	nan	0.4616	0.8027	0.4592	0.7658
0.0509	7.76	2220	0.1080	0.3455	0.5260	0.5183	nan	0.4815	0.5705	0.4695	0.5668
0.066	7.83	2240	0.1011	0.3887	0.5968	0.5743	nan	0.4668	0.7267	0.4587	0.7075
0.0642	7.9	2260	0.0998	0.4185	0.6434	0.6277	nan	0.5526	0.7342	0.5447	0.7107
0.0715	7.97	2280	0.1082	0.3556	0.5419	0.5436	nan	0.5518	0.5319	0.5357	0.5310
0.0647	8.04	2300	0.0984	0.3973	0.6082	0.5916	nan	0.5124	0.7040	0.5064	0.6855
0.0843	8.11	2320	0.1093	0.3623	0.5511	0.5376	nan	0.4733	0.6290	0.4637	0.6231
0.0778	8.18	2340	0.1025	0.3724	0.5669	0.5612	nan	0.5341	0.5996	0.5258	0.5914
0.1393	8.25	2360	0.1042	0.3804	0.5800	0.5758	nan	0.5559	0.6041	0.5449	0.5964
0.0695	8.32	2380	0.1002	0.3749	0.5706	0.5499	nan	0.4506	0.6907	0.4444	0.6803
0.0628	8.39	2400	0.0974	0.4024	0.6150	0.5932	nan	0.4887	0.7413	0.4828	0.7243
0.1012	8.46	2420	0.1000	0.3580	0.5460	0.5331	nan	0.4717	0.6204	0.4648	0.6093
0.0858	8.53	2440	0.0940	0.3873	0.5899	0.5728	nan	0.4910	0.6887	0.4857	0.6762
0.042	8.6	2460	0.0991	0.3531	0.5368	0.5232	nan	0.4582	0.6153	0.4528	0.6064
0.082	8.67	2480	0.0957	0.4199	0.6402	0.6301	nan	0.5820	0.6984	0.5728	0.6869
0.0559	8.74	2500	0.1000	0.3834	0.5835	0.5694	nan	0.5019	0.6651	0.4961	0.6542
0.0519	8.81	2520	0.1014	0.3645	0.5568	0.5520	nan	0.5292	0.5843	0.5118	0.5816
0.0575	8.88	2540	0.1006	0.3780	0.5758	0.5652	nan	0.5147	0.6369	0.5010	0.6329
0.1153	8.95	2560	0.0985	0.3824	0.5831	0.5708	nan	0.5125	0.6536	0.5016	0.6455
0.1345	9.02	2580	0.1130	0.3045	0.4620	0.4461	nan	0.3704	0.5535	0.3644	0.5490
0.0678	9.09	2600	0.1044	0.3596	0.5473	0.5352	nan	0.4771	0.6176	0.4645	0.6145
0.0532	9.16	2620	0.0980	0.3829	0.5827	0.5744	nan	0.5350	0.6303	0.5243	0.6245
0.0556	9.23	2640	0.1005	0.3665	0.5566	0.5421	nan	0.4729	0.6402	0.4652	0.6344
0.0745	9.3	2660	0.0989	0.4017	0.6134	0.6049	nan	0.5643	0.6626	0.5552	0.6498
0.0788	9.37	2680	0.1000	0.3568	0.5423	0.5330	nan	0.4883	0.5963	0.4801	0.5904
0.0725	9.44	2700	0.0989	0.3925	0.5978	0.5835	nan	0.5150	0.6807	0.5035	0.6740
0.0922	9.51	2720	0.0968	0.3560	0.5427	0.5291	nan	0.4637	0.6218	0.4587	0.6093
0.1217	9.58	2740	0.0951	0.3694	0.5643	0.5454	nan	0.4551	0.6736	0.4489	0.6593
0.0473	9.65	2760	0.0952	0.4051	0.6193	0.5989	nan	0.5010	0.7377	0.4921	0.7233
0.0838	9.72	2780	0.0949	0.3779	0.5748	0.5603	nan	0.4908	0.6589	0.4830	0.6507
0.0802	9.79	2800	0.1027	0.3680	0.5599	0.5489	nan	0.4966	0.6231	0.4846	0.6195
0.0536	9.86	2820	0.0998	0.3787	0.5779	0.5686	nan	0.5241	0.6317	0.5157	0.6205
0.0887	9.93	2840	0.1017	0.3687	0.5618	0.5519	nan	0.5046	0.6190	0.4930	0.6132
0.1005	10.0	2860	0.0981	0.3995	0.6066	0.5950	nan	0.5391	0.6742	0.5306	0.6679
0.0955	10.07	2880	0.1009	0.4048	0.6180	0.6121	nan	0.5836	0.6525	0.5674	0.6470
0.0685	10.14	2900	0.0979	0.3750	0.5759	0.5561	nan	0.4616	0.6901	0.4564	0.6686
0.1119	10.21	2920	0.1039	0.3550	0.5408	0.5183	nan	0.4109	0.6706	0.4069	0.6581
0.063	10.28	2940	0.1012	0.3828	0.5835	0.5779	nan	0.5508	0.6163	0.5394	0.6091
0.1124	10.35	2960	0.1001	0.4356	0.6655	0.6579	nan	0.6212	0.7099	0.6058	0.7009
0.0653	10.42	2980	0.1057	0.3463	0.5254	0.5119	nan	0.4474	0.6034	0.4395	0.5994
0.1077	10.49	3000	0.0984	0.3910	0.5983	0.5798	nan	0.4917	0.7048	0.4844	0.6886
0.1254	10.56	3020	0.1064	0.3948	0.6018	0.5854	nan	0.5071	0.6964	0.4959	0.6884
0.0687	10.63	3040	0.1167	0.3306	0.5029	0.5026	nan	0.5011	0.5047	0.4882	0.5037
0.0693	10.7	3060	0.0991	0.3962	0.6024	0.5960	nan	0.5654	0.6394	0.5576	0.6311
0.0875	10.77	3080	0.0943	0.4272	0.6528	0.6338	nan	0.5432	0.7623	0.5367	0.7448
0.0695	10.84	3100	0.1042	0.3865	0.5879	0.5820	nan	0.5540	0.6218	0.5395	0.6200
0.051	10.91	3120	0.0968	0.3849	0.5854	0.5682	nan	0.4858	0.6851	0.4789	0.6760
0.0641	10.98	3140	0.0981	0.4032	0.6161	0.6010	nan	0.5286	0.7037	0.5193	0.6902
0.0716	11.05	3160	0.1036	0.3798	0.5809	0.5680	nan	0.5061	0.6558	0.4964	0.6429
