segformer-b0_DsMetalDam_Cropped

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

• Loss: 0.3309
• Mean Iou: 0.6312
• Mean Accuracy: 0.7104
• Overall Accuracy: 0.9042
• Accuracy Matrix: 0.8962
• Accuracy Austenite: 0.9377
• Accuracy Martensite/austenite: 0.7848
• Accuracy Precipitate: 0.0238
• Accuracy Defect: 0.9095
• Iou Matrix: 0.7932
• Iou Austenite: 0.8867
• Iou Martensite/austenite: 0.6391
• Iou Precipitate: 0.0235
• Iou Defect: 0.8134

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 6e-05
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Matrix	Accuracy Austenite	Accuracy Martensite/austenite	Accuracy Precipitate	Accuracy Defect	Iou Matrix	Iou Austenite	Iou Martensite/austenite	Iou Precipitate	Iou Defect
1.0587	1.0	31	1.4211	0.3165	0.4213	0.6797	0.9192	0.6004	0.2790	0.0	0.3079	0.5281	0.5732	0.1896	0.0	0.2917
0.7494	2.0	62	0.8296	0.4457	0.5918	0.7917	0.8842	0.7985	0.4044	0.0	0.8718	0.6446	0.7549	0.2581	0.0	0.5710
0.6899	3.0	93	0.6045	0.4630	0.6072	0.8321	0.8853	0.8693	0.4065	0.0	0.8749	0.6870	0.8067	0.3224	0.0	0.4986
0.5674	4.0	124	0.5558	0.4880	0.6016	0.8397	0.9109	0.8684	0.4005	0.0	0.8280	0.6978	0.8122	0.3421	0.0	0.5879
0.502	5.0	155	0.5607	0.4955	0.6356	0.8295	0.8603	0.8499	0.6263	0.0	0.8414	0.6855	0.8085	0.3777	0.0	0.6061
0.3986	6.0	186	0.4665	0.5226	0.6215	0.8566	0.8929	0.9040	0.4372	0.0	0.8733	0.7180	0.8334	0.3882	0.0	0.6731
0.331	7.0	217	0.4544	0.5277	0.6452	0.8582	0.8766	0.8989	0.5666	0.0	0.8838	0.7185	0.8371	0.4417	0.0	0.6413
0.4161	8.0	248	0.4218	0.5425	0.6514	0.8629	0.8599	0.9150	0.5838	0.0	0.8982	0.7206	0.8436	0.4604	0.0	0.6879
0.4733	9.0	279	0.4175	0.5496	0.6539	0.8637	0.8721	0.9020	0.6363	0.0	0.8592	0.7251	0.8431	0.4791	0.0	0.7007
0.3915	10.0	310	0.3994	0.5530	0.6416	0.8669	0.8790	0.9120	0.5754	0.0	0.8414	0.7279	0.8477	0.4695	0.0	0.7197
0.3029	11.0	341	0.3929	0.5468	0.6503	0.8668	0.8554	0.9306	0.5384	0.0	0.9268	0.7253	0.8478	0.4538	0.0	0.7071
0.3332	12.0	372	0.3976	0.5591	0.6596	0.8635	0.8651	0.9019	0.6651	0.0	0.8658	0.7218	0.8477	0.4762	0.0	0.7496
0.3069	13.0	403	0.3913	0.5592	0.6602	0.8644	0.8258	0.9217	0.7095	0.0	0.8440	0.7162	0.8498	0.4928	0.0	0.7372
0.3755	14.0	434	0.3747	0.5724	0.6605	0.8736	0.8952	0.9076	0.6185	0.0	0.8811	0.7388	0.8522	0.5152	0.0	0.7557
0.292	15.0	465	0.3751	0.5728	0.6601	0.8706	0.8702	0.9087	0.6860	0.0	0.8355	0.7305	0.8531	0.5146	0.0	0.7657
0.2111	16.0	496	0.3670	0.5689	0.6799	0.8715	0.8415	0.9221	0.7232	0.0	0.9129	0.7279	0.8560	0.5230	0.0	0.7376
0.2375	17.0	527	0.3548	0.5779	0.6576	0.8782	0.8709	0.9309	0.6174	0.0	0.8688	0.7427	0.8584	0.5247	0.0	0.7639
0.2418	18.0	558	0.3560	0.5811	0.6669	0.8781	0.8806	0.9206	0.6467	0.0	0.8867	0.7442	0.8582	0.5329	0.0	0.7700
0.3302	19.0	589	0.3519	0.5831	0.6659	0.8793	0.8848	0.9203	0.6464	0.0	0.8781	0.7474	0.8588	0.5361	0.0	0.7730
0.3702	20.0	620	0.3597	0.5780	0.6814	0.8723	0.8481	0.9163	0.7475	0.0	0.8952	0.7299	0.8579	0.5278	0.0	0.7745
