segformer-finetuned-segments-plantleafdisease-mar-21

This model is a fine-tuned version of nancyalarabawy/segformer-finetuned-segments-plantleafdisease-mar-21 on the nancyalarabawy/PlantLeafDiseases3 dataset. It achieves the following results on the evaluation set:

• Loss: 0.0828
• Mean Iou: 0.5797
• Mean Accuracy: 0.7094
• Overall Accuracy: 0.9830
• Accuracy Unlabeled: nan
• Accuracy Healthy: 0.9668
• Accuracy Blast: 0.7593
• Accuracy Background: 0.9957
• Accuracy Alstonia herpes: 0.6593
• Accuracy Mango anthracnose: 0.4824
• Accuracy Pomengrate spots: 0.7975
• Accuracy Blight spots: 0.0
• Accuracy Chlorisis: 0.7704
• Accuracy Leaf spots: 0.5950
• Accuracy Apple scab: 0.7476
• Accuracy Black rot: 0.9201
• Accuracy Cedar rust: 0.8189
• Iou Unlabeled: 0.0
• Iou Healthy: 0.9426
• Iou Blast: 0.5748
• Iou Background: 0.9866
• Iou Alstonia herpes: 0.5556
• Iou Mango anthracnose: 0.4243
• Iou Pomengrate spots: 0.7642
• Iou Blight spots: 0.0
• Iou Chlorisis: 0.6348
• Iou Leaf spots: 0.4980
• Iou Apple scab: 0.6612
• Iou Black rot: 0.8083
• Iou Cedar rust: 0.6860

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: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 30

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Healthy	Accuracy Blast	Accuracy Background	Accuracy Alstonia herpes	Accuracy Mango anthracnose	Accuracy Pomengrate spots	Accuracy Blight spots	Accuracy Chlorisis	Accuracy Leaf spots	Accuracy Apple scab	Accuracy Black rot	Accuracy Cedar rust	Iou Unlabeled	Iou Healthy	Iou Blast	Iou Background	Iou Alstonia herpes	Iou Mango anthracnose	Iou Pomengrate spots	Iou Blight spots	Iou Chlorisis	Iou Leaf spots	Iou Apple scab	Iou Black rot	Iou Cedar rust
0.0453	0.25	20	0.0995	0.5385	0.6053	0.9772	nan	0.9711	0.4165	0.9902	0.6303	0.4926	0.8133	0.0	0.7523	0.0	0.5192	0.8609	0.8172	nan	0.9245	0.3974	0.9812	0.5366	0.3728	0.6552	0.0	0.6484	0.0	0.4830	0.7945	0.6681
0.0225	0.5	40	0.0820	0.5371	0.6115	0.9786	nan	0.9667	0.3481	0.9916	0.5935	0.2542	0.8341	0.0	0.7762	0.1937	0.7208	0.8706	0.7883	nan	0.9294	0.3395	0.9822	0.4966	0.2416	0.6167	0.0	0.6352	0.1519	0.5950	0.8082	0.6487
0.0202	0.75	60	0.0861	0.5521	0.6257	0.9786	nan	0.9648	0.6125	0.9913	0.6742	0.2443	0.7191	0.0	0.7860	0.0853	0.7520	0.8743	0.8048	nan	0.9289	0.5287	0.9822	0.5241	0.2305	0.6527	0.0	0.6285	0.0819	0.6013	0.8012	0.6647
0.0261	1.0	80	0.0786	0.5530	0.6347	0.9790	nan	0.9677	0.4599	0.9918	0.7287	0.4470	0.7608	0.0	0.7933	0.0697	0.6415	0.9238	0.8326	nan	0.9309	0.4190	0.9826	0.5516	0.3735	0.6786	0.0	0.6072	0.0688	0.5690	0.7965	0.6583
0.0362	1.25	100	0.0775	0.5497	0.6263	0.9801	nan	0.9648	0.4395	0.9936	0.6821	0.3730	0.8192	0.0	0.7919	0.0	0.7306	0.9249	0.7962	nan	0.9337	0.4163	0.9838	0.5682	0.3318	0.6952	0.0	0.5750	0.0	0.6235	0.7889	0.6799
0.0403	1.5	120	0.0772	0.5491	0.6164	0.9812	nan	0.9719	0.4007	0.9940	0.6860	0.4199	0.8439	0.0	0.7713	0.0003	0.6353	0.8655	0.8078	nan	0.9383	0.3782	0.9852	0.5690	0.3580	0.7027	0.0	0.6079	0.0003	0.5848	0.7973	0.6670
0.0432	1.75	140	0.0807	0.5674	0.6440	0.9821	nan	0.9645	0.4520	0.9968	0.7162	0.4350	0.8124	0.0	0.7952	0.1474	0.7122	0.9100	0.7868	nan	0.9414	0.4140	0.9863	0.5765	0.3647	0.7201	0.0	0.5702	0.1414	0.6212	0.8028	0.6704
0.9664	2.0	160	0.0787	0.5836	0.6735	0.9823	nan	0.9625	0.5063	0.9972	0.7278	0.3542	0.7947	0.0	0.7936	0.5011	0.7520	0.9290	0.7635	nan	0.9415	0.4593	0.9866	0.5564	0.3191	0.7308	0.0	0.5896	0.3309	0.6240	0.7954	0.6696
