segformer-b0-finetuned-metalography_2

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

Loss: 0.0368
Mean Iou: 0.7975
Mean Accuracy: 0.9751
Overall Accuracy: 0.9891
Accuracy Background: nan
Accuracy Haz: 0.9917
Accuracy Matrix: 0.9863
Accuracy Porosity: 0.9260
Accuracy Carbides: 0.9782
Accuracy Substrate: 0.9930
Iou Background: 0.0
Iou Haz: 0.9867
Iou Matrix: 0.9744
Iou Porosity: 0.8855
Iou Carbides: 0.9568
Iou Substrate: 0.9814

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Haz	Accuracy Matrix	Accuracy Porosity	Accuracy Carbides	Accuracy Substrate	Iou Haz	Iou Matrix	Iou Porosity	Iou Carbides	Iou Substrate
0.8922	0.26	20	1.1869	0.5410	0.7164	0.9043	nan	0.9557	0.8641	0.0171	0.8525	0.8928	0.8897	0.7922	0.0147	0.6981	0.8515
0.5613	0.53	40	0.4814	0.5622	0.7291	0.9243	nan	0.9611	0.9161	0.0023	0.8468	0.9191	0.9097	0.8421	0.0023	0.7442	0.8749
0.412	0.79	60	0.3290	0.5753	0.7427	0.9338	nan	0.9533	0.9103	0.0	0.9001	0.9500	0.9188	0.8628	0.0	0.7804	0.8897
0.3719	1.05	80	0.2911	0.5868	0.7519	0.9407	nan	0.9456	0.9174	0.0	0.9251	0.9715	0.9266	0.8791	0.0	0.8117	0.9031
0.3563	1.32	100	0.2565	0.5974	0.7549	0.9483	nan	0.9834	0.9396	0.0	0.9317	0.9200	0.9308	0.9045	0.0	0.8483	0.9010
0.2996	1.58	120	0.2062	0.6121	0.7655	0.9594	nan	0.9641	0.9628	0.0	0.9253	0.9751	0.9461	0.9220	0.0	0.8749	0.9297
0.229	1.84	140	0.1983	0.6060	0.7597	0.9525	nan	0.9809	0.9630	0.0	0.9378	0.9169	0.9282	0.9280	0.0	0.8845	0.8952
0.1978	2.11	160	0.1829	0.6074	0.7597	0.9530	nan	0.9878	0.9590	0.0	0.9418	0.9099	0.9303	0.9281	0.0	0.8890	0.8969
0.1496	2.37	180	0.1664	0.6132	0.7636	0.9596	nan	0.9796	0.9794	0.0	0.9189	0.9402	0.9429	0.9331	0.0	0.8853	0.9176
0.2359	2.63	200	0.1538	0.6144	0.7669	0.9592	nan	0.9736	0.9628	0.0	0.9480	0.9501	0.9400	0.9350	0.0	0.8960	0.9154
0.1528	2.89	220	0.1334	0.6201	0.7726	0.9648	nan	0.9637	0.9703	0.0	0.9492	0.9798	0.9499	0.9409	0.0	0.8984	0.9313
0.1376	3.16	240	0.1257	0.6225	0.7757	0.9674	nan	0.9685	0.9640	0.0	0.9652	0.9810	0.9554	0.9415	0.0	0.8999	0.9381
0.1715	3.42	260	0.1187	0.6213	0.7743	0.9657	nan	0.9720	0.9590	0.0009	0.9668	0.9727	0.9509	0.9400	0.0009	0.9027	0.9334
0.1974	3.68	280	0.1053	0.6287	0.7775	0.9703	nan	0.9806	0.9803	0.0131	0.9458	0.9676	0.9605	0.9459	0.0131	0.9075	0.9451
0.1465	3.95	300	0.1012	0.6340	0.7834	0.9703	nan	0.9807	0.9780	0.0429	0.9467	0.9688	0.9593	0.9484	0.0429	0.9114	0.9421
0.1224	4.21	320	0.0938	0.6408	0.7921	0.9718	nan	0.9709	0.9821	0.0742	0.9485	0.9848	0.9611	0.9512	0.0742	0.9128	0.9456
0.106	4.47	340	0.0901	0.6584	0.8124	0.9720	nan	0.9730	0.9758	0.1731	0.9574	0.9828	0.9604	0.9521	0.1730	0.9200	0.9451
0.1118	4.74	360	0.0817	0.6820	0.8387	0.9746	nan	0.9804	0.9785	0.2988	0.9591	0.9768	0.9646	0.9553	0.2985	0.9244	0.9494
0.0791	5.0	380	0.0808	0.6981	0.8571	0.9739	nan	0.9790	0.9856	0.4051	0.9378	0.9781	0.9640	0.9521	0.4047	0.9189	0.9489
0.0881	5.26	400	0.0796	0.7025	0.8638	0.9739	nan	0.9707	0.9810	0.4247	0.9552	0.9871	0.9617	0.9566	0.4233	0.9267	0.9464
0.1207	5.53	420	0.0720	0.7178	0.8812	0.9766	nan	0.9786	0.9776	0.4996	0.9679	0.9821	0.9665	0.9587	0.4976	0.9314	0.9525
0.0967	5.79	440	0.0759	0.7246	0.8906	0.9742	nan	0.9665	0.9869	0.5595	0.9493	0.9907	0.9600	0.9579	0.5584	0.9276	0.9439
0.0811	6.05	460	0.0658	0.7331	0.8989	0.9772	nan	0.9805	0.9780	0.5903	0.9640	0.9815	0.9666	0.9586	0.5863	0.9337	0.9535
0.0857	6.32	480	0.0703	0.7377	0.9086	0.9750	nan	0.9874	0.9658	0.6426	0.9825	0.9647	0.9644	0.9553	0.6324	0.9263	0.9478
0.0797	6.58	500	0.0705	0.7539	0.9276	0.9752	nan	0.9710	0.9786	0.7338	0.9712	0.9833	0.9597	0.9618	0.7231	0.9363	0.9425
0.0782	6.84	520	0.0636	0.7552	0.9265	0.9773	nan	0.9801	0.9816	0.7299	0.9621	0.9787	0.9659	0.9614	0.7166	0.9361	0.9511
0.0666	7.11	540	0.0636	0.7535	0.9250	0.9772	nan	0.9738	0.9803	0.7150	0.9700	0.9860	0.9642	0.9625	0.7081	0.9371	0.9490
0.0601	7.37	560	0.0583	0.7606	0.9319	0.9789	nan	0.9845	0.9810	0.7509	0.9671	0.9762	0.9687	0.9626	0.7400	0.9373	0.9547
0.0739	7.63	580	0.0598	0.7618	0.9364	0.9780	nan	0.9755	0.9759	0.7677	0.9760	0.9872	0.9664	0.9619	0.7530	0.9373	0.9522
0.052	7.89	600	0.0570	0.7656	0.9397	0.9786	nan	0.9803	0.9814	0.7898	0.9660	0.9812	0.9672	0.9633	0.7697	0.9400	0.9533
0.0861	8.16	620	0.0550	0.7661	0.9405	0.9796	nan	0.9850	0.9763	0.7870	0.9763	0.9778	0.9698	0.9628	0.7686	0.9389	0.9566
0.0524	8.42	640	0.0547	0.7652	0.9372	0.9797	nan	0.9819	0.9846	0.7737	0.9651	0.9806	0.9696	0.9638	0.7607	0.9404	0.9569
0.0629	8.68	660	0.0589	0.7652	0.9395	0.9774	nan	0.9735	0.9826	0.7893	0.9667	0.9856	0.9635	0.9644	0.7744	0.9409	0.9479
0.0521	8.95	680	0.0550	0.7683	0.9473	0.9788	nan	0.9814	0.9687	0.8185	0.9850	0.9828	0.9702	0.9588	0.7925	0.9313	0.9572
0.0565	9.21	700	0.0535	0.7695	0.9442	0.9797	nan	0.9812	0.9817	0.8079	0.9667	0.9834	0.9691	0.9639	0.7861	0.9416	0.9563
0.0438	9.47	720	0.0533	0.7675	0.9399	0.9795	nan	0.9812	0.9842	0.7862	0.9682	0.9799	0.9681	0.9658	0.7748	0.9428	0.9538
0.0572	9.74	740	0.0531	0.7694	0.9451	0.9786	nan	0.9762	0.9831	0.8138	0.9670	0.9853	0.9664	0.9653	0.7902	0.9423	0.9521
0.0441	10.0	760	0.0517	0.7704	0.9449	0.9800	nan	0.9767	0.9830	0.8045	0.9724	0.9879	0.9687	0.9665	0.7884	0.9437	0.9554
0.0802	10.26	780	0.0541	0.7732	0.9524	0.9785	nan	0.9775	0.9810	0.8482	0.9737	0.9817	0.9656	0.9660	0.8135	0.9438	0.9502
0.0528	10.53	800	0.0490	0.7753	0.9535	0.9805	nan	0.9818	0.9846	0.8523	0.9659	0.9826	0.9700	0.9666	0.8153	0.9433	0.9567
0.0491	10.79	820	0.0498	0.7721	0.9463	0.9800	nan	0.9823	0.9845	0.8196	0.9640	0.9813	0.9692	0.9655	0.7994	0.9428	0.9559
0.0502	11.05	840	0.0501	0.7743	0.9539	0.9792	nan	0.9802	0.9760	0.8517	0.9795	0.9818	0.9681	0.9646	0.8171	0.9420	0.9542
0.0657	11.32	860	0.0508	0.7730	0.9480	0.9796	nan	0.9784	0.9840	0.8234	0.9710	0.9831	0.9672	0.9671	0.8065	0.9446	0.9527
0.047	11.58	880	0.0479	0.7754	0.9563	0.9806	nan	0.9830	0.9733	0.8594	0.9817	0.9842	0.9720	0.9633	0.8168	0.9405	0.9599