0.2315	21.0	651	0.3551	0.5801	0.6866	0.8744	0.8595	0.9108	0.7622	0.0	0.9003	0.7378	0.8573	0.5383	0.0	0.7673
0.2709	22.0	682	0.3446	0.5849	0.6870	0.8792	0.8549	0.9252	0.7403	0.0	0.9144	0.7430	0.8620	0.5532	0.0	0.7664
0.2355	23.0	713	0.3531	0.5799	0.6873	0.8738	0.8370	0.9227	0.7696	0.0	0.9074	0.7325	0.8600	0.5319	0.0	0.7750
0.288	24.0	744	0.3389	0.5922	0.6829	0.8825	0.8742	0.9248	0.6995	0.0	0.9161	0.7505	0.8622	0.5644	0.0	0.7840
0.2938	25.0	775	0.3420	0.5881	0.6854	0.8804	0.8576	0.9266	0.7337	0.0	0.9091	0.7453	0.8637	0.5521	0.0	0.7796
0.2376	26.0	806	0.3422	0.5954	0.6808	0.8841	0.8984	0.9131	0.6979	0.0	0.8948	0.7559	0.8617	0.5772	0.0	0.7824
0.1839	27.0	837	0.3377	0.5944	0.6752	0.8847	0.8745	0.9317	0.6777	0.0	0.8923	0.7546	0.8641	0.5646	0.0	0.7887
0.3215	28.0	868	0.3465	0.5892	0.6883	0.8789	0.8837	0.9049	0.7560	0.0	0.8968	0.7472	0.8606	0.5559	0.0	0.7821
0.2257	29.0	899	0.3307	0.5968	0.6807	0.8862	0.8814	0.9227	0.7331	0.0	0.8663	0.7581	0.8663	0.5817	0.0	0.7779
0.233	30.0	930	0.3336	0.5996	0.6844	0.8856	0.8732	0.9259	0.7377	0.0	0.8852	0.7559	0.8666	0.5782	0.0	0.7974
0.233	31.0	961	0.3289	0.5976	0.6888	0.8861	0.8823	0.9225	0.7267	0.0	0.9125	0.7583	0.8674	0.5744	0.0	0.7880
0.4085	32.0	992	0.3288	0.6014	0.6930	0.8881	0.8829	0.9228	0.7471	0.0	0.9124	0.7631	0.8685	0.5853	0.0	0.79
0.2231	33.0	1023	0.3352	0.5911	0.6922	0.8862	0.8789	0.9271	0.7076	0.0	0.9476	0.7588	0.8677	0.5683	0.0	0.7607
0.2222	34.0	1054	0.3245	0.6057	0.6880	0.8909	0.8830	0.9309	0.7256	0.0	0.9003	0.7674	0.8705	0.5947	0.0	0.7959
0.2053	35.0	1085	0.3241	0.6028	0.6917	0.8889	0.8756	0.9278	0.7545	0.0	0.9004	0.7628	0.8707	0.5868	0.0	0.7936
0.2542	36.0	1116	0.3207	0.6006	0.6788	0.8881	0.8633	0.9382	0.7266	0.0	0.8659	0.7591	0.8698	0.5800	0.0	0.7940
0.2055	37.0	1147	0.3236	0.5998	0.7014	0.8913	0.8748	0.9331	0.7474	0.0	0.9515	0.7676	0.8721	0.5966	0.0	0.7627
0.1689	38.0	1178	0.3321	0.6024	0.6916	0.8866	0.8882	0.9154	0.7593	0.0	0.8948	0.7603	0.8679	0.5824	0.0	0.8015
0.2576	39.0	1209	0.3345	0.5969	0.7014	0.8845	0.8504	0.9277	0.8100	0.0	0.9187	0.7530	0.8695	0.5735	0.0	0.7886
0.222	40.0	1240	0.3254	0.6053	0.6889	0.8913	0.8976	0.9232	0.7209	0.0	0.9030	0.7691	0.8718	0.5928	0.0	0.7927
0.1623	41.0	1271	0.3276	0.6016	0.6884	0.8908	0.8969	0.9243	0.7087	0.0	0.9121	0.7679	0.8708	0.5909	0.0	0.7783
0.2704	42.0	1302	0.3244	0.6044	0.6899	0.8909	0.8955	0.9210	0.7416	0.0	0.8912	0.7690	0.8710	0.5956	0.0	0.7866
0.1908	43.0	1333	0.3228	0.6047	0.6934	0.8916	0.8731	0.9344	0.7533	0.0	0.9065	0.7673	0.8727	0.5990	0.0	0.7844
0.1495	44.0	1364	0.3240	0.6030	0.6865	0.8910	0.8858	0.9283	0.7337	0.0	0.8845	0.7676	0.8732	0.5867	0.0	0.7875
0.2101	45.0	1395	0.3168	0.6081	0.6901	0.8922	0.8709	0.9355	0.7636	0.0	0.8803	0.7674	0.8745	0.5994	0.0	0.7994
0.1346	46.0	1426	0.3185	0.6035	0.6883	0.8923	0.8869	0.9276	0.7503	0.0	0.8767	0.7699	0.8737	0.5993	0.0	0.7744
0.117	47.0	1457	0.3196	0.6018	0.6847	0.8917	0.8838	0.9261	0.7708	0.0	0.8427	0.7688	0.8736	0.6002	0.0	0.7666