0.0281	2.25	180	0.0770	0.5652	0.6218	0.9815	nan	0.9721	0.4940	0.9962	0.6116	0.4021	0.8138	0.0	0.7784	0.2323	0.4818	0.8736	0.8061	nan	0.9391	0.4506	0.9869	0.5330	0.3552	0.7437	0.0	0.6247	0.2128	0.4586	0.8065	0.6710
0.0194	2.5	200	0.0744	0.5631	0.6595	0.9821	nan	0.9647	0.5632	0.9955	0.7664	0.3776	0.7848	0.0	0.7664	0.1433	0.7571	0.9117	0.8830	nan	0.9409	0.4934	0.9868	0.4436	0.3337	0.7264	0.0	0.6472	0.1383	0.6234	0.8036	0.6202
0.0581	2.75	220	0.0747	0.5644	0.6160	0.9818	nan	0.9719	0.5625	0.9943	0.5881	0.4163	0.6525	0.0	0.7577	0.2031	0.7190	0.9164	0.6100	nan	0.9392	0.5067	0.9859	0.5201	0.3571	0.6385	0.0	0.6364	0.1846	0.6330	0.7925	0.5782
0.1161	3.0	240	0.0755	0.5734	0.6558	0.9820	nan	0.9621	0.5977	0.9964	0.6745	0.3474	0.8192	0.0	0.7831	0.2315	0.7862	0.8992	0.7721	nan	0.9403	0.5036	0.9854	0.5426	0.3193	0.6667	0.0	0.5988	0.1773	0.6612	0.8082	0.6778
0.0169	3.25	260	0.0770	0.5555	0.6012	0.9823	nan	0.9738	0.4875	0.9950	0.6073	0.4110	0.7379	0.0	0.7080	0.0375	0.6519	0.8838	0.7213	nan	0.9406	0.4624	0.9865	0.5148	0.3617	0.6787	0.0	0.6169	0.0374	0.6021	0.8121	0.6522
0.0407	3.5	280	0.0750	0.5769	0.6374	0.9827	nan	0.9678	0.5085	0.9957	0.6473	0.4330	0.7707	0.0	0.7723	0.0949	0.7647	0.9085	0.7850	nan	0.9419	0.4720	0.9861	0.5501	0.3763	0.7088	0.0	0.6393	0.0939	0.6791	0.8029	0.6729
0.0123	3.75	300	0.0758	0.5891	0.6889	0.9822	nan	0.9707	0.7611	0.9948	0.8194	0.4067	0.7832	0.0	0.7854	0.4590	0.6526	0.9057	0.7277	nan	0.9407	0.5883	0.9865	0.4932	0.3528	0.7116	0.0	0.5902	0.3512	0.6044	0.7940	0.6562
0.0376	4.0	320	0.0769	0.5830	0.6592	0.9820	nan	0.9652	0.8065	0.9957	0.6154	0.4320	0.8219	0.0	0.7589	0.1207	0.7135	0.9030	0.7772	nan	0.9394	0.6019	0.9864	0.5338	0.3697	0.7195	0.0	0.6386	0.1167	0.6031	0.8100	0.6771
0.0258	4.25	340	0.0783	0.5390	0.6509	0.9820	nan	0.9660	0.7942	0.9966	0.6393	0.3822	0.8317	0.0	0.7052	0.1963	0.6580	0.8743	0.7673	0.0	0.9399	0.5987	0.9861	0.5461	0.3423	0.7465	0.0	0.6021	0.1701	0.5915	0.8104	0.6732
0.0326	4.5	360	0.0769	0.5822	0.6642	0.9820	nan	0.9674	0.7951	0.9946	0.6683	0.4023	0.7177	0.0	0.7471	0.2266	0.7270	0.9175	0.8069	nan	0.9400	0.5479	0.9859	0.5433	0.3524	0.6852	0.0	0.6377	0.1830	0.6324	0.8063	0.6722
0.0191	4.75	380	0.0847	0.5847	0.6961	0.9814	nan	0.9586	0.8016	0.9944	0.7335	0.4162	0.7824	0.0	0.7823	0.2211	0.9007	0.9168	0.8454	nan	0.9379	0.5434	0.9857	0.5491	0.3559	0.7192	0.0	0.6109	0.1806	0.6644	0.7986	0.6710
0.0337	5.0	400	0.0815	0.5804	0.6726	0.9816	nan	0.9698	0.7663	0.9948	0.7360	0.5250	0.7551	0.0	0.7779	0.2317	0.5847	0.9144	0.8154	nan	0.9391	0.5708	0.9861	0.5477	0.3885	0.7035	0.0	0.6259	0.2046	0.5522	0.7693	0.6773
0.0315	5.25	420	0.0756	0.5781	0.6634	0.9826	nan	0.9647	0.7812	0.9951	0.6805	0.3605	0.8228	0.0	0.7566	0.0304	0.8373	0.9132	0.8188	nan	0.9418	0.5930	0.9864	0.5434	0.3257	0.7236	0.0	0.6425	0.0271	0.6783	0.8022	0.6732
0.5573	5.5	440	0.0803	0.5864	0.6766	0.9815	nan	0.9567	0.7374	0.9963	0.6947	0.4269	0.6951	0.0	0.7717	0.2432	0.8486	0.9226	0.8264	nan	0.9384	0.5409	0.9849	0.5334	0.3617	0.6751	0.0	0.6385	0.2275	0.6821	0.7856	0.6687
0.0177	5.75	460	0.0882	0.5935	0.6763	0.9811	nan	0.9655	0.7286	0.9955	0.7284	0.3842	0.7626	0.0	0.7850	0.4331	0.6264	0.9011	0.8053	nan	0.9367	0.5652	0.9851	0.5598	0.3447	0.7280	0.0	0.6020	0.3365	0.5856	0.8031	0.6754
0.0574	6.0	480	0.0828	0.5541	0.6845	0.9822	nan	0.9662	0.7040	0.9948	0.6883	0.4632	0.8531	0.0	0.7554	0.2905	0.7622	0.9176	0.8188	0.0	0.9400	0.5861	0.9861	0.5455	0.3931	0.7524	0.0	0.6327	0.2469	0.6436	0.8014	0.6750
