lr0.0001_bs16_0616_1909

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

• Loss: 0.0525
• Mean Iou: 0.9540
• Mean Accuracy: 0.9751
• Overall Accuracy: 0.9825
• Accuracy Land: 0.9949
• Accuracy Upwelling: 0.9841
• Accuracy Not Upwelling: 0.9464
• Iou Land: 0.9902
• Iou Upwelling: 0.9631
• Iou Not Upwelling: 0.9087
• Dice Macro: 0.9761
• Dice Micro: 0.9825

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: 0.0001
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 500
• num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Land	Accuracy Upwelling	Accuracy Not Upwelling	Iou Land	Iou Upwelling	Iou Not Upwelling	Dice Macro	Dice Micro
1.0825	0.4	20	1.0832	0.2083	0.3966	0.3236	0.0025	0.5717	0.6156	0.0024	0.4864	0.1362	0.2997	0.3236
0.8743	0.8	40	0.8897	0.5858	0.7459	0.7505	0.7347	0.7823	0.7208	0.7346	0.6904	0.3323	0.7209	0.7505
0.6363	1.2	60	0.6193	0.6977	0.8158	0.8501	0.8837	0.8887	0.6750	0.8830	0.7701	0.4399	0.8063	0.8501
0.4967	1.6	80	0.4543	0.7462	0.8490	0.8823	0.9330	0.8961	0.7179	0.9262	0.7947	0.5176	0.8431	0.8823
0.4218	2.0	100	0.3824	0.7926	0.8787	0.9094	0.9542	0.9241	0.7579	0.9466	0.8333	0.5978	0.8766	0.9094
0.3799	2.4	120	0.3334	0.8156	0.8992	0.9197	0.9584	0.9179	0.8214	0.9527	0.8469	0.6473	0.8929	0.9197
0.3258	2.8	140	0.2989	0.8289	0.9073	0.9265	0.9686	0.9176	0.8356	0.9604	0.8540	0.6723	0.9017	0.9265
0.2941	3.2	160	0.2684	0.8481	0.9147	0.9369	0.9743	0.9413	0.8284	0.9664	0.8739	0.7041	0.9140	0.9369
0.3038	3.6	180	0.2340	0.8684	0.9250	0.9466	0.9797	0.9552	0.8403	0.9701	0.8935	0.7416	0.9267	0.9466
0.2533	4.0	200	0.1953	0.8807	0.9341	0.9517	0.9732	0.9659	0.8632	0.9696	0.9061	0.7665	0.9344	0.9517
0.284	4.4	220	0.1711	0.8880	0.9336	0.9556	0.9853	0.9693	0.8461	0.9724	0.9121	0.7794	0.9387	0.9556
0.2563	4.8	240	0.1593	0.8947	0.9406	0.9580	0.9753	0.9768	0.8697	0.9719	0.9185	0.7938	0.9428	0.9580
0.2402	5.2	260	0.1456	0.9012	0.9418	0.9610	0.9840	0.9771	0.8642	0.9753	0.9221	0.8061	0.9465	0.9610
0.221	5.6	280	0.1428	0.9016	0.9486	0.9603	0.9700	0.9756	0.9003	0.9683	0.9274	0.8091	0.9469	0.9603
0.2061	6.0	300	0.1276	0.9109	0.9503	0.9646	0.9826	0.9753	0.8930	0.9759	0.9294	0.8275	0.9523	0.9646
0.2344	6.4	320	0.1170	0.9164	0.9527	0.9670	0.9861	0.9761	0.8959	0.9772	0.9339	0.8381	0.9554	0.9670
0.2138	6.8	340	0.1153	0.9039	0.9412	0.9624	0.9826	0.9869	0.8541	0.9772	0.9238	0.8106	0.9481	0.9624
0.195	7.2	360	0.1060	0.9152	0.9510	0.9666	0.9858	0.9789	0.8882	0.9770	0.9334	0.8352	0.9547	0.9666
0.1927	7.6	380	0.1132	0.9061	0.9453	0.9629	0.9894	0.9707	0.8758	0.9737	0.9281	0.8165	0.9495	0.9629
0.2171	8.0	400	0.1037	0.9140	0.9593	0.9652	0.9853	0.9531	0.9395	0.9777	0.9280	0.8361	0.9540	0.9652
0.241	8.4	420	0.1164	0.9184	0.9588	0.9673	0.9800	0.9711	0.9252	0.9764	0.9353	0.8434	0.9566	0.9673
0.2041	8.8	440	0.0961	0.9215	0.9584	0.9688	0.9827	0.9755	0.9171	0.9781	0.9375	0.8489	0.9583	0.9688
0.183	9.2	460	0.0935	0.9187	0.9598	0.9674	0.9874	0.9594	0.9326	0.9778	0.9336	0.8446	0.9567	0.9674
0.1884	9.6	480	0.0947	0.9168	0.9498	0.9675	0.9889	0.9818	0.8787	0.9766	0.9362	0.8376	0.9556	0.9675
0.2219	10.0	500	0.0902	0.9178	0.9634	0.9667	0.9820	0.9547	0.9535	0.9780	0.9323	0.8430	0.9562	0.9667
0.1747	10.4	520	0.0941	0.9140	0.9475	0.9664	0.9832	0.9896	0.8697	0.9784	0.9318	0.8317	0.9540	0.9664