0.2403	48.0	1488	0.3146	0.6081	0.6978	0.8937	0.8683	0.9374	0.7792	0.0	0.9042	0.7704	0.8751	0.6115	0.0	0.7834
0.1426	49.0	1519	0.3208	0.6100	0.6979	0.8922	0.9028	0.9154	0.7652	0.0	0.9059	0.7713	0.8712	0.6122	0.0	0.7955
0.178	50.0	1550	0.3180	0.6075	0.6948	0.8939	0.8856	0.9323	0.7410	0.0	0.9152	0.7719	0.8757	0.6033	0.0	0.7867
0.1789	51.0	1581	0.3262	0.6108	0.6945	0.8931	0.9031	0.9175	0.7619	0.0	0.8902	0.7733	0.8727	0.6115	0.0	0.7968
0.252	52.0	1612	0.3312	0.6075	0.6922	0.8911	0.8984	0.9174	0.7581	0.0	0.8872	0.7701	0.8723	0.5944	0.0	0.8007
0.1836	53.0	1643	0.3247	0.6026	0.6882	0.8907	0.8891	0.9207	0.7724	0.0	0.8589	0.7692	0.8725	0.5925	0.0	0.7789
0.2154	54.0	1674	0.3210	0.6108	0.6994	0.8951	0.8846	0.9309	0.7711	0.0	0.9103	0.7757	0.8757	0.6141	0.0	0.7887
0.1304	55.0	1705	0.3182	0.6132	0.6950	0.8961	0.8969	0.9298	0.7377	0.0	0.9107	0.7779	0.8767	0.6113	0.0	0.8000
0.2055	56.0	1736	0.3201	0.6147	0.6934	0.8958	0.9017	0.9249	0.7482	0.0	0.8923	0.7775	0.8762	0.6135	0.0	0.8064
0.1814	57.0	1767	0.3180	0.6143	0.6863	0.8961	0.8855	0.9370	0.7389	0.0	0.8701	0.7765	0.8772	0.6095	0.0	0.8082
0.1822	58.0	1798	0.3221	0.6095	0.6973	0.8957	0.8946	0.9305	0.7361	0.0	0.9254	0.7766	0.8769	0.6089	0.0	0.7850
0.1751	59.0	1829	0.3258	0.6113	0.7014	0.8932	0.8857	0.9251	0.7846	0.0	0.9115	0.7721	0.8760	0.6022	0.0	0.8060
0.1616	60.0	1860	0.3242	0.6118	0.6999	0.8942	0.8838	0.9297	0.7722	0.0	0.9138	0.7729	0.8772	0.6039	0.0	0.8051
0.1791	61.0	1891	0.3302	0.6126	0.7045	0.8924	0.9016	0.9130	0.7898	0.0	0.9182	0.7733	0.8722	0.6099	0.0	0.8075
0.1588	62.0	1922	0.3178	0.6173	0.6918	0.8984	0.9007	0.9327	0.7299	0.0	0.8958	0.7818	0.8791	0.6182	0.0	0.8072
0.1893	63.0	1953	0.3127	0.6115	0.6924	0.8959	0.8765	0.9395	0.7565	0.0	0.8897	0.7747	0.8790	0.6063	0.0	0.7975
0.1459	64.0	1984	0.3227	0.6097	0.7049	0.8940	0.8810	0.9285	0.7891	0.0	0.9258	0.7731	0.8768	0.6060	0.0	0.7928
0.2339	65.0	2015	0.3242	0.6122	0.7011	0.8961	0.9014	0.9244	0.7549	0.0	0.9251	0.7782	0.8763	0.6178	0.0	0.7886
0.198	66.0	2046	0.3216	0.6132	0.6978	0.8954	0.8864	0.9270	0.7973	0.0	0.8782	0.7765	0.8765	0.6174	0.0	0.7953
0.1759	67.0	2077	0.3191	0.6153	0.7001	0.8965	0.8936	0.9294	0.7599	0.0	0.9175	0.7781	0.8785	0.6126	0.0	0.8072
0.1246	68.0	2108	0.3206	0.6141	0.7029	0.8957	0.8860	0.9299	0.7789	0.0	0.9198	0.7763	0.8787	0.6087	0.0	0.8068
0.1876	69.0	2139	0.3232	0.6154	0.6972	0.8968	0.9042	0.9262	0.7401	0.0	0.9154	0.7805	0.8770	0.6139	0.0	0.8055
0.1843	70.0	2170	0.3238	0.6124	0.7039	0.8949	0.8931	0.9235	0.7834	0.0	0.9196	0.7760	0.8770	0.6101	0.0	0.7987
0.1631	71.0	2201	0.3194	0.6130	0.7007	0.8954	0.8851	0.9295	0.7832	0.0	0.9056	0.7750	0.8786	0.6104	0.0	0.8009
0.1753	72.0	2232	0.3112	0.6170	0.6973	0.8990	0.8904	0.9361	0.7574	0.0	0.9027	0.7826	0.8802	0.6226	0.0	0.7997
0.1663	73.0	2263	0.3222	0.6164	0.6948	0.8979	0.8997	0.9304	0.7443	0.0	0.8994	0.7814	0.8799	0.6126	0.0	0.8083
0.1602	74.0	2294	0.3213	0.6170	0.6970	0.8975	0.9024	0.9256	0.7614	0.0	0.8957	0.7817	0.8786	0.6165	0.0	0.8081