0.0133	6.25	500	0.0796	0.5970	0.6736	0.9826	nan	0.9696	0.7348	0.9943	0.6349	0.5196	0.8418	0.0	0.7655	0.1699	0.7378	0.9161	0.7993	nan	0.9416	0.6010	0.9862	0.5278	0.4123	0.7613	0.0	0.6376	0.1658	0.6442	0.8031	0.6833
0.0244	6.5	520	0.0808	0.5448	0.6701	0.9811	nan	0.9650	0.6419	0.9954	0.7080	0.3917	0.8118	0.0	0.7699	0.3610	0.6564	0.9134	0.8260	0.0	0.9370	0.5278	0.9848	0.5350	0.3493	0.7591	0.0	0.6153	0.2962	0.5989	0.8006	0.6780
0.038	6.75	540	0.0790	0.5398	0.6604	0.9823	nan	0.9662	0.7195	0.9948	0.6438	0.3930	0.6407	0.0	0.7715	0.2838	0.7866	0.8953	0.8290	0.0	0.9404	0.5629	0.9859	0.5352	0.3454	0.6319	0.0	0.6279	0.2282	0.6731	0.8132	0.6732
0.011	7.0	560	0.0879	0.5997	0.6685	0.9821	nan	0.9671	0.6648	0.9958	0.6874	0.4243	0.7062	0.0	0.7338	0.4770	0.6958	0.8821	0.7873	nan	0.9401	0.5521	0.9853	0.5423	0.3748	0.6963	0.0	0.6364	0.3411	0.6317	0.8141	0.6822
0.0223	7.25	580	0.0836	0.5618	0.7008	0.9828	nan	0.9655	0.7932	0.9949	0.6408	0.4581	0.7793	0.0	0.7566	0.4613	0.8328	0.9238	0.8036	0.0	0.9425	0.5730	0.9864	0.5425	0.3915	0.7304	0.0	0.6262	0.3381	0.6864	0.8082	0.6780
0.0235	7.5	600	0.0802	0.5442	0.6644	0.9820	nan	0.9698	0.8159	0.9946	0.6210	0.3709	0.7506	0.0	0.7284	0.3615	0.6790	0.8775	0.8036	0.0	0.9402	0.5549	0.9861	0.5270	0.3417	0.7226	0.0	0.6083	0.2811	0.6323	0.8111	0.6699
0.024	7.75	620	0.0840	0.5610	0.6912	0.9825	nan	0.9647	0.7553	0.9958	0.6243	0.4251	0.7889	0.0	0.7445	0.5093	0.7661	0.8961	0.8238	0.0	0.9411	0.5673	0.9861	0.5332	0.3796	0.7449	0.0	0.6391	0.3480	0.6597	0.8128	0.6807
0.0249	8.0	640	0.0788	0.5620	0.7050	0.9825	nan	0.9630	0.7566	0.9958	0.6841	0.4467	0.8518	0.0	0.7838	0.4447	0.8060	0.8886	0.8395	0.0	0.9411	0.5818	0.9864	0.5598	0.3887	0.7519	0.0	0.6023	0.3379	0.6752	0.8096	0.6715
0.0374	8.25	660	0.0837	0.5364	0.6481	0.9819	nan	0.9655	0.6522	0.9958	0.6735	0.4261	0.6387	0.0	0.7684	0.2747	0.7234	0.8922	0.7670	0.0	0.9394	0.5099	0.9851	0.5472	0.3767	0.6180	0.0	0.6438	0.2200	0.6504	0.8148	0.6675
0.0357	8.5	680	0.0824	0.5365	0.6670	0.9816	nan	0.9664	0.7482	0.9941	0.6642	0.4232	0.6392	0.0	0.7537	0.2918	0.7506	0.9110	0.8620	0.0	0.9386	0.5718	0.9856	0.5551	0.3594	0.6105	0.0	0.6427	0.2329	0.6500	0.8099	0.6186
0.064	8.75	700	0.0851	0.5285	0.6414	0.9814	nan	0.9646	0.6664	0.9958	0.6430	0.3991	0.8239	0.0	0.7734	0.2120	0.7500	0.8784	0.5899	0.0	0.9391	0.5353	0.9850	0.5423	0.3592	0.7122	0.0	0.6218	0.1723	0.6628	0.8125	0.5285
0.0204	9.0	720	0.0826	0.5556	0.6809	0.9828	nan	0.9685	0.7358	0.9955	0.6976	0.4181	0.8563	0.0	0.7695	0.3017	0.7220	0.8916	0.8139	0.0	0.9422	0.5916	0.9865	0.5502	0.3761	0.7492	0.0	0.6392	0.2473	0.6447	0.8157	0.6806
0.0398	9.25	740	0.0821	0.5610	0.6928	0.9824	nan	0.9679	0.7551	0.9951	0.6909	0.3863	0.8207	0.0	0.7728	0.4783	0.7088	0.9023	0.8350	0.0	0.9410	0.5876	0.9863	0.5647	0.3496	0.7593	0.0	0.6260	0.3618	0.6358	0.8129	0.6684
0.0259	9.5	760	0.0815	0.5562	0.6694	0.9824	nan	0.9701	0.6502	0.9956	0.6590	0.4724	0.7844	0.0	0.7608	0.4047	0.6387	0.8956	0.8017	0.0	0.9409	0.5456	0.9866	0.5535	0.3965	0.7438	0.0	0.6309	0.3401	0.5877	0.8177	0.6870
0.0321	9.75	780	0.0795	0.5456	0.6793	0.9826	nan	0.9667	0.6896	0.9953	0.7404	0.4503	0.8186	0.0	0.7618	0.2125	0.7536	0.9171	0.8460	0.0	0.9416	0.5655	0.9867	0.5374	0.3843	0.7409	0.0	0.6307	0.1809	0.6501	0.8053	0.6691
0.0478	10.0	800	0.0783	0.5582	0.6729	0.9833	nan	0.9686	0.7016	0.9955	0.6309	0.4621	0.7398	0.0	0.7495	0.3524	0.7846	0.9121	0.7772	0.0	0.9437	0.5617	0.9867	0.5388	0.4010	0.7053	0.0	0.6395	0.2974	0.6866	0.8137	0.6823
0.014	10.25	820	0.0793	0.5611	0.6778	0.9829	nan	0.9726	0.7196	0.9950	0.6223	0.4612	0.7219	0.0	0.7562	0.5254	0.6559	0.8917	0.8115	0.0	0.9427	0.5783	0.9866	0.5321	0.4020	0.7035	0.0	0.6434	0.3873	0.6219	0.8137	0.6828
