segformer-b0-finetuned-batch1-30nov

This model is a fine-tuned version of nvidia/mit-b0 on the PushkarA07/batch1-tiles dataset. It achieves the following results on the evaluation set:

• Loss: 0.0239
• Mean Iou: 0.6822
• Mean Accuracy: 0.7582
• Overall Accuracy: 0.9940
• Accuracy Abnormality: 0.5190
• Iou Abnormality: 0.3704

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: 2
• eval_batch_size: 2
• seed: 42
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Abnormality	Iou Abnormality
0.0834	0.4167	10	0.0833	0.5846	0.5959	0.9939	0.1925	0.1753
0.0821	0.8333	20	0.1344	0.6312	0.7053	0.9924	0.4142	0.2700
0.0632	1.25	30	0.1573	0.6011	0.7036	0.9896	0.4137	0.2125
0.0528	1.6667	40	0.1880	0.6271	0.7439	0.9907	0.4938	0.2637
0.047	2.0833	50	0.2091	0.6092	0.7053	0.9904	0.4162	0.2279
0.0539	2.5	60	0.3861	0.6545	0.7983	0.9912	0.6027	0.3179
0.0449	2.9167	70	0.2828	0.6481	0.7927	0.9909	0.5918	0.3054
0.042	3.3333	80	0.2313	0.6686	0.7367	0.9938	0.4761	0.3435
0.0607	3.75	90	0.2082	0.6304	0.7361	0.9912	0.4774	0.2696
0.0312	4.1667	100	0.1706	0.6602	0.7826	0.9921	0.5703	0.3283
0.0328	4.5833	110	0.0732	0.6029	0.6369	0.9931	0.2758	0.2127
0.0326	5.0	120	0.2180	0.6444	0.8420	0.9890	0.6930	0.2998
0.0376	5.4167	130	0.0998	0.6281	0.6863	0.9929	0.3754	0.2634
0.0299	5.8333	140	0.1290	0.6280	0.7012	0.9923	0.4062	0.2637
0.0343	6.25	150	0.1294	0.6526	0.7173	0.9935	0.4374	0.3118
0.0329	6.6667	160	0.2029	0.6332	0.7932	0.9895	0.5941	0.2770
0.0241	7.0833	170	0.1215	0.6400	0.7384	0.9919	0.4815	0.2880
0.0356	7.5	180	0.1589	0.6486	0.8248	0.9900	0.6574	0.3074
0.0332	7.9167	190	0.0949	0.6630	0.7414	0.9934	0.4860	0.3326
0.0363	8.3333	200	0.1485	0.6410	0.7836	0.9905	0.5738	0.2915
0.0515	8.75	210	0.1341	0.6377	0.8064	0.9895	0.6208	0.2859
0.0206	9.1667	220	0.0853	0.6424	0.7158	0.9928	0.4349	0.2919
0.0377	9.5833	230	0.1459	0.6508	0.8165	0.9904	0.6401	0.3113
0.0179	10.0	240	0.1198	0.6358	0.7321	0.9918	0.4688	0.2799
0.0199	10.4167	250	0.0987	0.6229	0.7338	0.9906	0.4734	0.2553
0.0286	10.8333	260	0.1007	0.6271	0.7473	0.9905	0.5008	0.2638
0.0217	11.25	270	0.1579	0.6328	0.8435	0.9877	0.6974	0.2779
0.0227	11.6667	280	0.1406	0.6422	0.7949	0.9903	0.5968	0.2942
0.0193	12.0833	290	0.1106	0.6557	0.7800	0.9918	0.5652	0.3197
0.0221	12.5	300	0.1512	0.6404	0.8185	0.9894	0.6452	0.2915
0.0245	12.9167	310	0.1643	0.6286	0.7995	0.9888	0.6076	0.2685
0.0229	13.3333	320	0.0705	0.6590	0.7521	0.9929	0.5080	0.3251
0.0216	13.75	330	0.0654	0.6588	0.7665	0.9924	0.5374	0.3251
0.0168	14.1667	340	0.1114	0.6064	0.7151	0.9897	0.4366	0.2230
0.0232	14.5833	350	0.1444	0.6165	0.8111	0.9869	0.6329	0.2463
0.0249	15.0	360	0.1370	0.6290	0.7857	0.9893	0.5793	0.2687
0.0196	15.4167	370	0.1113	0.6471	0.8379	0.9894	0.6842	0.3049
0.0127	15.8333	380	0.1435	0.6304	0.8566	0.9870	0.7244	0.2739
0.0228	16.25	390	0.1241	0.6327	0.8032	0.9891	0.6147	0.2763
0.0091	16.6667	400	0.1135	0.6462	0.8366	0.9894	0.6818	0.3030
0.0112	17.0833	410	0.0820	0.6233	0.7572	0.9898	0.5215	0.2568
0.0229	17.5	420	0.0814	0.6198	0.7079	0.9914	0.4206	0.2482
0.0186	17.9167	430	0.1623	0.6335	0.8813	0.9865	0.7746	0.2806
0.0132	18.3333	440	0.1086	0.6325	0.8541	0.9873	0.7190	0.2778
0.0224	18.75	450	0.1675	0.5968	0.8417	0.9823	0.6992	0.2114
0.016	19.1667	460	0.1120	0.6374	0.8143	0.9892	0.6371	0.2856
0.0315	19.5833	470	0.0964	0.6448	0.8174	0.9898	0.6426	0.2998
0.0133	20.0	480	0.1557	0.6223	0.8905	0.9847	0.7951	0.2599
0.0076	20.4167	490	0.1391	0.6194	0.8667	0.9851	0.7467	0.2537
0.028	20.8333	500	0.1427	0.6197	0.7958	0.9879	0.6010	0.2516
0.0132	21.25	510	0.2282	0.6051	0.8790	0.9822	0.7744	0.2280
0.0175	21.6667	520	0.1833	0.6117	0.8780	0.9835	0.7711	0.2401
0.0217	22.0833	530	0.2084	0.6022	0.9059	0.9805	0.8303	0.2240
0.0159	22.5	540	0.0312	0.6496	0.7155	0.9933	0.4338	0.3059
0.0142	22.9167	550	0.2139	0.6133	0.9288	0.9817	0.8752	0.2451
