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greenkwd/
lr0.0001_bs16_0617_1957

Name: lr0.0001_bs16_0617_1957
Availability: InStock

generated_from_trainer

nvidia/mit-b0

finetune

other

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lr0.0001_bs16_0617_1957

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: 0.0393
Mean Iou: 0.9563
Mean Accuracy: 0.9774
Overall Accuracy: 0.9834
Accuracy Land: 0.9933
Accuracy Upwelling: 0.9845
Accuracy Not Upwelling: 0.9543
Iou Land: 0.9886
Iou Upwelling: 0.9670
Iou Not Upwelling: 0.9131
Dice Macro: 0.9774
Dice Micro: 0.9834

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
1.0016	0.4	20	1.0623	0.5156	0.6617	0.7019	0.7959	0.6728	0.5163	0.7752	0.5127	0.2588	0.6541	0.7019
0.8653	0.8	40	0.8709	0.6177	0.7313	0.8108	0.8640	0.9249	0.4048	0.8557	0.7121	0.2851	0.7326	0.8108
0.6586	1.2	60	0.5536	0.6537	0.7493	0.8497	0.9353	0.9699	0.3426	0.9233	0.7530	0.2848	0.7542	0.8497
0.6057	1.6	80	0.4194	0.7371	0.8179	0.8921	0.9709	0.9610	0.5217	0.9441	0.8097	0.4576	0.8313	0.8921
0.64	2.0	100	0.3555	0.7820	0.8571	0.9104	0.9709	0.9547	0.6456	0.9510	0.8371	0.5580	0.8675	0.9104
0.4969	2.4	120	0.3086	0.8131	0.8839	0.9231	0.9740	0.9472	0.7305	0.9541	0.8575	0.6277	0.8904	0.9231
0.4469	2.8	140	0.2876	0.8236	0.8909	0.9278	0.9732	0.9542	0.7453	0.9547	0.8667	0.6493	0.8976	0.9278
0.4722	3.2	160	0.2649	0.8151	0.8795	0.9257	0.9652	0.9810	0.6924	0.9566	0.8636	0.6251	0.8913	0.9257
0.4367	3.6	180	0.2657	0.8521	0.9202	0.9386	0.9781	0.9297	0.8530	0.9629	0.8803	0.7129	0.9166	0.9386
0.4458	4.0	200	0.2225	0.8594	0.9195	0.9429	0.9710	0.9604	0.8272	0.9637	0.8920	0.7224	0.9211	0.9429
0.3913	4.4	220	0.2168	0.8554	0.9077	0.9432	0.9853	0.9704	0.7674	0.9603	0.8974	0.7087	0.9184	0.9432
0.5363	4.8	240	0.2433	0.8690	0.9272	0.9470	0.9883	0.9388	0.8546	0.9602	0.9040	0.7429	0.9272	0.9470
0.3914	5.2	260	0.1801	0.8868	0.9414	0.9541	0.9659	0.9681	0.8901	0.9631	0.9187	0.7785	0.9381	0.9541
0.3516	5.6	280	0.1606	0.9023	0.9493	0.9609	0.9767	0.9673	0.9038	0.9697	0.9275	0.8097	0.9473	0.9609
0.3098	6.0	300	0.1323	0.8967	0.9389	0.9594	0.9812	0.9787	0.8567	0.9710	0.9234	0.7956	0.9439	0.9594
0.3887	6.4	320	0.1203	0.9022	0.9401	0.9620	0.9825	0.9860	0.8517	0.9729	0.9279	0.8056	0.9471	0.9620
0.4521	6.8	340	0.1191	0.9089	0.9534	0.9635	0.9708	0.9775	0.9118	0.9682	0.9356	0.8228	0.9511	0.9635
0.3816	7.2	360	0.1087	0.9139	0.9527	0.9661	0.9857	0.9714	0.9012	0.9743	0.9352	0.8321	0.9540	0.9661
0.3197	7.6	380	0.1081	0.9193	0.9583	0.9680	0.9813	0.9731	0.9205	0.9756	0.9383	0.8441	0.9571	0.9680
0.4084	8.0	400	0.1407	0.9036	0.9517	0.9611	0.9625	0.9806	0.9121	0.9618	0.9362	0.8126	0.9481	0.9611
0.4077	8.4	420	0.0923	0.9167	0.9544	0.9672	0.9777	0.9829	0.9027	0.9746	0.9378	0.8378	0.9556	0.9672
0.459	8.8	440	0.0942	0.9143	0.9514	0.9664	0.9775	0.9865	0.8902	0.9745	0.9364	0.8320	0.9542	0.9664
0.2765	9.2	460	0.0945	0.9086	0.9410	0.9650	0.9901	0.9879	0.8449	0.9755	0.9328	0.8176	0.9508	0.9650
0.3404	9.6	480	0.0822	0.9266	0.9614	0.9712	0.9868	0.9736	0.9238	0.9788	0.9437	0.8573	0.9612	0.9712
0.32	10.0	500	0.0823	0.9222	0.9521	0.9700	0.9879	0.9882	0.8803	0.9794	0.9406	0.8467	0.9587	0.9700
0.2849	10.4	520	0.0845	0.9287	0.9598	0.9724	0.9905	0.9780	0.9107	0.9802	0.9462	0.8597	0.9623	0.9724