0.1087	11.12	3180	0.1015	0.3836	0.5855	0.5738	nan	0.5179	0.6531	0.5080	0.6430
0.0522	11.19	3200	0.1043	0.3675	0.5603	0.5403	nan	0.4449	0.6756	0.4363	0.6662
0.0912	11.26	3220	0.1019	0.3668	0.5583	0.5457	nan	0.4856	0.6309	0.4780	0.6224
0.0911	11.33	3240	0.1003	0.4162	0.6366	0.6229	nan	0.5571	0.7162	0.5488	0.6998
0.0779	11.4	3260	0.1138	0.3192	0.4855	0.4757	nan	0.4288	0.5422	0.4172	0.5403
0.0594	11.47	3280	0.1012	0.3781	0.5795	0.5589	nan	0.4605	0.6984	0.4549	0.6794
0.0775	11.54	3300	0.1063	0.3682	0.5641	0.5606	nan	0.5441	0.5841	0.5303	0.5742
0.0738	11.61	3320	0.1052	0.4021	0.6189	0.6026	nan	0.5244	0.7134	0.5169	0.6894
0.1114	11.68	3340	0.1013	0.3984	0.6099	0.5986	nan	0.5449	0.6749	0.5362	0.6590
0.1441	11.75	3360	0.0991	0.4060	0.6212	0.6055	nan	0.5302	0.7123	0.5229	0.6951
0.0778	11.82	3380	0.0978	0.3829	0.5812	0.5692	nan	0.5123	0.6501	0.5056	0.6430
0.0796	11.89	3400	0.0990	0.3648	0.5630	0.5386	nan	0.4222	0.7039	0.4210	0.6735
0.0625	11.96	3420	0.0953	0.4138	0.6336	0.6163	nan	0.5337	0.7335	0.5236	0.7179
0.1022	12.03	3440	0.1007	0.3783	0.5756	0.5592	nan	0.4808	0.6705	0.4707	0.6641
0.0541	12.1	3460	0.0966	0.3732	0.5707	0.5482	nan	0.4404	0.7011	0.4363	0.6833
0.0861	12.17	3480	0.0937	0.4198	0.6419	0.6271	nan	0.5564	0.7274	0.5458	0.7137
0.0598	12.24	3500	0.1007	0.3859	0.5902	0.5806	nan	0.5349	0.6454	0.5183	0.6394
0.0741	12.31	3520	0.0924	0.3955	0.6036	0.5847	nan	0.4947	0.7124	0.4876	0.6989
0.0746	12.38	3540	0.0940	0.4016	0.6119	0.5964	nan	0.5224	0.7014	0.5123	0.6924
0.107	12.45	3560	0.0969	0.3998	0.6108	0.5977	nan	0.5348	0.6868	0.5240	0.6756
0.117	12.52	3580	0.0981	0.3908	0.5950	0.5836	nan	0.5292	0.6608	0.5181	0.6542
0.1021	12.59	3600	0.0924	0.3829	0.5822	0.5617	nan	0.4638	0.7007	0.4566	0.6921
0.0572	12.66	3620	0.1013	0.3601	0.5463	0.5259	nan	0.4286	0.6640	0.4255	0.6548
0.0759	12.73	3640	0.0979	0.3960	0.6059	0.5892	nan	0.5095	0.7023	0.5035	0.6845
0.0436	12.8	3660	0.1000	0.3826	0.5826	0.5684	nan	0.5009	0.6642	0.4930	0.6549
0.0726	12.87	3680	0.1099	0.3625	0.5515	0.5490	nan	0.5374	0.5655	0.5264	0.5612
0.0732	12.94	3700	0.0957	0.4221	0.6484	0.6269	nan	0.5241	0.7726	0.5172	0.7489
0.0698	13.01	3720	0.0966	0.3963	0.6034	0.5926	nan	0.5408	0.6660	0.5307	0.6581
0.0412	13.08	3740	0.1060	0.3700	0.5626	0.5468	nan	0.4717	0.6534	0.4624	0.6475
0.0526	13.15	3760	0.0964	0.4019	0.6140	0.6033	nan	0.5520	0.6761	0.5438	0.6618
0.0823	13.22	3780	0.1005	0.4183	0.6401	0.6340	nan	0.6047	0.6756	0.5908	0.6640
0.0512	13.29	3800	0.1025	0.3815	0.5806	0.5646	nan	0.4883	0.6728	0.4781	0.6664
0.0669	13.36	3820	0.0999	0.4168	0.6386	0.6294	nan	0.5856	0.6915	0.5657	0.6847
0.0758	13.43	3840	0.1001	0.4030	0.6161	0.6041	nan	0.5467	0.6856	0.5354	0.6737
0.0683	13.5	3860	0.0969	0.3761	0.5735	0.5568	nan	0.4775	0.6694	0.4706	0.6576
0.0931	13.57	3880	0.0965	0.3775	0.5753	0.5643	nan	0.5118	0.6388	0.5013	0.6312
0.059	13.64	3900	0.0986	0.4052	0.6174	0.6013	nan	0.5245	0.7104	0.5130	0.7027
0.0525	13.71	3920	0.0924	0.4245	0.6472	0.6284	nan	0.5387	0.7558	0.5305	0.7430
0.0734	13.78	3940	0.0907	0.4063	0.6198	0.6020	nan	0.5167	0.7230	0.5094	0.7095
0.0456	13.85	3960	0.0908	0.3870	0.5904	0.5646	nan	0.4414	0.7394	0.4393	0.7218
0.0653	13.92	3980	0.0932	0.4026	0.6147	0.5965	nan	0.5096	0.7198	0.5009	0.7068
0.0591	13.99	4000	0.0953	0.3852	0.5869	0.5636	nan	0.4523	0.7214	0.4500	0.7055
0.0771	14.06	4020	0.1007	0.3849	0.5862	0.5743	nan	0.5173	0.6551	0.5038	0.6509
0.0572	14.13	4040	0.0985	0.3753	0.5702	0.5552	nan	0.4835	0.6570	0.4753	0.6505
0.0563	14.2	4060	0.0978	0.3712	0.5643	0.5481	nan	0.4710	0.6576	0.4597	0.6540
0.0621	14.27	4080	0.0949	0.3919	0.5957	0.5788	nan	0.4979	0.6935	0.4863	0.6894
0.0597	14.34	4100	0.0975	0.4067	0.6217	0.6139	nan	0.5763	0.6672	0.5563	0.6636
0.1111	14.41	4120	0.0950	0.4474	0.6829	0.6768	nan	0.6477	0.7182	0.6360	0.7061