0.0209	23.3333	560	0.0566	0.6743	0.8391	0.9916	0.6845	0.3569
0.0157	23.75	570	0.0222	0.5976	0.6082	0.9942	0.2169	0.2010
0.0057	24.1667	580	0.1198	0.6183	0.7980	0.9876	0.6058	0.2491
0.0178	24.5833	590	0.0675	0.6752	0.8111	0.9924	0.6274	0.3581
0.0152	25.0	600	0.1778	0.6282	0.9105	0.9848	0.8352	0.2717
0.021	25.4167	610	0.0786	0.6292	0.7836	0.9894	0.5750	0.2691
0.0189	25.8333	620	0.1308	0.6102	0.8983	0.9824	0.8130	0.2382
0.0165	26.25	630	0.2002	0.6074	0.9271	0.9807	0.8728	0.2342
0.021	26.6667	640	0.1803	0.6037	0.8553	0.9830	0.7259	0.2244
0.0109	27.0833	650	0.2525	0.5713	0.8758	0.9741	0.7762	0.1687
0.0237	27.5	660	0.1833	0.5933	0.9115	0.9783	0.8438	0.2084
0.012	27.9167	670	0.0172	0.6687	0.6931	0.9950	0.3870	0.3424
0.0092	28.3333	680	0.0477	0.6830	0.8302	0.9924	0.6658	0.3736
0.0183	28.75	690	0.2163	0.5913	0.9475	0.9761	0.9186	0.2067
0.0106	29.1667	700	0.1987	0.5740	0.8622	0.9757	0.7472	0.1725
0.0156	29.5833	710	0.1389	0.6056	0.8715	0.9826	0.7588	0.2286
0.0082	30.0	720	0.1502	0.6077	0.8639	0.9834	0.7428	0.2322
0.0135	30.4167	730	0.1151	0.6088	0.7963	0.9864	0.6036	0.2313
0.0122	30.8333	740	0.0454	0.6358	0.7351	0.9917	0.4749	0.2799
0.0341	31.25	750	0.0270	0.6414	0.6951	0.9935	0.3927	0.2894
0.0147	31.6667	760	0.0268	0.6210	0.6485	0.9939	0.2984	0.2482
0.016	32.0833	770	0.0338	0.6490	0.7206	0.9931	0.4444	0.3050
0.0187	32.5	780	0.1884	0.5957	0.9222	0.9784	0.8652	0.2132
0.0118	32.9167	790	0.1681	0.6207	0.9194	0.9834	0.8546	0.2582
0.0306	33.3333	800	0.0540	0.6495	0.7295	0.9929	0.4625	0.3061
0.0168	33.75	810	0.0419	0.6088	0.6321	0.9938	0.2655	0.2239
0.0134	34.1667	820	0.0550	0.6505	0.7799	0.9915	0.5654	0.3096
0.0286	34.5833	830	0.0672	0.6485	0.8774	0.9884	0.7648	0.3087
0.0119	35.0	840	0.1695	0.6033	0.9233	0.9800	0.8658	0.2268
0.0237	35.4167	850	0.0507	0.6541	0.7459	0.9927	0.4957	0.3156
0.0154	35.8333	860	0.1155	0.6253	0.8582	0.9863	0.7285	0.2644
0.0086	36.25	870	0.0643	0.6419	0.8805	0.9876	0.7719	0.2963
0.0066	36.6667	880	0.0725	0.6406	0.9016	0.9868	0.8153	0.2945
0.0117	37.0833	890	0.2025	0.5893	0.9307	0.9764	0.8844	0.2023
0.0181	37.5	900	0.0218	0.6281	0.6442	0.9945	0.2891	0.2617
0.0074	37.9167	910	0.0911	0.6351	0.8564	0.9876	0.7234	0.2828
0.0195	38.3333	920	0.0682	0.6532	0.8314	0.9902	0.6705	0.3163
0.0096	38.75	930	0.1141	0.6252	0.8749	0.9856	0.7627	0.2648
0.0122	39.1667	940	0.0604	0.6484	0.8292	0.9898	0.6663	0.3070
0.0155	39.5833	950	0.0378	0.6299	0.6683	0.9937	0.3384	0.2662
0.0091	40.0	960	0.0803	0.6438	0.8680	0.9882	0.7462	0.2994
0.0133	40.4167	970	0.0790	0.6275	0.8472	0.9870	0.7054	0.2682
0.0128	40.8333	980	0.0946	0.6249	0.8844	0.9853	0.7822	0.2646
0.0147	41.25	990	0.0778	0.6388	0.8535	0.9881	0.7171	0.2895
0.0183	41.6667	1000	0.1511	0.6082	0.8858	0.9825	0.7877	0.2340
0.0112	42.0833	1010	0.0629	0.6443	0.8475	0.9888	0.7043	0.2998
0.0148	42.5	1020	0.1011	0.6260	0.8937	0.9851	0.8011	0.2670
0.0117	42.9167	1030	0.0498	0.5701	0.5779	0.9938	0.1563	0.1463
0.0178	43.3333	1040	0.0355	0.6145	0.6515	0.9933	0.3051	0.2357
0.0049	43.75	1050	0.1166	0.6136	0.8864	0.9834	0.7880	0.2438
0.0154	44.1667	1060	0.0681	0.6423	0.8381	0.9889	0.6851	0.2958
0.0171	44.5833	1070	0.0685	0.6336	0.7482	0.9911	0.5020	0.2761
0.015	45.0	1080	0.0653	0.6185	0.7283	0.9904	0.4625	0.2466
0.0037	45.4167	1090	0.0860	0.6279	0.8350	0.9874	0.6805	0.2685
0.0233	45.8333	1100	0.0414	0.6638	0.8037	0.9918	0.6130	0.3359
0.0177	46.25	1110	0.0483	0.6526	0.7782	0.9917	0.5618	0.3135
0.0072	46.6667	1120	0.1099	0.6245	0.8701	0.9857	0.7529	0.2634
0.009	47.0833	1130	0.1331	0.6177	0.8590	0.9852	0.7312	0.2503
0.0078	47.5	1140	0.1266	0.6040	0.8594	0.9829	0.7342	0.2253
0.0153	47.9167	1150	0.1102	0.6171	0.8486	0.9855	0.7098	0.2488
0.0197	48.3333	1160	0.0437	0.6535	0.7733	0.9919	0.5517	0.3151
0.01	48.75	1170	0.0814	0.6341	0.8216	0.9886	0.6522	0.2797
