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greenkwd/
lr0.0001_bs16_0616_1909

Name: lr0.0001_bs16_0616_1909
Availability: InStock

generated_from_trainer

nvidia/mit-b0

finetune

other

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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

greenkwd/lr0.0001_bs16_0616_1909

lr0.0001_bs16_0616_1909

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

greenkwd/
lr0.0001_bs16_0616_1909