0.085	14.48	4140	0.0910	0.4132	0.6283	0.6087	nan	0.5152	0.7414	0.5073	0.7323
0.0666	14.55	4160	0.1019	0.3930	0.5982	0.5877	nan	0.5377	0.6586	0.5245	0.6546
0.1503	14.62	4180	0.1062	0.3686	0.5630	0.5551	nan	0.5175	0.6084	0.4999	0.6058
0.063	14.69	4200	0.1064	0.3895	0.5936	0.5812	nan	0.5223	0.6648	0.5094	0.6591
0.0682	14.76	4220	0.1044	0.3867	0.5878	0.5787	nan	0.5356	0.6400	0.5270	0.6330
0.0833	14.83	4240	0.0972	0.3817	0.5799	0.5590	nan	0.4592	0.7007	0.4525	0.6926
0.0557	14.9	4260	0.0965	0.3803	0.5799	0.5575	nan	0.4502	0.7097	0.4444	0.6964
0.0737	14.97	4280	0.1025	0.3795	0.5776	0.5674	nan	0.5182	0.6371	0.5067	0.6319
0.093	15.03	4300	0.1014	0.3918	0.6044	0.5804	nan	0.4660	0.7427	0.4618	0.7136
0.0825	15.1	4320	0.1048	0.4051	0.6194	0.6190	nan	0.6175	0.6212	0.6021	0.6131
0.0863	15.17	4340	0.0955	0.3903	0.5952	0.5774	nan	0.4926	0.6977	0.4810	0.6900
0.0825	15.24	4360	0.1049	0.3582	0.5471	0.5436	nan	0.5265	0.5678	0.5100	0.5645
0.0717	15.31	4380	0.1047	0.3870	0.5921	0.5870	nan	0.5629	0.6213	0.5432	0.6178
0.047	15.38	4400	0.0992	0.3720	0.5667	0.5580	nan	0.5167	0.6167	0.5094	0.6067
0.0532	15.45	4420	0.1012	0.4088	0.6250	0.6110	nan	0.5442	0.7057	0.5336	0.6929
0.1046	15.52	4440	0.1059	0.3797	0.5782	0.5660	nan	0.5079	0.6484	0.4975	0.6415
0.0546	15.59	4460	0.1080	0.3915	0.5964	0.5879	nan	0.5474	0.6455	0.5340	0.6406
0.0841	15.66	4480	0.1140	0.3641	0.5538	0.5455	nan	0.5059	0.6017	0.4930	0.5994
0.0394	15.73	4500	0.1091	0.3526	0.5362	0.5222	nan	0.4553	0.6172	0.4493	0.6086
0.0973	15.8	4520	0.1024	0.3926	0.6013	0.5813	nan	0.4857	0.7168	0.4798	0.6981
0.0938	15.87	4540	0.0978	0.4063	0.6196	0.6063	nan	0.5431	0.6961	0.5319	0.6872
0.0702	15.94	4560	0.1018	0.3707	0.5631	0.5493	nan	0.4837	0.6425	0.4766	0.6356
0.1085	16.01	4580	0.1011	0.3503	0.5317	0.5169	nan	0.4462	0.6171	0.4402	0.6106
0.0878	16.08	4600	0.1007	0.3855	0.5882	0.5806	nan	0.5445	0.6319	0.5276	0.6289
0.0874	16.15	4620	0.1043	0.4080	0.6223	0.6162	nan	0.5869	0.6578	0.5723	0.6518
0.075	16.22	4640	0.1019	0.3917	0.5975	0.5870	nan	0.5369	0.6582	0.5249	0.6502
0.0755	16.29	4660	0.0958	0.3885	0.5909	0.5714	nan	0.4785	0.7032	0.4725	0.6930
0.0771	16.36	4680	0.0946	0.4212	0.6422	0.6286	nan	0.5634	0.7211	0.5512	0.7125
0.0579	16.43	4700	0.0952	0.3851	0.5855	0.5689	nan	0.4895	0.6816	0.4812	0.6741
0.0791	16.5	4720	0.0994	0.4017	0.6118	0.6045	nan	0.5694	0.6542	0.5547	0.6504
0.0928	16.57	4740	0.0967	0.3869	0.5899	0.5662	nan	0.4531	0.7266	0.4474	0.7135
0.0609	16.64	4760	0.1021	0.3885	0.5917	0.5831	nan	0.5420	0.6413	0.5273	0.6383
0.0553	16.71	4780	0.1022	0.4056	0.6183	0.6107	nan	0.5747	0.6618	0.5618	0.6549
0.0837	16.78	4800	0.1002	0.3934	0.5988	0.5893	nan	0.5437	0.6539	0.5298	0.6503
0.0636	16.85	4820	0.0963	0.3874	0.5885	0.5722	nan	0.4942	0.6829	0.4861	0.6762
0.0836	16.92	4840	0.1014	0.4027	0.6121	0.6065	nan	0.5802	0.6439	0.5677	0.6402
0.0463	16.99	4860	0.1040	0.3669	0.5578	0.5357	nan	0.4300	0.6856	0.4252	0.6756
0.0552	17.06	4880	0.1026	0.4088	0.6217	0.6110	nan	0.5602	0.6832	0.5512	0.6751
0.0901	17.13	4900	0.1116	0.3744	0.5694	0.5661	nan	0.5504	0.5885	0.5380	0.5852
0.0519	17.2	4920	0.0992	0.3929	0.5994	0.5878	nan	0.5325	0.6662	0.5262	0.6525
0.0495	17.27	4940	0.1049	0.3701	0.5613	0.5436	nan	0.4586	0.6641	0.4504	0.6598
0.0791	17.34	4960	0.1030	0.3959	0.6027	0.5925	nan	0.5437	0.6618	0.5303	0.6575
0.072	17.41	4980	0.1069	0.4010	0.6135	0.6103	nan	0.5950	0.6320	0.5733	0.6296
0.0881	17.48	5000	0.0962	0.4056	0.6166	0.5961	nan	0.4985	0.7346	0.4911	0.7258
0.0783	17.55	5020	0.0974	0.4107	0.6262	0.6147	nan	0.5597	0.6928	0.5503	0.6819
0.0639	17.62	5040	0.1122	0.3669	0.5592	0.5528	nan	0.5222	0.5961	0.5082	0.5924
0.0634	17.69	5060	0.0936	0.4078	0.6249	0.6017	nan	0.4911	0.7586	0.4893	0.7342
0.0665	17.76	5080	0.1103	0.3627	0.5506	0.5446	nan	0.5163	0.5849	0.5058	0.5823