0.0222	49.1667	1180	0.0639	0.6563	0.8673	0.9894	0.7435	0.3232
0.0172	49.5833	1190	0.0875	0.6094	0.7797	0.9872	0.5695	0.2316
0.0103	50.0	1200	0.0545	0.5223	0.5265	0.9933	0.0532	0.0512
0.0124	50.4167	1210	0.0294	0.6633	0.7677	0.9927	0.5397	0.3338
0.0092	50.8333	1220	0.0433	0.6672	0.8051	0.9920	0.6157	0.3425
0.008	51.25	1230	0.0348	0.6778	0.7929	0.9930	0.5901	0.3626
0.0047	51.6667	1240	0.0367	0.6728	0.8096	0.9923	0.6244	0.3534
0.0219	52.0833	1250	0.0808	0.6065	0.7866	0.9865	0.5839	0.2266
0.0127	52.5	1260	0.0620	0.6124	0.7593	0.9885	0.5269	0.2365
0.0177	52.9167	1270	0.0623	0.6232	0.7213	0.9911	0.4478	0.2552
0.0067	53.3333	1280	0.0590	0.6176	0.7141	0.9909	0.4335	0.2444
0.0161	53.75	1290	0.0759	0.6059	0.7928	0.9861	0.5969	0.2257
0.0069	54.1667	1300	0.0608	0.5980	0.7009	0.9894	0.4085	0.2066
0.022	54.5833	1310	0.0534	0.6143	0.7275	0.9900	0.4615	0.2387
0.0072	55.0	1320	0.0815	0.6381	0.9053	0.9863	0.8231	0.2899
0.0151	55.4167	1330	0.0889	0.6486	0.8972	0.9878	0.8054	0.3095
0.0099	55.8333	1340	0.0618	0.6587	0.8824	0.9893	0.7741	0.3282
0.0095	56.25	1350	0.0704	0.6598	0.8236	0.9909	0.6539	0.3287
0.0075	56.6667	1360	0.1065	0.6327	0.9100	0.9855	0.8336	0.2800
0.0085	57.0833	1370	0.0860	0.6439	0.8997	0.9872	0.8110	0.3007
0.0104	57.5	1380	0.0738	0.6652	0.9173	0.9890	0.8447	0.3415
0.016	57.9167	1390	0.0669	0.6596	0.9270	0.9882	0.8650	0.3312
0.008	58.3333	1400	0.0558	0.6724	0.8535	0.9912	0.7140	0.3536
0.0063	58.75	1410	0.0785	0.6271	0.7907	0.9889	0.5897	0.2653
0.0124	59.1667	1420	0.0671	0.6119	0.7327	0.9895	0.4722	0.2343
0.0063	59.5833	1430	0.0683	0.6389	0.8681	0.9876	0.7469	0.2902
0.011	60.0	1440	0.0301	0.6678	0.7401	0.9937	0.4831	0.3420
0.0078	60.4167	1450	0.0654	0.6255	0.7529	0.9902	0.5124	0.2608
0.0161	60.8333	1460	0.0700	0.6199	0.7464	0.9898	0.4997	0.2500
0.0122	61.25	1470	0.0913	0.6209	0.8395	0.9864	0.6905	0.2556
0.0096	61.6667	1480	0.0687	0.6286	0.8000	0.9888	0.6086	0.2685
0.0118	62.0833	1490	0.0740	0.6262	0.7484	0.9904	0.5030	0.2621
0.0106	62.5	1500	0.0323	0.6403	0.7013	0.9932	0.4053	0.2873
0.0133	62.9167	1510	0.0500	0.6457	0.7871	0.9908	0.5805	0.3007
0.0067	63.3333	1520	0.0369	0.6256	0.6867	0.9927	0.3764	0.2585
0.0157	63.75	1530	0.0562	0.6100	0.7013	0.9907	0.4079	0.2294
0.0179	64.1667	1540	0.0591	0.6388	0.7698	0.9908	0.5458	0.2868
0.0109	64.5833	1550	0.0568	0.6082	0.6989	0.9906	0.4032	0.2258
0.0063	65.0	1560	0.0505	0.6108	0.6932	0.9911	0.3912	0.2304
0.0091	65.4167	1570	0.0510	0.5976	0.6582	0.9915	0.3202	0.2036
0.0076	65.8333	1580	0.0570	0.6343	0.7747	0.9902	0.5562	0.2785
0.0168	66.25	1590	0.0620	0.6430	0.8336	0.9891	0.6760	0.2969
0.0056	66.6667	1600	0.0698	0.6321	0.7756	0.9900	0.5582	0.2742
0.0171	67.0833	1610	0.0930	0.6287	0.9063	0.9850	0.8265	0.2724
0.0038	67.5	1620	0.0293	0.6452	0.7033	0.9934	0.4093	0.2969
0.0056	67.9167	1630	0.0339	0.6506	0.7372	0.9927	0.4781	0.3085
0.0121	68.3333	1640	0.0336	0.6458	0.7127	0.9932	0.4283	0.2985
0.0114	68.75	1650	0.0496	0.6542	0.8034	0.9911	0.6133	0.3174
0.0025	69.1667	1660	0.0390	0.6493	0.7361	0.9927	0.4761	0.3059
0.0141	69.5833	1670	0.0436	0.6446	0.7302	0.9925	0.4642	0.2967
0.0103	70.0	1680	0.0510	0.6433	0.8344	0.9892	0.6776	0.2975
0.0103	70.4167	1690	0.0363	0.6574	0.7701	0.9922	0.5448	0.3226
0.01	70.8333	1700	0.0324	0.6614	0.7305	0.9936	0.4639	0.3292
0.0163	71.25	1710	0.0557	0.6561	0.8289	0.9905	0.6651	0.3217
0.0118	71.6667	1720	0.0341	0.6548	0.7626	0.9923	0.5297	0.3173
0.0197	72.0833	1730	0.0407	0.6640	0.7959	0.9920	0.5970	0.3359
0.0128	72.5	1740	0.0471	0.6728	0.8372	0.9916	0.6807	0.3541
0.0064	72.9167	1750	0.0527	0.6179	0.7069	0.9912	0.4186	0.2446
0.0092	73.3333	1760	0.0431	0.5962	0.6342	0.9926	0.2708	0.1997
0.0069	73.75	1770	0.0539	0.6251	0.7473	0.9903	0.5009	0.2599
0.0057	74.1667	1780	0.0453	0.6075	0.6687	0.9919	0.3409	0.2230