0.1589	10.8	540	0.0838	0.9209	0.9544	0.9688	0.9821	0.9861	0.8949	0.9783	0.9374	0.8469	0.9579	0.9688
0.1718	11.2	560	0.0810	0.9256	0.9648	0.9703	0.9859	0.9628	0.9457	0.9804	0.9388	0.8577	0.9606	0.9703
0.2022	11.6	580	0.0919	0.9163	0.9640	0.9662	0.9860	0.9452	0.9609	0.9812	0.9275	0.8402	0.9554	0.9662
0.1704	12.0	600	0.0822	0.9259	0.9663	0.9702	0.9834	0.9624	0.9531	0.9800	0.9390	0.8586	0.9608	0.9702
0.1941	12.4	620	0.0748	0.9250	0.9558	0.9708	0.9918	0.9794	0.8963	0.9791	0.9431	0.8527	0.9602	0.9708
0.1833	12.8	640	0.1009	0.9045	0.9596	0.9612	0.9912	0.9253	0.9621	0.9825	0.9144	0.8167	0.9485	0.9612
0.1887	13.2	660	0.0759	0.9299	0.9673	0.9722	0.9885	0.9625	0.9510	0.9832	0.9416	0.8648	0.9630	0.9722
0.1531	13.6	680	0.0775	0.9279	0.9590	0.9721	0.9930	0.9760	0.9082	0.9826	0.9435	0.8575	0.9618	0.9721
0.2303	14.0	700	0.0798	0.9231	0.9553	0.9701	0.9823	0.9896	0.8940	0.9799	0.9410	0.8483	0.9591	0.9701
0.1556	14.4	720	0.0736	0.9262	0.9536	0.9718	0.9928	0.9879	0.8802	0.9811	0.9445	0.8531	0.9609	0.9718
0.1615	14.8	740	0.0712	0.9364	0.9668	0.9753	0.9886	0.9783	0.9334	0.9841	0.9504	0.8748	0.9666	0.9753
0.1501	15.2	760	0.0708	0.9324	0.9619	0.9739	0.9941	0.9762	0.9153	0.9819	0.9490	0.8663	0.9644	0.9739
0.1596	15.6	780	0.0666	0.9376	0.9669	0.9758	0.9898	0.9790	0.9319	0.9847	0.9510	0.8772	0.9673	0.9758
0.1343	16.0	800	0.0673	0.9375	0.9681	0.9757	0.9920	0.9727	0.9395	0.9850	0.9501	0.8774	0.9672	0.9757
0.1611	16.4	820	0.0656	0.9373	0.9649	0.9759	0.9903	0.9834	0.9209	0.9852	0.9508	0.8761	0.9671	0.9759
0.2254	16.8	840	0.0659	0.9395	0.9686	0.9766	0.9924	0.9750	0.9386	0.9858	0.9519	0.8807	0.9683	0.9766
0.1699	17.2	860	0.0660	0.9389	0.9674	0.9764	0.9913	0.9784	0.9326	0.9855	0.9518	0.8794	0.9679	0.9764
0.1517	17.6	880	0.0702	0.9313	0.9576	0.9739	0.9910	0.9906	0.8913	0.9856	0.9459	0.8624	0.9637	0.9739
0.1707	18.0	900	0.0660	0.9369	0.9627	0.9759	0.9923	0.9858	0.9101	0.9850	0.9511	0.8748	0.9669	0.9759
0.1689	18.4	920	0.0594	0.9408	0.9682	0.9772	0.9911	0.9806	0.9330	0.9858	0.9536	0.8831	0.9690	0.9772
0.1527	18.8	940	0.0614	0.9395	0.9653	0.9769	0.9918	0.9850	0.9192	0.9861	0.9529	0.8795	0.9683	0.9769
0.1323	19.2	960	0.0682	0.9336	0.9701	0.9740	0.9930	0.9580	0.9593	0.9861	0.9444	0.8703	0.9650	0.9740
0.1619	19.6	980	0.0665	0.9374	0.9671	0.9758	0.9934	0.9732	0.9348	0.9846	0.9510	0.8766	0.9671	0.9758
0.1153	20.0	1000	0.0635	0.9378	0.9645	0.9762	0.9895	0.9868	0.9172	0.9854	0.9519	0.8761	0.9673	0.9762
0.2405	20.4	1020	0.0618	0.9413	0.9692	0.9774	0.9909	0.9793	0.9372	0.9859	0.9541	0.8840	0.9693	0.9774
0.1314	20.8	1040	0.0681	0.9345	0.9610	0.9750	0.9899	0.9892	0.9039	0.9858	0.9486	0.8692	0.9655	0.9750
0.1358	21.2	1060	0.0615	0.9413	0.9698	0.9773	0.9941	0.9733	0.9422	0.9860	0.9536	0.8843	0.9693	0.9773
0.1612	21.6	1080	0.0695	0.9344	0.9719	0.9742	0.9888	0.9604	0.9665	0.9851	0.9464	0.8718	0.9655	0.9742
0.1371	22.0	1100	0.0620	0.9423	0.9683	0.9779	0.9924	0.9818	0.9307	0.9864	0.9550	0.8855	0.9698	0.9779
0.1446	22.4	1120	0.0623	0.9422	0.9666	0.9779	0.9946	0.9835	0.9216	0.9863	0.9553	0.8849	0.9697	0.9779
0.1322	22.8	1140	0.0611	0.9425	0.9678	0.9780	0.9918	0.9847	0.9268	0.9866	0.9553	0.8857	0.9699	0.9780
0.1366	23.2	1160	0.0611	0.9421	0.9664	0.9779	0.9926	0.9863	0.9203	0.9867	0.9549	0.8848	0.9697	0.9779