0.1749	75.0	2325	0.3278	0.6127	0.7030	0.8948	0.8887	0.9253	0.7901	0.0	0.9107	0.7754	0.8781	0.6063	0.0	0.8039
0.1681	76.0	2356	0.3172	0.6183	0.7025	0.8997	0.8948	0.9342	0.7603	0.0	0.9231	0.7845	0.8805	0.6281	0.0	0.7981
0.2078	77.0	2387	0.3265	0.6157	0.6951	0.8976	0.9031	0.9239	0.7731	0.0	0.8755	0.7823	0.8783	0.6206	0.0	0.7971
0.2475	78.0	2418	0.3201	0.6167	0.6968	0.8984	0.8890	0.9361	0.7561	0.0	0.9029	0.7812	0.8798	0.6196	0.0	0.8031
0.1696	79.0	2449	0.3209	0.6165	0.6985	0.8991	0.8926	0.9367	0.7442	0.0	0.9189	0.7826	0.8808	0.6187	0.0	0.8004
0.1625	80.0	2480	0.3263	0.6110	0.6949	0.8952	0.8801	0.9316	0.7902	0.0	0.8728	0.7762	0.8783	0.6056	0.0	0.7952
0.1801	81.0	2511	0.3213	0.6133	0.6952	0.8969	0.8920	0.9296	0.7735	0.0	0.8808	0.7789	0.8795	0.6145	0.0	0.7937
0.1679	82.0	2542	0.3209	0.6150	0.7005	0.8984	0.8902	0.9346	0.7624	0.0	0.9154	0.7819	0.8808	0.6168	0.0	0.7956
0.1827	83.0	2573	0.3273	0.6169	0.6968	0.8980	0.9039	0.9266	0.7543	0.0	0.8993	0.7821	0.8792	0.6189	0.0	0.8042
0.1576	84.0	2604	0.3241	0.6116	0.7069	0.8979	0.8960	0.9299	0.7605	0.0	0.9483	0.7816	0.8801	0.6149	0.0	0.7812
0.1845	85.0	2635	0.3181	0.6179	0.6952	0.8993	0.8991	0.9344	0.7349	0.0	0.9075	0.7844	0.8813	0.6128	0.0	0.8110
0.122	86.0	2666	0.3233	0.6169	0.6967	0.8988	0.8992	0.9315	0.7496	0.0	0.9034	0.7834	0.8808	0.6153	0.0	0.8050
0.142	87.0	2697	0.3220	0.6163	0.6982	0.8981	0.8966	0.9282	0.7775	0.0	0.8887	0.7820	0.8804	0.6192	0.0	0.8001
0.1839	88.0	2728	0.3211	0.6106	0.6895	0.8971	0.8823	0.9350	0.7813	0.0	0.8490	0.7795	0.8800	0.6120	0.0	0.7816
0.1716	89.0	2759	0.3240	0.6201	0.7013	0.8999	0.9046	0.9277	0.7663	0.0	0.9079	0.7858	0.8808	0.6284	0.0	0.8054
0.1356	90.0	2790	0.3270	0.6181	0.6962	0.8987	0.9068	0.9261	0.7536	0.0	0.8945	0.7839	0.8794	0.6218	0.0	0.8054
0.1338	91.0	2821	0.3233	0.6200	0.7061	0.8995	0.9033	0.9260	0.7786	0.0	0.9227	0.7852	0.8809	0.6268	0.0	0.8069
0.1509	92.0	2852	0.3197	0.6194	0.6991	0.9008	0.8954	0.9368	0.7537	0.0	0.9098	0.7862	0.8833	0.6237	0.0	0.8041
0.1421	93.0	2883	0.3212	0.6176	0.7027	0.8994	0.8820	0.9394	0.7758	0.0	0.9164	0.7821	0.8825	0.6217	0.0	0.8018
0.1461	94.0	2914	0.3260	0.6148	0.7042	0.8965	0.8872	0.9274	0.8033	0.0	0.9029	0.7782	0.8812	0.6095	0.0	0.8052
0.1412	95.0	2945	0.3251	0.6116	0.7042	0.8948	0.8702	0.9330	0.8171	0.0	0.9009	0.7739	0.8810	0.6000	0.0	0.8032
0.1244	96.0	2976	0.3144	0.6192	0.6993	0.9007	0.8930	0.9365	0.7654	0.0	0.9017	0.7868	0.8821	0.6271	0.0	0.7999
0.1734	97.0	3007	0.3198	0.6191	0.7002	0.8999	0.9025	0.9301	0.7592	0.0001	0.9090	0.7859	0.8808	0.6264	0.0001	0.8026
0.154	98.0	3038	0.3171	0.6178	0.7013	0.9005	0.8937	0.9363	0.7614	0.0	0.9150	0.7864	0.8819	0.6270	0.0	0.7937
0.1866	99.0	3069	0.3227	0.6213	0.7011	0.9006	0.9023	0.9315	0.7580	0.0000	0.9137	0.7868	0.8817	0.6279	0.0000	0.8099
0.1751	100.0	3100	0.3208	0.6191	0.7039	0.9004	0.8813	0.9422	0.7706	0.0	0.9255	0.7841	0.8827	0.6265	0.0	0.8020