0.2161	10.5	840	0.0821	0.5617	0.6968	0.9826	nan	0.9663	0.6878	0.9942	0.6696	0.4093	0.8160	0.0	0.7734	0.4504	0.8442	0.8964	0.8535	0.0	0.9412	0.5579	0.9863	0.5449	0.3703	0.7519	0.0	0.6295	0.3418	0.6945	0.8150	0.6688
0.0237	10.75	860	0.0880	0.5267	0.6243	0.9820	nan	0.9709	0.5374	0.9953	0.6304	0.4496	0.7139	0.0	0.6557	0.2034	0.6654	0.8917	0.7778	0.0	0.9411	0.4781	0.9864	0.5451	0.3816	0.6634	0.0	0.5434	0.2	0.6182	0.8146	0.6753
0.0217	11.0	880	0.0827	0.5440	0.6747	0.9821	nan	0.9633	0.4917	0.9961	0.7279	0.4805	0.8335	0.0	0.7562	0.2970	0.7605	0.9306	0.8596	0.0	0.9411	0.4359	0.9857	0.5573	0.4052	0.7489	0.0	0.6276	0.2592	0.6654	0.7977	0.6481
0.0278	11.25	900	0.0829	0.5466	0.6759	0.9824	nan	0.9644	0.5529	0.9957	0.7030	0.4411	0.8476	0.0	0.6274	0.4078	0.8201	0.9153	0.8359	0.0	0.9422	0.4861	0.9860	0.5641	0.3877	0.7260	0.0	0.5373	0.3026	0.6901	0.8069	0.6766
0.0189	11.5	920	0.0854	0.5453	0.6638	0.9821	nan	0.9667	0.5162	0.9953	0.6584	0.4540	0.6468	0.0	0.7629	0.4874	0.7518	0.8966	0.8295	0.0	0.9409	0.4609	0.9852	0.5603	0.4009	0.6194	0.0	0.6375	0.3321	0.6721	0.8157	0.6633
0.0246	11.75	940	0.0840	0.5633	0.6821	0.9827	nan	0.9727	0.6972	0.9943	0.6947	0.4788	0.8123	0.0	0.7627	0.3994	0.6791	0.9050	0.7893	0.0	0.9417	0.5654	0.9865	0.5623	0.4170	0.7321	0.0	0.6356	0.3639	0.6246	0.8146	0.6795
0.0291	12.0	960	0.0864	0.5630	0.6851	0.9829	nan	0.9685	0.7593	0.9955	0.6479	0.4141	0.7879	0.0	0.7638	0.4364	0.7190	0.9008	0.8285	0.0	0.9422	0.5874	0.9867	0.5499	0.3777	0.7347	0.0	0.6366	0.3627	0.6429	0.8170	0.6807
0.0342	12.25	980	0.0920	0.5518	0.6760	0.9818	nan	0.9623	0.6979	0.9963	0.6533	0.5421	0.6683	0.0	0.7796	0.3568	0.7224	0.9127	0.8208	0.0	0.9390	0.5592	0.9854	0.5584	0.4065	0.6234	0.0	0.6310	0.3333	0.6407	0.8140	0.6828
0.056	12.5	1000	0.0821	0.5598	0.6833	0.9827	nan	0.9667	0.7216	0.9958	0.6796	0.4786	0.7055	0.0	0.7695	0.4322	0.7238	0.9081	0.8186	0.0	0.9415	0.5809	0.9865	0.5463	0.4106	0.6764	0.0	0.6287	0.3668	0.6458	0.8145	0.6798
0.0187	12.75	1020	0.0844	0.5577	0.6745	0.9829	nan	0.9666	0.6894	0.9956	0.6286	0.4158	0.7774	0.0	0.7677	0.3639	0.7827	0.8927	0.8138	0.0	0.9420	0.5464	0.9863	0.5390	0.3814	0.7275	0.0	0.6314	0.3143	0.6830	0.8194	0.6799
0.0163	13.0	1040	0.0836	0.5562	0.6739	0.9832	nan	0.9700	0.6384	0.9953	0.7032	0.4484	0.8030	0.0	0.7533	0.3324	0.7575	0.8905	0.7951	0.0	0.9433	0.5255	0.9868	0.5491	0.4003	0.7321	0.0	0.6346	0.2837	0.6749	0.8186	0.6822
0.0213	13.25	1060	0.0820	0.5518	0.6753	0.9828	nan	0.9700	0.6971	0.9949	0.6853	0.5007	0.7935	0.0	0.7603	0.2626	0.7110	0.9098	0.8180	0.0	0.9420	0.5488	0.9868	0.5468	0.4215	0.7122	0.0	0.6321	0.2537	0.6369	0.8126	0.6795
0.0255	13.5	1080	0.0840	0.5509	0.6731	0.9824	nan	0.9689	0.7315	0.9953	0.6536	0.4624	0.7747	0.0	0.7151	0.3334	0.6769	0.9273	0.8385	0.0	0.9409	0.5613	0.9868	0.5430	0.4045	0.7302	0.0	0.6064	0.2971	0.6110	0.8041	0.6766
0.0144	13.75	1100	0.0823	0.5593	0.6954	0.9828	nan	0.9641	0.7522	0.9957	0.7065	0.4635	0.7005	0.0	0.7654	0.4164	0.8061	0.9211	0.8531	0.0	0.9421	0.5575	0.9868	0.5517	0.3998	0.6788	0.0	0.6343	0.3763	0.6756	0.8035	0.6640
0.0635	14.0	1120	0.0815	0.5669	0.6918	0.9831	nan	0.9671	0.7076	0.9960	0.6897	0.4688	0.7501	0.0	0.7737	0.4993	0.7455	0.8950	0.8091	0.0	0.9431	0.5578	0.9866	0.5482	0.4094	0.7205	0.0	0.6292	0.4150	0.6657	0.8153	0.6794
0.0124	14.25	1140	0.0811	0.5642	0.6895	0.9828	nan	0.9674	0.7175	0.9958	0.6424	0.4946	0.7598	0.0	0.7635	0.4947	0.7238	0.9147	0.8003	0.0	0.9422	0.5585	0.9865	0.5387	0.4154	0.7202	0.0	0.6311	0.4085	0.6476	0.8105	0.6760
