segformer-b4-finetuned-segments-greenhousev7-oct-26

This model is a fine-tuned version of nvidia/mit-b4 on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.1823
• Mean Iou: 0.5933
• Mean Accuracy: 0.7590
• Overall Accuracy: 0.9611
• F1 Score: 0.9591
• Recall: 0.9611
• Accuracy Unlabeled: nan
• Accuracy Object: 0.8159
• Accuracy Road: nan
• Accuracy Plant: 0.9561
• Accuracy Iron: 0.7609
• Accuracy Wood: 0.2879
• Accuracy Wall: 0.9822
• Accuracy Raw Road: 0.9913
• Accuracy Bottom Wall: 0.6150
• Accuracy Roof: 0.8039
• Accuracy Grass: 0.3579
• Accuracy Mulch: 0.9268
• Accuracy Person: nan
• Accuracy Tomato: 0.8517
• Iou Unlabeled: 0.0
• Iou Object: 0.4932
• Iou Road: nan
• Iou Plant: 0.9034
• Iou Iron: 0.6462
• Iou Wood: 0.2833
• Iou Wall: 0.8592
• Iou Raw Road: 0.9823
• Iou Bottom Wall: 0.5806
• Iou Roof: 0.4691
• Iou Grass: 0.3485
• Iou Mulch: 0.8715
• Iou Person: nan
• Iou Tomato: 0.6818

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: 2
• eval_batch_size: 2
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 15

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	F1 Score	Recall	Accuracy Unlabeled	Accuracy Object	Accuracy Road	Accuracy Plant	Accuracy Iron	Accuracy Wood	Accuracy Wall	Accuracy Raw Road	Accuracy Bottom Wall	Accuracy Roof	Accuracy Grass	Accuracy Mulch	Accuracy Person	Accuracy Tomato	Iou Unlabeled	Iou Object	Iou Road	Iou Plant	Iou Iron	Iou Wood	Iou Wall	Iou Raw Road	Iou Bottom Wall	Iou Roof	Iou Grass	Iou Mulch	Iou Person	Iou Tomato
0.3919	0.14	20	0.8512	0.2678	0.3096	0.8916	0.8896	0.8916	nan	0.0	nan	0.9658	0.0	0.0	0.6396	0.9534	0.0	0.0	0.0003	0.8465	nan	0.0	nan	0.0	nan	0.8156	0.0	0.0	0.5755	0.9332	0.0	0.0	0.0003	0.6210	nan	0.0
1.021	0.29	40	0.3175	0.3207	0.3613	0.9301	0.9280	0.9301	nan	0.0	nan	0.9629	0.0001	0.0	0.9502	0.9838	0.0660	0.1241	0.0	0.8872	nan	0.0	nan	0.0	nan	0.8625	0.0001	0.0	0.7112	0.9620	0.0647	0.1222	0.0	0.8056	nan	0.0
0.1762	0.43	60	0.2401	0.4089	0.4541	0.9419	0.9398	0.9419	nan	0.0	nan	0.9616	0.0988	0.0	0.9548	0.9870	0.4990	0.5960	0.0	0.8976	nan	0.0	nan	0.0	nan	0.8713	0.0960	0.0	0.8035	0.9710	0.4063	0.5231	0.0	0.8262	nan	0.0
0.1642	0.57	80	0.2492	0.3622	0.4078	0.9392	0.9371	0.9392	nan	0.0	nan	0.9635	0.2191	0.0	0.9445	0.9891	0.4933	0.0104	0.0	0.8662	nan	0.0	nan	0.0	nan	0.8727	0.2058	0.0	0.7502	0.9727	0.3484	0.0104	0.0	0.8241	nan	0.0