0.2955	10.8	540	0.0794	0.9244	0.9534	0.9710	0.9889	0.9886	0.8826	0.9804	0.9429	0.8500	0.9599	0.9710
0.2918	11.2	560	0.0755	0.9278	0.9600	0.9721	0.9835	0.9850	0.9116	0.9794	0.9470	0.8570	0.9618	0.9721
0.3113	11.6	580	0.0735	0.9328	0.9611	0.9742	0.9909	0.9827	0.9098	0.9818	0.9496	0.8669	0.9646	0.9742
0.3019	12.0	600	0.0756	0.9304	0.9617	0.9732	0.9928	0.9741	0.9181	0.9812	0.9476	0.8624	0.9633	0.9732
0.315	12.4	620	0.0809	0.9294	0.9692	0.9721	0.9856	0.9615	0.9605	0.9812	0.9445	0.8625	0.9627	0.9721
0.3205	12.8	640	0.0703	0.9367	0.9642	0.9758	0.9911	0.9826	0.9190	0.9833	0.9526	0.8741	0.9667	0.9758
0.3359	13.2	660	0.0798	0.9323	0.9658	0.9736	0.9817	0.9811	0.9346	0.9791	0.9513	0.8665	0.9643	0.9736
0.2808	13.6	680	0.0685	0.9346	0.9688	0.9743	0.9818	0.9775	0.9470	0.9792	0.9523	0.8723	0.9656	0.9743
0.251	14.0	700	0.0686	0.9342	0.9645	0.9746	0.9854	0.9841	0.9240	0.9818	0.9511	0.8698	0.9654	0.9746
0.2585	14.4	720	0.0664	0.9311	0.9574	0.9739	0.9910	0.9899	0.8913	0.9833	0.9484	0.8616	0.9636	0.9739
0.3852	14.8	740	0.0664	0.9376	0.9656	0.9762	0.9888	0.9840	0.9242	0.9834	0.9539	0.8755	0.9672	0.9762
0.2465	15.2	760	0.0658	0.9384	0.9708	0.9761	0.9885	0.9723	0.9518	0.9835	0.9533	0.8783	0.9677	0.9761
0.2995	15.6	780	0.0664	0.9371	0.9639	0.9759	0.9895	0.9859	0.9164	0.9836	0.9523	0.8753	0.9669	0.9759
0.3256	16.0	800	0.0615	0.9395	0.9706	0.9766	0.9884	0.9752	0.9481	0.9835	0.9543	0.8809	0.9683	0.9766
0.3303	16.4	820	0.0675	0.9341	0.9692	0.9744	0.9922	0.9630	0.9524	0.9840	0.9478	0.8704	0.9653	0.9744
0.3632	16.8	840	0.0656	0.9379	0.9651	0.9762	0.9876	0.9870	0.9206	0.9832	0.9537	0.8768	0.9674	0.9762
0.2744	17.2	860	0.0700	0.9311	0.9712	0.9729	0.9890	0.9558	0.9688	0.9838	0.9443	0.8652	0.9636	0.9729
0.2301	17.6	880	0.0677	0.9296	0.9556	0.9734	0.9897	0.9931	0.8841	0.9835	0.9467	0.8587	0.9628	0.9734
0.4563	18.0	900	0.0580	0.9420	0.9697	0.9777	0.9902	0.9801	0.9389	0.9845	0.9562	0.8853	0.9697	0.9777
0.3108	18.4	920	0.0690	0.9284	0.9542	0.9732	0.9916	0.9930	0.8780	0.9847	0.9459	0.8545	0.9620	0.9732
0.3332	18.8	940	0.0601	0.9406	0.9651	0.9775	0.9940	0.9846	0.9168	0.9843	0.9565	0.8810	0.9689	0.9775
0.2756	19.2	960	0.0622	0.9346	0.9604	0.9753	0.9901	0.9904	0.9006	0.9848	0.9508	0.8681	0.9655	0.9753
0.2588	19.6	980	0.0622	0.9395	0.9728	0.9765	0.9896	0.9681	0.9605	0.9845	0.9531	0.8809	0.9683	0.9765
0.2404	20.0	1000	0.0610	0.9381	0.9636	0.9765	0.9895	0.9895	0.9118	0.9844	0.9538	0.8762	0.9675	0.9765
0.3353	20.4	1020	0.0685	0.9304	0.9632	0.9732	0.9920	0.9719	0.9256	0.9840	0.9455	0.8617	0.9632	0.9732
0.2617	20.8	1040	0.0579	0.9429	0.9693	0.9782	0.9927	0.9799	0.9353	0.9850	0.9571	0.8867	0.9701	0.9782
0.1977	21.2	1060	0.0593	0.9414	0.9670	0.9777	0.9895	0.9870	0.9246	0.9847	0.9565	0.8831	0.9693	0.9777
0.245	21.6	1080	0.0576	0.9419	0.9702	0.9777	0.9936	0.9745	0.9424	0.9842	0.9566	0.8850	0.9696	0.9777
0.2784	22.0	1100	0.0603	0.9371	0.9624	0.9762	0.9896	0.9906	0.9069	0.9848	0.9530	0.8734	0.9669	0.9762
0.2174	22.4	1120	0.0565	0.9431	0.9685	0.9783	0.9907	0.9847	0.9301	0.9847	0.9575	0.8873	0.9703	0.9783
0.1769	22.8	1140	0.0578	0.9413	0.9664	0.9777	0.9896	0.9883	0.9214	0.9849	0.9561	0.8829	0.9693	0.9777
0.2109	23.2	1160	0.0570	0.9437	0.9732	0.9783	0.9914	0.9731	0.9552	0.9855	0.9568	0.8889	0.9706	0.9783
0.2472	23.6	1180	0.0563	0.9433	0.9690	0.9783	0.9898	0.9848	0.9325	0.9848	0.9575	0.8877	0.9704	0.9783
