segformer-b3-finetuned-drugs-in-bins-nov-23

This model is a fine-tuned version of nvidia/mit-b3 on the Aassemtkt/v0.1 dataset. It achieves the following results on the evaluation set:

• Loss: 0.0494
• Mean Iou: 0.4900
• Mean Accuracy: 0.9799
• Overall Accuracy: 0.9799
• Accuracy Unlabeled: nan
• Accuracy Drug-blister: 0.9799
• Iou Unlabeled: 0.0
• Iou Drug-blister: 0.9799

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: 3e-05
• train_batch_size: 3
• eval_batch_size: 3
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Drug-blister	Iou Unlabeled	Iou Drug-blister
0.4816	0.14	20	0.2387	0.4744	0.9488	0.9488	nan	0.9488	0.0	0.9488
0.1071	0.29	40	0.0969	0.4766	0.9532	0.9532	nan	0.9532	0.0	0.9532
0.102	0.43	60	0.0701	0.4799	0.9599	0.9599	nan	0.9599	0.0	0.9599
0.0828	0.58	80	0.0748	0.4865	0.9731	0.9731	nan	0.9731	0.0	0.9731
0.2944	0.72	100	0.0517	0.4816	0.9633	0.9633	nan	0.9633	0.0	0.9633
0.0308	0.86	120	0.0493	0.4854	0.9709	0.9709	nan	0.9709	0.0	0.9709
0.0247	1.01	140	0.0488	0.4853	0.9706	0.9706	nan	0.9706	0.0	0.9706
0.0194	1.15	160	0.0447	0.4864	0.9728	0.9728	nan	0.9728	0.0	0.9728
0.1873	1.29	180	0.0496	0.4789	0.9579	0.9579	nan	0.9579	0.0	0.9579
0.0984	1.44	200	0.0442	0.4838	0.9676	0.9676	nan	0.9676	0.0	0.9676
0.4066	1.58	220	0.0384	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0197	1.73	240	0.0567	0.4809	0.9619	0.9619	nan	0.9619	0.0	0.9619
0.068	1.87	260	0.0389	0.4849	0.9698	0.9698	nan	0.9698	0.0	0.9698
0.029	2.01	280	0.0351	0.4853	0.9706	0.9706	nan	0.9706	0.0	0.9706
0.016	2.16	300	0.0373	0.4821	0.9642	0.9642	nan	0.9642	0.0	0.9642
0.0146	2.3	320	0.0367	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0123	2.45	340	0.0388	0.4872	0.9745	0.9745	nan	0.9745	0.0	0.9745
0.1359	2.59	360	0.0360	0.4858	0.9715	0.9715	nan	0.9715	0.0	0.9715
0.0142	2.73	380	0.0337	0.4882	0.9765	0.9765	nan	0.9765	0.0	0.9765
0.012	2.88	400	0.0357	0.4865	0.9731	0.9731	nan	0.9731	0.0	0.9731
0.0101	3.02	420	0.0370	0.4864	0.9728	0.9728	nan	0.9728	0.0	0.9728
0.0098	3.17	440	0.0361	0.4870	0.9740	0.9740	nan	0.9740	0.0	0.9740
0.0226	3.31	460	0.0349	0.4895	0.9791	0.9791	nan	0.9791	0.0	0.9791
0.0157	3.45	480	0.0362	0.4856	0.9712	0.9712	nan	0.9712	0.0	0.9712
0.0145	3.6	500	0.0468	0.4816	0.9632	0.9632	nan	0.9632	0.0	0.9632
0.1801	3.74	520	0.0324	0.4906	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0129	3.88	540	0.0314	0.4910	0.9820	0.9820	nan	0.9820	0.0	0.9820
0.0159	4.03	560	0.0310	0.4904	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0132	4.17	580	0.0321	0.4901	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0126	4.32	600	0.0329	0.4874	0.9747	0.9747	nan	0.9747	0.0	0.9747
0.0156	4.46	620	0.0381	0.4876	0.9751	0.9751	nan	0.9751	0.0	0.9751
0.0147	4.6	640	0.0322	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0174	4.75	660	0.0344	0.4886	0.9772	0.9772	nan	0.9772	0.0	0.9772
0.1191	4.89	680	0.0378	0.4863	0.9726	0.9726	nan	0.9726	0.0	0.9726
0.0117	5.04	700	0.0386	0.4873	0.9745	0.9745	nan	0.9745	0.0	0.9745
0.0193	5.18	720	0.0361	0.4909	0.9818	0.9818	nan	0.9818	0.0	0.9818
0.0214	5.32	740	0.0360	0.4886	0.9772	0.9772	nan	0.9772	0.0	0.9772
0.0184	5.47	760	0.0322	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0262	5.61	780	0.0357	0.4907	0.9813	0.9813	nan	0.9813	0.0	0.9813