0.0535	17.83	5100	0.0981	0.3984	0.6161	0.5936	nan	0.4860	0.7463	0.4841	0.7111
0.0595	17.9	5120	0.1121	0.3565	0.5415	0.5253	nan	0.4481	0.6348	0.4388	0.6308
0.0766	17.97	5140	0.1016	0.4211	0.6429	0.6322	nan	0.5813	0.7045	0.5721	0.6913
0.0752	18.04	5160	0.1117	0.4288	0.6552	0.6538	nan	0.6470	0.6634	0.6252	0.6611
0.0826	18.11	5180	0.1059	0.3650	0.5539	0.5360	nan	0.4506	0.6572	0.4418	0.6530
0.0555	18.18	5200	0.0977	0.3816	0.5802	0.5690	nan	0.5150	0.6455	0.5079	0.6369
0.0844	18.25	5220	0.1058	0.3774	0.5753	0.5649	nan	0.5154	0.6352	0.5008	0.6315
0.0631	18.32	5240	0.1041	0.3874	0.5906	0.5842	nan	0.5540	0.6272	0.5404	0.6218
0.0583	18.39	5260	0.1024	0.4053	0.6169	0.6015	nan	0.5277	0.7061	0.5174	0.6983
0.0647	18.46	5280	0.1029	0.3825	0.5807	0.5692	nan	0.5147	0.6466	0.5070	0.6406
0.0379	18.53	5300	0.1033	0.3833	0.5829	0.5694	nan	0.5047	0.6611	0.4966	0.6533
0.0959	18.6	5320	0.1012	0.4060	0.6188	0.6004	nan	0.5126	0.7250	0.5044	0.7135
0.0785	18.67	5340	0.1038	0.4056	0.6194	0.6113	nan	0.5729	0.6659	0.5561	0.6606
0.1013	18.74	5360	0.1033	0.3819	0.5815	0.5661	nan	0.4925	0.6705	0.4824	0.6633
0.0619	18.81	5380	0.1055	0.3839	0.5839	0.5698	nan	0.5026	0.6651	0.4930	0.6588
0.0915	18.88	5400	0.1080	0.3987	0.6086	0.6066	nan	0.5971	0.6200	0.5796	0.6165
0.0667	18.95	5420	0.1058	0.3991	0.6078	0.6031	nan	0.5807	0.6350	0.5677	0.6296
0.0429	19.02	5440	0.1002	0.4102	0.6238	0.6093	nan	0.5401	0.7074	0.5312	0.6994
0.0876	19.09	5460	0.0976	0.3997	0.6082	0.5909	nan	0.5081	0.7083	0.5016	0.6975
0.0726	19.16	5480	0.1051	0.3825	0.5820	0.5711	nan	0.5191	0.6449	0.5056	0.6418
0.0569	19.23	5500	0.1003	0.4022	0.6136	0.6001	nan	0.5352	0.6921	0.5272	0.6793
0.067	19.3	5520	0.1161	0.3676	0.5613	0.5550	nan	0.5249	0.5978	0.5078	0.5950
0.0766	19.37	5540	0.1063	0.4164	0.6348	0.6266	nan	0.5874	0.6821	0.5729	0.6762
0.0685	19.44	5560	0.1023	0.3958	0.6022	0.5937	nan	0.5531	0.6512	0.5445	0.6429
0.0555	19.51	5580	0.1103	0.3905	0.5950	0.5787	nan	0.5008	0.6892	0.4931	0.6783
0.167	19.58	5600	0.1035	0.4108	0.6278	0.6181	nan	0.5719	0.6836	0.5637	0.6688
0.0579	19.65	5620	0.1107	0.3577	0.5439	0.5374	nan	0.5060	0.5819	0.4975	0.5757
0.0623	19.72	5640	0.1070	0.3780	0.5753	0.5643	nan	0.5118	0.6389	0.5030	0.6311
0.1008	19.79	5660	0.1047	0.3979	0.6090	0.5997	nan	0.5552	0.6627	0.5405	0.6533
0.0678	19.86	5680	0.1049	0.3886	0.5958	0.5804	nan	0.5068	0.6848	0.4973	0.6686
0.0353	19.93	5700	0.1079	0.3932	0.5995	0.5892	nan	0.5404	0.6586	0.5242	0.6554
0.0664	20.0	5720	0.1053	0.3807	0.5798	0.5705	nan	0.5263	0.6333	0.5126	0.6294
0.0584	20.07	5740	0.1091	0.3800	0.5791	0.5726	nan	0.5414	0.6168	0.5265	0.6137
0.055	20.14	5760	0.1089	0.3871	0.5925	0.5853	nan	0.5509	0.6341	0.5292	0.6323
0.0696	20.21	5780	0.1059	0.3759	0.5725	0.5631	nan	0.5181	0.6269	0.5064	0.6212
0.0913	20.28	5800	0.0992	0.4003	0.6087	0.5924	nan	0.5146	0.7027	0.5035	0.6974
0.0819	20.35	5820	0.1042	0.3924	0.5979	0.5918	nan	0.5625	0.6334	0.5474	0.6298
0.0512	20.42	5840	0.1012	0.4067	0.6203	0.6092	nan	0.5561	0.6846	0.5451	0.6750
0.0628	20.49	5860	0.0973	0.4046	0.6175	0.6029	nan	0.5329	0.7022	0.5232	0.6906
0.0559	20.56	5880	0.1116	0.3773	0.5761	0.5727	nan	0.5563	0.5959	0.5392	0.5928
0.0882	20.63	5900	0.1051	0.3807	0.5795	0.5646	nan	0.4936	0.6653	0.4845	0.6577
0.0775	20.7	5920	0.1082	0.3772	0.5752	0.5643	nan	0.5123	0.6381	0.4955	0.6362
0.0467	20.77	5940	0.1074	0.3795	0.5788	0.5681	nan	0.5173	0.6403	0.5064	0.6320
0.0628	20.84	5960	0.1120	0.3721	0.5676	0.5542	nan	0.4902	0.6449	0.4765	0.6398
0.0498	20.91	5980	0.1123	0.3742	0.5709	0.5643	nan	0.5328	0.6090	0.5185	0.6042
0.0759	20.98	6000	0.1103	0.3724	0.5753	0.5459	nan	0.4054	0.7452	0.4033	0.7140
0.0536	21.05	6020	0.1172	0.3340	0.5067	0.4955	nan	0.4418	0.5717	0.4326	0.5694
0.0564	21.12	6040	0.1075	0.3964	0.6035	0.5965	nan	0.5629	0.6440	0.5505	0.6388