0.0291	14.5	1160	0.0818	0.5648	0.7146	0.9825	nan	0.9635	0.7334	0.9955	0.7170	0.4671	0.8062	0.0	0.7676	0.5405	0.8005	0.9247	0.8592	0.0	0.9415	0.5516	0.9865	0.5576	0.4033	0.7464	0.0	0.6275	0.3904	0.6786	0.8048	0.6542
0.0301	14.75	1180	0.0826	0.5593	0.6842	0.9826	nan	0.9677	0.7056	0.9958	0.6529	0.4243	0.7545	0.0	0.7698	0.5141	0.7002	0.9100	0.8161	0.0	0.9416	0.5429	0.9866	0.5494	0.3808	0.7287	0.0	0.6288	0.3839	0.6357	0.8111	0.6819
0.0231	15.0	1200	0.0830	0.5492	0.6738	0.9827	nan	0.9698	0.7696	0.9948	0.6790	0.4207	0.8091	0.0	0.7374	0.2668	0.7259	0.9292	0.7830	0.0	0.9425	0.5543	0.9866	0.5503	0.3803	0.7504	0.0	0.6214	0.2354	0.6476	0.7921	0.6787
0.0179	15.25	1220	0.0836	0.6097	0.6992	0.9830	nan	0.9648	0.8107	0.9957	0.7148	0.4598	0.8140	0.0	0.7716	0.3238	0.8015	0.9039	0.8295	nan	0.9429	0.5573	0.9863	0.5651	0.4024	0.7464	0.0	0.6380	0.2876	0.6968	0.8151	0.6786
0.0593	15.5	1240	0.0820	0.6131	0.6856	0.9831	nan	0.9697	0.7313	0.9955	0.6322	0.4625	0.8001	0.0	0.7677	0.4440	0.6998	0.9094	0.8154	nan	0.9430	0.5781	0.9869	0.5380	0.4082	0.7585	0.0	0.6410	0.3733	0.6322	0.8129	0.6858
0.0329	15.75	1260	0.0820	0.6105	0.6742	0.9831	nan	0.9690	0.6439	0.9959	0.6141	0.4324	0.7569	0.0	0.7662	0.4809	0.7336	0.8939	0.8032	nan	0.9431	0.5438	0.9870	0.5303	0.3930	0.7369	0.0	0.6425	0.4051	0.6466	0.8160	0.6822
0.0208	16.0	1280	0.0842	0.6145	0.7003	0.9826	nan	0.9701	0.6954	0.9950	0.6856	0.4839	0.7670	0.0	0.7701	0.6091	0.6770	0.9137	0.8372	nan	0.9415	0.5675	0.9869	0.5625	0.4135	0.7356	0.0	0.6410	0.4348	0.6101	0.8098	0.6711
0.0268	16.25	1300	0.0870	0.6099	0.6799	0.9827	nan	0.9691	0.7517	0.9955	0.6349	0.4174	0.7668	0.0	0.7676	0.4671	0.6948	0.8987	0.7949	nan	0.9417	0.5899	0.9866	0.5503	0.3783	0.7397	0.0	0.6393	0.3690	0.6230	0.8156	0.6849
0.048	16.5	1320	0.0848	0.5628	0.6955	0.9830	nan	0.9652	0.7773	0.9959	0.7132	0.4747	0.8208	0.0	0.7712	0.3183	0.7757	0.9216	0.8124	0.0	0.9426	0.5844	0.9863	0.5586	0.4117	0.7440	0.0	0.6364	0.2824	0.6794	0.8071	0.6837
0.0296	16.75	1340	0.0817	0.5682	0.6954	0.9835	nan	0.9679	0.7311	0.9955	0.6683	0.4799	0.8171	0.0	0.7746	0.4096	0.7982	0.8986	0.8045	0.0	0.9443	0.5647	0.9870	0.5558	0.4185	0.7444	0.0	0.6309	0.3494	0.6944	0.8161	0.6805
0.0163	17.0	1360	0.0815	0.6194	0.6901	0.9831	nan	0.9686	0.7127	0.9956	0.6207	0.4772	0.7612	0.0	0.7660	0.5305	0.7354	0.9093	0.8042	nan	0.9431	0.5619	0.9864	0.5400	0.4160	0.7392	0.0	0.6363	0.4431	0.6687	0.8125	0.6858
0.0175	17.25	1380	0.0852	0.6159	0.6998	0.9828	nan	0.9680	0.7821	0.9956	0.6360	0.4301	0.7961	0.0	0.7698	0.5929	0.7089	0.9105	0.8078	nan	0.9422	0.5733	0.9865	0.5518	0.3883	0.7557	0.0	0.6340	0.4215	0.6409	0.8111	0.6852
0.0295	17.5	1400	0.0830	0.6157	0.6994	0.9828	nan	0.9685	0.7125	0.9951	0.6185	0.4659	0.7880	0.0	0.7693	0.6024	0.7309	0.9149	0.8268	nan	0.9422	0.5476	0.9866	0.5432	0.4089	0.7473	0.0	0.6327	0.4449	0.6504	0.8083	0.6769
0.0287	17.75	1420	0.0818	0.6182	0.7017	0.9831	nan	0.9686	0.7681	0.9948	0.6622	0.4733	0.7918	0.0	0.7675	0.4825	0.7727	0.9084	0.8300	nan	0.9432	0.5623	0.9867	0.5539	0.4103	0.7453	0.0	0.6328	0.4257	0.6721	0.8115	0.6749
0.0204	18.0	1440	0.0837	0.5652	0.6881	0.9826	nan	0.9720	0.7183	0.9942	0.6938	0.5251	0.8267	0.0	0.7620	0.3893	0.6823	0.9012	0.7926	0.0	0.9414	0.5556	0.9866	0.5603	0.4376	0.7469	0.0	0.6377	0.3640	0.6175	0.8153	0.6845
0.034	18.25	1460	0.0811	0.5721	0.6930	0.9830	nan	0.9688	0.6833	0.9952	0.6873	0.5026	0.7952	0.0	0.7598	0.4523	0.7534	0.9121	0.8065	0.0	0.9428	0.5486	0.9866	0.5606	0.4259	0.7480	0.0	0.6358	0.4241	0.6647	0.8139	0.6864