0.0115	5.76	800	0.0386	0.4887	0.9774	0.9774	nan	0.9774	0.0	0.9774
0.0145	5.9	820	0.0394	0.4879	0.9759	0.9759	nan	0.9759	0.0	0.9759
0.0097	6.04	840	0.0322	0.4889	0.9777	0.9777	nan	0.9777	0.0	0.9777
0.0101	6.19	860	0.0313	0.4895	0.9790	0.9790	nan	0.9790	0.0	0.9790
0.0099	6.33	880	0.0336	0.4876	0.9751	0.9751	nan	0.9751	0.0	0.9751
0.0092	6.47	900	0.0342	0.4894	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0087	6.62	920	0.0352	0.4913	0.9825	0.9825	nan	0.9825	0.0	0.9825
0.019	6.76	940	0.0516	0.4871	0.9742	0.9742	nan	0.9742	0.0	0.9742
0.0104	6.91	960	0.0364	0.4877	0.9754	0.9754	nan	0.9754	0.0	0.9754
0.0079	7.05	980	0.0300	0.4912	0.9824	0.9824	nan	0.9824	0.0	0.9824
0.0107	7.19	1000	0.0327	0.4939	0.9878	0.9878	nan	0.9878	0.0	0.9878
0.0097	7.34	1020	0.0294	0.4896	0.9793	0.9793	nan	0.9793	0.0	0.9793
0.0359	7.48	1040	0.0321	0.4908	0.9817	0.9817	nan	0.9817	0.0	0.9817
0.0674	7.63	1060	0.0321	0.4916	0.9832	0.9832	nan	0.9832	0.0	0.9832
0.1484	7.77	1080	0.0428	0.4868	0.9737	0.9737	nan	0.9737	0.0	0.9737
0.188	7.91	1100	0.0338	0.4945	0.9890	0.9890	nan	0.9890	0.0	0.9890
0.0124	8.06	1120	0.0345	0.4873	0.9746	0.9746	nan	0.9746	0.0	0.9746
0.011	8.2	1140	0.0350	0.4913	0.9827	0.9827	nan	0.9827	0.0	0.9827
0.0076	8.35	1160	0.0373	0.4884	0.9767	0.9767	nan	0.9767	0.0	0.9767
0.0074	8.49	1180	0.0378	0.4931	0.9862	0.9862	nan	0.9862	0.0	0.9862
0.0757	8.63	1200	0.0364	0.4880	0.9761	0.9761	nan	0.9761	0.0	0.9761
0.0276	8.78	1220	0.0297	0.4906	0.9813	0.9813	nan	0.9813	0.0	0.9813
0.0072	8.92	1240	0.0308	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0061	9.06	1260	0.0308	0.4912	0.9825	0.9825	nan	0.9825	0.0	0.9825
0.0063	9.21	1280	0.0323	0.4894	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0088	9.35	1300	0.0308	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0129	9.5	1320	0.0295	0.4911	0.9823	0.9823	nan	0.9823	0.0	0.9823
0.0277	9.64	1340	0.0388	0.4876	0.9751	0.9751	nan	0.9751	0.0	0.9751
0.0115	9.78	1360	0.0345	0.4894	0.9787	0.9787	nan	0.9787	0.0	0.9787
0.0129	9.93	1380	0.0394	0.4879	0.9758	0.9758	nan	0.9758	0.0	0.9758
0.0092	10.07	1400	0.0335	0.4916	0.9832	0.9832	nan	0.9832	0.0	0.9832
0.0107	10.22	1420	0.0348	0.4898	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0072	10.36	1440	0.0334	0.4898	0.9796	0.9796	nan	0.9796	0.0	0.9796
0.0081	10.5	1460	0.0409	0.4886	0.9772	0.9772	nan	0.9772	0.0	0.9772
0.0158	10.65	1480	0.0337	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0058	10.79	1500	0.0364	0.4892	0.9784	0.9784	nan	0.9784	0.0	0.9784
0.0102	10.94	1520	0.0354	0.4916	0.9832	0.9832	nan	0.9832	0.0	0.9832
0.0098	11.08	1540	0.0515	0.4863	0.9726	0.9726	nan	0.9726	0.0	0.9726
0.0063	11.22	1560	0.0337	0.4882	0.9763	0.9763	nan	0.9763	0.0	0.9763
0.0151	11.37	1580	0.0313	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0197	11.51	1600	0.0384	0.4893	0.9786	0.9786	nan	0.9786	0.0	0.9786
0.0093	11.65	1620	0.0328	0.4910	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.2493	11.8	1640	0.0413	0.4880	0.9759	0.9759	nan	0.9759	0.0	0.9759
0.0133	11.94	1660	0.0385	0.4877	0.9754	0.9754	nan	0.9754	0.0	0.9754
0.0484	12.09	1680	0.0364	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0074	12.23	1700	0.0334	0.4912	0.9824	0.9824	nan	0.9824	0.0	0.9824