0.1021	24.0	1200	0.0549	0.9452	0.9703	0.9791	0.9928	0.9816	0.9366	0.9856	0.9591	0.8908	0.9714	0.9791
0.2373	24.4	1220	0.0557	0.9434	0.9668	0.9786	0.9933	0.9865	0.9208	0.9853	0.9579	0.8868	0.9704	0.9786
0.2639	24.8	1240	0.0551	0.9445	0.9728	0.9787	0.9887	0.9791	0.9506	0.9847	0.9588	0.8901	0.9710	0.9787
0.2096	25.2	1260	0.0554	0.9444	0.9696	0.9788	0.9934	0.9810	0.9344	0.9855	0.9584	0.8893	0.9709	0.9788
0.2494	25.6	1280	0.0543	0.9445	0.9701	0.9789	0.9904	0.9842	0.9356	0.9855	0.9590	0.8890	0.9710	0.9789
0.26	26.0	1300	0.0571	0.9440	0.9730	0.9785	0.9909	0.9750	0.9530	0.9857	0.9569	0.8894	0.9708	0.9785
0.1706	26.4	1320	0.0534	0.9444	0.9676	0.9789	0.9934	0.9862	0.9234	0.9853	0.9589	0.8889	0.9709	0.9789
0.2623	26.8	1340	0.0524	0.9460	0.9724	0.9793	0.9915	0.9795	0.9461	0.9859	0.9592	0.8929	0.9718	0.9793
0.2358	27.2	1360	0.0560	0.9404	0.9641	0.9776	0.9915	0.9905	0.9101	0.9858	0.9553	0.8800	0.9687	0.9776
0.1839	27.6	1380	0.0541	0.9442	0.9692	0.9787	0.9891	0.9872	0.9314	0.9852	0.9586	0.8888	0.9708	0.9787
0.1351	28.0	1400	0.0530	0.9461	0.9715	0.9794	0.9893	0.9848	0.9404	0.9853	0.9605	0.8925	0.9719	0.9794
0.1897	28.4	1420	0.0529	0.9454	0.9704	0.9792	0.9896	0.9861	0.9355	0.9854	0.9597	0.8911	0.9715	0.9792
0.1737	28.8	1440	0.0538	0.9462	0.9735	0.9794	0.9912	0.9774	0.9520	0.9859	0.9593	0.8933	0.9719	0.9794
0.2112	29.2	1460	0.0557	0.9399	0.9634	0.9774	0.9909	0.9922	0.9070	0.9860	0.9549	0.8788	0.9684	0.9774
0.1971	29.6	1480	0.0538	0.9447	0.9749	0.9787	0.9923	0.9696	0.9630	0.9863	0.9569	0.8908	0.9711	0.9787
0.2033	30.0	1500	0.0519	0.9470	0.9728	0.9798	0.9934	0.9782	0.9469	0.9863	0.9601	0.8947	0.9724	0.9798
0.3146	30.4	1520	0.0504	0.9478	0.9713	0.9802	0.9915	0.9860	0.9365	0.9863	0.9613	0.8959	0.9728	0.9802
0.1865	30.8	1540	0.0537	0.9448	0.9713	0.9789	0.9945	0.9763	0.9431	0.9850	0.9590	0.8905	0.9712	0.9789
0.2039	31.2	1560	0.0502	0.9482	0.9743	0.9802	0.9915	0.9789	0.9525	0.9862	0.9611	0.8972	0.9730	0.9802
0.2195	31.6	1580	0.0506	0.9472	0.9729	0.9799	0.9934	0.9783	0.9470	0.9864	0.9602	0.8951	0.9725	0.9799
0.2176	32.0	1600	0.0502	0.9484	0.9727	0.9804	0.9936	0.9809	0.9435	0.9864	0.9614	0.8973	0.9731	0.9804
0.1906	32.4	1620	0.0519	0.9446	0.9681	0.9790	0.9902	0.9897	0.9244	0.9858	0.9588	0.8893	0.9711	0.9790
0.2276	32.8	1640	0.0539	0.9442	0.9757	0.9784	0.9913	0.9681	0.9676	0.9862	0.9565	0.8899	0.9708	0.9784
0.1454	33.2	1660	0.0506	0.9460	0.9690	0.9796	0.9920	0.9879	0.9270	0.9864	0.9599	0.8919	0.9718	0.9796
0.1789	33.6	1680	0.0493	0.9485	0.9731	0.9804	0.9919	0.9821	0.9454	0.9864	0.9615	0.8975	0.9732	0.9804
0.151	34.0	1700	0.0503	0.9467	0.9727	0.9796	0.9878	0.9849	0.9455	0.9846	0.9615	0.8940	0.9722	0.9796
0.1724	34.4	1720	0.0486	0.9486	0.9723	0.9805	0.9910	0.9856	0.9401	0.9863	0.9619	0.8976	0.9732	0.9805
0.1765	34.8	1740	0.0491	0.9487	0.9732	0.9805	0.9939	0.9797	0.9460	0.9864	0.9617	0.8980	0.9733	0.9805
0.1742	35.2	1760	0.0493	0.9486	0.9732	0.9804	0.9906	0.9837	0.9453	0.9860	0.9621	0.8975	0.9732	0.9804
0.162	35.6	1780	0.0489	0.9484	0.9717	0.9804	0.9919	0.9857	0.9374	0.9866	0.9614	0.8972	0.9731	0.9804
0.1057	36.0	1800	0.0495	0.9486	0.9748	0.9803	0.9913	0.9788	0.9544	0.9864	0.9614	0.8981	0.9733	0.9803
0.1874	36.4	1820	0.0495	0.9484	0.9747	0.9802	0.9924	0.9772	0.9547	0.9865	0.9608	0.8979	0.9731	0.9802