0.0276	18.5	1480	0.0848	0.5608	0.6702	0.9828	nan	0.9710	0.6534	0.9951	0.6440	0.4664	0.7771	0.0	0.7609	0.3680	0.6849	0.9073	0.8138	0.0	0.9421	0.5436	0.9866	0.5507	0.4070	0.7399	0.0	0.6374	0.3560	0.6312	0.8144	0.6821
0.0173	18.75	1500	0.0800	0.5756	0.7136	0.9833	nan	0.9670	0.7249	0.9955	0.6842	0.4772	0.8132	0.0	0.7722	0.5961	0.7923	0.9170	0.8241	0.0	0.9439	0.5674	0.9868	0.5651	0.4082	0.7648	0.0	0.6279	0.4479	0.6874	0.8076	0.6759
0.0126	19.0	1520	0.0826	0.6154	0.6909	0.9830	nan	0.9699	0.7137	0.9957	0.6199	0.4688	0.7551	0.0	0.7628	0.5922	0.6791	0.9104	0.8228	nan	0.9429	0.5701	0.9870	0.5428	0.4099	0.7314	0.0	0.6377	0.4494	0.6212	0.8108	0.6818
0.0494	19.25	1540	0.0827	0.5729	0.6952	0.9834	nan	0.9672	0.7305	0.9963	0.6293	0.4626	0.8081	0.0	0.7628	0.4952	0.7515	0.9096	0.8287	0.0	0.9442	0.5650	0.9871	0.5450	0.4116	0.7689	0.0	0.6375	0.4311	0.6698	0.8112	0.6770
0.0281	19.5	1560	0.0844	0.5665	0.6896	0.9832	nan	0.9696	0.7397	0.9954	0.6558	0.4426	0.8485	0.0	0.7716	0.4034	0.7219	0.9231	0.8034	0.0	0.9434	0.5710	0.9870	0.5491	0.4010	0.7792	0.0	0.6351	0.3635	0.6484	0.8032	0.6841
0.0391	19.75	1580	0.0807	0.5730	0.7013	0.9835	nan	0.9682	0.7656	0.9958	0.6868	0.4545	0.8555	0.0	0.7687	0.4369	0.7579	0.9085	0.8176	0.0	0.9445	0.5770	0.9872	0.5555	0.4059	0.7916	0.0	0.6310	0.3933	0.6728	0.8092	0.6811
0.0261	20.0	1600	0.0812	0.5709	0.6926	0.9834	nan	0.9684	0.7382	0.9957	0.6453	0.4847	0.8344	0.0	0.7695	0.4117	0.7566	0.9026	0.8038	0.0	0.9441	0.5720	0.9870	0.5505	0.4210	0.7693	0.0	0.6339	0.3727	0.6739	0.8139	0.6834
0.0174	20.25	1620	0.0823	0.5605	0.6835	0.9829	nan	0.9686	0.7192	0.9954	0.6658	0.4651	0.8560	0.0	0.7161	0.3462	0.7227	0.9247	0.8222	0.0	0.9427	0.5638	0.9871	0.5511	0.4137	0.7754	0.0	0.6094	0.3137	0.6460	0.8037	0.6796
0.0385	20.5	1640	0.0821	0.5674	0.6873	0.9830	nan	0.9673	0.6627	0.9960	0.6674	0.4642	0.8235	0.0	0.7500	0.4455	0.7447	0.9230	0.8029	0.0	0.9429	0.5511	0.9871	0.5523	0.4095	0.7681	0.0	0.6268	0.3920	0.6532	0.8060	0.6870
0.014	20.75	1660	0.0844	0.5660	0.6811	0.9827	nan	0.9701	0.7103	0.9955	0.6338	0.4694	0.8080	0.0	0.7513	0.4595	0.6625	0.9150	0.7983	0.0	0.9419	0.5668	0.9869	0.5456	0.4112	0.7606	0.0	0.6300	0.4090	0.6082	0.8107	0.6877
0.0466	21.0	1680	0.0805	0.5746	0.6986	0.9830	nan	0.9696	0.7390	0.9951	0.6259	0.4573	0.7823	0.0	0.7653	0.5899	0.7182	0.9045	0.8365	0.0	0.9426	0.5683	0.9869	0.5438	0.4038	0.7540	0.0	0.6353	0.4983	0.6409	0.8143	0.6815
0.0282	21.25	1700	0.0829	0.5735	0.7006	0.9830	nan	0.9662	0.7243	0.9956	0.6463	0.4472	0.7986	0.0	0.7574	0.5363	0.7846	0.9058	0.8447	0.0	0.9427	0.5599	0.9869	0.5492	0.4001	0.7622	0.0	0.6339	0.4658	0.6677	0.8125	0.6743
0.0444	21.5	1720	0.0840	0.5697	0.6907	0.9828	nan	0.9683	0.7399	0.9956	0.6492	0.4722	0.7966	0.0	0.7489	0.4788	0.7055	0.9020	0.8310	0.0	0.9423	0.5630	0.9867	0.5504	0.4147	0.7550	0.0	0.6289	0.4333	0.6383	0.8149	0.6787
0.0511	21.75	1740	0.0843	0.5735	0.7008	0.9828	nan	0.9684	0.7593	0.9952	0.6580	0.5023	0.7793	0.0	0.7698	0.5207	0.7245	0.8983	0.8337	0.0	0.9423	0.5651	0.9867	0.5562	0.4250	0.7433	0.0	0.6355	0.4626	0.6475	0.8163	0.6752
0.0345	22.0	1760	0.0838	0.5751	0.6982	0.9832	nan	0.9687	0.7134	0.9951	0.6618	0.4965	0.8062	0.0	0.7701	0.4798	0.7686	0.8975	0.8211	0.0	0.9434	0.5592	0.9867	0.5583	0.4243	0.7593	0.0	0.6359	0.4324	0.6770	0.8175	0.6824
0.0595	22.25	1780	0.0841	0.5736	0.6915	0.9833	nan	0.9685	0.7152	0.9954	0.6623	0.4855	0.7707	0.0	0.7568	0.4583	0.7764	0.9052	0.8043	0.0	0.9437	0.5623	0.9867	0.5513	0.4204	0.7458	0.0	0.6381	0.4226	0.6812	0.8170	0.6873