0.0078	74.5833	1790	0.0484	0.6350	0.7288	0.9919	0.4621	0.2781
0.0124	75.0	1800	0.0502	0.6331	0.7689	0.9903	0.5445	0.2759
0.0076	75.4167	1810	0.0447	0.6134	0.7028	0.9910	0.4106	0.2359
0.0083	75.8333	1820	0.0360	0.6532	0.7654	0.9921	0.5357	0.3144
0.0133	76.25	1830	0.0466	0.6512	0.7816	0.9915	0.5689	0.3109
0.0107	76.6667	1840	0.0181	0.6813	0.7325	0.9946	0.4668	0.3681
0.0214	77.0833	1850	0.0415	0.6421	0.7491	0.9917	0.5030	0.2924
0.0157	77.5	1860	0.0327	0.6080	0.6460	0.9930	0.2942	0.2229
0.0106	77.9167	1870	0.0410	0.6191	0.6966	0.9918	0.3973	0.2464
0.0047	78.3333	1880	0.0398	0.6135	0.6586	0.9929	0.3196	0.2342
0.0194	78.75	1890	0.0426	0.6532	0.7582	0.9923	0.5209	0.3142
0.0049	79.1667	1900	0.0392	0.6382	0.7157	0.9926	0.4350	0.2838
0.0098	79.5833	1910	0.0325	0.6196	0.6562	0.9935	0.3144	0.2457
0.0111	80.0	1920	0.0252	0.6179	0.6440	0.9939	0.2893	0.2420
0.0082	80.4167	1930	0.0267	0.6149	0.6426	0.9937	0.2867	0.2360
0.011	80.8333	1940	0.0192	0.6505	0.6839	0.9943	0.3691	0.3067
0.009	81.25	1950	0.0214	0.6264	0.6520	0.9941	0.3052	0.2588
0.0105	81.6667	1960	0.0251	0.6601	0.7187	0.9938	0.4397	0.3263
0.0076	82.0833	1970	0.0276	0.6171	0.6473	0.9937	0.2962	0.2405
0.0093	82.5	1980	0.0296	0.6076	0.6336	0.9936	0.2686	0.2216
0.0102	82.9167	1990	0.0235	0.6402	0.6811	0.9939	0.3640	0.2865
0.0087	83.3333	2000	0.0442	0.6370	0.7313	0.9919	0.4672	0.2820
0.0104	83.75	2010	0.0387	0.6325	0.6867	0.9932	0.3761	0.2718
0.0089	84.1667	2020	0.0259	0.6353	0.6711	0.9939	0.3439	0.2767
0.0071	84.5833	2030	0.0279	0.6211	0.6437	0.9941	0.2886	0.2481
0.0093	85.0	2040	0.0289	0.6137	0.6300	0.9942	0.2609	0.2332
0.0065	85.4167	2050	0.0269	0.6437	0.6911	0.9937	0.3844	0.2936
0.0155	85.8333	2060	0.0337	0.6730	0.7886	0.9928	0.5816	0.3533
0.0136	86.25	2070	0.0351	0.6505	0.7254	0.9931	0.4541	0.3079
0.0062	86.6667	2080	0.0297	0.6404	0.6915	0.9935	0.3853	0.2874
0.0061	87.0833	2090	0.0289	0.6461	0.7008	0.9936	0.4040	0.2986
0.008	87.5	2100	0.0363	0.6277	0.6733	0.9933	0.3488	0.2622
0.0094	87.9167	2110	0.0342	0.6351	0.6867	0.9933	0.3758	0.2769
0.0118	88.3333	2120	0.0291	0.6848	0.7916	0.9934	0.5869	0.3763
0.0063	88.75	2130	0.0264	0.6626	0.7227	0.9939	0.4477	0.3313
0.0061	89.1667	2140	0.0283	0.6429	0.6909	0.9937	0.3840	0.2922
0.0089	89.5833	2150	0.0320	0.6052	0.6235	0.9939	0.2479	0.2165
0.0052	90.0	2160	0.0264	0.6602	0.7111	0.9941	0.4242	0.3263
0.0171	90.4167	2170	0.0238	0.6472	0.6839	0.9942	0.3694	0.3002
0.0053	90.8333	2180	0.0236	0.6854	0.7720	0.9939	0.5470	0.3770
0.0099	91.25	2190	0.0340	0.6761	0.7701	0.9934	0.5437	0.3587
0.0071	91.6667	2200	0.0246	0.6729	0.7427	0.9939	0.4880	0.3519
0.0036	92.0833	2210	0.0324	0.6855	0.7979	0.9933	0.5998	0.3777
0.0078	92.5	2220	0.0382	0.6860	0.8185	0.9929	0.6418	0.3791
0.0106	92.9167	2230	0.0317	0.6789	0.7588	0.9938	0.5206	0.3641
0.0095	93.3333	2240	0.0266	0.6952	0.7830	0.9941	0.5689	0.3962
0.0098	93.75	2250	0.0269	0.6902	0.7582	0.9944	0.5188	0.3860
0.0025	94.1667	2260	0.0544	0.6768	0.9133	0.9901	0.8355	0.3636
0.0047	94.5833	2270	0.0259	0.6757	0.7335	0.9943	0.4692	0.3572
0.0153	95.0	2280	0.0279	0.6914	0.7865	0.9939	0.5763	0.3890
0.007	95.4167	2290	0.0294	0.6937	0.8240	0.9932	0.6524	0.3941
0.0113	95.8333	2300	0.0378	0.6923	0.8413	0.9928	0.6878	0.3919
0.013	96.25	2310	0.0245	0.6880	0.7541	0.9944	0.5105	0.3816
0.0042	96.6667	2320	0.0206	0.6853	0.7379	0.9946	0.4776	0.3760
0.0157	97.0833	2330	0.0200	0.6580	0.6901	0.9945	0.3814	0.3215
0.0042	97.5	2340	0.0245	0.6339	0.6548	0.9944	0.3105	0.2735
0.0121	97.9167	2350	0.0204	0.7109	0.8020	0.9945	0.6069	0.4273
0.0038	98.3333	2360	0.0176	0.6814	0.7215	0.9948	0.4444	0.3680
0.0073	98.75	2370	0.0310	0.6033	0.6211	0.9939	0.2431	0.2126
0.0059	99.1667	2380	0.0344	0.5711	0.5772	0.9940	0.1546	0.1482
0.0074	99.5833	2390	0.0206	0.6328	0.6456	0.9947	0.2916	0.2708
0.0072	100.0	2400	0.0174	0.6729	0.7037	0.9949	0.4085	0.3509