0.2005	36.8	1840	0.0482	0.9487	0.9708	0.9806	0.9936	0.9863	0.9325	0.9867	0.9619	0.8974	0.9733	0.9806
0.1634	37.2	1860	0.0495	0.9475	0.9728	0.9799	0.9880	0.9858	0.9445	0.9850	0.9620	0.8954	0.9726	0.9799
0.1518	37.6	1880	0.0504	0.9448	0.9670	0.9792	0.9919	0.9907	0.9184	0.9866	0.9585	0.8892	0.9711	0.9792
0.1764	38.0	1900	0.0473	0.9502	0.9742	0.9810	0.9916	0.9830	0.9479	0.9867	0.9629	0.9011	0.9741	0.9810
0.148	38.4	1920	0.0483	0.9480	0.9706	0.9803	0.9916	0.9882	0.9319	0.9868	0.9613	0.8959	0.9729	0.9803
0.1614	38.8	1940	0.0521	0.9448	0.9761	0.9787	0.9928	0.9663	0.9692	0.9869	0.9563	0.8913	0.9712	0.9787
0.1551	39.2	1960	0.0486	0.9482	0.9739	0.9801	0.9877	0.9846	0.9495	0.9849	0.9626	0.8970	0.9730	0.9801
0.1374	39.6	1980	0.0469	0.9503	0.9746	0.9811	0.9928	0.9806	0.9504	0.9868	0.9627	0.9015	0.9742	0.9811
0.1718	40.0	2000	0.0475	0.9496	0.9760	0.9807	0.9925	0.9761	0.9595	0.9869	0.9616	0.9003	0.9738	0.9807
0.1405	40.4	2020	0.0496	0.9456	0.9673	0.9795	0.9924	0.9911	0.9184	0.9869	0.9591	0.8908	0.9716	0.9795
0.1584	40.8	2040	0.0475	0.9499	0.9759	0.9808	0.9932	0.9761	0.9584	0.9870	0.9619	0.9007	0.9739	0.9808
0.1422	41.2	2060	0.0467	0.9503	0.9737	0.9811	0.9938	0.9814	0.9460	0.9869	0.9627	0.9011	0.9741	0.9811
0.1858	41.6	2080	0.0469	0.9502	0.9750	0.9810	0.9931	0.9791	0.9528	0.9869	0.9624	0.9013	0.9741	0.9810
0.1089	42.0	2100	0.0464	0.9502	0.9721	0.9812	0.9932	0.9864	0.9367	0.9872	0.9629	0.9006	0.9741	0.9812
0.1673	42.4	2120	0.0482	0.9476	0.9688	0.9803	0.9939	0.9890	0.9236	0.9869	0.9609	0.8949	0.9727	0.9803
0.1583	42.8	2140	0.0465	0.9502	0.9729	0.9811	0.9918	0.9861	0.9409	0.9869	0.9628	0.9009	0.9741	0.9811
0.1691	43.2	2160	0.0461	0.9506	0.9743	0.9812	0.9936	0.9809	0.9485	0.9869	0.9630	0.9020	0.9744	0.9812
0.1455	43.6	2180	0.0485	0.9464	0.9675	0.9799	0.9940	0.9902	0.9181	0.9871	0.9600	0.8921	0.9720	0.9799
0.1466	44.0	2200	0.0461	0.9508	0.9745	0.9813	0.9915	0.9836	0.9485	0.9869	0.9634	0.9023	0.9745	0.9813
0.155	44.4	2220	0.0458	0.9508	0.9742	0.9813	0.9941	0.9811	0.9473	0.9871	0.9630	0.9024	0.9744	0.9813
0.1192	44.8	2240	0.0458	0.9513	0.9747	0.9815	0.9942	0.9806	0.9492	0.9871	0.9635	0.9033	0.9747	0.9815
0.189	45.2	2260	0.0474	0.9490	0.9762	0.9804	0.9929	0.9741	0.9615	0.9871	0.9606	0.8993	0.9735	0.9804
0.1525	45.6	2280	0.0466	0.9490	0.9709	0.9808	0.9920	0.9890	0.9317	0.9871	0.9621	0.8979	0.9735	0.9808
0.1482	46.0	2300	0.0447	0.9514	0.9731	0.9816	0.9939	0.9850	0.9405	0.9872	0.9638	0.9031	0.9747	0.9816
0.1793	46.4	2320	0.0469	0.9500	0.9761	0.9809	0.9930	0.9760	0.9593	0.9873	0.9617	0.9010	0.9740	0.9809
0.1621	46.8	2340	0.0551	0.9380	0.9612	0.9768	0.9910	0.9944	0.8982	0.9869	0.9528	0.8742	0.9674	0.9768
0.1376	47.2	2360	0.0453	0.9514	0.9755	0.9815	0.9920	0.9816	0.9527	0.9871	0.9634	0.9037	0.9748	0.9815
0.2082	47.6	2380	0.0453	0.9508	0.9751	0.9812	0.9901	0.9839	0.9514	0.9864	0.9639	0.9022	0.9744	0.9812
0.1512	48.0	2400	0.0485	0.9458	0.9668	0.9797	0.9931	0.9918	0.9156	0.9873	0.9592	0.8908	0.9717	0.9797
0.1456	48.4	2420	0.0445	0.9516	0.9755	0.9815	0.9910	0.9831	0.9523	0.9869	0.9639	0.9040	0.9749	0.9815
0.1545	48.8	2440	0.0445	0.9515	0.9735	0.9816	0.9923	0.9864	0.9418	0.9873	0.9638	0.9034	0.9748	0.9816
0.1501	49.2	2460	0.0450	0.9512	0.9727	0.9815	0.9933	0.9866	0.9381	0.9874	0.9635	0.9026	0.9746	0.9815