0.0344	22.5	1800	0.0848	0.5725	0.6902	0.9831	nan	0.9696	0.7330	0.9953	0.6429	0.4987	0.7933	0.0	0.7291	0.4653	0.7332	0.9109	0.8114	0.0	0.9434	0.5665	0.9866	0.5464	0.4289	0.7636	0.0	0.6281	0.4159	0.6617	0.8158	0.6855
0.0303	22.75	1820	0.0808	0.5789	0.7090	0.9830	nan	0.9673	0.7145	0.9952	0.6917	0.4804	0.7889	0.0	0.7626	0.5704	0.7753	0.9235	0.8382	0.0	0.9430	0.5570	0.9865	0.5630	0.4201	0.7605	0.0	0.6427	0.4900	0.6792	0.8076	0.6767
0.0309	23.0	1840	0.0842	0.5732	0.6918	0.9828	nan	0.9696	0.7291	0.9955	0.6766	0.4872	0.7946	0.0	0.7547	0.4996	0.6830	0.8984	0.8130	0.0	0.9422	0.5619	0.9867	0.5608	0.4231	0.7615	0.0	0.6351	0.4537	0.6216	0.8169	0.6887
0.0226	23.25	1860	0.0835	0.5726	0.6959	0.9827	nan	0.9682	0.7351	0.9954	0.6637	0.5063	0.8015	0.0	0.7621	0.4783	0.7114	0.9058	0.8229	0.0	0.9419	0.5637	0.9867	0.5617	0.4301	0.7518	0.0	0.6285	0.4399	0.6361	0.8163	0.6865
0.0223	23.5	1880	0.0827	0.5713	0.6841	0.9829	nan	0.9704	0.7246	0.9953	0.6422	0.4568	0.7787	0.0	0.7714	0.4837	0.7006	0.8910	0.7943	0.0	0.9425	0.5706	0.9868	0.5510	0.4065	0.7469	0.0	0.6349	0.4505	0.6330	0.8169	0.6868
0.0241	23.75	1900	0.0808	0.5735	0.6968	0.9830	nan	0.9684	0.7607	0.9952	0.6432	0.4624	0.7753	0.0	0.7770	0.5035	0.7498	0.9091	0.8176	0.0	0.9428	0.5757	0.9867	0.5490	0.4083	0.7473	0.0	0.6269	0.4623	0.6591	0.8134	0.6845
0.032	24.0	1920	0.0838	0.5764	0.7084	0.9829	nan	0.9664	0.7983	0.9955	0.6658	0.4729	0.7953	0.0	0.7785	0.5323	0.7625	0.9109	0.8229	0.0	0.9425	0.5808	0.9867	0.5567	0.4143	0.7563	0.0	0.6260	0.4671	0.6694	0.8128	0.6812
0.0208	24.25	1940	0.0866	0.5720	0.6936	0.9827	nan	0.9687	0.7746	0.9956	0.6389	0.4581	0.7859	0.0	0.7729	0.5337	0.6751	0.9041	0.8156	0.0	0.9417	0.5814	0.9867	0.5484	0.4099	0.7566	0.0	0.6316	0.4540	0.6232	0.8172	0.6858
0.023	24.5	1960	0.0842	0.5724	0.7009	0.9829	nan	0.9657	0.7654	0.9958	0.6555	0.4886	0.7888	0.0	0.7723	0.4656	0.7625	0.9133	0.8371	0.0	0.9424	0.5712	0.9866	0.5525	0.4217	0.7502	0.0	0.6351	0.4213	0.6702	0.8135	0.6769
0.0386	24.75	1980	0.0795	0.5684	0.6867	0.9831	nan	0.9694	0.7392	0.9950	0.5947	0.4634	0.7391	0.0	0.7687	0.4898	0.7521	0.9085	0.8206	0.0	0.9431	0.5669	0.9867	0.5232	0.4060	0.7226	0.0	0.6399	0.4406	0.6642	0.8143	0.6817
0.0161	25.0	2000	0.0799	0.5748	0.7004	0.9832	nan	0.9677	0.7562	0.9957	0.6484	0.4781	0.7540	0.0	0.7749	0.5451	0.7446	0.9206	0.8199	0.0	0.9434	0.5804	0.9868	0.5466	0.4157	0.7345	0.0	0.6317	0.4794	0.6640	0.8077	0.6825
0.0176	25.25	2020	0.0814	0.6171	0.6904	0.9830	nan	0.9687	0.7429	0.9956	0.6550	0.4916	0.7340	0.0	0.7736	0.4876	0.7020	0.9204	0.8136	nan	0.9427	0.5775	0.9867	0.5497	0.4200	0.7173	0.0	0.6365	0.4440	0.6366	0.8090	0.6852
0.0192	25.5	2040	0.0837	0.6197	0.6930	0.9831	nan	0.9680	0.7446	0.9956	0.6675	0.4926	0.7532	0.0	0.7729	0.4580	0.7398	0.9132	0.8112	nan	0.9429	0.5764	0.9866	0.5544	0.4224	0.7334	0.0	0.6386	0.4234	0.6577	0.8141	0.6861
0.0224	25.75	2060	0.0844	0.5741	0.6967	0.9832	nan	0.9683	0.7479	0.9954	0.6780	0.4953	0.7808	0.0	0.7727	0.4483	0.7601	0.9090	0.8044	0.0	0.9434	0.5752	0.9866	0.5611	0.4255	0.7479	0.0	0.6384	0.4135	0.6712	0.8152	0.6858
0.0181	26.0	2080	0.0844	0.5733	0.7004	0.9831	nan	0.9684	0.7702	0.9956	0.6971	0.4893	0.8370	0.0	0.7719	0.4398	0.7215	0.9066	0.8072	0.0	0.9429	0.5776	0.9867	0.5678	0.4280	0.7670	0.0	0.6385	0.3926	0.6499	0.8163	0.6861