0.0095	100.4167	2410	0.0252	0.6263	0.6580	0.9938	0.3175	0.2589
0.0084	100.8333	2420	0.0221	0.6423	0.6645	0.9945	0.3300	0.2900
0.0039	101.25	2430	0.0278	0.6244	0.6592	0.9937	0.3202	0.2552
0.0034	101.6667	2440	0.0234	0.6373	0.6708	0.9940	0.3431	0.2805
0.0048	102.0833	2450	0.0462	0.5879	0.6166	0.9929	0.2351	0.1829
0.0175	102.5	2460	0.0290	0.6219	0.6614	0.9934	0.3249	0.2503
0.0082	102.9167	2470	0.0178	0.6729	0.7075	0.9948	0.4163	0.3511
0.003	103.3333	2480	0.0382	0.5969	0.6274	0.9931	0.2567	0.2008
0.0072	103.75	2490	0.0300	0.6234	0.6588	0.9936	0.3193	0.2532
0.0128	104.1667	2500	0.0238	0.6910	0.7668	0.9943	0.5362	0.3878
0.0102	104.5833	2510	0.0260	0.6739	0.7369	0.9941	0.4761	0.3538
0.0055	105.0	2520	0.0272	0.6602	0.7252	0.9937	0.4530	0.3268
0.0063	105.4167	2530	0.0305	0.6129	0.6422	0.9936	0.2860	0.2323
0.0093	105.8333	2540	0.0249	0.6607	0.7196	0.9939	0.4416	0.3275
0.0141	106.25	2550	0.0187	0.6824	0.7366	0.9945	0.4751	0.3702
0.0114	106.6667	2560	0.0179	0.6749	0.7178	0.9946	0.4372	0.3553
0.0052	107.0833	2570	0.0206	0.6696	0.7259	0.9942	0.4539	0.3450
0.0152	107.5	2580	0.0219	0.6641	0.7170	0.9941	0.4361	0.3340
0.0126	107.9167	2590	0.0187	0.6949	0.7569	0.9946	0.5158	0.3952
0.006	108.3333	2600	0.0176	0.6784	0.7181	0.9948	0.4376	0.3621
0.0094	108.75	2610	0.0199	0.7094	0.7969	0.9945	0.5966	0.4243
0.0082	109.1667	2620	0.0228	0.6574	0.7026	0.9942	0.4070	0.3207
0.0149	109.5833	2630	0.0267	0.6420	0.6830	0.9939	0.3678	0.2900
0.0109	110.0	2640	0.0236	0.6574	0.6991	0.9943	0.3999	0.3205
0.0119	110.4167	2650	0.0221	0.6722	0.7229	0.9944	0.4477	0.3500
0.0092	110.8333	2660	0.0339	0.6123	0.6462	0.9934	0.2943	0.2313
0.0028	111.25	2670	0.0227	0.6454	0.6818	0.9941	0.3651	0.2966
0.0058	111.6667	2680	0.0195	0.7062	0.7852	0.9946	0.5730	0.4179
0.0126	112.0833	2690	0.0222	0.7005	0.7891	0.9943	0.5812	0.4067
0.0066	112.5	2700	0.0236	0.6623	0.7075	0.9943	0.4167	0.3302
0.0049	112.9167	2710	0.0240	0.6694	0.7287	0.9941	0.4596	0.3448
0.0068	113.3333	2720	0.0207	0.7132	0.8041	0.9946	0.6110	0.4319
0.0131	113.75	2730	0.0213	0.7153	0.8071	0.9946	0.6171	0.4359
0.0103	114.1667	2740	0.0175	0.6934	0.7498	0.9947	0.5015	0.3921
0.0106	114.5833	2750	0.0187	0.6662	0.6991	0.9947	0.3995	0.3377
0.0078	115.0	2760	0.0281	0.6375	0.6826	0.9936	0.3672	0.2813
0.0074	115.4167	2770	0.0256	0.6395	0.6757	0.9940	0.3530	0.2849
0.0056	115.8333	2780	0.0255	0.6549	0.7034	0.9940	0.4087	0.3159
0.0058	116.25	2790	0.0224	0.6637	0.7119	0.9942	0.4257	0.3331
0.0038	116.6667	2800	0.0222	0.6658	0.7135	0.9943	0.4288	0.3374
0.0109	117.0833	2810	0.0204	0.6799	0.7357	0.9944	0.4734	0.3655
0.0093	117.5	2820	0.0191	0.7038	0.7848	0.9945	0.5722	0.4132
0.0077	117.9167	2830	0.0225	0.6598	0.6975	0.9944	0.3965	0.3251
0.0161	118.3333	2840	0.0333	0.6110	0.6317	0.9939	0.2646	0.2280
0.008	118.75	2850	0.0251	0.6945	0.8142	0.9934	0.6325	0.3956
0.0151	119.1667	2860	0.0233	0.6793	0.7455	0.9942	0.4935	0.3645
0.0077	119.5833	2870	0.0199	0.6682	0.7056	0.9946	0.4125	0.3418
0.007	120.0	2880	0.0259	0.6484	0.7026	0.9937	0.4076	0.3033
0.0016	120.4167	2890	0.0216	0.6632	0.7070	0.9943	0.4157	0.3321
0.0046	120.8333	2900	0.0308	0.6285	0.6661	0.9937	0.3340	0.2633
0.0081	121.25	2910	0.0247	0.6518	0.7053	0.9938	0.4128	0.3098
0.006	121.6667	2920	0.0223	0.6730	0.7411	0.9940	0.4848	0.3520
0.0116	122.0833	2930	0.0274	0.6222	0.6543	0.9937	0.3103	0.2507
0.0087	122.5	2940	0.0237	0.6945	0.7857	0.9940	0.5744	0.3951
0.0179	122.9167	2950	0.0220	0.6981	0.7798	0.9943	0.5624	0.4020
0.0087	123.3333	2960	0.0203	0.6986	0.7755	0.9944	0.5536	0.4029
0.0115	123.75	2970	0.0218	0.6554	0.7005	0.9941	0.4029	0.3167
0.0126	124.1667	2980	0.0207	0.6695	0.7221	0.9943	0.4462	0.3447
0.0093	124.5833	2990	0.0218	0.6516	0.6903	0.9942	0.3823	0.3090
0.0108	125.0	3000	0.0203	0.6768	0.7382	0.9942	0.4786	0.3595