0.1159	0.71	100	0.2089	0.4297	0.4866	0.9429	0.9408	0.9429	nan	0.0	nan	0.9560	0.4492	0.0	0.8957	0.9902	0.4988	0.6567	0.0	0.9049	nan	0.0011	nan	0.0	nan	0.8810	0.3798	0.0	0.7430	0.9727	0.3817	0.5276	0.0	0.8395	nan	0.0011
0.2313	0.86	120	0.2007	0.4509	0.5179	0.9434	0.9413	0.9434	nan	0.0	nan	0.9513	0.4775	0.0	0.8149	0.9900	0.7215	0.7770	0.0	0.9151	nan	0.0491	nan	0.0	nan	0.8794	0.3991	0.0	0.7366	0.9724	0.4818	0.6019	0.0	0.8391	nan	0.0491
3.5075	1.0	140	0.2049	0.3788	0.4644	0.9397	0.9376	0.9397	nan	0.0	nan	0.9014	0.4312	0.0	0.8908	0.9857	0.7117	0.0846	0.0	0.9654	nan	0.1372	0.0	0.0	nan	0.8569	0.3873	0.0	0.7868	0.9755	0.5212	0.0843	0.0	0.7960	nan	0.1371
0.106	1.14	160	0.1944	0.4619	0.5221	0.9427	0.9406	0.9427	nan	0.0	nan	0.9809	0.5768	0.0	0.7839	0.9908	0.7474	0.5851	0.0	0.8568	nan	0.2212	nan	0.0	nan	0.8697	0.4694	0.0	0.7300	0.9768	0.4811	0.5086	0.0	0.8264	nan	0.2193
0.1276	1.29	180	0.1811	0.4781	0.5369	0.9488	0.9467	0.9488	nan	0.0	nan	0.9615	0.6833	0.0	0.8272	0.9916	0.7762	0.3022	0.0	0.9024	nan	0.4616	nan	0.0	nan	0.8874	0.5359	0.0	0.7658	0.9762	0.5236	0.2926	0.0	0.8481	nan	0.4290
0.1037	1.43	200	0.1851	0.5057	0.6343	0.9468	0.9447	0.9468	nan	0.0794	nan	0.9369	0.4941	0.0352	0.8275	0.9923	0.8193	0.9250	0.0	0.9177	nan	0.9495	nan	0.0791	nan	0.8820	0.4246	0.0352	0.7630	0.9734	0.5419	0.5715	0.0	0.8514	nan	0.4407
0.2826	1.57	220	0.1876	0.5088	0.5653	0.9517	0.9496	0.9517	nan	0.0553	nan	0.9769	0.7308	0.0	0.9475	0.9889	0.5985	0.6404	0.0	0.8844	nan	0.3958	nan	0.0552	nan	0.8809	0.5404	0.0	0.8383	0.9785	0.5504	0.5386	0.0	0.8420	nan	0.3720
0.2261	1.71	240	0.1819	0.5037	0.5564	0.9527	0.9506	0.9527	nan	0.0561	nan	0.9577	0.6404	0.0	0.9608	0.9907	0.6123	0.6219	0.0	0.9156	nan	0.3652	nan	0.0561	nan	0.8863	0.5084	0.0	0.8400	0.9780	0.5274	0.5412	0.0	0.8543	nan	0.3494
0.1437	1.86	260	0.1843	0.4546	0.6228	0.9503	0.9482	0.9503	nan	0.1214	nan	0.9420	0.5937	0.0	0.9169	0.9875	0.6180	0.9442	0.0	0.9452	nan	0.7814	0.0	0.1205	nan	0.8839	0.4872	0.0	0.8053	0.9789	0.5055	0.2275	0.0	0.8487	nan	0.5980
0.1129	2.0	280	0.1931	0.5141	0.6361	0.9544	0.9523	0.9544	nan	0.4238	nan	0.9657	0.7673	0.0	0.9743	0.9910	0.5719	0.5825	0.0	0.8929	nan	0.8282	0.0	0.4033	nan	0.8870	0.5661	0.0	0.8469	0.9788	0.5397	0.4835	0.0	0.8536	nan	0.6100