0.1078	101.0	3131	0.3304	0.6177	0.7015	0.9013	0.9189	0.9279	0.7176	0.0	0.9431	0.7898	0.8820	0.6233	0.0	0.7935
0.1679	102.0	3162	0.3162	0.6196	0.6978	0.9006	0.8923	0.9355	0.7755	0.0001	0.8856	0.7862	0.8836	0.6234	0.0001	0.8050
0.1005	103.0	3193	0.3241	0.6161	0.7076	0.8984	0.8835	0.9336	0.7977	0.0000	0.9232	0.7815	0.8821	0.6178	0.0000	0.7992
0.1232	104.0	3224	0.3285	0.6154	0.7034	0.8970	0.8966	0.9237	0.7951	0.0000	0.9016	0.7810	0.8801	0.6130	0.0000	0.8029
0.1524	105.0	3255	0.3228	0.6201	0.7009	0.9015	0.8919	0.9392	0.7608	0.0001	0.9124	0.7873	0.8834	0.6298	0.0001	0.8000
0.154	106.0	3286	0.3226	0.6212	0.6972	0.9018	0.9006	0.9367	0.7438	0.0001	0.9048	0.7893	0.8835	0.6250	0.0001	0.8080
0.1818	107.0	3317	0.3237	0.6227	0.7025	0.9013	0.9015	0.9333	0.7574	0.0002	0.9201	0.7888	0.8824	0.6283	0.0002	0.8138
0.1238	108.0	3348	0.3187	0.6212	0.6999	0.9015	0.8949	0.9374	0.7612	0.0001	0.9061	0.7884	0.8837	0.6252	0.0001	0.8087
0.2181	109.0	3379	0.3235	0.6205	0.7012	0.9018	0.8998	0.9360	0.7523	0.0002	0.9176	0.7893	0.8834	0.6276	0.0002	0.8022
0.165	110.0	3410	0.3220	0.6185	0.7003	0.8997	0.8848	0.9362	0.7919	0.0002	0.8882	0.7842	0.8825	0.6238	0.0002	0.8019
0.1889	111.0	3441	0.3178	0.6197	0.6966	0.9011	0.8929	0.9362	0.7745	0.0003	0.8789	0.7873	0.8832	0.6283	0.0003	0.7992
0.1767	112.0	3472	0.3239	0.6205	0.7075	0.8999	0.8875	0.9349	0.7901	0.0002	0.9247	0.7848	0.8829	0.6235	0.0002	0.8111
0.1143	113.0	3503	0.3264	0.6217	0.7030	0.9006	0.8978	0.9329	0.7686	0.0002	0.9154	0.7866	0.8827	0.6257	0.0002	0.8132
0.1224	114.0	3534	0.3247	0.6211	0.7038	0.9003	0.8968	0.9317	0.7779	0.0004	0.9120	0.7862	0.8828	0.6245	0.0004	0.8115
0.1811	115.0	3565	0.3269	0.6216	0.7006	0.9010	0.8899	0.9382	0.7713	0.0004	0.9029	0.7866	0.8840	0.6242	0.0004	0.8129
0.1454	116.0	3596	0.3226	0.6241	0.6999	0.9025	0.8950	0.9378	0.7708	0.0007	0.8950	0.7899	0.8842	0.6344	0.0007	0.8112
0.1171	117.0	3627	0.3200	0.6233	0.7021	0.9026	0.8924	0.9409	0.7599	0.0004	0.9167	0.7897	0.8851	0.6288	0.0004	0.8123
0.207	118.0	3658	0.3268	0.6221	0.6987	0.9016	0.8970	0.9359	0.7634	0.0002	0.8969	0.7881	0.8844	0.6251	0.0002	0.8128
0.1439	119.0	3689	0.3248	0.6212	0.7082	0.9011	0.8888	0.9359	0.7920	0.0008	0.9236	0.7867	0.8839	0.6293	0.0008	0.8053
0.166	120.0	3720	0.3292	0.6205	0.7069	0.9000	0.8925	0.9313	0.7958	0.0014	0.9133	0.7855	0.8829	0.6257	0.0014	0.8073
0.101	121.0	3751	0.3322	0.6178	0.7031	0.8989	0.8968	0.9273	0.7919	0.0010	0.8986	0.7839	0.8814	0.6218	0.0010	0.8008
0.1808	122.0	3782	0.3190	0.6206	0.7010	0.9009	0.8873	0.9379	0.7839	0.0023	0.8936	0.7860	0.8838	0.6272	0.0023	0.8036
0.1685	123.0	3813	0.3256	0.6214	0.6977	0.9030	0.8997	0.9391	0.7465	0.0017	0.9017	0.7912	0.8852	0.6292	0.0017	0.7999
0.119	124.0	3844	0.3226	0.6233	0.6982	0.9033	0.8990	0.9381	0.7618	0.0011	0.8910	0.7921	0.8848	0.6354	0.0011	0.8031
0.1356	125.0	3875	0.3210	0.6230	0.7076	0.9016	0.8922	0.9351	0.7891	0.0013	0.9202	0.7881	0.8845	0.6291	0.0013	0.8118
0.1519	126.0	3906	0.3222	0.6254	0.7047	0.9038	0.9030	0.9363	0.7602	0.0016	0.9224	0.7930	0.8856	0.6363	0.0016	0.8105