0.0202	12.37	1720	0.0409	0.4876	0.9752	0.9752	nan	0.9752	0.0	0.9752
0.006	12.52	1740	0.0540	0.4860	0.9719	0.9719	nan	0.9719	0.0	0.9719
0.0059	12.66	1760	0.0601	0.4857	0.9714	0.9714	nan	0.9714	0.0	0.9714
0.0083	12.81	1780	0.0348	0.4903	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.011	12.95	1800	0.0402	0.4885	0.9770	0.9770	nan	0.9770	0.0	0.9770
0.045	13.09	1820	0.0322	0.4911	0.9822	0.9822	nan	0.9822	0.0	0.9822
0.043	13.24	1840	0.0331	0.4904	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0061	13.38	1860	0.0314	0.4913	0.9826	0.9826	nan	0.9826	0.0	0.9826
0.0062	13.53	1880	0.0358	0.4890	0.9781	0.9781	nan	0.9781	0.0	0.9781
0.0087	13.67	1900	0.0334	0.4895	0.9790	0.9790	nan	0.9790	0.0	0.9790
0.0106	13.81	1920	0.0341	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0554	13.96	1940	0.0359	0.4881	0.9762	0.9762	nan	0.9762	0.0	0.9762
0.009	14.1	1960	0.0424	0.4865	0.9731	0.9731	nan	0.9731	0.0	0.9731
0.0078	14.24	1980	0.0329	0.4885	0.9770	0.9770	nan	0.9770	0.0	0.9770
0.012	14.39	2000	0.0346	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0064	14.53	2020	0.0362	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0345	14.68	2040	0.0309	0.4919	0.9838	0.9838	nan	0.9838	0.0	0.9838
0.0075	14.82	2060	0.0389	0.4884	0.9768	0.9768	nan	0.9768	0.0	0.9768
0.0066	14.96	2080	0.0337	0.4892	0.9784	0.9784	nan	0.9784	0.0	0.9784
0.0081	15.11	2100	0.0365	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0071	15.25	2120	0.0349	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0054	15.4	2140	0.0388	0.4885	0.9769	0.9769	nan	0.9769	0.0	0.9769
0.4004	15.54	2160	0.0339	0.4909	0.9819	0.9819	nan	0.9819	0.0	0.9819
0.008	15.68	2180	0.0422	0.4896	0.9791	0.9791	nan	0.9791	0.0	0.9791
0.0365	15.83	2200	0.0468	0.4887	0.9774	0.9774	nan	0.9774	0.0	0.9774
0.0067	15.97	2220	0.0416	0.4890	0.9780	0.9780	nan	0.9780	0.0	0.9780
0.0079	16.12	2240	0.0377	0.4908	0.9817	0.9817	nan	0.9817	0.0	0.9817
0.0075	16.26	2260	0.0420	0.4889	0.9779	0.9779	nan	0.9779	0.0	0.9779
0.0063	16.4	2280	0.0422	0.4889	0.9777	0.9777	nan	0.9777	0.0	0.9777
0.0062	16.55	2300	0.0338	0.4912	0.9825	0.9825	nan	0.9825	0.0	0.9825
0.0413	16.69	2320	0.0345	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0411	16.83	2340	0.0387	0.4891	0.9781	0.9781	nan	0.9781	0.0	0.9781
0.0548	16.98	2360	0.0333	0.4936	0.9872	0.9872	nan	0.9872	0.0	0.9872
0.0431	17.12	2380	0.0352	0.4887	0.9773	0.9773	nan	0.9773	0.0	0.9773
0.0069	17.27	2400	0.0327	0.4907	0.9814	0.9814	nan	0.9814	0.0	0.9814
0.0059	17.41	2420	0.0406	0.4881	0.9763	0.9763	nan	0.9763	0.0	0.9763
0.0062	17.55	2440	0.0434	0.4875	0.9750	0.9750	nan	0.9750	0.0	0.9750
0.0064	17.7	2460	0.0350	0.4910	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.0077	17.84	2480	0.0390	0.4894	0.9788	0.9788	nan	0.9788	0.0	0.9788
0.0061	17.99	2500	0.0395	0.4906	0.9813	0.9813	nan	0.9813	0.0	0.9813
0.0073	18.13	2520	0.0370	0.4911	0.9822	0.9822	nan	0.9822	0.0	0.9822
0.0038	18.27	2540	0.0383	0.4893	0.9786	0.9786	nan	0.9786	0.0	0.9786
0.0066	18.42	2560	0.0394	0.4888	0.9776	0.9776	nan	0.9776	0.0	0.9776
0.0232	18.56	2580	0.0384	0.4891	0.9781	0.9781	nan	0.9781	0.0	0.9781
0.0066	18.71	2600	0.0408	0.4887	0.9773	0.9773	nan	0.9773	0.0	0.9773