0.1516	23.6	1180	0.0642	0.9388	0.9634	0.9767	0.9911	0.9898	0.9093	0.9865	0.9520	0.8777	0.9678	0.9767
0.0805	24.0	1200	0.0615	0.9430	0.9677	0.9782	0.9947	0.9820	0.9263	0.9863	0.9559	0.8867	0.9702	0.9782
0.1405	24.4	1220	0.0623	0.9427	0.9719	0.9778	0.9885	0.9777	0.9495	0.9853	0.9557	0.8871	0.9700	0.9778
0.1409	24.8	1240	0.0639	0.9398	0.9718	0.9766	0.9937	0.9656	0.9563	0.9866	0.9512	0.8816	0.9684	0.9766
0.1237	25.2	1260	0.0620	0.9422	0.9723	0.9776	0.9935	0.9694	0.9539	0.9869	0.9532	0.8866	0.9698	0.9776
0.1519	25.6	1280	0.0627	0.9412	0.9657	0.9776	0.9922	0.9872	0.9178	0.9870	0.9541	0.8825	0.9692	0.9776
0.1148	26.0	1300	0.0631	0.9401	0.9651	0.9772	0.9916	0.9875	0.9163	0.9869	0.9532	0.8803	0.9686	0.9772
0.1085	26.4	1320	0.0605	0.9452	0.9719	0.9789	0.9928	0.9776	0.9452	0.9871	0.9567	0.8920	0.9714	0.9789
0.1531	26.8	1340	0.0645	0.9361	0.9718	0.9750	0.9937	0.9581	0.9635	0.9871	0.9461	0.8751	0.9664	0.9750
0.1346	27.2	1360	0.0633	0.9362	0.9604	0.9759	0.9923	0.9916	0.8974	0.9871	0.9498	0.8718	0.9664	0.9759
0.1246	27.6	1380	0.0597	0.9439	0.9691	0.9785	0.9957	0.9785	0.9330	0.9862	0.9566	0.8888	0.9707	0.9785
0.0948	28.0	1400	0.0611	0.9419	0.9735	0.9774	0.9931	0.9663	0.9610	0.9872	0.9527	0.8858	0.9696	0.9774
0.1272	28.4	1420	0.0592	0.9452	0.9697	0.9790	0.9946	0.9809	0.9337	0.9869	0.9574	0.8912	0.9714	0.9790
0.1076	28.8	1440	0.0593	0.9457	0.9728	0.9791	0.9923	0.9767	0.9495	0.9873	0.9569	0.8930	0.9717	0.9791
0.136	29.2	1460	0.0588	0.9448	0.9685	0.9790	0.9931	0.9856	0.9269	0.9874	0.9569	0.8901	0.9712	0.9790
0.1222	29.6	1480	0.0588	0.9457	0.9706	0.9792	0.9928	0.9821	0.9370	0.9873	0.9574	0.8925	0.9717	0.9792
0.0993	30.0	1500	0.0592	0.9437	0.9666	0.9786	0.9952	0.9857	0.9190	0.9866	0.9569	0.8875	0.9706	0.9786
0.1523	30.4	1520	0.0576	0.9463	0.9717	0.9794	0.9943	0.9783	0.9423	0.9874	0.9576	0.8938	0.9720	0.9794
0.1106	30.8	1540	0.0590	0.9437	0.9675	0.9786	0.9918	0.9879	0.9226	0.9873	0.9562	0.8874	0.9705	0.9786
0.1363	31.2	1560	0.0607	0.9411	0.9637	0.9777	0.9946	0.9892	0.9073	0.9872	0.9543	0.8816	0.9691	0.9777
0.1152	31.6	1580	0.0573	0.9468	0.9713	0.9796	0.9943	0.9804	0.9393	0.9875	0.9582	0.8947	0.9723	0.9796
0.1399	32.0	1600	0.0577	0.9461	0.9698	0.9794	0.9932	0.9844	0.9317	0.9875	0.9578	0.8931	0.9719	0.9794
0.1099	32.4	1620	0.0580	0.9466	0.9704	0.9796	0.9936	0.9833	0.9343	0.9876	0.9581	0.8940	0.9721	0.9796
0.1297	32.8	1640	0.0623	0.9414	0.9738	0.9772	0.9929	0.9649	0.9635	0.9874	0.9518	0.8851	0.9693	0.9772
0.0868	33.2	1660	0.0587	0.9451	0.9677	0.9792	0.9942	0.9872	0.9216	0.9877	0.9572	0.8905	0.9714	0.9792
0.1211	33.6	1680	0.0601	0.9415	0.9644	0.9779	0.9934	0.9901	0.9096	0.9879	0.9540	0.8826	0.9693	0.9779
0.0905	34.0	1700	0.0569	0.9479	0.9728	0.9800	0.9933	0.9797	0.9455	0.9879	0.9587	0.8970	0.9728	0.9800
0.1618	34.4	1720	0.0595	0.9449	0.9684	0.9790	0.9929	0.9863	0.9261	0.9878	0.9567	0.8901	0.9712	0.9790
0.113	34.8	1740	0.0575	0.9475	0.9726	0.9799	0.9920	0.9815	0.9443	0.9876	0.9589	0.8961	0.9727	0.9799
0.1022	35.2	1760	0.0647	0.9376	0.9601	0.9765	0.9942	0.9929	0.8931	0.9876	0.9510	0.8741	0.9672	0.9765
0.1194	35.6	1780	0.0733	0.9298	0.9702	0.9724	0.9946	0.9481	0.9678	0.9876	0.9388	0.8629	0.9629	0.9724
0.0935	36.0	1800	0.0610	0.9428	0.9655	0.9783	0.9932	0.9896	0.9137	0.9878	0.9550	0.8855	0.9700	0.9783
0.123	36.4	1820	0.0612	0.9425	0.9653	0.9783	0.9932	0.9899	0.9127	0.9880	0.9549	0.8847	0.9699	0.9783