0.0017	125.4167	3010	0.0197	0.6716	0.7276	0.9942	0.4573	0.3491
0.0165	125.8333	3020	0.0233	0.6905	0.7768	0.9940	0.5566	0.3870
0.0048	126.25	3030	0.0256	0.6957	0.7879	0.9940	0.5789	0.3974
0.0037	126.6667	3040	0.0219	0.6784	0.7428	0.9942	0.4879	0.3626
0.0132	127.0833	3050	0.0254	0.6929	0.7992	0.9937	0.6021	0.3921
0.0061	127.5	3060	0.0242	0.6573	0.7077	0.9940	0.4175	0.3206
0.0071	127.9167	3070	0.0220	0.6621	0.7138	0.9941	0.4296	0.3302
0.0087	128.3333	3080	0.0306	0.6626	0.7467	0.9932	0.4968	0.3320
0.0089	128.75	3090	0.0331	0.6725	0.7809	0.9929	0.5659	0.3520
0.008	129.1667	3100	0.0284	0.6697	0.7569	0.9934	0.5171	0.3460
0.0031	129.5833	3110	0.0262	0.6396	0.6660	0.9943	0.3332	0.2848
0.0037	130.0	3120	0.0228	0.6670	0.7221	0.9941	0.4463	0.3399
0.0093	130.4167	3130	0.0307	0.6955	0.8419	0.9929	0.6888	0.3981
0.0077	130.8333	3140	0.0278	0.6749	0.7588	0.9936	0.5208	0.3563
0.0073	131.25	3150	0.0241	0.6751	0.7546	0.9937	0.5121	0.3565
0.0072	131.6667	3160	0.0180	0.6916	0.7560	0.9945	0.5142	0.3888
0.0051	132.0833	3170	0.0178	0.6791	0.7218	0.9947	0.4450	0.3636
0.0038	132.5	3180	0.0176	0.6800	0.7233	0.9947	0.4482	0.3653
0.0109	132.9167	3190	0.0195	0.6543	0.6777	0.9947	0.3564	0.3139
0.0081	133.3333	3200	0.0274	0.6862	0.7910	0.9935	0.5857	0.3789
0.0053	133.75	3210	0.0235	0.6567	0.6996	0.9942	0.4009	0.3192
0.0067	134.1667	3220	0.0244	0.6541	0.6942	0.9942	0.3901	0.3140
0.0118	134.5833	3230	0.0296	0.6363	0.6805	0.9936	0.3632	0.2789
0.0032	135.0	3240	0.0244	0.6849	0.7843	0.9936	0.5721	0.3763
0.0088	135.4167	3250	0.0219	0.6782	0.7497	0.9940	0.5021	0.3625
0.0098	135.8333	3260	0.0202	0.6744	0.7319	0.9943	0.4660	0.3546
0.0045	136.25	3270	0.0286	0.6678	0.7526	0.9934	0.5086	0.3423
0.0049	136.6667	3280	0.0267	0.6360	0.6613	0.9943	0.3237	0.2778
0.0006	137.0833	3290	0.0272	0.6416	0.6813	0.9939	0.3643	0.2894
0.0039	137.5	3300	0.0262	0.6400	0.6747	0.9941	0.3510	0.2860
0.0095	137.9167	3310	0.0260	0.6456	0.6911	0.9938	0.3841	0.2973
0.0089	138.3333	3320	0.0285	0.6870	0.8127	0.9931	0.6298	0.3809
0.0132	138.75	3330	0.0224	0.6814	0.7585	0.9940	0.5198	0.3688
0.0086	139.1667	3340	0.0236	0.6780	0.7522	0.9939	0.5072	0.3621
0.0114	139.5833	3350	0.0262	0.6604	0.7165	0.9939	0.4352	0.3268
0.0116	140.0	3360	0.0238	0.6719	0.7223	0.9944	0.4464	0.3494
0.0022	140.4167	3370	0.0257	0.6414	0.6642	0.9945	0.3294	0.2884
0.0099	140.8333	3380	0.0198	0.6918	0.7706	0.9942	0.5439	0.3894
0.0096	141.25	3390	0.0194	0.6882	0.7662	0.9941	0.5352	0.3822
0.0099	141.6667	3400	0.0213	0.6832	0.7506	0.9942	0.5037	0.3723
0.0159	142.0833	3410	0.0212	0.6764	0.7409	0.9941	0.4841	0.3588
0.0019	142.5	3420	0.0235	0.6814	0.7539	0.9941	0.5104	0.3687
0.01	142.9167	3430	0.0223	0.6656	0.7159	0.9942	0.4338	0.3371
0.0074	143.3333	3440	0.0206	0.7059	0.8157	0.9940	0.6350	0.4178
0.018	143.75	3450	0.0248	0.6714	0.7336	0.9941	0.4696	0.3487
0.0082	144.1667	3460	0.0246	0.6640	0.7204	0.9940	0.4430	0.3340
0.0043	144.5833	3470	0.0263	0.6829	0.7653	0.9939	0.5336	0.3720
0.0091	145.0	3480	0.0233	0.6700	0.7292	0.9941	0.4607	0.3459
0.0156	145.4167	3490	0.0192	0.7030	0.7968	0.9942	0.5967	0.4117
0.0021	145.8333	3500	0.0203	0.6830	0.7423	0.9944	0.4866	0.3716
0.0057	146.25	3510	0.0235	0.6774	0.7358	0.9943	0.4738	0.3604
0.0147	146.6667	3520	0.0199	0.6706	0.7117	0.9946	0.4250	0.3466
0.0088	147.0833	3530	0.0320	0.6266	0.6594	0.9938	0.3204	0.2594
0.0069	147.5	3540	0.0210	0.6737	0.7206	0.9945	0.4430	0.3529
0.0119	147.9167	3550	0.0238	0.6613	0.7161	0.9940	0.4343	0.3286
0.0091	148.3333	3560	0.0209	0.6817	0.7498	0.9942	0.5021	0.3692
0.0049	148.75	3570	0.0196	0.6924	0.7644	0.9944	0.5312	0.3904
0.0059	149.1667	3580	0.0246	0.6628	0.7151	0.9941	0.4322	0.3315
0.0109	149.5833	3590	0.0246	0.6623	0.7099	0.9942	0.4218	0.3304
0.0101	150.0	3600	0.0236	0.6701	0.7221	0.9943	0.4462	0.3459
0.006	150.4167	3610	0.0273	0.6744	0.7439	0.9940	0.4904	0.3549