0.0624	11.84	900	0.0477	0.7762	0.9541	0.9806	nan	0.9856	0.9810	0.8530	0.9733	0.9773	0.9705	0.9666	0.8175	0.9452	0.9572
0.0458	12.11	920	0.0483	0.7757	0.9507	0.9808	nan	0.9852	0.9863	0.8387	0.9662	0.9773	0.9703	0.9673	0.8154	0.9444	0.9567
0.0323	12.37	940	0.0467	0.7761	0.9533	0.9802	nan	0.9810	0.9829	0.8501	0.9697	0.9827	0.9696	0.9667	0.8187	0.9452	0.9561
0.0543	12.63	960	0.0486	0.7739	0.9476	0.9803	nan	0.9842	0.9863	0.8272	0.9613	0.9791	0.9699	0.9660	0.8088	0.9424	0.9565
0.0473	12.89	980	0.0484	0.7757	0.9530	0.9798	nan	0.9731	0.9860	0.8486	0.9646	0.9928	0.9677	0.9671	0.8207	0.9448	0.9541
0.0482	13.16	1000	0.0451	0.7748	0.9483	0.9813	nan	0.9818	0.9846	0.8204	0.9711	0.9837	0.9709	0.9681	0.8055	0.9464	0.9580
0.0369	13.42	1020	0.0446	0.7782	0.9552	0.9819	nan	0.9853	0.9786	0.8502	0.9804	0.9817	0.9732	0.9667	0.8228	0.9447	0.9614
0.0335	13.68	1040	0.0504	0.7760	0.9518	0.9801	nan	0.9829	0.9826	0.8413	0.9743	0.9777	0.9682	0.9681	0.8188	0.9470	0.9537
0.0366	13.95	1060	0.0440	0.7776	0.9551	0.9814	nan	0.9881	0.9791	0.8537	0.9784	0.9760	0.9722	0.9671	0.8206	0.9459	0.9595
0.0403	14.21	1080	0.0498	0.7771	0.9589	0.9797	nan	0.9760	0.9795	0.8726	0.9790	0.9872	0.9672	0.9676	0.8287	0.9460	0.9528
0.0508	14.47	1100	0.0502	0.7785	0.9572	0.9805	nan	0.9871	0.9817	0.8694	0.9751	0.9729	0.9692	0.9680	0.8317	0.9472	0.9547
0.0505	14.74	1120	0.0443	0.7779	0.9533	0.9819	nan	0.9860	0.9806	0.8416	0.9784	0.9799	0.9730	0.9676	0.8197	0.9464	0.9609
0.0489	15.0	1140	0.0461	0.7788	0.9578	0.9806	nan	0.9817	0.9822	0.8696	0.9736	0.9820	0.9697	0.9678	0.8315	0.9474	0.9563
0.0336	15.26	1160	0.0415	0.7787	0.9521	0.9830	nan	0.9859	0.9859	0.8355	0.9700	0.9831	0.9747	0.9688	0.8178	0.9474	0.9636
0.0513	15.53	1180	0.0439	0.7791	0.9593	0.9813	nan	0.9809	0.9753	0.8692	0.9833	0.9875	0.9727	0.9654	0.8314	0.9440	0.9611
0.0393	15.79	1200	0.0423	0.7810	0.9601	0.9826	nan	0.9889	0.9794	0.8746	0.9793	0.9784	0.9742	0.9680	0.8339	0.9471	0.9626
0.0335	16.05	1220	0.0417	0.7814	0.9599	0.9830	nan	0.9845	0.9807	0.8695	0.9788	0.9857	0.9750	0.9684	0.8329	0.9478	0.9641
0.0495	16.32	1240	0.0429	0.7813	0.9586	0.9827	nan	0.9815	0.9825	0.8646	0.9749	0.9893	0.9739	0.9686	0.8340	0.9481	0.9629
0.0469	16.58	1260	0.0429	0.7811	0.9612	0.9825	nan	0.9807	0.9776	0.8749	0.9817	0.9912	0.9743	0.9672	0.8352	0.9464	0.9635
0.0334	16.84	1280	0.0424	0.7820	0.9594	0.9829	nan	0.9873	0.9836	0.8723	0.9730	0.9809	0.9745	0.9689	0.8368	0.9487	0.9630
0.0363	17.11	1300	0.0412	0.7815	0.9571	0.9831	nan	0.9826	0.9859	0.8590	0.9687	0.9890	0.9751	0.9688	0.8328	0.9480	0.9646
0.0383	17.37	1320	0.0481	0.7806	0.9581	0.9816	nan	0.9910	0.9823	0.8708	0.9767	0.9698	0.9715	0.9691	0.8367	0.9487	0.9578
0.0362	17.63	1340	0.0402	0.7831	0.9605	0.9836	nan	0.9857	0.9836	0.8732	0.9741	0.9859	0.9763	0.9692	0.8381	0.9489	0.9659
0.0403	17.89	1360	0.0452	0.7817	0.9628	0.9821	nan	0.9780	0.9810	0.8847	0.9785	0.9919	0.9724	0.9689	0.8398	0.9486	0.9606
0.0372	18.16	1380	0.0412	0.7831	0.9616	0.9835	nan	0.9863	0.9797	0.8768	0.9802	0.9850	0.9761	0.9684	0.8406	0.9480	0.9656
0.0438	18.42	1400	0.0422	0.7831	0.9630	0.9834	nan	0.9847	0.9824	0.8853	0.9759	0.9867	0.9756	0.9691	0.8398	0.9490	0.9650
0.0299	18.68	1420	0.0418	0.7821	0.9597	0.9830	nan	0.9845	0.9806	0.8675	0.9804	0.9854	0.9747	0.9691	0.8364	0.9485	0.9636
0.0333	18.95	1440	0.0415	0.7831	0.9603	0.9833	nan	0.9863	0.9853	0.8765	0.9690	0.9842	0.9758	0.9689	0.8406	0.9485	0.9649
0.0331	19.21	1460	0.0399	0.7837	0.9609	0.9841	nan	0.9834	0.9873	0.8756	0.9676	0.9908	0.9771	0.9696	0.8399	0.9483	0.9674
0.0349	19.47	1480	0.0404	0.7830	0.9585	0.9834	nan	0.9912	0.9843	0.8677	0.9735	0.9761	0.9755	0.9695	0.8393	0.9494	0.9642
0.0394	19.74	1500	0.0471	0.7812	0.9603	0.9812	nan	0.9926	0.9804	0.8828	0.9800	0.9658	0.9707	0.9691	0.8425	0.9488	0.9564
0.0295	20.0	1520	0.0392	0.7837	0.9599	0.9840	nan	0.9847	0.9841	0.8676	0.9748	0.9882	0.9767	0.9699	0.8391	0.9499	0.9666
0.0413	20.26	1540	0.0417	0.7829	0.9590	0.9836	nan	0.9895	0.9831	0.8665	0.9765	0.9794	0.9759	0.9699	0.8368	0.9498	0.9649
0.0304	20.53	1560	0.0413	0.7830	0.9583	0.9836	nan	0.9884	0.9879	0.8683	0.9654	0.9815	0.9762	0.9693	0.8390	0.9479	0.9655
0.0302	20.79	1580	0.0408	0.7840	0.9617	0.9837	nan	0.9921	0.9849	0.8839	0.9717	0.9759	0.9762	0.9698	0.8431	0.9497	0.9651
0.0301	21.05	1600	0.0406	0.7845	0.9618	0.9839	nan	0.9894	0.9822	0.8785	0.9781	0.9808	0.9767	0.9698	0.8443	0.9501	0.9662
0.0377	21.32	1620	0.0381	0.7859	0.9631	0.9849	nan	0.9866	0.9813	0.8793	0.9799	0.9887	0.9788	0.9696	0.8482	0.9492	0.9698
0.0459	21.58	1640	0.0398	0.7851	0.9671	0.9845	nan	0.9849	0.9834	0.9020	0.9750	0.9901	0.9778	0.9701	0.8440	0.9506	0.9684
0.0277	21.84	1660	0.0367	0.7852	0.9612	0.9851	nan	0.9907	0.9829	0.8716	0.9778	0.9829	0.9794	0.9699	0.8411	0.9502	0.9704
0.0365	22.11	1680	0.0384	0.7852	0.9616	0.9848	nan	0.9851	0.9863	0.8760	0.9698	0.9907	0.9784	0.9701	0.8437	0.9497	0.9693
0.0261	22.37	1700	0.0390	0.7846	0.9607	0.9845	nan	0.9828	0.9869	0.8713	0.9698	0.9929	0.9778	0.9702	0.8416	0.9497	0.9685
0.0258	22.63	1720	0.0434	0.7844	0.9627	0.9833	nan	0.9862	0.9838	0.8849	0.9754	0.9831	0.9748	0.9703	0.8470	0.9508	0.9635
0.0317	22.89	1740	0.0365	0.7857	0.9630	0.9851	nan	0.9873	0.9847	0.8809	0.9739	0.9883	0.9794	0.9702	0.8437	0.9504	0.9706
0.0377	23.16	1760	0.0432	0.7832	0.9598	0.9826	nan	0.9947	0.9864	0.8809	0.9702	0.9670	0.9733	0.9702	0.8458	0.9498	0.9602
0.0248	23.42	1780	0.0361	0.7871	0.9637	0.9853	nan	0.9873	0.9884	0.8881	0.9656	0.9889	0.9798	0.9700	0.8527	0.9486	0.9712
0.0305	23.68	1800	0.0422	0.7850	0.9632	0.9832	nan	0.9850	0.9802	0.8840	0.9814	0.9852	0.9750	0.9694	0.8519	0.9496	0.9641
0.0291	23.95	1820	0.0370	0.7871	0.9637	0.9849	nan	0.9935	0.9835	0.8882	0.9749	0.9782	0.9788	0.9700	0.8537	0.9508	0.9693
0.0327	24.21	1840	0.0407	0.7866	0.9648	0.9840	nan	0.9817	0.9842	0.8904	0.9756	0.9922	0.9760	0.9707	0.8556	0.9512	0.9658