0.1178	36.8	1840	0.0577	0.9472	0.9699	0.9799	0.9951	0.9839	0.9308	0.9877	0.9589	0.8951	0.9725	0.9799
0.0969	37.2	1860	0.0675	0.9351	0.9589	0.9756	0.9928	0.9931	0.8906	0.9880	0.9483	0.8689	0.9658	0.9756
0.1009	37.6	1880	0.0566	0.9484	0.9717	0.9803	0.9942	0.9827	0.9381	0.9882	0.9594	0.8976	0.9731	0.9803
0.125	38.0	1900	0.0580	0.9463	0.9693	0.9796	0.9923	0.9875	0.9280	0.9880	0.9580	0.8929	0.9720	0.9796
0.0918	38.4	1920	0.0591	0.9448	0.9673	0.9791	0.9933	0.9887	0.9201	0.9881	0.9567	0.8896	0.9712	0.9791
0.1171	38.8	1940	0.0567	0.9487	0.9719	0.9804	0.9937	0.9834	0.9387	0.9883	0.9596	0.8982	0.9733	0.9804
0.1009	39.2	1960	0.0568	0.9488	0.9723	0.9804	0.9939	0.9823	0.9407	0.9882	0.9595	0.8987	0.9734	0.9804
0.1126	39.6	1980	0.0563	0.9484	0.9721	0.9803	0.9927	0.9839	0.9396	0.9881	0.9596	0.8977	0.9732	0.9803
0.1036	40.0	2000	0.0569	0.9485	0.9712	0.9804	0.9944	0.9842	0.9349	0.9881	0.9596	0.8978	0.9732	0.9804
0.0953	40.4	2020	0.0560	0.9486	0.9723	0.9804	0.9929	0.9833	0.9408	0.9883	0.9594	0.8981	0.9732	0.9804
0.1173	40.8	2040	0.0601	0.9438	0.9654	0.9788	0.9952	0.9896	0.9114	0.9881	0.9561	0.8873	0.9706	0.9788
0.0956	41.2	2060	0.0531	0.9468	0.9695	0.9798	0.9925	0.9880	0.9279	0.9882	0.9584	0.8939	0.9723	0.9798
0.1079	41.6	2080	0.0572	0.9475	0.9718	0.9799	0.9935	0.9817	0.9401	0.9883	0.9583	0.8958	0.9726	0.9799
0.0837	42.0	2100	0.0619	0.9417	0.9638	0.9780	0.9944	0.9909	0.9060	0.9885	0.9540	0.8826	0.9694	0.9780
0.107	42.4	2120	0.0566	0.9490	0.9745	0.9804	0.9934	0.9776	0.9524	0.9884	0.9591	0.8995	0.9735	0.9804
0.0999	42.8	2140	0.0555	0.9495	0.9742	0.9806	0.9940	0.9786	0.9501	0.9885	0.9597	0.9004	0.9738	0.9806
0.1092	43.2	2160	0.0564	0.9485	0.9744	0.9802	0.9934	0.9768	0.9529	0.9885	0.9586	0.8983	0.9732	0.9802
0.102	43.6	2180	0.0558	0.9495	0.9725	0.9807	0.9925	0.9848	0.9403	0.9883	0.9603	0.8998	0.9737	0.9807
0.0908	44.0	2200	0.0578	0.9469	0.9699	0.9798	0.9920	0.9879	0.9297	0.9881	0.9586	0.8941	0.9723	0.9798
0.1123	44.4	2220	0.0581	0.9469	0.9684	0.9799	0.9949	0.9879	0.9223	0.9883	0.9585	0.8938	0.9723	0.9799
0.0863	44.8	2240	0.0560	0.9484	0.9700	0.9804	0.9944	0.9870	0.9287	0.9885	0.9595	0.8971	0.9731	0.9804
0.1225	45.2	2260	0.0633	0.9402	0.9620	0.9775	0.9944	0.9928	0.8987	0.9886	0.9526	0.8793	0.9686	0.9775
0.1046	45.6	2280	0.0555	0.9501	0.9736	0.9809	0.9945	0.9804	0.9460	0.9886	0.9604	0.9012	0.9740	0.9809
0.0888	46.0	2300	0.0560	0.9495	0.9748	0.9806	0.9935	0.9777	0.9532	0.9886	0.9597	0.9003	0.9737	0.9806
0.1124	46.4	2320	0.0556	0.9498	0.9739	0.9808	0.9943	0.9795	0.9477	0.9885	0.9600	0.9008	0.9739	0.9808
0.111	46.8	2340	0.0558	0.9503	0.9737	0.9810	0.9936	0.9819	0.9455	0.9887	0.9605	0.9016	0.9741	0.9810
0.0916	47.2	2360	0.0554	0.9500	0.9744	0.9809	0.9936	0.9799	0.9496	0.9887	0.9603	0.9012	0.9740	0.9809
0.1211	47.6	2380	0.0569	0.9488	0.9726	0.9804	0.9908	0.9855	0.9415	0.9877	0.9603	0.8983	0.9733	0.9804
0.0975	48.0	2400	0.0554	0.9485	0.9697	0.9805	0.9952	0.9871	0.9268	0.9884	0.9598	0.8974	0.9732	0.9805
0.1085	48.4	2420	0.0573	0.9478	0.9719	0.9801	0.9899	0.9868	0.9389	0.9871	0.9601	0.8962	0.9728	0.9801
0.0862	48.8	2440	0.0563	0.9489	0.9707	0.9806	0.9939	0.9871	0.9310	0.9888	0.9597	0.8981	0.9734	0.9806
0.1114	49.2	2460	0.0591	0.9452	0.9666	0.9793	0.9939	0.9908	0.9151	0.9889	0.9567	0.8900	0.9714	0.9793