0.1492	127.0	3937	0.3224	0.6228	0.7042	0.9022	0.8926	0.9369	0.7835	0.0019	0.9062	0.7895	0.8842	0.6335	0.0019	0.8047
0.1248	128.0	3968	0.3205	0.6245	0.7014	0.9038	0.9000	0.9389	0.7560	0.0023	0.9096	0.7931	0.8853	0.6358	0.0023	0.8060
0.1599	129.0	3999	0.3239	0.6243	0.7040	0.9026	0.9009	0.9346	0.7682	0.0014	0.9151	0.7909	0.8848	0.6317	0.0014	0.8126
0.174	130.0	4030	0.3217	0.6243	0.7037	0.9027	0.8938	0.9370	0.7843	0.0034	0.9000	0.7901	0.8859	0.6319	0.0034	0.8101
0.1679	131.0	4061	0.3264	0.6223	0.6965	0.9028	0.8929	0.9395	0.7734	0.0039	0.8727	0.7907	0.8847	0.6346	0.0039	0.7974
0.1344	132.0	4092	0.3233	0.6243	0.7001	0.9034	0.8971	0.9377	0.7737	0.0041	0.8878	0.7920	0.8849	0.6383	0.0041	0.8022
0.1841	133.0	4123	0.3266	0.6231	0.7053	0.9025	0.8999	0.9352	0.7664	0.0032	0.9218	0.7906	0.8845	0.6319	0.0032	0.8050
0.1372	134.0	4154	0.3306	0.6224	0.7051	0.9015	0.9018	0.9303	0.7803	0.0052	0.9078	0.7889	0.8830	0.6332	0.0051	0.8019
0.1457	135.0	4185	0.3270	0.6249	0.7026	0.9032	0.9065	0.9326	0.7646	0.0038	0.9055	0.7921	0.8847	0.6365	0.0038	0.8076
0.1708	136.0	4216	0.3278	0.6223	0.7006	0.9028	0.8932	0.9392	0.7721	0.0025	0.8962	0.7901	0.8853	0.6331	0.0025	0.8004
0.1442	137.0	4247	0.3284	0.6216	0.7009	0.9029	0.9065	0.9334	0.7555	0.0046	0.9046	0.7923	0.8838	0.6349	0.0045	0.7925
0.1242	138.0	4278	0.3228	0.6195	0.7033	0.9015	0.8872	0.9383	0.7888	0.0048	0.8974	0.7878	0.8851	0.6264	0.0048	0.7937
0.1716	139.0	4309	0.3249	0.6237	0.6992	0.9037	0.8983	0.9393	0.7608	0.0064	0.8911	0.7928	0.8851	0.6374	0.0064	0.7968
0.1714	140.0	4340	0.3274	0.6238	0.6993	0.9030	0.8983	0.9371	0.7679	0.0047	0.8884	0.7913	0.8854	0.6320	0.0047	0.8054
0.1334	141.0	4371	0.3261	0.6250	0.7028	0.9032	0.8935	0.9388	0.7788	0.0061	0.8968	0.7913	0.8855	0.6355	0.0061	0.8068
0.1355	142.0	4402	0.3280	0.6250	0.6974	0.9035	0.9057	0.9345	0.7600	0.0046	0.8824	0.7929	0.8851	0.6354	0.0046	0.8071
0.1104	143.0	4433	0.3239	0.6264	0.7024	0.9039	0.9004	0.9377	0.7642	0.0077	0.9020	0.7929	0.8856	0.6381	0.0077	0.8075
0.1335	144.0	4464	0.3295	0.6249	0.7048	0.9024	0.8990	0.9336	0.7812	0.0059	0.9043	0.7901	0.8850	0.6328	0.0059	0.8107
0.1255	145.0	4495	0.3340	0.6238	0.7053	0.9015	0.8969	0.9321	0.7906	0.0065	0.9002	0.7884	0.8842	0.6309	0.0065	0.8090
0.1631	146.0	4526	0.3336	0.6245	0.7008	0.9023	0.9021	0.9319	0.7792	0.0084	0.8822	0.7906	0.8840	0.6346	0.0084	0.8048
0.1259	147.0	4557	0.3300	0.6258	0.7052	0.9033	0.9039	0.9324	0.7800	0.0065	0.9030	0.7924	0.8852	0.6381	0.0065	0.8065
0.1512	148.0	4588	0.3257	0.6229	0.7031	0.9022	0.8882	0.9393	0.7857	0.0090	0.8932	0.7885	0.8854	0.6307	0.0090	0.8007
0.1487	149.0	4619	0.3272	0.6250	0.7018	0.9037	0.9014	0.9366	0.7664	0.0076	0.8971	0.7929	0.8854	0.6377	0.0076	0.8012
0.1185	150.0	4650	0.3302	0.6256	0.7049	0.9027	0.9022	0.9327	0.7764	0.0136	0.8998	0.7909	0.8848	0.6344	0.0135	0.8043
0.1345	151.0	4681	0.3288	0.6260	0.7026	0.9035	0.9006	0.9363	0.7694	0.0087	0.8982	0.7926	0.8851	0.6378	0.0087	0.8060