0.0082	150.8333	3620	0.0258	0.6554	0.7107	0.9938	0.4238	0.3169
0.0054	151.25	3630	0.0205	0.6839	0.7509	0.9943	0.5042	0.3736
0.0096	151.6667	3640	0.0233	0.6825	0.7489	0.9942	0.5003	0.3708
0.0044	152.0833	3650	0.0236	0.6749	0.7355	0.9942	0.4732	0.3557
0.0012	152.5	3660	0.0206	0.6908	0.7545	0.9945	0.5111	0.3871
0.0067	152.9167	3670	0.0241	0.6662	0.7178	0.9942	0.4377	0.3382
0.0075	153.3333	3680	0.0197	0.6795	0.7351	0.9944	0.4722	0.3646
0.0053	153.75	3690	0.0223	0.6965	0.7826	0.9942	0.5681	0.3989
0.0024	154.1667	3700	0.0341	0.6559	0.7251	0.9934	0.4531	0.3184
0.0085	154.5833	3710	0.0217	0.6996	0.8000	0.9940	0.6033	0.4053
0.0138	155.0	3720	0.0206	0.6814	0.7433	0.9943	0.4888	0.3684
0.0077	155.4167	3730	0.0288	0.6623	0.7232	0.9938	0.4489	0.3308
0.0079	155.8333	3740	0.0262	0.6689	0.7389	0.9938	0.4805	0.3440
0.0086	156.25	3750	0.0201	0.7033	0.7929	0.9943	0.5887	0.4122
0.0137	156.6667	3760	0.0218	0.6891	0.7668	0.9942	0.5363	0.3841
0.003	157.0833	3770	0.0307	0.6698	0.7460	0.9937	0.4950	0.3460
0.013	157.5	3780	0.0203	0.7006	0.7749	0.9945	0.5523	0.4066
0.0026	157.9167	3790	0.0280	0.6678	0.7380	0.9938	0.4787	0.3420
0.0084	158.3333	3800	0.0219	0.6804	0.7531	0.9940	0.5088	0.3668
0.0077	158.75	3810	0.0258	0.6546	0.7013	0.9940	0.4046	0.3152
0.0066	159.1667	3820	0.0184	0.6879	0.7495	0.9945	0.5012	0.3813
0.0082	159.5833	3830	0.0203	0.6762	0.7232	0.9945	0.4481	0.3578
0.0075	160.0	3840	0.0191	0.6963	0.7895	0.9940	0.5821	0.3987
0.0074	160.4167	3850	0.0223	0.6822	0.7553	0.9941	0.5133	0.3704
0.0123	160.8333	3860	0.0209	0.6946	0.7736	0.9943	0.5498	0.3948
0.0043	161.25	3870	0.0213	0.6994	0.7891	0.9942	0.5812	0.4045
0.0078	161.6667	3880	0.0205	0.6745	0.7291	0.9943	0.4602	0.3547
0.0115	162.0833	3890	0.0298	0.6291	0.6549	0.9941	0.3109	0.2642
0.0075	162.5	3900	0.0202	0.6750	0.7276	0.9944	0.4571	0.3557
0.0115	162.9167	3910	0.0187	0.6987	0.7828	0.9943	0.5683	0.4032
0.0132	163.3333	3920	0.0179	0.7123	0.8162	0.9943	0.6357	0.4303
0.0081	163.75	3930	0.0198	0.6954	0.7812	0.9942	0.5654	0.3966
0.007	164.1667	3940	0.0227	0.7139	0.8387	0.9940	0.6812	0.4338
0.0109	164.5833	3950	0.0241	0.6823	0.7620	0.9939	0.5269	0.3708
0.0047	165.0	3960	0.0231	0.7000	0.8132	0.9938	0.6301	0.4063
0.0099	165.4167	3970	0.0213	0.7052	0.8079	0.9941	0.6191	0.4162
0.0075	165.8333	3980	0.0278	0.6608	0.7130	0.9940	0.4281	0.3275
0.0039	166.25	3990	0.0227	0.6827	0.7581	0.9940	0.5189	0.3713
0.0065	166.6667	4000	0.0220	0.6822	0.7574	0.9940	0.5176	0.3704
0.0064	167.0833	4010	0.0252	0.6997	0.8051	0.9939	0.6138	0.4056
0.0103	167.5	4020	0.0203	0.6841	0.7483	0.9943	0.4989	0.3738
0.0039	167.9167	4030	0.0209	0.7007	0.7873	0.9943	0.5775	0.4071
0.0054	168.3333	4040	0.0237	0.6866	0.7727	0.9939	0.5483	0.3792
0.0093	168.75	4050	0.0201	0.6977	0.7896	0.9941	0.5822	0.4013
0.0071	169.1667	4060	0.0261	0.6761	0.7536	0.9938	0.5101	0.3584
0.0065	169.5833	4070	0.0255	0.6958	0.8025	0.9938	0.6087	0.3979
0.0038	170.0	4080	0.0213	0.7097	0.8155	0.9942	0.6343	0.4252
0.0155	170.4167	4090	0.0188	0.6991	0.7870	0.9942	0.5769	0.4039
0.0068	170.8333	4100	0.0182	0.7079	0.8180	0.9941	0.6394	0.4218
0.0022	171.25	4110	0.0188	0.7001	0.7893	0.9942	0.5816	0.4060
0.0135	171.6667	4120	0.0173	0.7067	0.7998	0.9943	0.6026	0.4190
0.0111	172.0833	4130	0.0219	0.6982	0.7883	0.9942	0.5796	0.4023
0.0049	172.5	4140	0.0264	0.6726	0.7433	0.9939	0.4893	0.3513
0.0088	172.9167	4150	0.0267	0.7031	0.8313	0.9936	0.6667	0.4126
0.0057	173.3333	4160	0.0225	0.6974	0.7942	0.9940	0.5916	0.4007
0.0112	173.75	4170	0.0187	0.6913	0.7665	0.9943	0.5355	0.3883
0.0029	174.1667	4180	0.0234	0.6981	0.8058	0.9938	0.6152	0.4025
0.0121	174.5833	4190	0.0239	0.6782	0.7514	0.9940	0.5056	0.3625
0.0187	175.0	4200	0.0187	0.6888	0.7546	0.9944	0.5115	0.3832
0.0068	175.4167	4210	0.0185	0.6944	0.7703	0.9943	0.5432	0.3945