0.0355	18.85	2620	0.0367	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0048	18.99	2640	0.0366	0.4909	0.9818	0.9818	nan	0.9818	0.0	0.9818
0.0083	19.14	2660	0.0422	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0215	19.28	2680	0.0376	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0315	19.42	2700	0.0370	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0061	19.57	2720	0.0380	0.4909	0.9817	0.9817	nan	0.9817	0.0	0.9817
0.0048	19.71	2740	0.0371	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0058	19.86	2760	0.0389	0.4892	0.9785	0.9785	nan	0.9785	0.0	0.9785
0.01	20.0	2780	0.0354	0.4912	0.9824	0.9824	nan	0.9824	0.0	0.9824
0.0051	20.14	2800	0.0380	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0053	20.29	2820	0.0426	0.4889	0.9779	0.9779	nan	0.9779	0.0	0.9779
0.0062	20.43	2840	0.0359	0.4913	0.9827	0.9827	nan	0.9827	0.0	0.9827
0.0573	20.58	2860	0.0370	0.4909	0.9819	0.9819	nan	0.9819	0.0	0.9819
0.0087	20.72	2880	0.0418	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0144	20.86	2900	0.0398	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0157	21.01	2920	0.0463	0.4895	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0063	21.15	2940	0.0357	0.4905	0.9809	0.9809	nan	0.9809	0.0	0.9809
0.0079	21.29	2960	0.0339	0.4928	0.9856	0.9856	nan	0.9856	0.0	0.9856
0.0052	21.44	2980	0.0419	0.4888	0.9775	0.9775	nan	0.9775	0.0	0.9775
0.0068	21.58	3000	0.0370	0.4896	0.9793	0.9793	nan	0.9793	0.0	0.9793
0.0109	21.73	3020	0.0350	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0048	21.87	3040	0.0353	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0053	22.01	3060	0.0369	0.4911	0.9823	0.9823	nan	0.9823	0.0	0.9823
0.006	22.16	3080	0.0339	0.4911	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.0336	22.3	3100	0.0339	0.4914	0.9828	0.9828	nan	0.9828	0.0	0.9828
0.0222	22.45	3120	0.0513	0.4882	0.9764	0.9764	nan	0.9764	0.0	0.9764
0.0072	22.59	3140	0.0328	0.4920	0.9840	0.9840	nan	0.9840	0.0	0.9840
0.0046	22.73	3160	0.0334	0.4907	0.9815	0.9815	nan	0.9815	0.0	0.9815
0.0039	22.88	3180	0.0352	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0059	23.02	3200	0.0359	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0049	23.17	3220	0.0425	0.4881	0.9762	0.9762	nan	0.9762	0.0	0.9762
0.0244	23.31	3240	0.0351	0.4898	0.9796	0.9796	nan	0.9796	0.0	0.9796
0.0047	23.45	3260	0.0339	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0074	23.6	3280	0.0382	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0062	23.74	3300	0.0366	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0339	23.88	3320	0.0378	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.005	24.03	3340	0.0395	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0038	24.17	3360	0.0455	0.4887	0.9773	0.9773	nan	0.9773	0.0	0.9773
0.008	24.32	3380	0.0389	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0071	24.46	3400	0.0367	0.4909	0.9818	0.9818	nan	0.9818	0.0	0.9818
0.0308	24.6	3420	0.0390	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0062	24.75	3440	0.0368	0.4918	0.9837	0.9837	nan	0.9837	0.0	0.9837
0.0062	24.89	3460	0.0378	0.4911	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.006	25.04	3480	0.0413	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0057	25.18	3500	0.0383	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0149	25.32	3520	0.0367	0.4911	0.9822	0.9822	nan	0.9822	0.0	0.9822