0.0209	24.47	1860	0.0363	0.7874	0.9640	0.9853	nan	0.9905	0.9850	0.8872	0.9741	0.9834	0.9796	0.9707	0.8529	0.9509	0.9705
0.0369	24.74	1880	0.0371	0.7880	0.9656	0.9851	nan	0.9924	0.9836	0.8958	0.9763	0.9799	0.9789	0.9707	0.8581	0.9512	0.9694
0.0291	25.0	1900	0.0365	0.7875	0.9624	0.9855	nan	0.9905	0.9861	0.8794	0.9716	0.9845	0.9799	0.9707	0.8524	0.9510	0.9712
0.0246	25.26	1920	0.0372	0.7887	0.9678	0.9857	nan	0.9901	0.9831	0.9031	0.9768	0.9858	0.9804	0.9706	0.8579	0.9513	0.9719
0.0265	25.53	1940	0.0395	0.7860	0.9649	0.9842	nan	0.9935	0.9805	0.8943	0.9809	0.9754	0.9773	0.9697	0.8523	0.9501	0.9668
0.0368	25.79	1960	0.0360	0.7887	0.9690	0.9859	nan	0.9909	0.9830	0.9086	0.9769	0.9854	0.9810	0.9705	0.8562	0.9514	0.9728
0.0362	26.05	1980	0.0365	0.7880	0.9639	0.9856	nan	0.9925	0.9859	0.8867	0.9734	0.9810	0.9800	0.9709	0.8543	0.9515	0.9712
0.0239	26.32	2000	0.0368	0.7876	0.9655	0.9856	nan	0.9878	0.9830	0.8900	0.9773	0.9894	0.9804	0.9704	0.8518	0.9511	0.9721
0.0377	26.58	2020	0.0383	0.7871	0.9665	0.9851	nan	0.9907	0.9821	0.8978	0.9792	0.9826	0.9792	0.9702	0.8522	0.9512	0.9701
0.0303	26.84	2040	0.0355	0.7882	0.9654	0.9857	nan	0.9876	0.9852	0.8911	0.9736	0.9895	0.9806	0.9708	0.8540	0.9515	0.9724
0.0251	27.11	2060	0.0381	0.7873	0.9632	0.9855	nan	0.9848	0.9861	0.8798	0.9722	0.9933	0.9796	0.9711	0.8507	0.9514	0.9711
0.0199	27.37	2080	0.0389	0.7867	0.9628	0.9850	nan	0.9820	0.9861	0.8774	0.9739	0.9947	0.9784	0.9709	0.8497	0.9517	0.9696
0.0246	27.63	2100	0.0356	0.7874	0.9627	0.9859	nan	0.9886	0.9871	0.8795	0.9690	0.9892	0.9809	0.9706	0.8494	0.9507	0.9728
0.0242	27.89	2120	0.0364	0.7871	0.9630	0.9857	nan	0.9854	0.9885	0.8810	0.9675	0.9926	0.9803	0.9708	0.8493	0.9504	0.9721
0.0221	28.16	2140	0.0366	0.7883	0.9671	0.9858	nan	0.9855	0.9831	0.8960	0.9777	0.9934	0.9805	0.9709	0.8541	0.9521	0.9725
0.0199	28.42	2160	0.0351	0.7891	0.9667	0.9862	nan	0.9870	0.9832	0.8928	0.9789	0.9917	0.9814	0.9710	0.8566	0.9519	0.9737
0.043	28.68	2180	0.0357	0.7895	0.9680	0.9862	nan	0.9874	0.9846	0.9017	0.9746	0.9917	0.9815	0.9709	0.8588	0.9517	0.9739
0.0259	28.95	2200	0.0397	0.7866	0.9600	0.9848	nan	0.9934	0.9889	0.8726	0.9690	0.9762	0.9780	0.9710	0.8517	0.9509	0.9680
0.0219	29.21	2220	0.0345	0.7893	0.9669	0.9866	nan	0.9910	0.9828	0.8946	0.9790	0.9872	0.9825	0.9708	0.8561	0.9515	0.9751
0.0246	29.47	2240	0.0360	0.7890	0.9686	0.9862	nan	0.9871	0.9826	0.9028	0.9778	0.9926	0.9817	0.9707	0.8558	0.9518	0.9743
0.0187	29.74	2260	0.0355	0.7899	0.9682	0.9862	nan	0.9929	0.9827	0.9034	0.9795	0.9826	0.9813	0.9712	0.8619	0.9519	0.9731
0.0193	30.0	2280	0.0359	0.7883	0.9624	0.9863	nan	0.9888	0.9876	0.8758	0.9703	0.9896	0.9816	0.9713	0.8514	0.9515	0.9739
0.0263	30.26	2300	0.0367	0.7888	0.9655	0.9860	nan	0.9880	0.9859	0.8907	0.9731	0.9897	0.9809	0.9713	0.8557	0.9518	0.9729
0.0292	30.53	2320	0.0354	0.7892	0.9696	0.9859	nan	0.9923	0.9819	0.9104	0.9803	0.9829	0.9810	0.9709	0.8588	0.9517	0.9727
0.0269	30.79	2340	0.0347	0.7908	0.9734	0.9863	nan	0.9918	0.9823	0.9285	0.9795	0.9851	0.9817	0.9711	0.8660	0.9520	0.9739
0.0254	31.05	2360	0.0357	0.7895	0.9661	0.9863	nan	0.9903	0.9818	0.8900	0.9803	0.9879	0.9820	0.9707	0.8581	0.9519	0.9744
0.0238	31.32	2380	0.0349	0.7900	0.9666	0.9864	nan	0.9894	0.9871	0.8971	0.9702	0.9893	0.9822	0.9711	0.8604	0.9515	0.9747
0.0264	31.58	2400	0.0384	0.7897	0.9678	0.9856	nan	0.9876	0.9870	0.9055	0.9699	0.9889	0.9799	0.9711	0.8645	0.9514	0.9713
0.0237	31.84	2420	0.0352	0.7894	0.9665	0.9862	nan	0.9900	0.9820	0.8924	0.9807	0.9873	0.9814	0.9710	0.8586	0.9519	0.9735
0.0219	32.11	2440	0.0343	0.7888	0.9664	0.9863	nan	0.9923	0.9828	0.8936	0.9790	0.9844	0.9820	0.9710	0.8532	0.9522	0.9743
0.0308	32.37	2460	0.0351	0.7889	0.9650	0.9863	nan	0.9926	0.9869	0.8901	0.9719	0.9834	0.9816	0.9716	0.8548	0.9521	0.9735
0.0248	32.63	2480	0.0340	0.7901	0.9674	0.9866	nan	0.9898	0.9842	0.8969	0.9772	0.9888	0.9822	0.9714	0.8590	0.9528	0.9749
0.0287	32.89	2500	0.0357	0.7914	0.9705	0.9866	nan	0.9886	0.9824	0.9110	0.9795	0.9913	0.9821	0.9712	0.8685	0.9520	0.9747
0.0231	33.16	2520	0.0349	0.7905	0.9668	0.9869	nan	0.9898	0.9840	0.8923	0.9781	0.9898	0.9828	0.9715	0.8605	0.9527	0.9757
0.0211	33.42	2540	0.0352	0.7902	0.9657	0.9868	nan	0.9890	0.9863	0.8892	0.9731	0.9907	0.9824	0.9717	0.8595	0.9528	0.9751
0.0232	33.68	2560	0.0348	0.7899	0.9657	0.9866	nan	0.9884	0.9877	0.8912	0.9698	0.9912	0.9824	0.9713	0.8584	0.9519	0.9753
0.0304	33.95	2580	0.0359	0.7910	0.9691	0.9867	nan	0.9923	0.9834	0.9061	0.9783	0.9854	0.9821	0.9717	0.8651	0.9529	0.9745
0.0296	34.21	2600	0.0388	0.7901	0.9709	0.9861	nan	0.9850	0.9846	0.9150	0.9758	0.9943	0.9807	0.9716	0.8629	0.9531	0.9726
0.0188	34.47	2620	0.0346	0.7919	0.9694	0.9870	nan	0.9892	0.9835	0.9044	0.9791	0.9909	0.9830	0.9716	0.8684	0.9528	0.9759
0.0359	34.74	2640	0.0351	0.7908	0.9664	0.9868	nan	0.9885	0.9861	0.8920	0.9736	0.9917	0.9827	0.9717	0.8622	0.9526	0.9755
0.0333	35.0	2660	0.0347	0.7910	0.9669	0.9870	nan	0.9894	0.9862	0.8948	0.9734	0.9908	0.9831	0.9717	0.8623	0.9529	0.9761
0.0249	35.26	2680	0.0355	0.7905	0.9678	0.9864	nan	0.9922	0.9844	0.9013	0.9764	0.9845	0.9816	0.9716	0.8627	0.9532	0.9736
0.0219	35.53	2700	0.0349	0.7913	0.9687	0.9870	nan	0.9917	0.9859	0.9048	0.9743	0.9870	0.9827	0.9721	0.8641	0.9532	0.9754
0.0263	35.79	2720	0.0354	0.7918	0.9684	0.9872	nan	0.9903	0.9859	0.9006	0.9756	0.9895	0.9832	0.9722	0.8657	0.9533	0.9763
0.027	36.05	2740	0.0370	0.7904	0.9688	0.9864	nan	0.9858	0.9841	0.9024	0.9779	0.9941	0.9815	0.9718	0.8624	0.9531	0.9739
0.0213	36.32	2760	0.0401	0.7899	0.9656	0.9859	nan	0.9915	0.9863	0.8927	0.9741	0.9832	0.9801	0.9722	0.8627	0.9532	0.9713
0.023	36.58	2780	0.0357	0.7911	0.9680	0.9870	nan	0.9901	0.9861	0.9001	0.9742	0.9894	0.9828	0.9720	0.8627	0.9533	0.9757
0.0207	36.84	2800	0.0352	0.7915	0.9700	0.9871	nan	0.9909	0.9875	0.9120	0.9707	0.9887	0.9833	0.9717	0.8650	0.9525	0.9763
0.0267	37.11	2820	0.0350	0.7926	0.9691	0.9874	nan	0.9903	0.9846	0.9018	0.9786	0.9902	0.9835	0.9722	0.8698	0.9535	0.9768