0.1467	49.6	2480	0.0441	0.9516	0.9732	0.9817	0.9932	0.9864	0.9399	0.9874	0.9638	0.9037	0.9749	0.9817
0.1531	50.0	2500	0.0466	0.9490	0.9731	0.9806	0.9934	0.9811	0.9449	0.9873	0.9610	0.8986	0.9734	0.9806
0.1468	50.4	2520	0.0445	0.9516	0.9740	0.9816	0.9941	0.9830	0.9448	0.9875	0.9636	0.9037	0.9749	0.9816
0.1571	50.8	2540	0.0478	0.9481	0.9767	0.9800	0.9936	0.9702	0.9662	0.9875	0.9592	0.8976	0.9730	0.9800
0.1161	51.2	2560	0.0470	0.9477	0.9687	0.9803	0.9929	0.9909	0.9222	0.9875	0.9607	0.8948	0.9727	0.9803
0.1212	51.6	2580	0.0450	0.9504	0.9729	0.9812	0.9905	0.9882	0.9400	0.9867	0.9635	0.9010	0.9742	0.9812
0.1131	52.0	2600	0.0433	0.9526	0.9745	0.9820	0.9928	0.9853	0.9454	0.9875	0.9645	0.9058	0.9754	0.9820
0.1951	52.4	2620	0.0440	0.9520	0.9731	0.9818	0.9936	0.9869	0.9387	0.9877	0.9641	0.9042	0.9751	0.9818
0.1582	52.8	2640	0.0443	0.9521	0.9770	0.9817	0.9932	0.9775	0.9603	0.9877	0.9634	0.9054	0.9752	0.9817
0.1483	53.2	2660	0.0474	0.9471	0.9689	0.9801	0.9916	0.9911	0.9239	0.9872	0.9604	0.8938	0.9724	0.9801
0.1671	53.6	2680	0.0453	0.9509	0.9767	0.9812	0.9940	0.9750	0.9611	0.9876	0.9621	0.9029	0.9745	0.9812
0.1397	54.0	2700	0.0451	0.9503	0.9709	0.9813	0.9933	0.9895	0.9300	0.9876	0.9627	0.9004	0.9741	0.9813
0.1616	54.4	2720	0.0444	0.9517	0.9765	0.9816	0.9930	0.9784	0.9582	0.9876	0.9632	0.9045	0.9749	0.9816
0.1681	54.8	2740	0.0446	0.9512	0.9753	0.9814	0.9933	0.9800	0.9528	0.9876	0.9628	0.9033	0.9747	0.9814
0.112	55.2	2760	0.0460	0.9500	0.9749	0.9809	0.9956	0.9757	0.9534	0.9868	0.9623	0.9007	0.9740	0.9809
0.1436	55.6	2780	0.0431	0.9528	0.9750	0.9821	0.9938	0.9834	0.9477	0.9877	0.9645	0.9063	0.9755	0.9821
0.08	56.0	2800	0.0432	0.9527	0.9759	0.9820	0.9941	0.9804	0.9533	0.9876	0.9643	0.9063	0.9755	0.9820
0.1322	56.4	2820	0.0433	0.9525	0.9744	0.9820	0.9920	0.9864	0.9448	0.9875	0.9645	0.9054	0.9753	0.9820
0.1266	56.8	2840	0.0433	0.9528	0.9767	0.9820	0.9915	0.9818	0.9569	0.9872	0.9648	0.9063	0.9755	0.9820
0.1589	57.2	2860	0.0444	0.9508	0.9744	0.9813	0.9897	0.9862	0.9471	0.9865	0.9639	0.9021	0.9744	0.9813
0.161	57.6	2880	0.0435	0.9526	0.9768	0.9819	0.9932	0.9791	0.9580	0.9878	0.9639	0.9061	0.9754	0.9819
0.1559	58.0	2900	0.0444	0.9504	0.9707	0.9814	0.9936	0.9900	0.9285	0.9879	0.9628	0.9006	0.9742	0.9814
0.1452	58.4	2920	0.0424	0.9534	0.9749	0.9823	0.9937	0.9848	0.9461	0.9879	0.9649	0.9073	0.9758	0.9823
0.1368	58.8	2940	0.0425	0.9534	0.9758	0.9823	0.9926	0.9839	0.9509	0.9877	0.9651	0.9073	0.9758	0.9823
0.126	59.2	2960	0.0426	0.9536	0.9772	0.9823	0.9928	0.9803	0.9586	0.9878	0.9648	0.9081	0.9759	0.9823
0.1371	59.6	2980	0.0424	0.9538	0.9768	0.9824	0.9935	0.9808	0.9562	0.9879	0.9650	0.9084	0.9760	0.9824
0.1057	60.0	3000	0.0440	0.9511	0.9715	0.9816	0.9932	0.9896	0.9317	0.9878	0.9633	0.9021	0.9746	0.9816
0.1193	60.4	3020	0.0437	0.9512	0.9719	0.9816	0.9927	0.9895	0.9334	0.9878	0.9634	0.9025	0.9747	0.9816
0.1517	60.8	3040	0.0426	0.9534	0.9771	0.9822	0.9930	0.9799	0.9585	0.9879	0.9646	0.9077	0.9758	0.9822
0.1668	61.2	3060	0.0423	0.9535	0.9747	0.9824	0.9930	0.9862	0.9450	0.9879	0.9650	0.9075	0.9759	0.9824
0.1537	61.6	3080	0.0427	0.9532	0.9758	0.9822	0.9952	0.9800	0.9523	0.9877	0.9647	0.9073	0.9757	0.9822
0.1837	62.0	3100	0.0425	0.9526	0.9731	0.9821	0.9935	0.9882	0.9377	0.9880	0.9645	0.9054	0.9754	0.9821
0.1151	62.4	3120	0.0423	0.9531	0.9743	0.9823	0.9928	0.9869	0.9434	0.9879	0.9648	0.9067	0.9757	0.9823