0.0185	25.47	3540	0.0409	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0057	25.61	3560	0.0390	0.4897	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.005	25.76	3580	0.0383	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0109	25.9	3600	0.0379	0.4909	0.9819	0.9819	nan	0.9819	0.0	0.9819
0.0055	26.04	3620	0.0471	0.4883	0.9767	0.9767	nan	0.9767	0.0	0.9767
0.042	26.19	3640	0.0481	0.4877	0.9755	0.9755	nan	0.9755	0.0	0.9755
0.0226	26.33	3660	0.0383	0.4905	0.9809	0.9809	nan	0.9809	0.0	0.9809
0.0143	26.47	3680	0.0402	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.008	26.62	3700	0.0381	0.4908	0.9817	0.9817	nan	0.9817	0.0	0.9817
0.0241	26.76	3720	0.0411	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0055	26.91	3740	0.0386	0.4910	0.9820	0.9820	nan	0.9820	0.0	0.9820
0.0109	27.05	3760	0.0376	0.4913	0.9826	0.9826	nan	0.9826	0.0	0.9826
0.0072	27.19	3780	0.0457	0.4890	0.9781	0.9781	nan	0.9781	0.0	0.9781
0.0048	27.34	3800	0.0512	0.4882	0.9764	0.9764	nan	0.9764	0.0	0.9764
0.006	27.48	3820	0.0430	0.4891	0.9783	0.9783	nan	0.9783	0.0	0.9783
0.0161	27.63	3840	0.0404	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0169	27.77	3860	0.0386	0.4903	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0041	27.91	3880	0.0375	0.4917	0.9835	0.9835	nan	0.9835	0.0	0.9835
0.0068	28.06	3900	0.0381	0.4917	0.9834	0.9834	nan	0.9834	0.0	0.9834
0.0122	28.2	3920	0.0463	0.4893	0.9786	0.9786	nan	0.9786	0.0	0.9786
0.0055	28.35	3940	0.0456	0.4887	0.9774	0.9774	nan	0.9774	0.0	0.9774
0.0048	28.49	3960	0.0398	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0126	28.63	3980	0.0401	0.4917	0.9834	0.9834	nan	0.9834	0.0	0.9834
0.0134	28.78	4000	0.0404	0.4910	0.9820	0.9820	nan	0.9820	0.0	0.9820
0.0109	28.92	4020	0.0414	0.4894	0.9787	0.9787	nan	0.9787	0.0	0.9787
0.0479	29.06	4040	0.0409	0.4897	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0061	29.21	4060	0.0422	0.4895	0.9790	0.9790	nan	0.9790	0.0	0.9790
0.0278	29.35	4080	0.0416	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0049	29.5	4100	0.0400	0.4910	0.9820	0.9820	nan	0.9820	0.0	0.9820
0.0438	29.64	4120	0.0390	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0041	29.78	4140	0.0425	0.4897	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0078	29.93	4160	0.0411	0.4907	0.9813	0.9813	nan	0.9813	0.0	0.9813
0.0057	30.07	4180	0.0375	0.4916	0.9832	0.9832	nan	0.9832	0.0	0.9832
0.0053	30.22	4200	0.0423	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0133	30.36	4220	0.0429	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0045	30.5	4240	0.0454	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0044	30.65	4260	0.0415	0.4901	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.006	30.79	4280	0.0420	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0043	30.94	4300	0.0428	0.4899	0.9797	0.9797	nan	0.9797	0.0	0.9797
0.017	31.08	4320	0.0421	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0043	31.22	4340	0.0400	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0061	31.37	4360	0.0383	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0378	31.51	4380	0.0371	0.4913	0.9826	0.9826	nan	0.9826	0.0	0.9826