0.0227	37.37	2840	0.0353	0.7912	0.9676	0.9870	nan	0.9879	0.9858	0.8964	0.9748	0.9931	0.9826	0.9722	0.8636	0.9533	0.9756
0.0267	37.63	2860	0.0345	0.7914	0.9666	0.9873	nan	0.9913	0.9879	0.8946	0.9700	0.9891	0.9837	0.9718	0.8636	0.9523	0.9770
0.0227	37.89	2880	0.0348	0.7924	0.9687	0.9874	nan	0.9903	0.9845	0.9001	0.9782	0.9906	0.9837	0.9721	0.8681	0.9534	0.9770
0.0202	38.16	2900	0.0341	0.7919	0.9708	0.9872	nan	0.9932	0.9839	0.9130	0.9784	0.9856	0.9834	0.9720	0.8664	0.9535	0.9763
0.0279	38.42	2920	0.0336	0.7919	0.9682	0.9875	nan	0.9928	0.9854	0.9000	0.9758	0.9871	0.9838	0.9722	0.8647	0.9534	0.9771
0.0254	38.68	2940	0.0346	0.7914	0.9690	0.9873	nan	0.9900	0.9842	0.9021	0.9780	0.9909	0.9835	0.9721	0.8628	0.9535	0.9767
0.0178	38.95	2960	0.0404	0.7904	0.9692	0.9859	nan	0.9873	0.9843	0.9068	0.9778	0.9896	0.9800	0.9723	0.8653	0.9538	0.9714
0.0254	39.21	2980	0.0358	0.7917	0.9681	0.9871	nan	0.9869	0.9846	0.8960	0.9787	0.9942	0.9829	0.9722	0.8655	0.9537	0.9759
0.0168	39.47	3000	0.0335	0.7917	0.9669	0.9876	nan	0.9925	0.9857	0.8925	0.9761	0.9876	0.9841	0.9724	0.8628	0.9534	0.9774
0.0199	39.74	3020	0.0349	0.7911	0.9694	0.9869	nan	0.9879	0.9864	0.9069	0.9727	0.9929	0.9829	0.9719	0.8624	0.9533	0.9758
0.0269	40.0	3040	0.0354	0.7915	0.9701	0.9871	nan	0.9878	0.9826	0.9055	0.9811	0.9934	0.9830	0.9719	0.8650	0.9531	0.9760
0.0205	40.26	3060	0.0390	0.7908	0.9705	0.9860	nan	0.9872	0.9829	0.9113	0.9809	0.9901	0.9804	0.9720	0.8672	0.9533	0.9721
0.0185	40.53	3080	0.0353	0.7907	0.9667	0.9871	nan	0.9896	0.9855	0.8925	0.9754	0.9907	0.9829	0.9722	0.8593	0.9538	0.9759
0.0204	40.79	3100	0.0369	0.7910	0.9674	0.9867	nan	0.9860	0.9871	0.8964	0.9732	0.9944	0.9818	0.9725	0.8642	0.9536	0.9742
0.0145	41.05	3120	0.0340	0.7936	0.9706	0.9874	nan	0.9891	0.9865	0.9107	0.9749	0.9920	0.9836	0.9724	0.8746	0.9538	0.9770
0.0202	41.32	3140	0.0345	0.7941	0.9731	0.9875	nan	0.9902	0.9825	0.9206	0.9811	0.9913	0.9839	0.9720	0.8780	0.9534	0.9774
0.0206	41.58	3160	0.0357	0.7927	0.9702	0.9873	nan	0.9932	0.9829	0.9079	0.9813	0.9855	0.9834	0.9721	0.8708	0.9532	0.9764
0.0258	41.84	3180	0.0356	0.7914	0.9709	0.9870	nan	0.9911	0.9848	0.9145	0.9754	0.9884	0.9832	0.9718	0.8633	0.9538	0.9762
0.0169	42.11	3200	0.0342	0.7931	0.9717	0.9879	nan	0.9909	0.9854	0.9147	0.9763	0.9911	0.9846	0.9726	0.8690	0.9541	0.9784
0.0259	42.37	3220	0.0371	0.7906	0.9696	0.9869	nan	0.9899	0.9852	0.9077	0.9758	0.9893	0.9827	0.9721	0.8596	0.9539	0.9754
0.0249	42.63	3240	0.0373	0.7932	0.9722	0.9868	nan	0.9863	0.9828	0.9160	0.9819	0.9940	0.9820	0.9723	0.8772	0.9532	0.9746
0.0199	42.89	3260	0.0354	0.7934	0.9738	0.9872	nan	0.9893	0.9804	0.9230	0.9839	0.9923	0.9839	0.9711	0.8759	0.9523	0.9772
0.0194	43.16	3280	0.0354	0.7938	0.9711	0.9876	nan	0.9901	0.9859	0.9129	0.9758	0.9911	0.9840	0.9725	0.8747	0.9541	0.9774
0.0383	43.42	3300	0.0345	0.7929	0.9703	0.9874	nan	0.9927	0.9853	0.9106	0.9761	0.9867	0.9836	0.9724	0.8708	0.9538	0.9766
0.0194	43.68	3320	0.0352	0.7933	0.9706	0.9873	nan	0.9919	0.9862	0.9129	0.9750	0.9872	0.9833	0.9724	0.8738	0.9541	0.9765
0.0326	43.95	3340	0.0338	0.7940	0.9704	0.9879	nan	0.9911	0.9870	0.9095	0.9738	0.9906	0.9844	0.9728	0.8749	0.9540	0.9781
0.0186	44.21	3360	0.0346	0.7931	0.9723	0.9875	nan	0.9887	0.9834	0.9162	0.9798	0.9933	0.9840	0.9720	0.8713	0.9540	0.9776
0.0169	44.47	3380	0.0341	0.7942	0.9704	0.9878	nan	0.9902	0.9884	0.9109	0.9702	0.9920	0.9845	0.9724	0.8772	0.9530	0.9782
0.0256	44.74	3400	0.0334	0.7922	0.9703	0.9878	nan	0.9908	0.9844	0.9068	0.9781	0.9913	0.9849	0.9723	0.8628	0.9544	0.9787
0.0242	45.0	3420	0.0347	0.7931	0.9704	0.9877	nan	0.9910	0.9858	0.9087	0.9761	0.9903	0.9843	0.9728	0.8697	0.9543	0.9778
0.0247	45.26	3440	0.0335	0.7930	0.9700	0.9877	nan	0.9930	0.9864	0.9087	0.9745	0.9873	0.9846	0.9724	0.8690	0.9542	0.9782
0.0211	45.53	3460	0.0349	0.7932	0.9705	0.9874	nan	0.9923	0.9873	0.9131	0.9724	0.9873	0.9836	0.9726	0.8727	0.9537	0.9767
0.0178	45.79	3480	0.0351	0.7936	0.9707	0.9877	nan	0.9912	0.9843	0.9088	0.9797	0.9895	0.9841	0.9726	0.8731	0.9542	0.9776
0.0221	46.05	3500	0.0346	0.7927	0.9695	0.9877	nan	0.9920	0.9857	0.9048	0.9764	0.9885	0.9841	0.9728	0.8675	0.9544	0.9774
0.0196	46.32	3520	0.0331	0.7928	0.9700	0.9879	nan	0.9927	0.9852	0.9065	0.9774	0.9884	0.9847	0.9728	0.8663	0.9544	0.9784
0.0217	46.58	3540	0.0375	0.7916	0.9710	0.9868	nan	0.9941	0.9837	0.9160	0.9784	0.9826	0.9823	0.9722	0.8659	0.9543	0.9747
0.0234	46.84	3560	0.0342	0.7933	0.9696	0.9878	nan	0.9888	0.9851	0.9022	0.9787	0.9934	0.9842	0.9727	0.8706	0.9546	0.9780
0.0308	47.11	3580	0.0362	0.7923	0.9698	0.9873	nan	0.9920	0.9857	0.9086	0.9749	0.9877	0.9834	0.9725	0.8676	0.9544	0.9763
0.0167	47.37	3600	0.0342	0.7943	0.9710	0.9878	nan	0.9900	0.9871	0.9121	0.9738	0.9921	0.9844	0.9728	0.8761	0.9542	0.9780
0.0165	47.63	3620	0.0345	0.7944	0.9718	0.9878	nan	0.9926	0.9852	0.9156	0.9774	0.9881	0.9845	0.9727	0.8764	0.9544	0.9781
0.0266	47.89	3640	0.0341	0.7939	0.9703	0.9881	nan	0.9917	0.9856	0.9068	0.9770	0.9904	0.9849	0.9729	0.8723	0.9546	0.9788
0.0175	48.16	3660	0.0335	0.7939	0.9702	0.9881	nan	0.9898	0.9870	0.9066	0.9738	0.9936	0.9852	0.9727	0.8722	0.9543	0.9793
0.0267	48.42	3680	0.0335	0.7950	0.9717	0.9884	nan	0.9916	0.9836	0.9112	0.9801	0.9920	0.9857	0.9726	0.8772	0.9542	0.9801
0.019	48.68	3700	0.0335	0.7939	0.9714	0.9881	nan	0.9916	0.9842	0.9115	0.9792	0.9908	0.9852	0.9726	0.8719	0.9546	0.9791
0.0246	48.95	3720	0.0367	0.7937	0.9747	0.9875	nan	0.9888	0.9828	0.9277	0.9813	0.9930	0.9839	0.9723	0.8745	0.9543	0.9773
0.0246	49.21	3740	0.0339	0.7942	0.9685	0.9883	nan	0.9917	0.9876	0.8986	0.9738	0.9908	0.9853	0.9731	0.8727	0.9544	0.9794
0.0174	49.47	3760	0.0330	0.7942	0.9717	0.9882	nan	0.9930	0.9850	0.9139	0.9775	0.9892	0.9854	0.9728	0.8728	0.9544	0.9796
0.0238	49.74	3780	0.0338	0.7927	0.9708	0.9880	nan	0.9916	0.9817	0.9065	0.9828	0.9912	0.9855	0.9719	0.8655	0.9535	0.9797