0.0609	21.19	6060	0.1077	0.3845	0.5847	0.5715	nan	0.5085	0.6609	0.5027	0.6508
0.0696	21.26	6080	0.1104	0.4082	0.6222	0.6173	nan	0.5938	0.6505	0.5812	0.6433
0.0555	21.33	6100	0.1043	0.3853	0.5897	0.5757	nan	0.5086	0.6709	0.5021	0.6539
0.0505	21.4	6120	0.1034	0.3913	0.5972	0.5778	nan	0.4850	0.7094	0.4794	0.6945
0.0508	21.47	6140	0.1060	0.3877	0.5898	0.5776	nan	0.5194	0.6602	0.5137	0.6493
0.0515	21.54	6160	0.1052	0.4081	0.6214	0.6114	nan	0.5639	0.6789	0.5508	0.6734
0.0769	21.61	6180	0.1032	0.4138	0.6296	0.6228	nan	0.5901	0.6692	0.5812	0.6602
0.092	21.68	6200	0.0974	0.4061	0.6193	0.6031	nan	0.5260	0.7125	0.5203	0.6979
0.0601	21.75	6220	0.1035	0.3928	0.5969	0.5861	nan	0.5344	0.6594	0.5232	0.6553
0.0717	21.82	6240	0.1106	0.3681	0.5595	0.5480	nan	0.4933	0.6256	0.4825	0.6219
0.0547	21.89	6260	0.1035	0.3779	0.5745	0.5630	nan	0.5084	0.6406	0.4988	0.6349
0.0503	21.96	6280	0.0977	0.3996	0.6081	0.5946	nan	0.5299	0.6862	0.5209	0.6780
0.0875	22.03	6300	0.1110	0.3631	0.5536	0.5458	nan	0.5087	0.5984	0.4949	0.5943
0.0485	22.1	6320	0.1036	0.4038	0.6149	0.6035	nan	0.5491	0.6806	0.5375	0.6740
0.0694	22.17	6340	0.1074	0.3869	0.5889	0.5807	nan	0.5412	0.6366	0.5285	0.6324
0.0328	22.24	6360	0.1043	0.3778	0.5742	0.5648	nan	0.5201	0.6283	0.5112	0.6220
0.0644	22.31	6380	0.0997	0.4024	0.6122	0.5886	nan	0.4759	0.7485	0.4712	0.7361
0.0591	22.38	6400	0.1037	0.3833	0.5816	0.5681	nan	0.5038	0.6593	0.4961	0.6539
0.0717	22.45	6420	0.1007	0.4057	0.6171	0.6022	nan	0.5313	0.7028	0.5201	0.6969
0.0575	22.52	6440	0.1002	0.4074	0.6198	0.6098	nan	0.5620	0.6777	0.5518	0.6705
0.1045	22.59	6460	0.1041	0.4056	0.6185	0.6153	nan	0.6000	0.6369	0.5845	0.6324
0.0701	22.66	6480	0.1090	0.3983	0.6062	0.5987	nan	0.5628	0.6497	0.5489	0.6459
0.0791	22.73	6500	0.1074	0.4078	0.6232	0.6183	nan	0.5951	0.6513	0.5757	0.6478
0.1456	22.8	6520	0.1056	0.4139	0.6308	0.6196	nan	0.5662	0.6954	0.5513	0.6905
0.0788	22.87	6540	0.1059	0.4029	0.6140	0.6070	nan	0.5736	0.6543	0.5591	0.6495
0.0538	22.94	6560	0.1062	0.4059	0.6187	0.6094	nan	0.5648	0.6726	0.5519	0.6658
0.0545	23.01	6580	0.1071	0.4160	0.6354	0.6271	nan	0.5873	0.6835	0.5708	0.6772
0.0738	23.08	6600	0.1064	0.3976	0.6068	0.5960	nan	0.5448	0.6687	0.5302	0.6625
0.0679	23.15	6620	0.1076	0.3948	0.6018	0.5888	nan	0.5268	0.6768	0.5142	0.6701
0.1012	23.22	6640	0.1099	0.3703	0.5644	0.5528	nan	0.4977	0.6310	0.4850	0.6258
0.0583	23.29	6660	0.1104	0.3857	0.5879	0.5763	nan	0.5209	0.6549	0.5085	0.6486
0.0462	23.36	6680	0.1082	0.4024	0.6134	0.5988	nan	0.5290	0.6978	0.5161	0.6911
0.0696	23.43	6700	0.1156	0.3763	0.5749	0.5718	nan	0.5570	0.5928	0.5376	0.5912
0.0475	23.5	6720	0.1037	0.3997	0.6083	0.5931	nan	0.5205	0.6962	0.5108	0.6884
0.0699	23.57	6740	0.1043	0.3914	0.5949	0.5843	nan	0.5341	0.6556	0.5231	0.6512
0.0417	23.64	6760	0.1163	0.3607	0.5474	0.5366	nan	0.4848	0.6100	0.4749	0.6073
0.0656	23.71	6780	0.1082	0.4003	0.6111	0.6040	nan	0.5701	0.6520	0.5530	0.6479
0.0548	23.78	6800	0.1101	0.3748	0.5692	0.5564	nan	0.4952	0.6433	0.4864	0.6381
0.0842	23.85	6820	0.1125	0.3775	0.5762	0.5683	nan	0.5307	0.6217	0.5171	0.6154
0.0606	23.92	6840	0.1219	0.3894	0.5949	0.5934	nan	0.5866	0.6031	0.5670	0.6013
0.0683	23.99	6860	0.1059	0.4190	0.6404	0.6311	nan	0.5866	0.6943	0.5708	0.6863
0.0599	24.06	6880	0.1132	0.3841	0.5879	0.5801	nan	0.5430	0.6328	0.5232	0.6291
0.0531	24.13	6900	0.1041	0.4171	0.6364	0.6275	nan	0.5851	0.6877	0.5722	0.6791
0.0506	24.2	6920	0.1240	0.3742	0.5702	0.5697	nan	0.5673	0.5731	0.5512	0.5714
0.0749	24.27	6940	0.1059	0.3990	0.6091	0.5980	nan	0.5449	0.6733	0.5291	0.6680
0.055	24.34	6960	0.1098	0.3805	0.5797	0.5696	nan	0.5212	0.6382	0.5078	0.6338
0.0508	24.41	6980	0.1068	0.3771	0.5758	0.5622	nan	0.4975	0.6541	0.4927	0.6385
0.0675	24.48	7000	0.1159	0.3933	0.5984	0.5846	nan	0.5186	0.6782	0.5072	0.6727