0.1453	152.0	4712	0.3324	0.6250	0.7020	0.9027	0.8970	0.9354	0.7808	0.0127	0.8841	0.7904	0.8852	0.6333	0.0126	0.8036
0.182	153.0	4743	0.3322	0.6259	0.7071	0.9034	0.9007	0.9355	0.7710	0.0114	0.9171	0.7921	0.8855	0.6355	0.0113	0.8051
0.1527	154.0	4774	0.3326	0.6271	0.7046	0.9029	0.9037	0.9324	0.7758	0.0153	0.8958	0.7918	0.8847	0.6358	0.0151	0.8082
0.1712	155.0	4805	0.3297	0.6262	0.7054	0.9028	0.8952	0.9369	0.7792	0.0134	0.9023	0.7904	0.8857	0.6324	0.0133	0.8092
0.1386	156.0	4836	0.3275	0.6276	0.7044	0.9037	0.8986	0.9374	0.7712	0.0111	0.9037	0.7922	0.8859	0.6369	0.0111	0.8117
0.1251	157.0	4867	0.3278	0.6266	0.7045	0.9030	0.8967	0.9368	0.7754	0.0171	0.8966	0.7909	0.8859	0.6317	0.0169	0.8077
0.1141	158.0	4898	0.3275	0.6268	0.7030	0.9034	0.9004	0.9350	0.7778	0.0175	0.8841	0.7924	0.8856	0.6362	0.0173	0.8025
0.1759	159.0	4929	0.3262	0.6279	0.7027	0.9036	0.8911	0.9424	0.7677	0.0224	0.8897	0.7915	0.8861	0.6348	0.0221	0.8047
0.1564	160.0	4960	0.3321	0.6254	0.7010	0.9030	0.9013	0.9343	0.7745	0.0131	0.8818	0.7916	0.8851	0.6345	0.0130	0.8030
0.1035	161.0	4991	0.3254	0.6287	0.7066	0.9040	0.8941	0.9389	0.7844	0.0157	0.8997	0.7926	0.8866	0.6388	0.0156	0.8098
0.1407	162.0	5022	0.3269	0.6295	0.7079	0.9034	0.9022	0.9342	0.7743	0.0236	0.9054	0.7923	0.8858	0.6353	0.0232	0.8110
0.1596	163.0	5053	0.3316	0.6274	0.7033	0.9037	0.8985	0.9370	0.7755	0.0132	0.8923	0.7927	0.8862	0.6352	0.0131	0.8100
0.1571	164.0	5084	0.3307	0.6288	0.7055	0.9039	0.9006	0.9355	0.7790	0.0162	0.8964	0.7932	0.8861	0.6381	0.0161	0.8105
0.14	165.0	5115	0.3324	0.6281	0.7063	0.9028	0.8966	0.9352	0.7837	0.0204	0.8955	0.7909	0.8850	0.6342	0.0202	0.8100
0.0965	166.0	5146	0.3288	0.6293	0.7070	0.9040	0.9009	0.9359	0.7759	0.0168	0.9055	0.7936	0.8862	0.6376	0.0167	0.8124
0.1059	167.0	5177	0.3295	0.6295	0.7104	0.9037	0.8924	0.9393	0.7844	0.0189	0.9171	0.7919	0.8867	0.6363	0.0187	0.8137
0.143	168.0	5208	0.3301	0.6304	0.7055	0.9044	0.9025	0.9363	0.7720	0.0177	0.8988	0.7943	0.8865	0.6396	0.0175	0.8142
0.1239	169.0	5239	0.3292	0.6292	0.7056	0.9034	0.8933	0.9387	0.7825	0.0234	0.8903	0.7915	0.8860	0.6362	0.0230	0.8092
0.0995	170.0	5270	0.3293	0.6292	0.7089	0.9041	0.8958	0.9382	0.7824	0.0175	0.9106	0.7931	0.8864	0.6385	0.0174	0.8105
0.1647	171.0	5301	0.3303	0.6284	0.7025	0.9037	0.9006	0.9360	0.7740	0.0196	0.8824	0.7928	0.8857	0.6378	0.0194	0.8062
0.1578	172.0	5332	0.3303	0.6289	0.7056	0.9041	0.8945	0.9390	0.7834	0.0166	0.8944	0.7930	0.8863	0.6397	0.0164	0.8091
0.1099	173.0	5363	0.3310	0.6298	0.7067	0.9044	0.8998	0.9373	0.7760	0.0171	0.9035	0.7941	0.8864	0.6406	0.0170	0.8110
0.0889	174.0	5394	0.3305	0.6289	0.7058	0.9038	0.8997	0.9358	0.7794	0.0182	0.8957	0.7929	0.8860	0.6374	0.0181	0.8099
0.1303	175.0	5425	0.3325	0.6298	0.7087	0.9041	0.8976	0.9371	0.7820	0.0208	0.9060	0.7934	0.8863	0.6396	0.0206	0.8093
0.1573	176.0	5456	0.3334	0.6292	0.7072	0.9039	0.8978	0.9371	0.7800	0.0188	0.9024	0.7932	0.8863	0.6373	0.0187	0.8106