0.0205	50.0	3800	0.0347	0.7927	0.9690	0.9879	nan	0.9897	0.9854	0.8992	0.9775	0.9930	0.9846	0.9729	0.8655	0.9546	0.9784
0.0149	50.26	3820	0.0356	0.7927	0.9717	0.9877	nan	0.9889	0.9832	0.9118	0.9807	0.9936	0.9842	0.9726	0.8675	0.9543	0.9778
0.0183	50.53	3840	0.0364	0.7924	0.9697	0.9871	nan	0.9865	0.9876	0.9069	0.9731	0.9947	0.9827	0.9728	0.8694	0.9542	0.9756
0.017	50.79	3860	0.0330	0.7933	0.9694	0.9880	nan	0.9903	0.9852	0.9014	0.9776	0.9922	0.9848	0.9728	0.8687	0.9548	0.9785
0.0219	51.05	3880	0.0339	0.7938	0.9721	0.9881	nan	0.9906	0.9838	0.9136	0.9797	0.9926	0.9851	0.9727	0.8714	0.9547	0.9791
0.0195	51.32	3900	0.0334	0.7931	0.9697	0.9881	nan	0.9905	0.9858	0.9027	0.9775	0.9920	0.9851	0.9730	0.8667	0.9549	0.9791
0.0177	51.58	3920	0.0340	0.7938	0.9703	0.9880	nan	0.9904	0.9870	0.9081	0.9739	0.9923	0.9849	0.9729	0.8714	0.9546	0.9787
0.0231	51.84	3940	0.0357	0.7937	0.9704	0.9877	nan	0.9879	0.9871	0.9081	0.9742	0.9946	0.9840	0.9730	0.8728	0.9546	0.9776
0.0219	52.11	3960	0.0353	0.7950	0.9742	0.9880	nan	0.9898	0.9843	0.9249	0.9788	0.9932	0.9847	0.9729	0.8789	0.9548	0.9786
0.0154	52.37	3980	0.0356	0.7954	0.9749	0.9882	nan	0.9905	0.9845	0.9277	0.9794	0.9924	0.9851	0.9729	0.8808	0.9546	0.9792
0.0168	52.63	4000	0.0354	0.7952	0.9742	0.9881	nan	0.9898	0.9859	0.9254	0.9768	0.9933	0.9849	0.9731	0.8792	0.9550	0.9790
0.0172	52.89	4020	0.0342	0.7940	0.9696	0.9881	nan	0.9900	0.9854	0.9021	0.9773	0.9930	0.9850	0.9728	0.8722	0.9550	0.9790
0.021	53.16	4040	0.0344	0.7942	0.9696	0.9880	nan	0.9928	0.9865	0.9045	0.9757	0.9884	0.9847	0.9731	0.8740	0.9550	0.9784
0.0224	53.42	4060	0.0353	0.7948	0.9745	0.9879	nan	0.9892	0.9833	0.9251	0.9811	0.9937	0.9846	0.9727	0.8785	0.9546	0.9784
0.0228	53.68	4080	0.0333	0.7943	0.9708	0.9883	nan	0.9907	0.9870	0.9089	0.9748	0.9925	0.9855	0.9730	0.8727	0.9547	0.9798
0.0193	53.95	4100	0.0347	0.7952	0.9733	0.9882	nan	0.9910	0.9853	0.9209	0.9771	0.9919	0.9851	0.9730	0.8786	0.9551	0.9791
0.016	54.21	4120	0.0343	0.7929	0.9686	0.9879	nan	0.9900	0.9836	0.8959	0.9808	0.9924	0.9848	0.9726	0.8669	0.9546	0.9785
0.0219	54.47	4140	0.0332	0.7945	0.9733	0.9883	nan	0.9924	0.9863	0.9227	0.9750	0.9901	0.9854	0.9731	0.8743	0.9549	0.9795
0.0187	54.74	4160	0.0340	0.7935	0.9685	0.9882	nan	0.9924	0.9862	0.8977	0.9768	0.9894	0.9853	0.9731	0.8681	0.9551	0.9792
0.0185	55.0	4180	0.0345	0.7949	0.9715	0.9881	nan	0.9913	0.9848	0.9118	0.9786	0.9912	0.9851	0.9730	0.8770	0.9550	0.9790
0.0189	55.26	4200	0.0351	0.7949	0.9723	0.9882	nan	0.9916	0.9841	0.9147	0.9803	0.9907	0.9852	0.9729	0.8770	0.9548	0.9793
0.0255	55.53	4220	0.0338	0.7960	0.9741	0.9885	nan	0.9909	0.9854	0.9234	0.9782	0.9926	0.9855	0.9734	0.8821	0.9552	0.9798
0.0161	55.79	4240	0.0319	0.7950	0.9707	0.9885	nan	0.9919	0.9877	0.9090	0.9729	0.9919	0.9861	0.9731	0.8757	0.9546	0.9806
0.0202	56.05	4260	0.0341	0.7947	0.9706	0.9882	nan	0.9910	0.9877	0.9094	0.9733	0.9919	0.9853	0.9731	0.8758	0.9547	0.9794
0.0289	56.32	4280	0.0330	0.7961	0.9733	0.9884	nan	0.9926	0.9844	0.9197	0.9801	0.9899	0.9856	0.9731	0.8836	0.9547	0.9797
0.0182	56.58	4300	0.0333	0.7951	0.9747	0.9884	nan	0.9911	0.9836	0.9255	0.9807	0.9926	0.9859	0.9728	0.8768	0.9550	0.9803
0.0223	56.84	4320	0.0342	0.7954	0.9726	0.9885	nan	0.9915	0.9863	0.9175	0.9757	0.9921	0.9858	0.9733	0.8784	0.9550	0.9801
0.016	57.11	4340	0.0338	0.7950	0.9707	0.9886	nan	0.9920	0.9870	0.9080	0.9752	0.9913	0.9859	0.9734	0.8755	0.9552	0.9803
0.0145	57.37	4360	0.0350	0.7947	0.9717	0.9883	nan	0.9902	0.9858	0.9124	0.9771	0.9932	0.9854	0.9732	0.8747	0.9554	0.9795
0.0156	57.63	4380	0.0347	0.7954	0.9709	0.9885	nan	0.9917	0.9855	0.9072	0.9788	0.9915	0.9857	0.9735	0.8777	0.9554	0.9801
0.0205	57.89	4400	0.0335	0.7951	0.9724	0.9886	nan	0.9914	0.9850	0.9142	0.9789	0.9925	0.9860	0.9733	0.8756	0.9554	0.9805
0.0193	58.16	4420	0.0362	0.7945	0.9744	0.9880	nan	0.9894	0.9829	0.9242	0.9815	0.9938	0.9848	0.9727	0.8759	0.9549	0.9786
0.0202	58.42	4440	0.0365	0.7948	0.9702	0.9881	nan	0.9886	0.9885	0.9070	0.9725	0.9947	0.9847	0.9733	0.8774	0.9546	0.9786
0.0133	58.68	4460	0.0336	0.7957	0.9718	0.9884	nan	0.9917	0.9867	0.9136	0.9759	0.9913	0.9857	0.9733	0.8797	0.9553	0.9799
0.0219	58.95	4480	0.0345	0.7955	0.9723	0.9883	nan	0.9934	0.9826	0.9144	0.9827	0.9886	0.9855	0.9727	0.8809	0.9545	0.9795
0.0182	59.21	4500	0.0344	0.7959	0.9733	0.9883	nan	0.9910	0.9857	0.9198	0.9780	0.9918	0.9853	0.9734	0.8818	0.9555	0.9794
0.0181	59.47	4520	0.0337	0.7959	0.9739	0.9887	nan	0.9918	0.9847	0.9216	0.9794	0.9920	0.9862	0.9732	0.8801	0.9554	0.9807
0.025	59.74	4540	0.0341	0.7960	0.9731	0.9886	nan	0.9912	0.9860	0.9183	0.9777	0.9924	0.9859	0.9735	0.8809	0.9554	0.9803
0.0159	60.0	4560	0.0342	0.7959	0.9714	0.9886	nan	0.9919	0.9883	0.9128	0.9726	0.9915	0.9859	0.9733	0.8813	0.9548	0.9803
0.0236	60.26	4580	0.0349	0.7962	0.9747	0.9884	nan	0.9898	0.9830	0.9243	0.9822	0.9943	0.9856	0.9729	0.8838	0.9547	0.9799
0.0201	60.53	4600	0.0351	0.7957	0.9748	0.9881	nan	0.9884	0.9842	0.9258	0.9801	0.9953	0.9848	0.9732	0.8820	0.9554	0.9788
0.0239	60.79	4620	0.0335	0.7961	0.9723	0.9885	nan	0.9933	0.9883	0.9180	0.9732	0.9887	0.9857	0.9735	0.8828	0.9550	0.9798
0.0141	61.05	4640	0.0349	0.7947	0.9715	0.9882	nan	0.9927	0.9863	0.9135	0.9761	0.9889	0.9850	0.9733	0.8761	0.9552	0.9788
0.0188	61.32	4660	0.0333	0.7945	0.9706	0.9885	nan	0.9931	0.9866	0.9076	0.9765	0.9893	0.9857	0.9737	0.8721	0.9555	0.9799
0.0137	61.58	4680	0.0334	0.7954	0.9714	0.9887	nan	0.9925	0.9874	0.9114	0.9748	0.9910	0.9861	0.9737	0.8765	0.9554	0.9805
0.0175	61.84	4700	0.0329	0.7948	0.9708	0.9888	nan	0.9928	0.9856	0.9065	0.9782	0.9910	0.9864	0.9735	0.8724	0.9555	0.9810
0.0216	62.11	4720	0.0334	0.7956	0.9729	0.9886	nan	0.9910	0.9850	0.9162	0.9791	0.9931	0.9861	0.9734	0.8782	0.9555	0.9806
0.0187	62.37	4740	0.0344	0.7956	0.9717	0.9887	nan	0.9914	0.9863	0.9105	0.9774	0.9926	0.9862	0.9736	0.8775	0.9556	0.9807