0.0141	26.25	2100	0.0849	0.5752	0.7079	0.9829	nan	0.9671	0.7740	0.9956	0.7013	0.4902	0.8473	0.0	0.7719	0.4770	0.7378	0.9144	0.8183	0.0	0.9425	0.5769	0.9867	0.5703	0.4293	0.7698	0.0	0.6359	0.4145	0.6549	0.8121	0.6853
0.0161	26.5	2120	0.0839	0.5771	0.7076	0.9830	nan	0.9666	0.7686	0.9956	0.6714	0.4878	0.8238	0.0	0.7717	0.5097	0.7579	0.9170	0.8216	0.0	0.9425	0.5774	0.9866	0.5635	0.4281	0.7661	0.0	0.6354	0.4427	0.6641	0.8110	0.6843
0.0178	26.75	2140	0.0835	0.5766	0.7046	0.9830	nan	0.9667	0.7532	0.9955	0.6549	0.4722	0.8044	0.0	0.7727	0.5311	0.7637	0.9195	0.8214	0.0	0.9425	0.5723	0.9865	0.5577	0.4195	0.7658	0.0	0.6341	0.4569	0.6700	0.8079	0.6831
0.0098	27.0	2160	0.0845	0.5740	0.6986	0.9829	nan	0.9677	0.7523	0.9954	0.6655	0.4864	0.8113	0.0	0.7723	0.4608	0.7429	0.9155	0.8130	0.0	0.9425	0.5715	0.9866	0.5630	0.4271	0.7631	0.0	0.6369	0.4153	0.6605	0.8104	0.6848
0.0184	27.25	2180	0.0855	0.5691	0.6928	0.9828	nan	0.9674	0.7577	0.9955	0.6540	0.4928	0.8202	0.0	0.7723	0.3929	0.7282	0.9171	0.8156	0.0	0.9422	0.5725	0.9866	0.5581	0.4289	0.7646	0.0	0.6378	0.3634	0.6501	0.8091	0.6854
0.039	27.5	2200	0.0845	0.5789	0.7055	0.9830	nan	0.9658	0.7512	0.9960	0.6575	0.4935	0.8042	0.0	0.7704	0.5337	0.7533	0.9199	0.8205	0.0	0.9425	0.5746	0.9865	0.5567	0.4306	0.7675	0.0	0.6374	0.4731	0.6631	0.8078	0.6860
0.0271	27.75	2220	0.0821	0.5748	0.6923	0.9829	nan	0.9683	0.7206	0.9956	0.6202	0.4643	0.7766	0.0	0.7693	0.5379	0.7229	0.9189	0.8126	0.0	0.9424	0.5712	0.9865	0.5429	0.4156	0.7540	0.0	0.6377	0.4749	0.6504	0.8100	0.6870
0.0483	28.0	2240	0.0850	0.5750	0.6965	0.9829	nan	0.9685	0.7324	0.9955	0.6620	0.4739	0.8013	0.0	0.7718	0.5074	0.7166	0.9149	0.8132	0.0	0.9424	0.5726	0.9866	0.5604	0.4210	0.7623	0.0	0.6380	0.4475	0.6467	0.8121	0.6860
0.0237	28.25	2260	0.0861	0.5759	0.7032	0.9829	nan	0.9684	0.7609	0.9956	0.6877	0.4861	0.8259	0.0	0.7716	0.5110	0.6989	0.9169	0.8157	0.0	0.9423	0.5776	0.9866	0.5665	0.4266	0.7713	0.0	0.6375	0.4435	0.6371	0.8110	0.6862
0.0151	28.5	2280	0.0850	0.5767	0.7078	0.9829	nan	0.9675	0.7526	0.9956	0.6955	0.4814	0.8314	0.0	0.7727	0.5293	0.7256	0.9236	0.8190	0.0	0.9425	0.5737	0.9867	0.5669	0.4248	0.7726	0.0	0.6366	0.4509	0.6505	0.8061	0.6857
0.0264	28.75	2300	0.0831	0.5808	0.7161	0.9830	nan	0.9672	0.7580	0.9954	0.6813	0.4871	0.8092	0.0	0.7734	0.6232	0.7508	0.9272	0.8207	0.0	0.9428	0.5735	0.9866	0.5631	0.4260	0.7688	0.0	0.6345	0.5022	0.6632	0.8039	0.6854
0.0263	29.0	2320	0.0824	0.5796	0.7059	0.9830	nan	0.9673	0.7431	0.9957	0.6560	0.4774	0.8008	0.0	0.7690	0.5859	0.7474	0.9174	0.8113	0.0	0.9428	0.5741	0.9866	0.5539	0.4222	0.7665	0.0	0.6358	0.4935	0.6622	0.8102	0.6873
0.027	29.25	2340	0.0831	0.5793	0.7088	0.9830	nan	0.9675	0.7558	0.9955	0.6636	0.4847	0.8083	0.0	0.7711	0.5789	0.7388	0.9216	0.8198	0.0	0.9426	0.5745	0.9866	0.5571	0.4257	0.7688	0.0	0.6361	0.4887	0.6588	0.8072	0.6852
0.0349	29.5	2360	0.0846	0.5769	0.7015	0.9829	nan	0.9684	0.7587	0.9954	0.6640	0.4845	0.8079	0.0	0.7721	0.5181	0.7260	0.9132	0.8100	0.0	0.9425	0.5734	0.9865	0.5586	0.4255	0.7667	0.0	0.6367	0.4597	0.6525	0.8119	0.6857
0.0215	29.75	2380	0.0836	0.5767	0.7009	0.9830	nan	0.9681	0.7506	0.9956	0.6705	0.4632	0.8160	0.0	0.7706	0.5327	0.7285	0.9023	0.8128	0.0	0.9426	0.5745	0.9866	0.5602	0.4156	0.7713	0.0	0.6368	0.4550	0.6530	0.8153	0.6859
0.0229	30.0	2400	0.0828	0.5797	0.7094	0.9830	nan	0.9668	0.7593	0.9957	0.6593	0.4824	0.7975	0.0	0.7704	0.5950	0.7476	0.9201	0.8189	0.0	0.9426	0.5748	0.9866	0.5556	0.4243	0.7642	0.0	0.6348	0.4980	0.6612	0.8083	0.6860

Framework versions

• Transformers 4.39.3
• Pytorch 2.2.1+cu121
• Datasets 2.18.0
• Tokenizers 0.15.2