0.0594	24.55	7020	0.1044	0.3917	0.5951	0.5778	nan	0.4952	0.6949	0.4859	0.6890
0.0629	24.62	7040	0.1095	0.3850	0.5858	0.5761	nan	0.5297	0.6419	0.5158	0.6390
0.0708	24.69	7060	0.1064	0.4145	0.6313	0.6212	nan	0.5731	0.6894	0.5616	0.6820
0.0666	24.76	7080	0.1121	0.3841	0.5854	0.5764	nan	0.5336	0.6372	0.5197	0.6327
0.0617	24.83	7100	0.1102	0.3909	0.5951	0.5857	nan	0.5411	0.6491	0.5278	0.6450
0.0788	24.9	7120	0.1096	0.3790	0.5769	0.5661	nan	0.5146	0.6393	0.5009	0.6361
0.0431	24.97	7140	0.1163	0.3701	0.5643	0.5539	nan	0.5045	0.6241	0.4896	0.6208
0.0694	25.03	7160	0.1113	0.3804	0.5782	0.5636	nan	0.4939	0.6625	0.4870	0.6540
0.0847	25.1	7180	0.1056	0.3921	0.5954	0.5841	nan	0.5298	0.6611	0.5241	0.6521
0.0751	25.17	7200	0.1059	0.4104	0.6234	0.6080	nan	0.5341	0.7128	0.5258	0.7053
0.0536	25.24	7220	0.1109	0.3948	0.6002	0.5890	nan	0.5357	0.6647	0.5242	0.6604
0.0481	25.31	7240	0.1039	0.4307	0.6552	0.6441	nan	0.5911	0.7194	0.5818	0.7102
0.0758	25.38	7260	0.1100	0.4104	0.6277	0.6223	nan	0.5963	0.6591	0.5787	0.6525
0.0696	25.45	7280	0.0968	0.4143	0.6307	0.6154	nan	0.5424	0.7190	0.5334	0.7096
0.0652	25.52	7300	0.1013	0.4363	0.6657	0.6581	nan	0.6223	0.7090	0.6065	0.7025
0.0723	25.59	7320	0.0987	0.4145	0.6297	0.6129	nan	0.5329	0.7264	0.5244	0.7191
0.0583	25.66	7340	0.1021	0.4088	0.6217	0.6118	nan	0.5646	0.6788	0.5541	0.6724
0.0482	25.73	7360	0.1056	0.4003	0.6074	0.5959	nan	0.5410	0.6738	0.5312	0.6697
0.0559	25.8	7380	0.0982	0.4233	0.6432	0.6306	nan	0.5706	0.7159	0.5617	0.7081
0.0805	25.87	7400	0.1083	0.3842	0.5842	0.5740	nan	0.5255	0.6428	0.5147	0.6379
0.1062	25.94	7420	0.1046	0.4005	0.6088	0.5963	nan	0.5369	0.6807	0.5247	0.6768
0.0548	26.01	7440	0.1070	0.3973	0.6036	0.5912	nan	0.5318	0.6755	0.5220	0.6699
0.0477	26.08	7460	0.1069	0.3864	0.5881	0.5769	nan	0.5233	0.6529	0.5124	0.6468
0.0514	26.15	7480	0.1129	0.3872	0.5908	0.5823	nan	0.5415	0.6402	0.5257	0.6358
0.076	26.22	7500	0.1038	0.4098	0.6238	0.6110	nan	0.5504	0.6971	0.5416	0.6880
0.038	26.29	7520	0.1104	0.4091	0.6236	0.6187	nan	0.5952	0.6521	0.5818	0.6455
0.0465	26.36	7540	0.1140	0.3794	0.5786	0.5698	nan	0.5278	0.6294	0.5130	0.6252
0.0718	26.43	7560	0.1159	0.3726	0.5682	0.5619	nan	0.5318	0.6047	0.5172	0.6005
0.0567	26.5	7580	0.1162	0.3708	0.5644	0.5568	nan	0.5201	0.6088	0.5082	0.6041
0.058	26.57	7600	0.1082	0.3897	0.5927	0.5824	nan	0.5336	0.6517	0.5232	0.6460
0.0621	26.64	7620	0.1048	0.4165	0.6344	0.6211	nan	0.5578	0.7110	0.5451	0.7043
0.0574	26.71	7640	0.1091	0.4002	0.6090	0.5964	nan	0.5364	0.6817	0.5249	0.6757
0.0508	26.78	7660	0.1133	0.3822	0.5827	0.5712	nan	0.5162	0.6492	0.5062	0.6403
0.0689	26.85	7680	0.1139	0.3822	0.5817	0.5713	nan	0.5219	0.6414	0.5110	0.6357
0.0607	26.92	7700	0.1134	0.3671	0.5589	0.5465	nan	0.4872	0.6306	0.4798	0.6216
0.0603	26.99	7720	0.1109	0.4023	0.6137	0.6017	nan	0.5446	0.6828	0.5364	0.6705
0.0585	27.06	7740	0.1139	0.3758	0.5727	0.5630	nan	0.5166	0.6288	0.5092	0.6182
0.0567	27.13	7760	0.1123	0.3915	0.5966	0.5859	nan	0.5345	0.6588	0.5227	0.6520
0.0624	27.2	7780	0.1119	0.3845	0.5848	0.5748	nan	0.5268	0.6429	0.5165	0.6370
0.064	27.27	7800	0.1139	0.3941	0.5979	0.5880	nan	0.5410	0.6548	0.5327	0.6495
0.0613	27.34	7820	0.1131	0.3836	0.5842	0.5729	nan	0.5192	0.6491	0.5118	0.6390
0.0365	27.41	7840	0.1096	0.4107	0.6239	0.6126	nan	0.5589	0.6888	0.5503	0.6818
0.0684	27.48	7860	0.1080	0.4064	0.6187	0.6106	nan	0.5720	0.6654	0.5598	0.6593
0.061	27.55	7880	0.1027	0.4219	0.6425	0.6294	nan	0.5671	0.7179	0.5572	0.7085
0.0635	27.62	7900	0.1123	0.3687	0.5601	0.5467	nan	0.4828	0.6374	0.4744	0.6317
0.0551	27.69	7920	0.1061	0.3908	0.5932	0.5717	nan	0.4688	0.7176	0.4620	0.7104
0.0603	27.76	7940	0.1027	0.4160	0.6330	0.6149	nan	0.5284	0.7376	0.5227	0.7253
0.0471	27.83	7960	0.1092	0.4077	0.6190	0.6099	nan	0.5666	0.6714	0.5558	0.6674