0.0189	62.63	4760	0.0342	0.7961	0.9738	0.9886	nan	0.9909	0.9858	0.9219	0.9770	0.9933	0.9860	0.9734	0.8812	0.9556	0.9805
0.0183	62.89	4780	0.0342	0.7957	0.9729	0.9884	nan	0.9909	0.9859	0.9177	0.9778	0.9923	0.9855	0.9736	0.8799	0.9556	0.9796
0.0228	63.16	4800	0.0350	0.7953	0.9732	0.9885	nan	0.9908	0.9840	0.9177	0.9808	0.9928	0.9857	0.9732	0.8772	0.9554	0.9800
0.0143	63.42	4820	0.0344	0.7953	0.9723	0.9885	nan	0.9900	0.9851	0.9132	0.9792	0.9942	0.9857	0.9735	0.8769	0.9556	0.9800
0.018	63.68	4840	0.0351	0.7953	0.9728	0.9882	nan	0.9895	0.9827	0.9144	0.9829	0.9944	0.9854	0.9729	0.8793	0.9548	0.9795
0.0179	63.95	4860	0.0344	0.7967	0.9746	0.9885	nan	0.9903	0.9865	0.9264	0.9766	0.9933	0.9856	0.9737	0.8858	0.9557	0.9797
0.0151	64.21	4880	0.0347	0.7962	0.9753	0.9882	nan	0.9892	0.9831	0.9273	0.9823	0.9945	0.9852	0.9731	0.8845	0.9551	0.9792
0.0201	64.47	4900	0.0349	0.7964	0.9752	0.9885	nan	0.9902	0.9847	0.9275	0.9797	0.9939	0.9857	0.9734	0.8833	0.9556	0.9801
0.0148	64.74	4920	0.0330	0.7961	0.9720	0.9887	nan	0.9913	0.9860	0.9119	0.9785	0.9925	0.9862	0.9736	0.8804	0.9558	0.9807
0.0155	65.0	4940	0.0339	0.7968	0.9753	0.9886	nan	0.9932	0.9857	0.9302	0.9780	0.9893	0.9859	0.9736	0.8853	0.9558	0.9801
0.0194	65.26	4960	0.0340	0.7969	0.9742	0.9887	nan	0.9924	0.9850	0.9235	0.9794	0.9909	0.9860	0.9736	0.8856	0.9557	0.9804
0.0207	65.53	4980	0.0330	0.7963	0.9733	0.9887	nan	0.9919	0.9846	0.9180	0.9800	0.9919	0.9864	0.9733	0.8817	0.9557	0.9809
0.0159	65.79	5000	0.0342	0.7969	0.9731	0.9888	nan	0.9918	0.9863	0.9175	0.9781	0.9920	0.9862	0.9739	0.8850	0.9559	0.9806
0.0158	66.05	5020	0.0360	0.7937	0.9706	0.9883	nan	0.9896	0.9858	0.9063	0.9775	0.9940	0.9852	0.9736	0.8681	0.9558	0.9792
0.0293	66.32	5040	0.0355	0.7956	0.9737	0.9883	nan	0.9905	0.9856	0.9221	0.9779	0.9925	0.9851	0.9736	0.8802	0.9558	0.9791
0.0157	66.58	5060	0.0345	0.7966	0.9750	0.9887	nan	0.9924	0.9853	0.9271	0.9793	0.9908	0.9861	0.9737	0.8838	0.9558	0.9805
0.024	66.84	5080	0.0336	0.7954	0.9702	0.9887	nan	0.9928	0.9872	0.9049	0.9761	0.9902	0.9861	0.9737	0.8764	0.9559	0.9806
0.0215	67.11	5100	0.0339	0.7962	0.9741	0.9887	nan	0.9922	0.9843	0.9221	0.9806	0.9914	0.9862	0.9734	0.8810	0.9558	0.9807
0.0178	67.37	5120	0.0332	0.7960	0.9745	0.9887	nan	0.9927	0.9862	0.9267	0.9760	0.9910	0.9863	0.9734	0.8795	0.9559	0.9809
0.0194	67.63	5140	0.0337	0.7960	0.9732	0.9888	nan	0.9916	0.9863	0.9187	0.9770	0.9924	0.9863	0.9737	0.8790	0.9559	0.9808
0.0171	67.89	5160	0.0352	0.7961	0.9727	0.9886	nan	0.9904	0.9854	0.9147	0.9795	0.9935	0.9858	0.9738	0.8809	0.9558	0.9801
0.0149	68.16	5180	0.0357	0.7950	0.9722	0.9882	nan	0.9908	0.9848	0.9139	0.9794	0.9920	0.9853	0.9732	0.8764	0.9556	0.9794
0.0189	68.42	5200	0.0344	0.7958	0.9740	0.9886	nan	0.9903	0.9871	0.9236	0.9750	0.9938	0.9858	0.9737	0.8797	0.9556	0.9800
0.0169	68.68	5220	0.0347	0.7956	0.9743	0.9885	nan	0.9900	0.9858	0.9241	0.9781	0.9938	0.9855	0.9737	0.8785	0.9560	0.9797
0.0171	68.95	5240	0.0347	0.7957	0.9736	0.9884	nan	0.9906	0.9854	0.9208	0.9789	0.9925	0.9854	0.9735	0.8799	0.9558	0.9795
0.0125	69.21	5260	0.0350	0.7957	0.9734	0.9885	nan	0.9919	0.9836	0.9187	0.9814	0.9915	0.9858	0.9733	0.8793	0.9557	0.9801
0.0122	69.47	5280	0.0336	0.7963	0.9726	0.9888	nan	0.9923	0.9852	0.9144	0.9798	0.9913	0.9863	0.9738	0.8808	0.9559	0.9808
0.0167	69.74	5300	0.0345	0.7965	0.9727	0.9888	nan	0.9915	0.9855	0.9147	0.9791	0.9925	0.9861	0.9738	0.8825	0.9560	0.9806
0.0281	70.0	5320	0.0362	0.7966	0.9746	0.9886	nan	0.9917	0.9843	0.9245	0.9808	0.9917	0.9859	0.9735	0.8842	0.9557	0.9802
0.0191	70.26	5340	0.0354	0.7958	0.9733	0.9885	nan	0.9927	0.9849	0.9194	0.9796	0.9898	0.9857	0.9737	0.8794	0.9560	0.9798
0.0155	70.53	5360	0.0354	0.7955	0.9736	0.9886	nan	0.9919	0.9855	0.9208	0.9783	0.9915	0.9859	0.9737	0.8770	0.9561	0.9802
0.0179	70.79	5380	0.0353	0.7966	0.9748	0.9885	nan	0.9921	0.9854	0.9270	0.9792	0.9904	0.9856	0.9737	0.8844	0.9560	0.9798
0.0178	71.05	5400	0.0359	0.7966	0.9755	0.9885	nan	0.9914	0.9837	0.9291	0.9815	0.9918	0.9856	0.9735	0.8850	0.9557	0.9798
0.0183	71.32	5420	0.0354	0.7967	0.9742	0.9887	nan	0.9919	0.9866	0.9242	0.9769	0.9914	0.9859	0.9739	0.8845	0.9560	0.9802
0.0175	71.58	5440	0.0349	0.7963	0.9741	0.9887	nan	0.9924	0.9852	0.9227	0.9794	0.9909	0.9861	0.9737	0.8813	0.9561	0.9805
0.0164	71.84	5460	0.0353	0.7963	0.9746	0.9888	nan	0.9911	0.9859	0.9252	0.9779	0.9931	0.9862	0.9738	0.8813	0.9562	0.9806
0.0173	72.11	5480	0.0355	0.7967	0.9737	0.9887	nan	0.9901	0.9867	0.9206	0.9771	0.9940	0.9858	0.9739	0.8839	0.9561	0.9802
0.0152	72.37	5500	0.0366	0.7960	0.9734	0.9885	nan	0.9901	0.9845	0.9176	0.9807	0.9939	0.9857	0.9736	0.8809	0.9559	0.9800
0.024	72.63	5520	0.0371	0.7962	0.9735	0.9883	nan	0.9886	0.9869	0.9207	0.9764	0.9950	0.9848	0.9740	0.8836	0.9561	0.9787
0.0121	72.89	5540	0.0349	0.7968	0.9741	0.9887	nan	0.9909	0.9861	0.9229	0.9778	0.9930	0.9859	0.9738	0.8847	0.9561	0.9804
0.0265	73.16	5560	0.0360	0.7958	0.9730	0.9884	nan	0.9892	0.9857	0.9170	0.9786	0.9944	0.9852	0.9738	0.8806	0.9562	0.9791
0.0189	73.42	5580	0.0352	0.7964	0.9749	0.9887	nan	0.9911	0.9854	0.9265	0.9787	0.9927	0.9859	0.9738	0.8824	0.9561	0.9803
0.0203	73.68	5600	0.0352	0.7961	0.9754	0.9886	nan	0.9912	0.9837	0.9281	0.9811	0.9930	0.9861	0.9733	0.8808	0.9557	0.9806
0.0175	73.95	5620	0.0346	0.7951	0.9709	0.9888	nan	0.9921	0.9859	0.9066	0.9786	0.9915	0.9862	0.9738	0.8739	0.9561	0.9806
0.0185	74.21	5640	0.0349	0.7959	0.9735	0.9888	nan	0.9912	0.9846	0.9181	0.9806	0.9930	0.9862	0.9737	0.8786	0.9560	0.9807
0.0132	74.47	5660	0.0354	0.7967	0.9739	0.9888	nan	0.9918	0.9869	0.9224	0.9765	0.9919	0.9861	0.9739	0.8833	0.9561	0.9807
0.016	74.74	5680	0.0352	0.7970	0.9732	0.9889	nan	0.9921	0.9864	0.9179	0.9780	0.9917	0.9863	0.9742	0.8847	0.9563	0.9808
0.0247	75.0	5700	0.0354	0.7967	0.9746	0.9887	nan	0.9915	0.9860	0.9258	0.9772	0.9926	0.9862	0.9737	0.8835	0.9563	0.9807