0.1065	49.6	2480	0.0566	0.9483	0.9694	0.9804	0.9953	0.9876	0.9252	0.9887	0.9595	0.8968	0.9731	0.9804
0.1018	50.0	2500	0.0548	0.9509	0.9742	0.9812	0.9938	0.9816	0.9473	0.9888	0.9610	0.9029	0.9745	0.9812
0.1009	50.4	2520	0.0604	0.9436	0.9661	0.9787	0.9918	0.9917	0.9149	0.9883	0.9557	0.8869	0.9705	0.9787
0.0982	50.8	2540	0.0557	0.9484	0.9696	0.9805	0.9941	0.9885	0.9263	0.9889	0.9593	0.8970	0.9731	0.9805
0.0863	51.2	2560	0.0545	0.9507	0.9743	0.9811	0.9940	0.9807	0.9483	0.9890	0.9607	0.9024	0.9744	0.9811
0.0751	51.6	2580	0.0568	0.9483	0.9702	0.9804	0.9928	0.9887	0.9291	0.9887	0.9594	0.8969	0.9731	0.9804
0.081	52.0	2600	0.0545	0.9511	0.9745	0.9813	0.9937	0.9815	0.9482	0.9889	0.9612	0.9031	0.9746	0.9813
0.119	52.4	2620	0.0560	0.9497	0.9719	0.9809	0.9931	0.9864	0.9364	0.9889	0.9603	0.9000	0.9738	0.9809
0.1036	52.8	2640	0.0554	0.9501	0.9717	0.9810	0.9940	0.9864	0.9349	0.9891	0.9605	0.9007	0.9740	0.9810
0.1018	53.2	2660	0.0558	0.9499	0.9712	0.9810	0.9952	0.9859	0.9324	0.9889	0.9606	0.9002	0.9739	0.9810
0.0918	53.6	2680	0.0547	0.9512	0.9739	0.9814	0.9931	0.9840	0.9447	0.9889	0.9615	0.9033	0.9746	0.9814
0.0972	54.0	2700	0.0565	0.9491	0.9710	0.9807	0.9925	0.9883	0.9323	0.9887	0.9599	0.8987	0.9735	0.9807
0.1043	54.4	2720	0.0550	0.9502	0.9716	0.9811	0.9946	0.9862	0.9341	0.9891	0.9607	0.9008	0.9741	0.9811
0.0971	54.8	2740	0.0553	0.9506	0.9755	0.9811	0.9931	0.9786	0.9548	0.9889	0.9605	0.9024	0.9743	0.9811
0.0818	55.2	2760	0.0605	0.9440	0.9650	0.9789	0.9944	0.9922	0.9083	0.9891	0.9555	0.8872	0.9707	0.9789
0.0855	55.6	2780	0.0547	0.9509	0.9733	0.9813	0.9959	0.9814	0.9426	0.9888	0.9613	0.9027	0.9745	0.9813
0.0561	56.0	2800	0.0558	0.9500	0.9757	0.9808	0.9946	0.9750	0.9575	0.9892	0.9594	0.9013	0.9740	0.9808
0.0888	56.4	2820	0.0544	0.9515	0.9742	0.9815	0.9941	0.9824	0.9462	0.9892	0.9613	0.9040	0.9748	0.9815
0.0858	56.8	2840	0.0548	0.9514	0.9750	0.9814	0.9926	0.9822	0.9502	0.9889	0.9616	0.9038	0.9748	0.9814
0.1055	57.2	2860	0.0569	0.9487	0.9698	0.9806	0.9947	0.9880	0.9266	0.9892	0.9593	0.8976	0.9733	0.9806
0.1091	57.6	2880	0.0546	0.9513	0.9752	0.9814	0.9949	0.9781	0.9527	0.9892	0.9609	0.9037	0.9747	0.9814
0.1146	58.0	2900	0.0623	0.9430	0.9642	0.9786	0.9943	0.9927	0.9057	0.9893	0.9546	0.8852	0.9702	0.9786
0.0943	58.4	2920	0.0545	0.9514	0.9749	0.9814	0.9953	0.9787	0.9506	0.9891	0.9610	0.9039	0.9747	0.9814
0.0839	58.8	2940	0.0548	0.9509	0.9728	0.9813	0.9930	0.9866	0.9387	0.9891	0.9613	0.9023	0.9745	0.9813
0.0947	59.2	2960	0.0542	0.9518	0.9749	0.9816	0.9947	0.9804	0.9494	0.9893	0.9615	0.9045	0.9749	0.9816
0.0868	59.6	2980	0.0547	0.9513	0.9751	0.9814	0.9947	0.9790	0.9517	0.9893	0.9609	0.9037	0.9747	0.9814
0.0845	60.0	3000	0.0546	0.9516	0.9753	0.9815	0.9943	0.9793	0.9524	0.9894	0.9610	0.9043	0.9748	0.9815
0.0741	60.4	3020	0.0546	0.9509	0.9761	0.9811	0.9935	0.9769	0.9579	0.9893	0.9602	0.9031	0.9745	0.9811
0.0862	60.8	3040	0.0608	0.9441	0.9654	0.9790	0.9936	0.9924	0.9101	0.9893	0.9554	0.8875	0.9707	0.9790
0.1262	61.2	3060	0.0548	0.9511	0.9756	0.9813	0.9948	0.9771	0.9550	0.9894	0.9605	0.9035	0.9746	0.9813
0.0804	61.6	3080	0.0541	0.9519	0.9732	0.9817	0.9947	0.9850	0.9400	0.9895	0.9618	0.9045	0.9750	0.9817
0.1028	62.0	3100	0.0557	0.9501	0.9708	0.9811	0.9945	0.9883	0.9294	0.9895	0.9604	0.9003	0.9740	0.9811