0.0854	27.9	7980	0.1072	0.4176	0.6367	0.6285	nan	0.5897	0.6836	0.5788	0.6739
0.0851	27.97	8000	0.1080	0.4052	0.6151	0.6025	nan	0.5423	0.6880	0.5336	0.6820
0.0857	28.04	8020	0.1099	0.3839	0.5828	0.5687	nan	0.5009	0.6648	0.4912	0.6605
0.0603	28.11	8040	0.1049	0.4042	0.6144	0.5994	nan	0.5278	0.7009	0.5179	0.6946
0.0278	28.18	8060	0.1033	0.4285	0.6528	0.6353	nan	0.5515	0.7541	0.5439	0.7415
0.0671	28.25	8080	0.1065	0.4027	0.6119	0.5998	nan	0.5422	0.6816	0.5319	0.6761
0.0595	28.32	8100	0.1110	0.3899	0.5918	0.5788	nan	0.5166	0.6670	0.5086	0.6612
0.0576	28.39	8120	0.1103	0.3906	0.5928	0.5779	nan	0.5068	0.6788	0.5011	0.6707
0.0707	28.46	8140	0.1052	0.4157	0.6330	0.6148	nan	0.5275	0.7386	0.5214	0.7257
0.0356	28.53	8160	0.1061	0.4085	0.6210	0.6131	nan	0.5752	0.6668	0.5650	0.6606
0.0676	28.6	8180	0.1087	0.3997	0.6077	0.5972	nan	0.5469	0.6685	0.5346	0.6644
0.0487	28.67	8200	0.1139	0.3940	0.5980	0.5874	nan	0.5366	0.6595	0.5255	0.6564
0.0657	28.74	8220	0.1055	0.4071	0.6216	0.6017	nan	0.5068	0.7364	0.5028	0.7184
0.0666	28.81	8240	0.1090	0.3899	0.5928	0.5821	nan	0.5306	0.6551	0.5190	0.6506
0.072	28.88	8260	0.1126	0.3887	0.5916	0.5824	nan	0.5384	0.6449	0.5237	0.6425
0.0403	28.95	8280	0.1039	0.4177	0.6371	0.6190	nan	0.5327	0.7415	0.5240	0.7291
0.0667	29.02	8300	0.1123	0.4005	0.6100	0.6021	nan	0.5644	0.6556	0.5483	0.6532
0.0517	29.09	8320	0.1127	0.4039	0.6154	0.6126	nan	0.5988	0.6321	0.5834	0.6283
0.0737	29.16	8340	0.1096	0.4032	0.6140	0.6050	nan	0.5622	0.6658	0.5464	0.6633
0.0777	29.23	8360	0.1092	0.3886	0.5910	0.5792	nan	0.5225	0.6596	0.5129	0.6528
0.0747	29.3	8380	0.1060	0.4068	0.6179	0.6057	nan	0.5472	0.6886	0.5373	0.6832
0.0561	29.37	8400	0.1048	0.4209	0.6399	0.6294	nan	0.5794	0.7003	0.5673	0.6955
0.0913	29.44	8420	0.1078	0.4049	0.6154	0.6051	nan	0.5555	0.6754	0.5434	0.6714
0.0655	29.51	8440	0.1021	0.4420	0.6742	0.6628	nan	0.6083	0.7401	0.5965	0.7294
0.0562	29.58	8460	0.1028	0.4275	0.6515	0.6410	nan	0.5909	0.7121	0.5781	0.7044
0.0371	29.65	8480	0.1092	0.4100	0.6243	0.6188	nan	0.5923	0.6564	0.5778	0.6522
0.0756	29.72	8500	0.1074	0.4026	0.6127	0.6000	nan	0.5390	0.6864	0.5307	0.6772
0.0523	29.79	8520	0.1113	0.3981	0.6052	0.5948	nan	0.5454	0.6650	0.5357	0.6587
0.0611	29.86	8540	0.1122	0.3965	0.6025	0.5903	nan	0.5324	0.6726	0.5213	0.6683
0.0658	29.93	8560	0.1081	0.4066	0.6173	0.6028	nan	0.5334	0.7013	0.5234	0.6964
0.0454	30.0	8580	0.1136	0.3825	0.5811	0.5692	nan	0.5123	0.6500	0.5010	0.6465
0.0712	30.07	8600	0.1102	0.3950	0.6016	0.5869	nan	0.5168	0.6863	0.5081	0.6768
0.0706	30.14	8620	0.1105	0.4028	0.6133	0.6055	nan	0.5685	0.6580	0.5558	0.6527
0.0428	30.21	8640	0.1071	0.4201	0.6395	0.6314	nan	0.5924	0.6867	0.5772	0.6832
0.0585	30.28	8660	0.1068	0.3963	0.6027	0.5879	nan	0.5175	0.6879	0.5074	0.6815
0.0451	30.35	8680	0.1121	0.3878	0.5892	0.5750	nan	0.5073	0.6711	0.4957	0.6676
0.0681	30.42	8700	0.1105	0.3939	0.5999	0.5877	nan	0.5295	0.6702	0.5147	0.6670
0.0569	30.49	8720	0.1199	0.3891	0.5933	0.5868	nan	0.5558	0.6308	0.5392	0.6282
0.0507	30.56	8740	0.1106	0.3939	0.5999	0.5866	nan	0.5234	0.6764	0.5125	0.6691
0.0545	30.63	8760	0.1124	0.3977	0.6045	0.5908	nan	0.5252	0.6839	0.5137	0.6793
0.0561	30.7	8780	0.1094	0.4062	0.6182	0.6034	nan	0.5328	0.7036	0.5221	0.6965
0.0581	30.77	8800	0.1055	0.4146	0.6303	0.6153	nan	0.5436	0.7169	0.5365	0.7074
0.0662	30.84	8820	0.1102	0.3981	0.6038	0.5898	nan	0.5233	0.6842	0.5183	0.6760
0.0985	30.91	8840	0.1095	0.4037	0.6138	0.5981	nan	0.5230	0.7045	0.5149	0.6962
0.0481	30.98	8860	0.1037	0.4105	0.6261	0.6114	nan	0.5414	0.7107	0.5354	0.6960
0.0495	31.05	8880	0.1048	0.4012	0.6100	0.5912	nan	0.5015	0.7186	0.4946	0.7090
0.0445	31.12	8900	0.1117	0.3896	0.5919	0.5799	nan	0.5222	0.6617	0.5117	0.6572
0.0649	31.19	8920	0.1117	0.3992	0.6078	0.5945	nan	0.5308	0.6848	0.5195	0.6780