0.1217	62.8	3140	0.0418	0.9543	0.9770	0.9826	0.9936	0.9813	0.9560	0.9881	0.9653	0.9094	0.9763	0.9826
0.1214	63.2	3160	0.0423	0.9535	0.9764	0.9823	0.9942	0.9804	0.9544	0.9879	0.9647	0.9078	0.9759	0.9823
0.153	63.6	3180	0.0424	0.9536	0.9776	0.9823	0.9937	0.9784	0.9605	0.9881	0.9646	0.9083	0.9760	0.9823
0.1196	64.0	3200	0.0420	0.9537	0.9744	0.9825	0.9935	0.9869	0.9428	0.9880	0.9652	0.9079	0.9760	0.9825
0.1371	64.4	3220	0.0423	0.9532	0.9739	0.9823	0.9929	0.9879	0.9410	0.9880	0.9649	0.9067	0.9757	0.9823
0.126	64.8	3240	0.0419	0.9538	0.9754	0.9825	0.9950	0.9826	0.9487	0.9878	0.9655	0.9083	0.9761	0.9825
0.1284	65.2	3260	0.0417	0.9544	0.9771	0.9826	0.9932	0.9815	0.9566	0.9880	0.9655	0.9096	0.9764	0.9826
0.1115	65.6	3280	0.0418	0.9536	0.9740	0.9825	0.9943	0.9868	0.9408	0.9879	0.9654	0.9076	0.9760	0.9825
0.0778	66.0	3300	0.0414	0.9544	0.9758	0.9827	0.9933	0.9848	0.9493	0.9881	0.9657	0.9094	0.9764	0.9827
0.1513	66.4	3320	0.0421	0.9531	0.9743	0.9823	0.9921	0.9879	0.9428	0.9878	0.9650	0.9066	0.9757	0.9823
0.1127	66.8	3340	0.0428	0.9523	0.9723	0.9820	0.9937	0.9893	0.9338	0.9881	0.9641	0.9045	0.9752	0.9820
0.1303	67.2	3360	0.0411	0.9547	0.9764	0.9828	0.9931	0.9841	0.9520	0.9881	0.9659	0.9100	0.9765	0.9828
0.1128	67.6	3380	0.0411	0.9545	0.9760	0.9828	0.9942	0.9835	0.9504	0.9881	0.9658	0.9097	0.9764	0.9828
0.1319	68.0	3400	0.0412	0.9547	0.9772	0.9828	0.9936	0.9815	0.9566	0.9882	0.9657	0.9103	0.9765	0.9828
0.1358	68.4	3420	0.0413	0.9542	0.9746	0.9827	0.9940	0.9865	0.9434	0.9882	0.9656	0.9088	0.9762	0.9827
0.1297	68.8	3440	0.0411	0.9544	0.9749	0.9827	0.9944	0.9855	0.9448	0.9881	0.9659	0.9092	0.9764	0.9827
0.1594	69.2	3460	0.0417	0.9535	0.9734	0.9825	0.9942	0.9882	0.9378	0.9882	0.9652	0.9073	0.9759	0.9825
0.1164	69.6	3480	0.0410	0.9547	0.9757	0.9829	0.9949	0.9837	0.9484	0.9881	0.9660	0.9100	0.9766	0.9829
0.1154	70.0	3500	0.0408	0.9549	0.9770	0.9828	0.9932	0.9827	0.9551	0.9882	0.9659	0.9106	0.9766	0.9828
0.0991	70.4	3520	0.0408	0.9550	0.9767	0.9829	0.9936	0.9833	0.9532	0.9883	0.9660	0.9107	0.9767	0.9829
0.1175	70.8	3540	0.0421	0.9528	0.9730	0.9822	0.9932	0.9893	0.9364	0.9883	0.9645	0.9057	0.9755	0.9822
0.1397	71.2	3560	0.0410	0.9546	0.9759	0.9828	0.9925	0.9859	0.9494	0.9881	0.9659	0.9098	0.9765	0.9828
0.1217	71.6	3580	0.0415	0.9538	0.9742	0.9826	0.9937	0.9874	0.9415	0.9882	0.9654	0.9079	0.9761	0.9826
0.116	72.0	3600	0.0407	0.9548	0.9756	0.9829	0.9938	0.9855	0.9476	0.9883	0.9660	0.9102	0.9766	0.9829
0.1383	72.4	3620	0.0407	0.9550	0.9771	0.9829	0.9931	0.9829	0.9554	0.9882	0.9660	0.9108	0.9767	0.9829
0.1034	72.8	3640	0.0412	0.9540	0.9745	0.9826	0.9930	0.9880	0.9424	0.9882	0.9655	0.9083	0.9762	0.9826
0.1148	73.2	3660	0.0413	0.9540	0.9741	0.9826	0.9939	0.9878	0.9405	0.9883	0.9655	0.9082	0.9761	0.9826
0.0963	73.6	3680	0.0407	0.9550	0.9768	0.9829	0.9928	0.9842	0.9532	0.9882	0.9661	0.9107	0.9767	0.9829
0.1363	74.0	3700	0.0405	0.9552	0.9770	0.9830	0.9926	0.9842	0.9542	0.9882	0.9664	0.9110	0.9768	0.9830
0.1434	74.4	3720	0.0404	0.9552	0.9762	0.9830	0.9940	0.9846	0.9501	0.9884	0.9663	0.9111	0.9768	0.9830
0.1595	74.8	3740	0.0409	0.9543	0.9745	0.9827	0.9934	0.9879	0.9422	0.9883	0.9657	0.9088	0.9763	0.9827
0.1251	75.2	3760	0.0404	0.9552	0.9763	0.9830	0.9933	0.9852	0.9502	0.9883	0.9663	0.9109	0.9768	0.9830