0.123	2.14	300	0.2105	0.5034	0.6691	0.9531	0.9510	0.9531	nan	0.6047	nan	0.9660	0.5893	0.0	0.9849	0.9910	0.5402	0.9782	0.0	0.8894	nan	0.8162	0.0	0.3887	nan	0.8881	0.4967	0.0	0.8231	0.9793	0.5147	0.4599	0.0	0.8514	nan	0.6384
0.1713	2.29	320	0.1888	0.4682	0.5890	0.9524	0.9503	0.9524	nan	0.5727	nan	0.9680	0.5506	0.0	0.9447	0.9914	0.6693	0.0073	0.0	0.8810	nan	0.8938	0.0	0.4185	nan	0.8856	0.4760	0.0	0.8249	0.9784	0.5608	0.0073	0.0	0.8471	nan	0.6206
0.0824	2.43	340	0.1729	0.5427	0.6860	0.9558	0.9537	0.9558	nan	0.7853	nan	0.9664	0.7321	0.0	0.9399	0.9903	0.6718	0.7127	0.0	0.9011	nan	0.8463	0.0	0.5521	nan	0.8902	0.5405	0.0	0.8484	0.9795	0.6019	0.5753	0.0	0.8562	nan	0.6688
0.0758	2.57	360	0.2078	0.4782	0.6374	0.9538	0.9517	0.9538	nan	0.9375	nan	0.9594	0.7613	0.0	0.9833	0.9873	0.5414	0.6526	0.0	0.9190	nan	0.2692	0.0	0.2840	nan	0.8906	0.5755	0.0	0.8445	0.9803	0.5263	0.5096	0.0	0.8605	nan	0.2672
0.1246	2.71	380	0.1862	0.5093	0.6859	0.9516	0.9495	0.9516	nan	0.9242	nan	0.9641	0.6229	0.0	0.8730	0.9882	0.7963	0.6234	0.0	0.8952	nan	0.8578	0.0	0.4199	nan	0.8910	0.4908	0.0	0.8010	0.9795	0.5309	0.4913	0.0	0.8555	nan	0.6523
0.1101	2.86	400	0.1633	0.5213	0.7274	0.9552	0.9531	0.9552	nan	0.9319	nan	0.9412	0.8182	0.0060	0.9633	0.9915	0.5912	0.9311	0.0014	0.9274	nan	0.8980	0.0	0.4085	nan	0.8892	0.6059	0.0060	0.8501	0.9792	0.5611	0.4935	0.0014	0.8614	nan	0.5990
0.1225	3.0	420	0.1639	0.5378	0.7035	0.9563	0.9542	0.9563	nan	0.8218	nan	0.9523	0.7030	0.0014	0.9795	0.9909	0.6144	0.8501	0.0	0.9184	nan	0.9069	0.0	0.4882	nan	0.8929	0.5696	0.0014	0.8523	0.9803	0.5673	0.6308	0.0	0.8594	nan	0.6111
0.0906	3.14	440	0.1706	0.5183	0.7215	0.9549	0.9528	0.9549	nan	0.8877	nan	0.9363	0.7438	0.0014	0.9740	0.9913	0.5882	0.9839	0.0	0.9358	nan	0.8938	0.0	0.4573	nan	0.8861	0.5982	0.0014	0.8458	0.9810	0.5565	0.4060	0.0	0.8556	nan	0.6318
0.0952	3.29	460	0.1826	0.5112	0.6749	0.9544	0.9522	0.9544	nan	0.8409	nan	0.9385	0.7830	0.0	0.9701	0.9909	0.6085	0.9470	0.0	0.9360	nan	0.4092	0.0	0.4290	nan	0.8850	0.6032	0.0	0.8490	0.9801	0.5621	0.5697	0.0	0.8542	nan	0.4016
0.0594	3.43	480	0.1900	0.4863	0.6199	0.9546	0.9524	0.9546	nan	0.7660	nan	0.9613	0.8442	0.0	0.9777	0.9910	0.5615	0.7162	0.0	0.9066	nan	0.0939	0.0	0.4172	nan	0.8886	0.5902	0.0	0.8520	0.9798	0.5312	0.6240	0.0	0.8595	nan	0.0937