0.0172	75.26	5720	0.0353	0.7962	0.9745	0.9886	nan	0.9917	0.9824	0.9228	0.9833	0.9924	0.9863	0.9730	0.8823	0.9551	0.9808
0.0123	75.53	5740	0.0358	0.7969	0.9746	0.9887	nan	0.9907	0.9857	0.9245	0.9790	0.9934	0.9860	0.9740	0.8844	0.9563	0.9805
0.0101	75.79	5760	0.0358	0.7964	0.9731	0.9888	nan	0.9907	0.9862	0.9173	0.9778	0.9936	0.9861	0.9739	0.8814	0.9563	0.9806
0.0224	76.05	5780	0.0362	0.7959	0.9750	0.9887	nan	0.9914	0.9840	0.9254	0.9813	0.9927	0.9862	0.9736	0.8789	0.9559	0.9807
0.0183	76.32	5800	0.0357	0.7961	0.9737	0.9888	nan	0.9912	0.9858	0.9199	0.9784	0.9932	0.9862	0.9740	0.8795	0.9564	0.9806
0.0211	76.58	5820	0.0350	0.7959	0.9739	0.9888	nan	0.9912	0.9854	0.9207	0.9791	0.9929	0.9862	0.9737	0.8784	0.9563	0.9808
0.018	76.84	5840	0.0355	0.7962	0.9728	0.9888	nan	0.9921	0.9863	0.9165	0.9775	0.9917	0.9862	0.9740	0.8802	0.9563	0.9807
0.0191	77.11	5860	0.0351	0.7963	0.9739	0.9887	nan	0.9911	0.9857	0.9217	0.9782	0.9929	0.9861	0.9737	0.8810	0.9563	0.9805
0.0143	77.37	5880	0.0359	0.7966	0.9733	0.9888	nan	0.9905	0.9867	0.9180	0.9774	0.9938	0.9861	0.9741	0.8824	0.9564	0.9805
0.0139	77.63	5900	0.0356	0.7963	0.9731	0.9890	nan	0.9928	0.9875	0.9190	0.9753	0.9911	0.9865	0.9740	0.8800	0.9561	0.9812
0.0164	77.89	5920	0.0361	0.7957	0.9729	0.9888	nan	0.9916	0.9841	0.9153	0.9810	0.9927	0.9864	0.9735	0.8773	0.9561	0.9809
0.0208	78.16	5940	0.0355	0.7961	0.9726	0.9888	nan	0.9919	0.9865	0.9154	0.9772	0.9921	0.9863	0.9740	0.8792	0.9563	0.9808
0.0187	78.42	5960	0.0343	0.7960	0.9736	0.9888	nan	0.9929	0.9851	0.9197	0.9800	0.9903	0.9863	0.9739	0.8791	0.9563	0.9806
0.0154	78.68	5980	0.0346	0.7964	0.9744	0.9888	nan	0.9924	0.9849	0.9229	0.9808	0.9911	0.9863	0.9739	0.8813	0.9563	0.9808
0.018	78.95	6000	0.0344	0.7968	0.9735	0.9890	nan	0.9924	0.9864	0.9191	0.9781	0.9915	0.9865	0.9742	0.8826	0.9564	0.9811
0.0209	79.21	6020	0.0348	0.7959	0.9724	0.9888	nan	0.9917	0.9862	0.9144	0.9774	0.9924	0.9862	0.9740	0.8781	0.9564	0.9806
0.0181	79.47	6040	0.0355	0.7969	0.9750	0.9888	nan	0.9921	0.9853	0.9265	0.9792	0.9917	0.9863	0.9739	0.8839	0.9564	0.9808
0.015	79.74	6060	0.0363	0.7968	0.9738	0.9887	nan	0.9900	0.9864	0.9202	0.9785	0.9941	0.9858	0.9742	0.8844	0.9565	0.9802
0.0182	80.0	6080	0.0366	0.7965	0.9751	0.9888	nan	0.9912	0.9860	0.9272	0.9779	0.9930	0.9862	0.9740	0.8817	0.9564	0.9808
0.0147	80.26	6100	0.0357	0.7968	0.9756	0.9889	nan	0.9918	0.9845	0.9280	0.9812	0.9923	0.9864	0.9739	0.8835	0.9562	0.9809
0.019	80.53	6120	0.0358	0.7969	0.9742	0.9889	nan	0.9908	0.9874	0.9227	0.9762	0.9938	0.9863	0.9742	0.8839	0.9564	0.9809
0.018	80.79	6140	0.0358	0.7964	0.9735	0.9888	nan	0.9917	0.9860	0.9197	0.9776	0.9923	0.9862	0.9739	0.8816	0.9564	0.9806
0.0155	81.05	6160	0.0353	0.7964	0.9732	0.9888	nan	0.9911	0.9858	0.9171	0.9789	0.9932	0.9863	0.9740	0.8807	0.9564	0.9809
0.0156	81.32	6180	0.0346	0.7969	0.9736	0.9889	nan	0.9926	0.9871	0.9211	0.9762	0.9910	0.9864	0.9741	0.8835	0.9564	0.9809
0.022	81.58	6200	0.0359	0.7966	0.9745	0.9888	nan	0.9921	0.9839	0.9231	0.9815	0.9918	0.9863	0.9736	0.8825	0.9561	0.9808
0.0157	81.84	6220	0.0361	0.7970	0.9735	0.9889	nan	0.9915	0.9868	0.9193	0.9772	0.9926	0.9863	0.9742	0.8841	0.9565	0.9807
0.0209	82.11	6240	0.0357	0.7966	0.9738	0.9888	nan	0.9905	0.9859	0.9207	0.9780	0.9941	0.9861	0.9740	0.8822	0.9565	0.9806
0.0168	82.37	6260	0.0347	0.7969	0.9740	0.9891	nan	0.9924	0.9857	0.9211	0.9791	0.9919	0.9868	0.9741	0.8826	0.9564	0.9815
0.0186	82.63	6280	0.0353	0.7967	0.9749	0.9890	nan	0.9919	0.9854	0.9256	0.9793	0.9925	0.9867	0.9740	0.8816	0.9564	0.9813
0.017	82.89	6300	0.0358	0.7963	0.9745	0.9888	nan	0.9911	0.9841	0.9222	0.9815	0.9933	0.9864	0.9738	0.8805	0.9561	0.9809
0.0196	83.16	6320	0.0369	0.7970	0.9739	0.9888	nan	0.9899	0.9872	0.9219	0.9760	0.9946	0.9859	0.9741	0.8852	0.9564	0.9803
0.0119	83.42	6340	0.0355	0.7978	0.9769	0.9890	nan	0.9922	0.9860	0.9357	0.9785	0.9919	0.9866	0.9741	0.8882	0.9565	0.9812
0.0177	83.68	6360	0.0353	0.7976	0.9754	0.9890	nan	0.9931	0.9859	0.9286	0.9790	0.9904	0.9866	0.9742	0.8874	0.9565	0.9812
0.0152	83.95	6380	0.0356	0.7971	0.9741	0.9889	nan	0.9905	0.9870	0.9225	0.9766	0.9941	0.9862	0.9742	0.8849	0.9565	0.9808
0.012	84.21	6400	0.0345	0.7972	0.9743	0.9891	nan	0.9917	0.9858	0.9218	0.9791	0.9929	0.9867	0.9742	0.8847	0.9566	0.9814
0.0172	84.47	6420	0.0368	0.7965	0.9736	0.9888	nan	0.9904	0.9858	0.9189	0.9787	0.9942	0.9861	0.9741	0.8816	0.9566	0.9805
0.0184	84.74	6440	0.0369	0.7964	0.9745	0.9887	nan	0.9916	0.9845	0.9236	0.9809	0.9920	0.9860	0.9738	0.8817	0.9563	0.9803
0.0156	85.0	6460	0.0357	0.7968	0.9729	0.9889	nan	0.9925	0.9866	0.9166	0.9779	0.9911	0.9864	0.9742	0.8827	0.9566	0.9809
0.0148	85.26	6480	0.0359	0.7972	0.9749	0.9890	nan	0.9917	0.9852	0.9248	0.9802	0.9926	0.9866	0.9740	0.8846	0.9564	0.9813
0.0174	85.53	6500	0.0343	0.7971	0.9758	0.9890	nan	0.9923	0.9855	0.9303	0.9790	0.9919	0.9867	0.9740	0.8838	0.9566	0.9814
0.0176	85.79	6520	0.0354	0.7973	0.9757	0.9889	nan	0.9912	0.9862	0.9300	0.9779	0.9932	0.9864	0.9742	0.8856	0.9566	0.9809
0.023	86.05	6540	0.0358	0.7970	0.9744	0.9889	nan	0.9912	0.9865	0.9238	0.9776	0.9931	0.9864	0.9741	0.8842	0.9566	0.9810
0.0204	86.32	6560	0.0362	0.7972	0.9751	0.9889	nan	0.9911	0.9860	0.9268	0.9783	0.9932	0.9862	0.9742	0.8855	0.9567	0.9807
0.0156	86.58	6580	0.0357	0.7972	0.9743	0.9889	nan	0.9919	0.9863	0.9228	0.9782	0.9922	0.9864	0.9742	0.8852	0.9567	0.9809
0.0133	86.84	6600	0.0362	0.7973	0.9744	0.9890	nan	0.9916	0.9860	0.9225	0.9790	0.9926	0.9865	0.9742	0.8857	0.9566	0.9810
0.0152	87.11	6620	0.0357	0.7969	0.9741	0.9889	nan	0.9918	0.9850	0.9211	0.9802	0.9924	0.9864	0.9740	0.8835	0.9565	0.9810
0.0149	87.37	6640	0.0353	0.7971	0.9737	0.9889	nan	0.9918	0.9856	0.9197	0.9789	0.9927	0.9865	0.9741	0.8841	0.9566	0.9810
0.0166	87.63	6660	0.0372	0.7974	0.9753	0.9889	nan	0.9919	0.9848	0.9267	0.9808	0.9923	0.9865	0.9740	0.8861	0.9565	0.9810
0.0134	87.89	6680	0.0379	0.7973	0.9748	0.9889	nan	0.9908	0.9868	0.9255	0.9773	0.9935	0.9862	0.9743	0.8863	0.9567	0.9807