0.0052	31.65	4400	0.0382	0.4903	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0046	31.8	4420	0.0398	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0076	31.94	4440	0.0400	0.4904	0.9809	0.9809	nan	0.9809	0.0	0.9809
0.0062	32.09	4460	0.0396	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0152	32.23	4480	0.0399	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0044	32.37	4500	0.0426	0.4902	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0104	32.52	4520	0.0431	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0041	32.66	4540	0.0458	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0084	32.81	4560	0.0457	0.4896	0.9793	0.9793	nan	0.9793	0.0	0.9793
0.0046	32.95	4580	0.0465	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0038	33.09	4600	0.0422	0.4907	0.9815	0.9815	nan	0.9815	0.0	0.9815
0.0039	33.24	4620	0.0410	0.4912	0.9824	0.9824	nan	0.9824	0.0	0.9824
0.004	33.38	4640	0.0427	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.006	33.53	4660	0.0458	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0039	33.67	4680	0.0484	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0065	33.81	4700	0.0516	0.4894	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0065	33.96	4720	0.0525	0.4893	0.9786	0.9786	nan	0.9786	0.0	0.9786
0.0041	34.1	4740	0.0462	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0031	34.24	4760	0.0458	0.4909	0.9817	0.9817	nan	0.9817	0.0	0.9817
0.0039	34.39	4780	0.0493	0.4895	0.9791	0.9791	nan	0.9791	0.0	0.9791
0.0125	34.53	4800	0.0467	0.4902	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0038	34.68	4820	0.0456	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0043	34.82	4840	0.0484	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0098	34.96	4860	0.0460	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.004	35.11	4880	0.0475	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0087	35.25	4900	0.0460	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0093	35.4	4920	0.0455	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0052	35.54	4940	0.0500	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0045	35.68	4960	0.0482	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0036	35.83	4980	0.0443	0.4906	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0034	35.97	5000	0.0426	0.4911	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.0041	36.12	5020	0.0415	0.4909	0.9818	0.9818	nan	0.9818	0.0	0.9818
0.0043	36.26	5040	0.0450	0.4903	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.007	36.4	5060	0.0467	0.4902	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.006	36.55	5080	0.0463	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.006	36.69	5100	0.0468	0.4898	0.9796	0.9796	nan	0.9796	0.0	0.9796
0.0043	36.83	5120	0.0428	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0073	36.98	5140	0.0417	0.4905	0.9809	0.9809	nan	0.9809	0.0	0.9809
0.0188	37.12	5160	0.0418	0.4908	0.9815	0.9815	nan	0.9815	0.0	0.9815
0.0052	37.27	5180	0.0450	0.4907	0.9813	0.9813	nan	0.9813	0.0	0.9813