0.0898	62.4	3120	0.0557	0.9503	0.9756	0.9809	0.9954	0.9747	0.9568	0.9894	0.9596	0.9020	0.9742	0.9809
0.0866	62.8	3140	0.0547	0.9516	0.9751	0.9815	0.9955	0.9786	0.9511	0.9894	0.9611	0.9043	0.9749	0.9815
0.0871	63.2	3160	0.0539	0.9521	0.9744	0.9817	0.9940	0.9832	0.9461	0.9894	0.9617	0.9051	0.9751	0.9817
0.1064	63.6	3180	0.0538	0.9519	0.9733	0.9817	0.9947	0.9849	0.9402	0.9896	0.9617	0.9044	0.9750	0.9817
0.0753	64.0	3200	0.0553	0.9501	0.9708	0.9811	0.9949	0.9880	0.9294	0.9895	0.9604	0.9004	0.9740	0.9811
0.0848	64.4	3220	0.0535	0.9520	0.9742	0.9817	0.9951	0.9822	0.9453	0.9894	0.9618	0.9049	0.9751	0.9817
0.0814	64.8	3240	0.0534	0.9524	0.9750	0.9819	0.9940	0.9823	0.9488	0.9895	0.9620	0.9058	0.9753	0.9819
0.0841	65.2	3260	0.0539	0.9515	0.9739	0.9815	0.9959	0.9809	0.9450	0.9890	0.9616	0.9040	0.9748	0.9815
0.0809	65.6	3280	0.0548	0.9503	0.9707	0.9812	0.9950	0.9884	0.9287	0.9895	0.9606	0.9008	0.9742	0.9812
0.0726	66.0	3300	0.0559	0.9497	0.9763	0.9806	0.9948	0.9725	0.9616	0.9895	0.9586	0.9009	0.9738	0.9806
0.099	66.4	3320	0.0539	0.9514	0.9720	0.9816	0.9950	0.9870	0.9341	0.9895	0.9615	0.9032	0.9747	0.9816
0.0816	66.8	3340	0.0538	0.9521	0.9731	0.9818	0.9954	0.9850	0.9389	0.9896	0.9619	0.9047	0.9751	0.9818
0.0815	67.2	3360	0.0535	0.9526	0.9747	0.9819	0.9950	0.9822	0.9468	0.9896	0.9621	0.9060	0.9754	0.9819
0.0723	67.6	3380	0.0557	0.9493	0.9695	0.9809	0.9956	0.9890	0.9238	0.9895	0.9598	0.8985	0.9736	0.9809
0.0802	68.0	3400	0.0539	0.9521	0.9730	0.9818	0.9952	0.9855	0.9382	0.9897	0.9620	0.9047	0.9751	0.9818
0.097	68.4	3420	0.0542	0.9518	0.9757	0.9816	0.9955	0.9775	0.9541	0.9896	0.9611	0.9048	0.9750	0.9816
0.0889	68.8	3440	0.0565	0.9487	0.9690	0.9807	0.9950	0.9900	0.9219	0.9897	0.9592	0.8972	0.9733	0.9807
0.095	69.2	3460	0.0541	0.9514	0.9751	0.9814	0.9957	0.9779	0.9517	0.9893	0.9610	0.9040	0.9748	0.9814
0.0864	69.6	3480	0.0538	0.9526	0.9741	0.9820	0.9940	0.9850	0.9433	0.9897	0.9622	0.9058	0.9754	0.9820
0.0888	70.0	3500	0.0562	0.9495	0.9761	0.9806	0.9953	0.9722	0.9607	0.9896	0.9584	0.9006	0.9738	0.9806
0.0755	70.4	3520	0.0532	0.9529	0.9751	0.9820	0.9947	0.9821	0.9486	0.9898	0.9621	0.9067	0.9755	0.9820
0.0858	70.8	3540	0.0560	0.9496	0.9696	0.9810	0.9952	0.9896	0.9241	0.9895	0.9601	0.8992	0.9738	0.9810
0.0903	71.2	3560	0.0540	0.9521	0.9763	0.9817	0.9945	0.9775	0.9570	0.9898	0.9611	0.9054	0.9751	0.9817
0.0862	71.6	3580	0.0539	0.9523	0.9731	0.9819	0.9950	0.9860	0.9383	0.9898	0.9620	0.9051	0.9752	0.9819
0.0708	72.0	3600	0.0538	0.9523	0.9733	0.9819	0.9960	0.9843	0.9395	0.9894	0.9623	0.9053	0.9753	0.9819
0.0856	72.4	3620	0.0532	0.9530	0.9750	0.9821	0.9946	0.9826	0.9478	0.9898	0.9623	0.9068	0.9756	0.9821
0.075	72.8	3640	0.0536	0.9527	0.9738	0.9820	0.9954	0.9843	0.9418	0.9897	0.9624	0.9061	0.9755	0.9820
0.0743	73.2	3660	0.0533	0.9526	0.9759	0.9819	0.9929	0.9819	0.9528	0.9894	0.9623	0.9061	0.9754	0.9819
0.075	73.6	3680	0.0532	0.9528	0.9739	0.9820	0.9942	0.9855	0.9421	0.9898	0.9622	0.9063	0.9755	0.9820
0.0804	74.0	3700	0.0543	0.9520	0.9725	0.9818	0.9948	0.9873	0.9354	0.9899	0.9617	0.9043	0.9751	0.9818
0.0789	74.4	3720	0.0566	0.9485	0.9691	0.9806	0.9939	0.9909	0.9224	0.9898	0.9589	0.8968	0.9732	0.9806
0.1058	74.8	3740	0.0551	0.9502	0.9701	0.9812	0.9962	0.9883	0.9258	0.9891	0.9611	0.9003	0.9741	0.9812