0.0542	31.26	8940	0.1112	0.4042	0.6163	0.6091	nan	0.5746	0.6581	0.5601	0.6527
0.0388	31.33	8960	0.1093	0.4151	0.6319	0.6238	nan	0.5852	0.6786	0.5735	0.6717
0.0571	31.4	8980	0.1079	0.4119	0.6266	0.6158	nan	0.5642	0.6890	0.5530	0.6826
0.0547	31.47	9000	0.1190	0.3846	0.5866	0.5809	nan	0.5541	0.6191	0.5375	0.6163
0.0497	31.54	9020	0.1115	0.4016	0.6121	0.5997	nan	0.5405	0.6838	0.5276	0.6772
0.0499	31.61	9040	0.1167	0.3834	0.5823	0.5683	nan	0.5012	0.6634	0.4911	0.6589
0.05	31.68	9060	0.1162	0.3891	0.5913	0.5764	nan	0.5056	0.6769	0.4935	0.6737
0.0432	31.75	9080	0.1174	0.3884	0.5913	0.5837	nan	0.5476	0.6351	0.5347	0.6306
0.064	31.82	9100	0.1095	0.4059	0.6168	0.6028	nan	0.5363	0.6972	0.5282	0.6895
0.1138	31.89	9120	0.1126	0.3874	0.5887	0.5786	nan	0.5301	0.6473	0.5210	0.6413
0.0552	31.96	9140	0.1116	0.4048	0.6161	0.6099	nan	0.5804	0.6517	0.5680	0.6464
0.0758	32.03	9160	0.1203	0.3815	0.5817	0.5796	nan	0.5696	0.5938	0.5529	0.5917
0.0574	32.1	9180	0.1061	0.4369	0.6653	0.6533	nan	0.5962	0.7343	0.5868	0.7239
0.0659	32.17	9200	0.1076	0.4212	0.6402	0.6300	nan	0.5814	0.6990	0.5699	0.6938
0.0398	32.24	9220	0.1049	0.4489	0.6830	0.6686	nan	0.6001	0.7659	0.5899	0.7568
0.0415	32.31	9240	0.1133	0.3993	0.6068	0.6029	nan	0.5843	0.6293	0.5709	0.6270
0.0584	32.38	9260	0.1088	0.4236	0.6438	0.6345	nan	0.5899	0.6978	0.5772	0.6935
0.0549	32.45	9280	0.1144	0.3987	0.6073	0.6013	nan	0.5730	0.6416	0.5574	0.6386
0.0529	32.52	9300	0.1072	0.4039	0.6137	0.5992	nan	0.5301	0.6972	0.5213	0.6902
0.0378	32.59	9320	0.1089	0.4051	0.6155	0.6065	nan	0.5632	0.6679	0.5529	0.6623
0.0556	32.66	9340	0.1079	0.4099	0.6234	0.6112	nan	0.5532	0.6935	0.5418	0.6879
0.0568	32.73	9360	0.1080	0.4036	0.6139	0.6029	nan	0.5501	0.6778	0.5417	0.6691
0.0458	32.8	9380	0.1082	0.3948	0.6006	0.5823	nan	0.4951	0.7061	0.4890	0.6954
0.0472	32.87	9400	0.1129	0.3881	0.5897	0.5777	nan	0.5208	0.6585	0.5101	0.6542
0.0611	32.94	9420	0.1105	0.4011	0.6099	0.5982	nan	0.5425	0.6774	0.5320	0.6713
0.0702	33.01	9440	0.1063	0.4287	0.6539	0.6425	nan	0.5880	0.7198	0.5767	0.7095
0.0702	33.08	9460	0.1115	0.4024	0.6120	0.5960	nan	0.5196	0.7044	0.5106	0.6966
0.0603	33.15	9480	0.1138	0.4139	0.6295	0.6236	nan	0.5954	0.6635	0.5841	0.6576
0.0661	33.22	9500	0.1127	0.4018	0.6123	0.6039	nan	0.5634	0.6612	0.5546	0.6510
0.0755	33.29	9520	0.1180	0.3938	0.5994	0.5928	nan	0.5613	0.6375	0.5498	0.6318
0.0888	33.36	9540	0.1158	0.3836	0.5831	0.5707	nan	0.5114	0.6547	0.5016	0.6491
0.0356	33.43	9560	0.1073	0.4202	0.6388	0.6276	nan	0.5739	0.7037	0.5638	0.6968
0.0656	33.5	9580	0.1074	0.4245	0.6459	0.6319	nan	0.5652	0.7266	0.5540	0.7195
0.0565	33.57	9600	0.1060	0.4143	0.6305	0.6188	nan	0.5633	0.6977	0.5518	0.6912
0.0528	33.64	9620	0.1071	0.4197	0.6385	0.6272	nan	0.5731	0.7038	0.5618	0.6972
0.0711	33.71	9640	0.1103	0.3996	0.6072	0.5939	nan	0.5303	0.6841	0.5209	0.6778
0.0614	33.78	9660	0.1138	0.3993	0.6070	0.5963	nan	0.5451	0.6688	0.5338	0.6642
0.065	33.85	9680	0.1057	0.4227	0.6436	0.6319	nan	0.5761	0.7111	0.5653	0.7028
0.0544	33.92	9700	0.1117	0.4167	0.6350	0.6289	nan	0.5998	0.6702	0.5829	0.6671
0.0802	33.99	9720	0.1120	0.4201	0.6393	0.6274	nan	0.5707	0.7079	0.5570	0.7034
0.0339	34.06	9740	0.1107	0.3944	0.6009	0.5895	nan	0.5351	0.6667	0.5253	0.6580
0.0436	34.13	9760	0.1137	0.3919	0.5963	0.5868	nan	0.5415	0.6510	0.5296	0.6460
0.0643	34.2	9780	0.1190	0.3739	0.5688	0.5534	nan	0.4798	0.6579	0.4696	0.6522
0.0929	34.27	9800	0.1212	0.3715	0.5642	0.5525	nan	0.4970	0.6313	0.4872	0.6274
0.0672	34.34	9820	0.1117	0.4173	0.6350	0.6266	nan	0.5864	0.6836	0.5719	0.6800
0.0449	34.41	9840	0.1230	0.4036	0.6159	0.6156	nan	0.6142	0.6176	0.5966	0.6143

The model card is truncated. Read the rest on Hugging Face.

Library: transformers
Type: segformer
License: other
Created: May 25, 2023
Updated: May 26, 2023