0.0071	175.8333	4220	0.0256	0.6935	0.7961	0.9938	0.5958	0.3933
0.0073	176.25	4230	0.0191	0.6970	0.7803	0.9943	0.5634	0.3997
0.0083	176.6667	4240	0.0188	0.6933	0.7745	0.9942	0.5518	0.3924
0.0115	177.0833	4250	0.0246	0.6722	0.7392	0.9940	0.4810	0.3505
0.0102	177.5	4260	0.0295	0.6583	0.7146	0.9939	0.4314	0.3228
0.0161	177.9167	4270	0.0180	0.6954	0.7760	0.9943	0.5547	0.3966
0.0091	178.3333	4280	0.0212	0.6796	0.7445	0.9942	0.4913	0.3651
0.0017	178.75	4290	0.0253	0.6877	0.7809	0.9938	0.5651	0.3816
0.0054	179.1667	4300	0.0287	0.6844	0.7700	0.9939	0.5430	0.3750
0.0136	179.5833	4310	0.0268	0.7007	0.8137	0.9938	0.6311	0.4077
0.0065	180.0	4320	0.0223	0.7094	0.8253	0.9940	0.6542	0.4248
0.0062	180.4167	4330	0.0185	0.7053	0.7925	0.9944	0.5878	0.4163
0.0109	180.8333	4340	0.0254	0.6815	0.7569	0.9940	0.5165	0.3690
0.0044	181.25	4350	0.0187	0.7059	0.8080	0.9941	0.6193	0.4178
0.0114	181.6667	4360	0.0211	0.6884	0.7621	0.9942	0.5269	0.3825
0.0129	182.0833	4370	0.0208	0.6763	0.7310	0.9944	0.4641	0.3582
0.0041	182.5	4380	0.0183	0.6872	0.7541	0.9944	0.5105	0.3800
0.007	182.9167	4390	0.0196	0.7078	0.8237	0.9939	0.6511	0.4217
0.0074	183.3333	4400	0.0177	0.7047	0.7950	0.9943	0.5930	0.4151
0.0055	183.75	4410	0.0293	0.6941	0.8042	0.9936	0.6121	0.3947
0.0066	184.1667	4420	0.0204	0.6986	0.7946	0.9941	0.5924	0.4031
0.0054	184.5833	4430	0.0231	0.6799	0.7475	0.9942	0.4974	0.3657
0.0112	185.0	4440	0.0269	0.6768	0.7451	0.9941	0.4927	0.3596
0.0034	185.4167	4450	0.0218	0.6875	0.7650	0.9941	0.5328	0.3809
0.0027	185.8333	4460	0.0263	0.6586	0.7067	0.9941	0.4154	0.3231
0.0045	186.25	4470	0.0236	0.6867	0.7681	0.9940	0.5391	0.3793
0.0104	186.6667	4480	0.0228	0.6884	0.7676	0.9941	0.5380	0.3828
0.008	187.0833	4490	0.0175	0.7078	0.7999	0.9944	0.6028	0.4213
0.0034	187.5	4500	0.0174	0.7155	0.8213	0.9944	0.6459	0.4368
0.004	187.9167	4510	0.0233	0.6821	0.7533	0.9941	0.5092	0.3701
0.0073	188.3333	4520	0.0248	0.6678	0.7254	0.9941	0.4531	0.3415
0.0161	188.75	4530	0.0244	0.6892	0.7755	0.9940	0.5540	0.3845
0.0022	189.1667	4540	0.0227	0.6945	0.7920	0.9939	0.5874	0.3952
0.0102	189.5833	4550	0.0210	0.7053	0.8213	0.9939	0.6463	0.4168
0.0046	190.0	4560	0.0242	0.6894	0.7774	0.9940	0.5579	0.3848
0.0021	190.4167	4570	0.0214	0.6924	0.7834	0.9940	0.5700	0.3909
0.0117	190.8333	4580	0.0181	0.6974	0.7784	0.9943	0.5596	0.4005
0.0074	191.25	4590	0.0199	0.6871	0.7597	0.9942	0.5219	0.3800
0.006	191.6667	4600	0.0212	0.7024	0.7998	0.9941	0.6027	0.4107
0.0061	192.0833	4610	0.0226	0.6884	0.7640	0.9942	0.5307	0.3826
0.0099	192.5	4620	0.0177	0.6995	0.7747	0.9945	0.5518	0.4045
0.0046	192.9167	4630	0.0223	0.6941	0.7752	0.9942	0.5532	0.3940
0.0009	193.3333	4640	0.0277	0.6864	0.7743	0.9939	0.5517	0.3789
0.0045	193.75	4650	0.0184	0.7146	0.8290	0.9942	0.6615	0.4350
0.0126	194.1667	4660	0.0182	0.7104	0.8163	0.9942	0.6360	0.4267
0.0113	194.5833	4670	0.0184	0.7058	0.7929	0.9944	0.5886	0.4172
0.0076	195.0	4680	0.0200	0.6980	0.7783	0.9944	0.5592	0.4017
0.0075	195.4167	4690	0.0215	0.6837	0.7478	0.9943	0.4979	0.3730
0.0099	195.8333	4700	0.0208	0.6995	0.7865	0.9943	0.5759	0.4048
0.0054	196.25	4710	0.0243	0.7081	0.8162	0.9941	0.6359	0.4222
0.0086	196.6667	4720	0.0251	0.6960	0.7898	0.9940	0.5828	0.3979
0.0065	197.0833	4730	0.0194	0.7122	0.8146	0.9943	0.6323	0.4301
0.0151	197.5	4740	0.0189	0.7079	0.8052	0.9943	0.6134	0.4216
0.0099	197.9167	4750	0.0242	0.6887	0.7668	0.9942	0.5364	0.3834
0.0034	198.3333	4760	0.0246	0.7113	0.8418	0.9938	0.6877	0.4289
0.0084	198.75	4770	0.0270	0.6891	0.7799	0.9939	0.5629	0.3844
0.0052	199.1667	4780	0.0282	0.6813	0.7691	0.9937	0.5414	0.3689
0.0071	199.5833	4790	0.0219	0.6857	0.7599	0.9942	0.5225	0.3772
0.0053	200.0	4800	0.0239	0.6822	0.7582	0.9940	0.5190	0.3704

Framework versions

• Transformers 4.46.2
• Pytorch 2.5.1+cu121
• Datasets 3.1.0
• Tokenizers 0.20.3