0.1404	177.0	5487	0.3287	0.6303	0.7070	0.9043	0.8970	0.9389	0.7748	0.0206	0.9034	0.7937	0.8864	0.6391	0.0204	0.8117
0.1799	178.0	5518	0.3316	0.6285	0.7083	0.9038	0.8969	0.9373	0.7802	0.0165	0.9106	0.7926	0.8865	0.6361	0.0163	0.8108
0.0879	179.0	5549	0.3289	0.6300	0.7088	0.9042	0.8928	0.9407	0.7785	0.0238	0.9082	0.7930	0.8868	0.6375	0.0235	0.8091
0.1317	180.0	5580	0.3280	0.6291	0.7076	0.9037	0.8930	0.9389	0.7852	0.0204	0.9007	0.7921	0.8867	0.6356	0.0202	0.8107
0.1395	181.0	5611	0.3302	0.6299	0.7070	0.9045	0.8975	0.9385	0.7777	0.0189	0.9022	0.7941	0.8865	0.6400	0.0188	0.8099
0.1051	182.0	5642	0.3297	0.6300	0.7062	0.9044	0.8965	0.9392	0.7762	0.0193	0.8996	0.7936	0.8865	0.6393	0.0191	0.8113
0.2123	183.0	5673	0.3348	0.6297	0.7065	0.9043	0.9009	0.9367	0.7732	0.0185	0.9032	0.7938	0.8864	0.6387	0.0184	0.8111
0.1431	184.0	5704	0.3319	0.6302	0.7050	0.9046	0.9018	0.9370	0.7708	0.0200	0.8955	0.7944	0.8865	0.6404	0.0198	0.8101
0.1264	185.0	5735	0.3316	0.6301	0.7062	0.9045	0.8968	0.9386	0.7801	0.0191	0.8962	0.7937	0.8868	0.6403	0.0189	0.8108
0.1029	186.0	5766	0.3312	0.6299	0.7073	0.9038	0.8951	0.9382	0.7828	0.0232	0.8971	0.7924	0.8865	0.6372	0.0229	0.8105
0.1144	187.0	5797	0.3315	0.6294	0.7033	0.9045	0.8978	0.9391	0.7729	0.0194	0.8874	0.7938	0.8868	0.6391	0.0192	0.8082
0.1373	188.0	5828	0.3325	0.6305	0.7075	0.9043	0.8958	0.9391	0.7783	0.0237	0.9006	0.7932	0.8868	0.6391	0.0234	0.8102
0.1334	189.0	5859	0.3323	0.6314	0.7091	0.9040	0.8972	0.9375	0.7803	0.0265	0.9040	0.7929	0.8865	0.6383	0.0261	0.8132
0.1361	190.0	5890	0.3321	0.6317	0.7090	0.9045	0.8983	0.9383	0.7754	0.0254	0.9077	0.7938	0.8869	0.6397	0.0250	0.8131
0.1067	191.0	5921	0.3309	0.6307	0.7115	0.9038	0.8934	0.9382	0.7876	0.0253	0.9131	0.7920	0.8867	0.6368	0.0249	0.8128
0.1238	192.0	5952	0.3337	0.6309	0.7068	0.9046	0.9031	0.9365	0.7682	0.0203	0.9059	0.7945	0.8865	0.6397	0.0201	0.8136
0.1503	193.0	5983	0.3316	0.6309	0.7094	0.9044	0.8943	0.9400	0.7794	0.0225	0.9111	0.7932	0.8869	0.6398	0.0222	0.8123
0.1565	194.0	6014	0.3331	0.6307	0.7069	0.9043	0.9012	0.9363	0.7756	0.0193	0.9022	0.7938	0.8866	0.6395	0.0191	0.8145
0.1635	195.0	6045	0.3324	0.6311	0.7080	0.9045	0.9001	0.9371	0.7759	0.0213	0.9054	0.7940	0.8867	0.6401	0.0211	0.8136
0.1269	196.0	6076	0.3324	0.6315	0.7089	0.9045	0.8980	0.9384	0.7763	0.0239	0.9081	0.7939	0.8868	0.6399	0.0236	0.8134
0.1467	197.0	6107	0.3311	0.6317	0.7100	0.9045	0.8972	0.9384	0.7787	0.0254	0.9103	0.7937	0.8868	0.6398	0.0251	0.8132
0.1446	198.0	6138	0.3317	0.6316	0.7073	0.9046	0.9006	0.9374	0.7731	0.0231	0.9022	0.7942	0.8867	0.6400	0.0228	0.8144
0.1641	199.0	6169	0.3307	0.6312	0.7061	0.9045	0.8974	0.9388	0.7764	0.0235	0.8943	0.7938	0.8868	0.6399	0.0232	0.8125
0.1013	200.0	6200	0.3309	0.6312	0.7104	0.9042	0.8962	0.9377	0.7848	0.0238	0.9095	0.7932	0.8867	0.6391	0.0235	0.8134

Framework versions

• Transformers 4.33.2
• Pytorch 2.0.1+cu118
• Datasets 2.14.5
• Tokenizers 0.13.3