0.0089	37.41	5200	0.0476	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0041	37.55	5220	0.0505	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0062	37.7	5240	0.0478	0.4895	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0035	37.84	5260	0.0463	0.4903	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0163	37.99	5280	0.0453	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0054	38.13	5300	0.0462	0.4895	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0132	38.27	5320	0.0481	0.4892	0.9784	0.9784	nan	0.9784	0.0	0.9784
0.0056	38.42	5340	0.0460	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0054	38.56	5360	0.0449	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0037	38.71	5380	0.0432	0.4911	0.9821	0.9821	nan	0.9821	0.0	0.9821
0.0049	38.85	5400	0.0449	0.4909	0.9818	0.9818	nan	0.9818	0.0	0.9818
0.0044	38.99	5420	0.0448	0.4907	0.9814	0.9814	nan	0.9814	0.0	0.9814
0.0037	39.14	5440	0.0462	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0079	39.28	5460	0.0490	0.4895	0.9789	0.9789	nan	0.9789	0.0	0.9789
0.0033	39.42	5480	0.0494	0.4895	0.9790	0.9790	nan	0.9790	0.0	0.9790
0.0066	39.57	5500	0.0458	0.4897	0.9794	0.9794	nan	0.9794	0.0	0.9794
0.0053	39.71	5520	0.0482	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0044	39.86	5540	0.0483	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0044	40.0	5560	0.0497	0.4897	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0062	40.14	5580	0.0476	0.4894	0.9788	0.9788	nan	0.9788	0.0	0.9788
0.0047	40.29	5600	0.0467	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.006	40.43	5620	0.0444	0.4898	0.9796	0.9796	nan	0.9796	0.0	0.9796
0.0041	40.58	5640	0.0459	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0098	40.72	5660	0.0447	0.4903	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0026	40.86	5680	0.0439	0.4907	0.9814	0.9814	nan	0.9814	0.0	0.9814
0.0043	41.01	5700	0.0466	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0044	41.15	5720	0.0444	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0041	41.29	5740	0.0452	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0043	41.44	5760	0.0468	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0071	41.58	5780	0.0482	0.4897	0.9793	0.9793	nan	0.9793	0.0	0.9793
0.0187	41.73	5800	0.0463	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0034	41.87	5820	0.0456	0.4901	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0238	42.01	5840	0.0450	0.4907	0.9814	0.9814	nan	0.9814	0.0	0.9814
0.0048	42.16	5860	0.0464	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0116	42.3	5880	0.0475	0.4902	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0039	42.45	5900	0.0475	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0042	42.59	5920	0.0446	0.4905	0.9809	0.9809	nan	0.9809	0.0	0.9809
0.0069	42.73	5940	0.0441	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0045	42.88	5960	0.0460	0.4905	0.9811	0.9811	nan	0.9811	0.0	0.9811
0.0038	43.02	5980	0.0501	0.4896	0.9791	0.9791	nan	0.9791	0.0	0.9791
0.0123	43.17	6000	0.0490	0.4898	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0079	43.31	6020	0.0471	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.004	43.45	6040	0.0453	0.4906	0.9812	0.9812	nan	0.9812	0.0	0.9812
0.0145	43.6	6060	0.0439	0.4910	0.9820	0.9820	nan	0.9820	0.0	0.9820