0.0842	75.2	3760	0.0530	0.9531	0.9747	0.9821	0.9954	0.9827	0.9460	0.9898	0.9624	0.9069	0.9756	0.9821
0.0802	75.6	3780	0.0538	0.9522	0.9763	0.9817	0.9948	0.9775	0.9564	0.9899	0.9612	0.9056	0.9752	0.9817
0.0752	76.0	3800	0.0554	0.9500	0.9699	0.9812	0.9954	0.9896	0.9247	0.9898	0.9603	0.9000	0.9740	0.9812
0.095	76.4	3820	0.0539	0.9526	0.9735	0.9820	0.9948	0.9858	0.9398	0.9899	0.9622	0.9058	0.9754	0.9820
0.0753	76.8	3840	0.0530	0.9526	0.9733	0.9820	0.9952	0.9859	0.9388	0.9899	0.9622	0.9057	0.9754	0.9820
0.0833	77.2	3860	0.0528	0.9532	0.9749	0.9822	0.9946	0.9836	0.9466	0.9899	0.9625	0.9072	0.9757	0.9822
0.0832	77.6	3880	0.0530	0.9532	0.9750	0.9822	0.9944	0.9834	0.9472	0.9899	0.9625	0.9072	0.9757	0.9822
0.0901	78.0	3900	0.0533	0.9531	0.9754	0.9821	0.9953	0.9809	0.9501	0.9899	0.9623	0.9070	0.9757	0.9821
0.0893	78.4	3920	0.0532	0.9532	0.9742	0.9822	0.9950	0.9847	0.9430	0.9900	0.9626	0.9069	0.9757	0.9822
0.0956	78.8	3940	0.0528	0.9532	0.9748	0.9822	0.9958	0.9821	0.9466	0.9899	0.9625	0.9072	0.9757	0.9822
0.0786	79.2	3960	0.0532	0.9525	0.9749	0.9819	0.9958	0.9805	0.9484	0.9896	0.9620	0.9059	0.9753	0.9819
0.1018	79.6	3980	0.0528	0.9533	0.9753	0.9822	0.9953	0.9816	0.9491	0.9900	0.9625	0.9075	0.9758	0.9822
0.0825	80.0	4000	0.0541	0.9515	0.9722	0.9816	0.9939	0.9883	0.9345	0.9899	0.9613	0.9033	0.9748	0.9816
0.073	80.4	4020	0.0532	0.9529	0.9737	0.9822	0.9950	0.9857	0.9404	0.9900	0.9624	0.9065	0.9756	0.9822
0.1021	80.8	4040	0.0527	0.9533	0.9754	0.9822	0.9954	0.9812	0.9497	0.9900	0.9625	0.9075	0.9758	0.9822
0.0835	81.2	4060	0.0535	0.9523	0.9727	0.9819	0.9949	0.9871	0.9362	0.9900	0.9619	0.9049	0.9752	0.9819
0.0778	81.6	4080	0.0555	0.9502	0.9703	0.9812	0.9947	0.9898	0.9264	0.9901	0.9602	0.9004	0.9741	0.9812
0.0619	82.0	4100	0.0534	0.9530	0.9767	0.9820	0.9940	0.9792	0.9567	0.9900	0.9619	0.9072	0.9756	0.9820
0.0864	82.4	4120	0.0528	0.9534	0.9748	0.9823	0.9949	0.9837	0.9459	0.9900	0.9626	0.9076	0.9758	0.9823
0.0701	82.8	4140	0.0535	0.9529	0.9736	0.9821	0.9948	0.9860	0.9401	0.9901	0.9623	0.9063	0.9756	0.9821
0.0857	83.2	4160	0.0528	0.9534	0.9745	0.9823	0.9953	0.9839	0.9444	0.9900	0.9627	0.9075	0.9758	0.9823
0.0926	83.6	4180	0.0533	0.9528	0.9731	0.9821	0.9951	0.9867	0.9375	0.9901	0.9623	0.9061	0.9755	0.9821
0.0705	84.0	4200	0.0530	0.9530	0.9736	0.9822	0.9950	0.9860	0.9398	0.9900	0.9624	0.9064	0.9756	0.9822
0.0732	84.4	4220	0.0528	0.9536	0.9760	0.9823	0.9950	0.9809	0.9520	0.9901	0.9626	0.9082	0.9760	0.9823
0.0676	84.8	4240	0.0528	0.9535	0.9744	0.9823	0.9952	0.9845	0.9435	0.9901	0.9628	0.9076	0.9759	0.9823
0.0802	85.2	4260	0.0533	0.9528	0.9731	0.9821	0.9951	0.9868	0.9375	0.9901	0.9623	0.9060	0.9755	0.9821
0.0829	85.6	4280	0.0527	0.9536	0.9746	0.9824	0.9948	0.9847	0.9445	0.9901	0.9628	0.9079	0.9759	0.9824
0.0749	86.0	4300	0.0537	0.9526	0.9729	0.9820	0.9950	0.9872	0.9365	0.9901	0.9621	0.9054	0.9754	0.9820
0.0928	86.4	4320	0.0526	0.9536	0.9745	0.9824	0.9952	0.9846	0.9435	0.9901	0.9629	0.9079	0.9759	0.9824
0.0708	86.8	4340	0.0529	0.9536	0.9749	0.9824	0.9943	0.9846	0.9459	0.9901	0.9629	0.9080	0.9760	0.9824
0.0896	87.2	4360	0.0528	0.9536	0.9744	0.9824	0.9949	0.9850	0.9433	0.9901	0.9628	0.9077	0.9759	0.9824
0.1022	87.6	4380	0.0529	0.9535	0.9745	0.9824	0.9944	0.9856	0.9434	0.9901	0.9628	0.9077	0.9759	0.9824