0.0133	88.16	6700	0.0365	0.7968	0.9732	0.9889	nan	0.9918	0.9863	0.9176	0.9780	0.9924	0.9864	0.9742	0.8828	0.9567	0.9809
0.0133	88.42	6720	0.0363	0.7965	0.9729	0.9889	nan	0.9921	0.9861	0.9160	0.9784	0.9918	0.9865	0.9741	0.8809	0.9566	0.9810
0.0145	88.68	6740	0.0362	0.7968	0.9739	0.9888	nan	0.9905	0.9854	0.9197	0.9798	0.9940	0.9862	0.9742	0.8834	0.9566	0.9806
0.0192	88.95	6760	0.0359	0.7968	0.9743	0.9889	nan	0.9926	0.9861	0.9235	0.9781	0.9910	0.9864	0.9741	0.8829	0.9567	0.9808
0.0186	89.21	6780	0.0367	0.7967	0.9741	0.9888	nan	0.9909	0.9852	0.9212	0.9800	0.9934	0.9861	0.9741	0.8830	0.9566	0.9805
0.019	89.47	6800	0.0362	0.7976	0.9754	0.9889	nan	0.9917	0.9863	0.9286	0.9779	0.9923	0.9863	0.9742	0.8875	0.9567	0.9808
0.0111	89.74	6820	0.0355	0.7974	0.9750	0.9889	nan	0.9918	0.9850	0.9253	0.9803	0.9924	0.9865	0.9739	0.8861	0.9565	0.9811
0.0167	90.0	6840	0.0363	0.7975	0.9746	0.9890	nan	0.9926	0.9858	0.9243	0.9787	0.9917	0.9866	0.9742	0.8863	0.9567	0.9812
0.0121	90.26	6860	0.0358	0.7970	0.9745	0.9890	nan	0.9918	0.9852	0.9232	0.9798	0.9926	0.9865	0.9741	0.8838	0.9566	0.9812
0.0183	90.53	6880	0.0364	0.7967	0.9735	0.9890	nan	0.9914	0.9860	0.9182	0.9787	0.9931	0.9865	0.9742	0.8817	0.9567	0.9811
0.0153	90.79	6900	0.0370	0.7967	0.9737	0.9889	nan	0.9908	0.9863	0.9192	0.9784	0.9939	0.9863	0.9744	0.8822	0.9567	0.9808
0.0171	91.05	6920	0.0359	0.7964	0.9740	0.9890	nan	0.9916	0.9862	0.9214	0.9777	0.9930	0.9866	0.9741	0.8796	0.9566	0.9813
0.0153	91.32	6940	0.0353	0.7967	0.9731	0.9891	nan	0.9917	0.9856	0.9156	0.9800	0.9928	0.9867	0.9743	0.8814	0.9566	0.9813
0.0145	91.58	6960	0.0361	0.7971	0.9744	0.9891	nan	0.9915	0.9857	0.9222	0.9797	0.9931	0.9866	0.9743	0.8836	0.9567	0.9813
0.0148	91.84	6980	0.0360	0.7971	0.9741	0.9891	nan	0.9921	0.9866	0.9218	0.9773	0.9925	0.9867	0.9742	0.8832	0.9567	0.9815
0.0163	92.11	7000	0.0354	0.7971	0.9733	0.9891	nan	0.9919	0.9868	0.9176	0.9775	0.9926	0.9867	0.9744	0.8832	0.9567	0.9814
0.0133	92.37	7020	0.0361	0.7972	0.9754	0.9890	nan	0.9918	0.9847	0.9270	0.9810	0.9926	0.9866	0.9741	0.8845	0.9565	0.9812
0.0198	92.63	7040	0.0363	0.7971	0.9739	0.9890	nan	0.9913	0.9863	0.9197	0.9789	0.9933	0.9866	0.9743	0.8839	0.9568	0.9812
0.0136	92.89	7060	0.0361	0.7972	0.9749	0.9890	nan	0.9918	0.9855	0.9249	0.9793	0.9928	0.9867	0.9741	0.8845	0.9567	0.9813
0.011	93.16	7080	0.0363	0.7972	0.9736	0.9890	nan	0.9910	0.9868	0.9186	0.9778	0.9937	0.9865	0.9743	0.8842	0.9567	0.9813
0.0155	93.42	7100	0.0363	0.7971	0.9748	0.9890	nan	0.9917	0.9855	0.9244	0.9793	0.9929	0.9867	0.9741	0.8836	0.9566	0.9814
0.0163	93.68	7120	0.0355	0.7973	0.9745	0.9891	nan	0.9915	0.9865	0.9231	0.9781	0.9931	0.9867	0.9743	0.8848	0.9567	0.9813
0.0159	93.95	7140	0.0362	0.7973	0.9747	0.9891	nan	0.9917	0.9860	0.9245	0.9785	0.9930	0.9867	0.9742	0.8848	0.9568	0.9813
0.0175	94.21	7160	0.0356	0.7969	0.9729	0.9890	nan	0.9914	0.9869	0.9155	0.9777	0.9929	0.9865	0.9743	0.8822	0.9568	0.9813
0.014	94.47	7180	0.0368	0.7973	0.9751	0.9890	nan	0.9910	0.9856	0.9255	0.9797	0.9936	0.9865	0.9743	0.8851	0.9568	0.9811
0.0164	94.74	7200	0.0364	0.7974	0.9752	0.9891	nan	0.9916	0.9859	0.9267	0.9790	0.9931	0.9866	0.9743	0.8851	0.9568	0.9813
0.0194	95.0	7220	0.0371	0.7973	0.9751	0.9890	nan	0.9912	0.9861	0.9265	0.9782	0.9936	0.9865	0.9742	0.8851	0.9568	0.9812
0.0122	95.26	7240	0.0368	0.7973	0.9747	0.9890	nan	0.9916	0.9858	0.9240	0.9791	0.9930	0.9866	0.9742	0.8848	0.9568	0.9813
0.0215	95.53	7260	0.0365	0.7971	0.9744	0.9890	nan	0.9916	0.9855	0.9227	0.9795	0.9929	0.9866	0.9741	0.8842	0.9567	0.9813
0.0163	95.79	7280	0.0365	0.7974	0.9746	0.9890	nan	0.9914	0.9854	0.9232	0.9797	0.9933	0.9865	0.9742	0.8857	0.9567	0.9812
0.0172	96.05	7300	0.0365	0.7973	0.9745	0.9891	nan	0.9919	0.9860	0.9234	0.9787	0.9926	0.9866	0.9742	0.8850	0.9568	0.9814
0.0181	96.32	7320	0.0368	0.7971	0.9737	0.9890	nan	0.9912	0.9862	0.9193	0.9783	0.9935	0.9865	0.9743	0.8841	0.9568	0.9811
0.0161	96.58	7340	0.0367	0.7971	0.9739	0.9891	nan	0.9920	0.9854	0.9198	0.9798	0.9926	0.9867	0.9742	0.8839	0.9567	0.9814
0.0182	96.84	7360	0.0356	0.7970	0.9737	0.9890	nan	0.9921	0.9862	0.9195	0.9782	0.9924	0.9867	0.9742	0.8828	0.9568	0.9814
0.0161	97.11	7380	0.0364	0.7972	0.9747	0.9890	nan	0.9915	0.9858	0.9241	0.9787	0.9934	0.9866	0.9742	0.8842	0.9568	0.9813
0.0133	97.37	7400	0.0364	0.7972	0.9754	0.9890	nan	0.9915	0.9857	0.9277	0.9789	0.9932	0.9866	0.9742	0.8841	0.9568	0.9813
0.014	97.63	7420	0.0361	0.7974	0.9737	0.9892	nan	0.9919	0.9867	0.9189	0.9783	0.9926	0.9867	0.9745	0.8848	0.9568	0.9815
0.0214	97.89	7440	0.0371	0.7971	0.9751	0.9890	nan	0.9912	0.9857	0.9259	0.9789	0.9936	0.9866	0.9742	0.8839	0.9568	0.9813
0.0138	98.16	7460	0.0363	0.7973	0.9748	0.9891	nan	0.9917	0.9858	0.9246	0.9790	0.9931	0.9867	0.9743	0.8848	0.9568	0.9814
0.0145	98.42	7480	0.0368	0.7972	0.9748	0.9890	nan	0.9912	0.9861	0.9245	0.9787	0.9935	0.9866	0.9743	0.8844	0.9568	0.9813
0.0112	98.68	7500	0.0364	0.7972	0.9743	0.9891	nan	0.9916	0.9855	0.9213	0.9801	0.9931	0.9867	0.9742	0.8843	0.9567	0.9814
0.0139	98.95	7520	0.0371	0.7973	0.9746	0.9891	nan	0.9913	0.9864	0.9236	0.9782	0.9934	0.9866	0.9743	0.8848	0.9568	0.9813
0.0199	99.21	7540	0.0366	0.7971	0.9747	0.9890	nan	0.9912	0.9857	0.9240	0.9791	0.9935	0.9866	0.9742	0.8836	0.9568	0.9812
0.0137	99.47	7560	0.0361	0.7971	0.9739	0.9891	nan	0.9915	0.9864	0.9204	0.9784	0.9931	0.9866	0.9743	0.8838	0.9568	0.9813
0.0128	99.74	7580	0.0360	0.7973	0.9746	0.9891	nan	0.9915	0.9858	0.9231	0.9796	0.9932	0.9866	0.9743	0.8848	0.9568	0.9813
0.0211	100.0	7600	0.0368	0.7975	0.9751	0.9891	nan	0.9917	0.9863	0.9260	0.9782	0.9930	0.9867	0.9744	0.8855	0.9568	0.9814

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu118
Datasets 2.14.3
Tokenizers 0.13.3

segformer-b0-finetuned-metalography_2

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NSDT 3DConvert

UnrealSynth

DreamTexture.js