0.0038	43.74	6080	0.0466	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.004	43.88	6100	0.0467	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0044	44.03	6120	0.0480	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0193	44.17	6140	0.0458	0.4902	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0036	44.32	6160	0.0470	0.4904	0.9808	0.9808	nan	0.9808	0.0	0.9808
0.0042	44.46	6180	0.0456	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0031	44.6	6200	0.0454	0.4904	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0117	44.75	6220	0.0478	0.4901	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0036	44.89	6240	0.0482	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0036	45.04	6260	0.0506	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0052	45.18	6280	0.0485	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0035	45.32	6300	0.0496	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0056	45.47	6320	0.0494	0.4902	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0172	45.61	6340	0.0482	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0041	45.76	6360	0.0484	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0034	45.9	6380	0.0492	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0108	46.04	6400	0.0481	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0054	46.19	6420	0.0474	0.4905	0.9810	0.9810	nan	0.9810	0.0	0.9810
0.0102	46.33	6440	0.0483	0.4902	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0036	46.47	6460	0.0493	0.4903	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0057	46.62	6480	0.0496	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.003	46.76	6500	0.0504	0.4900	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0057	46.91	6520	0.0492	0.4901	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0048	47.05	6540	0.0524	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.004	47.19	6560	0.0500	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0218	47.34	6580	0.0502	0.4899	0.9798	0.9798	nan	0.9798	0.0	0.9798
0.0038	47.48	6600	0.0532	0.4896	0.9792	0.9792	nan	0.9792	0.0	0.9792
0.0029	47.63	6620	0.0496	0.4898	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0035	47.77	6640	0.0508	0.4898	0.9795	0.9795	nan	0.9795	0.0	0.9795
0.0049	47.91	6660	0.0501	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0056	48.06	6680	0.0488	0.4907	0.9814	0.9814	nan	0.9814	0.0	0.9814
0.0182	48.2	6700	0.0482	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0056	48.35	6720	0.0494	0.4903	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0029	48.49	6740	0.0501	0.4902	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0076	48.63	6760	0.0480	0.4901	0.9802	0.9802	nan	0.9802	0.0	0.9802
0.0042	48.78	6780	0.0514	0.4902	0.9803	0.9803	nan	0.9803	0.0	0.9803
0.0069	48.92	6800	0.0483	0.4901	0.9801	0.9801	nan	0.9801	0.0	0.9801
0.0144	49.06	6820	0.0472	0.4903	0.9806	0.9806	nan	0.9806	0.0	0.9806
0.0041	49.21	6840	0.0491	0.4900	0.9800	0.9800	nan	0.9800	0.0	0.9800
0.0034	49.35	6860	0.0481	0.4902	0.9804	0.9804	nan	0.9804	0.0	0.9804
0.0117	49.5	6880	0.0482	0.4904	0.9807	0.9807	nan	0.9807	0.0	0.9807
0.0042	49.64	6900	0.0499	0.4899	0.9799	0.9799	nan	0.9799	0.0	0.9799
0.0057	49.78	6920	0.0507	0.4902	0.9805	0.9805	nan	0.9805	0.0	0.9805
0.0183	49.93	6940	0.0494	0.4900	0.9799	0.9799	nan	0.9799	0.0	0.9799

Framework versions

• Transformers 4.35.0
• Pytorch 2.1.0+cu118
• Datasets 2.14.6
• Tokenizers 0.14.1