0.1277	75.6	3780	0.0417	0.9540	0.9786	0.9824	0.9932	0.9773	0.9653	0.9883	0.9647	0.9091	0.9762	0.9824
0.1045	76.0	3800	0.0404	0.9552	0.9764	0.9830	0.9941	0.9839	0.9511	0.9884	0.9662	0.9111	0.9768	0.9830
0.1569	76.4	3820	0.0409	0.9543	0.9744	0.9828	0.9936	0.9881	0.9414	0.9884	0.9656	0.9089	0.9763	0.9828
0.1106	76.8	3840	0.0406	0.9549	0.9759	0.9829	0.9928	0.9863	0.9484	0.9883	0.9661	0.9103	0.9766	0.9829
0.144	77.2	3860	0.0402	0.9554	0.9766	0.9831	0.9934	0.9845	0.9518	0.9884	0.9663	0.9114	0.9769	0.9831
0.1274	77.6	3880	0.0405	0.9553	0.9773	0.9830	0.9945	0.9812	0.9561	0.9884	0.9660	0.9113	0.9768	0.9830
0.1251	78.0	3900	0.0403	0.9551	0.9757	0.9830	0.9934	0.9865	0.9472	0.9884	0.9663	0.9107	0.9768	0.9830
0.1315	78.4	3920	0.0422	0.9525	0.9719	0.9821	0.9937	0.9906	0.9315	0.9884	0.9642	0.9048	0.9753	0.9821
0.1386	78.8	3940	0.0444	0.9498	0.9707	0.9811	0.9915	0.9917	0.9288	0.9878	0.9624	0.8992	0.9739	0.9811
0.1256	79.2	3960	0.0426	0.9521	0.9723	0.9820	0.9927	0.9903	0.9340	0.9882	0.9640	0.9041	0.9751	0.9820
0.16	79.6	3980	0.0407	0.9545	0.9746	0.9828	0.9941	0.9870	0.9427	0.9884	0.9658	0.9093	0.9764	0.9828
0.1227	80.0	4000	0.0399	0.9557	0.9769	0.9832	0.9942	0.9836	0.9529	0.9884	0.9666	0.9122	0.9771	0.9832
0.1308	80.4	4020	0.0403	0.9552	0.9761	0.9830	0.9930	0.9861	0.9492	0.9884	0.9663	0.9110	0.9768	0.9830
0.1643	80.8	4040	0.0407	0.9545	0.9752	0.9828	0.9924	0.9878	0.9455	0.9882	0.9660	0.9093	0.9764	0.9828
0.1349	81.2	4060	0.0400	0.9555	0.9758	0.9832	0.9942	0.9859	0.9472	0.9885	0.9665	0.9114	0.9770	0.9832
0.1093	81.6	4080	0.0406	0.9546	0.9747	0.9829	0.9933	0.9881	0.9429	0.9884	0.9659	0.9095	0.9765	0.9829
0.1028	82.0	4100	0.0402	0.9555	0.9781	0.9830	0.9930	0.9816	0.9597	0.9884	0.9662	0.9118	0.9770	0.9830
0.1353	82.4	4120	0.0406	0.9552	0.9775	0.9829	0.9949	0.9801	0.9574	0.9884	0.9660	0.9111	0.9768	0.9829
0.0916	82.8	4140	0.0403	0.9555	0.9783	0.9830	0.9936	0.9804	0.9608	0.9885	0.9660	0.9119	0.9770	0.9830
0.1316	83.2	4160	0.0399	0.9558	0.9774	0.9832	0.9933	0.9836	0.9554	0.9885	0.9667	0.9124	0.9771	0.9832
0.1502	83.6	4180	0.0401	0.9551	0.9751	0.9831	0.9938	0.9875	0.9439	0.9886	0.9662	0.9106	0.9768	0.9831
0.1012	84.0	4200	0.0401	0.9553	0.9759	0.9831	0.9932	0.9865	0.9481	0.9885	0.9664	0.9111	0.9769	0.9831
0.1199	84.4	4220	0.0399	0.9555	0.9755	0.9832	0.9944	0.9863	0.9459	0.9886	0.9666	0.9114	0.9770	0.9832
0.1112	84.8	4240	0.0399	0.9557	0.9773	0.9832	0.9930	0.9840	0.9548	0.9884	0.9666	0.9121	0.9771	0.9832
0.131	85.2	4260	0.0398	0.9558	0.9771	0.9832	0.9945	0.9827	0.9541	0.9885	0.9666	0.9122	0.9771	0.9832
0.0996	85.6	4280	0.0401	0.9551	0.9749	0.9830	0.9939	0.9877	0.9430	0.9886	0.9662	0.9105	0.9767	0.9830
0.1242	86.0	4300	0.0398	0.9556	0.9765	0.9832	0.9930	0.9859	0.9507	0.9885	0.9666	0.9117	0.9770	0.9832
0.1496	86.4	4320	0.0398	0.9557	0.9770	0.9832	0.9929	0.9850	0.9531	0.9884	0.9667	0.9121	0.9771	0.9832
0.1189	86.8	4340	0.0402	0.9550	0.9755	0.9830	0.9927	0.9876	0.9463	0.9884	0.9662	0.9105	0.9767	0.9830
0.1288	87.2	4360	0.0402	0.9549	0.9748	0.9830	0.9936	0.9881	0.9427	0.9886	0.9660	0.9100	0.9766	0.9830
0.1462	87.6	4380	0.0397	0.9557	0.9765	0.9832	0.9935	0.9855	0.9504	0.9886	0.9666	0.9121	0.9771	0.9832
0.1011	88.0	4400	0.0396	0.9560	0.9775	0.9833	0.9933	0.9838	0.9554	0.9885	0.9668	0.9127	0.9772	0.9833