0.0713	88.0	4400	0.0528	0.9537	0.9754	0.9824	0.9953	0.9821	0.9489	0.9901	0.9628	0.9082	0.9760	0.9824
0.08	88.4	4420	0.0527	0.9536	0.9746	0.9824	0.9954	0.9838	0.9447	0.9901	0.9628	0.9078	0.9759	0.9824
0.0817	88.8	4440	0.0526	0.9538	0.9754	0.9824	0.9951	0.9827	0.9483	0.9902	0.9628	0.9084	0.9760	0.9824
0.0842	89.2	4460	0.0527	0.9538	0.9748	0.9824	0.9949	0.9843	0.9454	0.9902	0.9629	0.9082	0.9760	0.9824
0.0736	89.6	4480	0.0525	0.9537	0.9751	0.9824	0.9953	0.9829	0.9472	0.9901	0.9629	0.9082	0.9760	0.9824
0.0642	90.0	4500	0.0528	0.9537	0.9751	0.9824	0.9954	0.9828	0.9472	0.9901	0.9629	0.9083	0.9760	0.9824
0.0593	90.4	4520	0.0531	0.9531	0.9735	0.9823	0.9949	0.9866	0.9392	0.9902	0.9625	0.9067	0.9757	0.9823
0.0863	90.8	4540	0.0531	0.9534	0.9739	0.9823	0.9949	0.9861	0.9407	0.9902	0.9627	0.9072	0.9758	0.9823
0.0877	91.2	4560	0.0529	0.9535	0.9740	0.9824	0.9950	0.9859	0.9409	0.9902	0.9628	0.9074	0.9759	0.9824
0.073	91.6	4580	0.0526	0.9538	0.9750	0.9824	0.9952	0.9835	0.9464	0.9902	0.9628	0.9083	0.9760	0.9824
0.0646	92.0	4600	0.0526	0.9539	0.9754	0.9825	0.9950	0.9828	0.9484	0.9902	0.9629	0.9085	0.9761	0.9825
0.0748	92.4	4620	0.0527	0.9535	0.9741	0.9824	0.9955	0.9849	0.9418	0.9901	0.9629	0.9076	0.9759	0.9824
0.067	92.8	4640	0.0527	0.9537	0.9743	0.9824	0.9953	0.9849	0.9428	0.9902	0.9629	0.9080	0.9760	0.9824
0.0705	93.2	4660	0.0527	0.9539	0.9757	0.9824	0.9950	0.9822	0.9498	0.9902	0.9628	0.9086	0.9761	0.9824
0.0879	93.6	4680	0.0525	0.9538	0.9751	0.9824	0.9950	0.9837	0.9465	0.9902	0.9629	0.9084	0.9761	0.9824
0.0835	94.0	4700	0.0524	0.9539	0.9755	0.9825	0.9953	0.9824	0.9488	0.9902	0.9629	0.9086	0.9761	0.9825
0.0799	94.4	4720	0.0526	0.9539	0.9751	0.9825	0.9951	0.9836	0.9466	0.9902	0.9630	0.9086	0.9761	0.9825
0.0697	94.8	4740	0.0527	0.9536	0.9743	0.9824	0.9951	0.9854	0.9423	0.9902	0.9629	0.9078	0.9760	0.9824
0.0628	95.2	4760	0.0527	0.9535	0.9741	0.9824	0.9950	0.9857	0.9415	0.9902	0.9628	0.9076	0.9759	0.9824
0.0778	95.6	4780	0.0525	0.9539	0.9749	0.9825	0.9951	0.9841	0.9455	0.9902	0.9630	0.9084	0.9761	0.9825
0.0969	96.0	4800	0.0526	0.9540	0.9758	0.9825	0.9948	0.9823	0.9503	0.9902	0.9629	0.9088	0.9761	0.9825
0.0737	96.4	4820	0.0527	0.9537	0.9742	0.9824	0.9951	0.9855	0.9420	0.9902	0.9629	0.9079	0.9760	0.9824
0.103	96.8	4840	0.0525	0.9539	0.9749	0.9825	0.9951	0.9842	0.9456	0.9902	0.9630	0.9085	0.9761	0.9825
0.069	97.2	4860	0.0525	0.9539	0.9749	0.9825	0.9952	0.9839	0.9457	0.9902	0.9630	0.9085	0.9761	0.9825
0.0613	97.6	4880	0.0525	0.9538	0.9746	0.9825	0.9951	0.9849	0.9439	0.9902	0.9630	0.9083	0.9761	0.9825
0.0758	98.0	4900	0.0526	0.9539	0.9751	0.9825	0.9950	0.9839	0.9462	0.9902	0.9630	0.9086	0.9761	0.9825
0.0767	98.4	4920	0.0525	0.9539	0.9747	0.9825	0.9951	0.9848	0.9441	0.9902	0.9630	0.9084	0.9761	0.9825
0.0676	98.8	4940	0.0526	0.9538	0.9745	0.9825	0.9950	0.9851	0.9435	0.9902	0.9630	0.9082	0.9760	0.9825
0.0656	99.2	4960	0.0525	0.9539	0.9747	0.9825	0.9951	0.9846	0.9444	0.9902	0.9630	0.9084	0.9761	0.9825
0.0758	99.6	4980	0.0526	0.9538	0.9745	0.9825	0.9951	0.9852	0.9432	0.9902	0.9630	0.9082	0.9760	0.9825
0.0747	100.0	5000	0.0525	0.9540	0.9751	0.9825	0.9949	0.9841	0.9464	0.9902	0.9631	0.9087	0.9761	0.9825

Framework versions

• Transformers 4.41.2
• Pytorch 2.6.0+cu124
• Datasets 3.2.0
• Tokenizers 0.19.1