0.1252	88.4	4420	0.0399	0.9555	0.9756	0.9832	0.9936	0.9871	0.9461	0.9886	0.9665	0.9114	0.9770	0.9832
0.1338	88.8	4440	0.0396	0.9560	0.9768	0.9833	0.9941	0.9844	0.9519	0.9886	0.9668	0.9126	0.9772	0.9833
0.122	89.2	4460	0.0396	0.9561	0.9774	0.9833	0.9941	0.9831	0.9550	0.9887	0.9667	0.9129	0.9773	0.9833
0.0999	89.6	4480	0.0399	0.9557	0.9765	0.9832	0.9932	0.9857	0.9504	0.9885	0.9666	0.9119	0.9771	0.9832
0.1092	90.0	4500	0.0395	0.9561	0.9768	0.9834	0.9941	0.9847	0.9515	0.9887	0.9669	0.9128	0.9773	0.9834
0.0858	90.4	4520	0.0399	0.9555	0.9756	0.9832	0.9937	0.9871	0.9460	0.9887	0.9665	0.9113	0.9770	0.9832
0.1322	90.8	4540	0.0396	0.9561	0.9776	0.9833	0.9932	0.9839	0.9556	0.9886	0.9668	0.9129	0.9773	0.9833
0.134	91.2	4560	0.0396	0.9561	0.9773	0.9833	0.9941	0.9834	0.9544	0.9887	0.9668	0.9129	0.9773	0.9833
0.0948	91.6	4580	0.0396	0.9561	0.9768	0.9833	0.9935	0.9851	0.9519	0.9886	0.9668	0.9127	0.9773	0.9833
0.0818	92.0	4600	0.0396	0.9560	0.9766	0.9833	0.9936	0.9855	0.9505	0.9887	0.9668	0.9125	0.9772	0.9833
0.1144	92.4	4620	0.0398	0.9561	0.9781	0.9833	0.9942	0.9812	0.9588	0.9887	0.9665	0.9129	0.9773	0.9833
0.116	92.8	4640	0.0395	0.9561	0.9766	0.9834	0.9936	0.9856	0.9506	0.9887	0.9669	0.9127	0.9773	0.9834
0.0954	93.2	4660	0.0394	0.9562	0.9772	0.9834	0.9936	0.9845	0.9536	0.9887	0.9669	0.9131	0.9774	0.9834
0.1232	93.6	4680	0.0395	0.9560	0.9769	0.9833	0.9931	0.9854	0.9523	0.9885	0.9669	0.9126	0.9772	0.9833
0.1176	94.0	4700	0.0396	0.9559	0.9761	0.9833	0.9943	0.9857	0.9484	0.9887	0.9668	0.9124	0.9772	0.9833
0.1237	94.4	4720	0.0394	0.9562	0.9774	0.9834	0.9935	0.9842	0.9544	0.9886	0.9669	0.9131	0.9773	0.9834
0.0952	94.8	4740	0.0394	0.9561	0.9767	0.9834	0.9940	0.9850	0.9511	0.9887	0.9669	0.9128	0.9773	0.9834
0.1022	95.2	4760	0.0394	0.9562	0.9769	0.9834	0.9938	0.9848	0.9520	0.9887	0.9669	0.9129	0.9773	0.9834
0.0975	95.6	4780	0.0395	0.9560	0.9766	0.9833	0.9935	0.9857	0.9506	0.9887	0.9668	0.9126	0.9772	0.9833
0.1356	96.0	4800	0.0394	0.9562	0.9769	0.9834	0.9939	0.9847	0.9522	0.9887	0.9669	0.9130	0.9773	0.9834
0.1112	96.4	4820	0.0394	0.9561	0.9770	0.9834	0.9933	0.9852	0.9524	0.9886	0.9669	0.9128	0.9773	0.9834
0.1293	96.8	4840	0.0394	0.9561	0.9769	0.9834	0.9935	0.9851	0.9519	0.9887	0.9669	0.9128	0.9773	0.9834
0.1046	97.2	4860	0.0394	0.9561	0.9765	0.9834	0.9942	0.9851	0.9503	0.9887	0.9669	0.9128	0.9773	0.9834
0.0884	97.6	4880	0.0394	0.9561	0.9768	0.9834	0.9937	0.9851	0.9515	0.9887	0.9669	0.9128	0.9773	0.9834
0.1165	98.0	4900	0.0395	0.9561	0.9769	0.9833	0.9933	0.9854	0.9521	0.9886	0.9668	0.9128	0.9773	0.9833
0.1203	98.4	4920	0.0395	0.9559	0.9763	0.9833	0.9935	0.9863	0.9491	0.9887	0.9668	0.9124	0.9772	0.9833
0.101	98.8	4940	0.0394	0.9561	0.9766	0.9834	0.9937	0.9855	0.9507	0.9887	0.9669	0.9127	0.9773	0.9834
0.0945	99.2	4960	0.0394	0.9563	0.9775	0.9834	0.9934	0.9840	0.9553	0.9887	0.9669	0.9132	0.9774	0.9834
0.115	99.6	4980	0.0394	0.9561	0.9765	0.9834	0.9939	0.9855	0.9501	0.9887	0.9669	0.9128	0.9773	0.9834
0.1029	100.0	5000	0.0393	0.9563	0.9774	0.9834	0.9933	0.9845	0.9543	0.9886	0.9670	0.9131	0.9774	0.9834

Framework versions

Transformers 4.41.2
Pytorch 2.6.0+cu124
Datasets 3.2.0
Tokenizers 0.19.1

greenkwd/lr0.0001_bs16_0617_1957

lr0.0001_bs16_0617_1957

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

greenkwd/
lr0.0001_bs16_0617_1957