0.0918	3.57	500	0.1653	0.5210	0.6713	0.9561	0.9542	0.9561	nan	0.8898	nan	0.9564	0.7377	0.0	0.9010	0.9910	0.7984	0.4567	0.0000	0.9158	nan	0.7380	0.0	0.3875	nan	0.8936	0.5811	0.0	0.8392	0.9800	0.6185	0.4351	0.0000	0.8655	nan	0.6519
0.0604	3.71	520	0.1698	0.5524	0.7169	0.9564	0.9543	0.9564	nan	0.8741	nan	0.9476	0.6950	0.3069	0.9769	0.9908	0.6172	0.6485	0.0001	0.9270	nan	0.9023	0.0	0.4080	nan	0.8910	0.5800	0.3047	0.8565	0.9800	0.5758	0.5918	0.0001	0.8652	nan	0.5756
0.0909	3.86	540	0.1732	0.5031	0.6576	0.9546	0.9525	0.9546	nan	0.8069	nan	0.9533	0.6488	0.2151	0.9246	0.9886	0.7118	0.1426	0.0	0.9249	nan	0.9175	0.0	0.4372	nan	0.8914	0.5364	0.2141	0.8287	0.9802	0.5541	0.1417	0.0	0.8646	nan	0.5889
0.0748	4.0	560	0.1730	0.5599	0.6850	0.9571	0.9550	0.9571	nan	0.7272	nan	0.9644	0.6820	0.2626	0.9813	0.9901	0.5949	0.5943	0.0	0.9126	nan	0.8255	0.0	0.5413	nan	0.8927	0.5673	0.2613	0.8510	0.9810	0.5519	0.5471	0.0	0.8640	nan	0.6612
0.7684	4.14	580	0.1705	0.5546	0.7184	0.9568	0.9547	0.9568	nan	0.7328	nan	0.9677	0.8193	0.1112	0.9707	0.9913	0.6072	0.9380	0.0029	0.8935	nan	0.8683	0.0	0.5036	nan	0.8936	0.6207	0.0952	0.8547	0.9802	0.5635	0.6085	0.0029	0.8581	nan	0.6745
0.0494	4.29	600	0.1807	0.5683	0.7639	0.9581	0.9560	0.9581	nan	0.8907	nan	0.9411	0.8267	0.0427	0.9673	0.9885	0.6236	0.9300	0.4457	0.9397	nan	0.8074	0.0	0.4168	nan	0.8995	0.6120	0.0308	0.8539	0.9799	0.5696	0.4982	0.4400	0.8611	nan	0.6582
0.0705	4.43	620	0.1879	0.5495	0.7388	0.9565	0.9544	0.9565	nan	0.8648	nan	0.9438	0.7232	0.1360	0.9844	0.9869	0.6055	0.9536	0.1718	0.9422	nan	0.8147	0.0	0.4316	nan	0.8950	0.5759	0.0851	0.8470	0.9799	0.5661	0.5223	0.1698	0.8618	nan	0.6595
0.1133	4.57	640	0.1700	0.5588	0.7297	0.9561	0.9540	0.9561	nan	0.8263	nan	0.9462	0.5719	0.3469	0.9798	0.9906	0.6122	0.9715	0.0289	0.9340	nan	0.8187	0.0	0.4410	nan	0.8910	0.5208	0.3418	0.8487	0.9790	0.5704	0.5601	0.0287	0.8642	nan	0.6597
0.0929	4.71	660	0.1758	0.5420	0.7064	0.9561	0.9542	0.9561	nan	0.9229	nan	0.9572	0.6571	0.2301	0.9875	0.9915	0.6017	0.6024	0.0273	0.9049	nan	0.8883	0.0	0.4031	nan	0.8916	0.5650	0.2295	0.8517	0.9802	0.5704	0.5582	0.0271	0.8642	nan	0.5625
0.0759	4.86	680	0.1746	0.5507	0.7190	0.9562	0.9542	0.9562	nan	0.8672	nan	0.9431	0.6978	0.1615	0.9772	0.9888	0.6158	0.7926	0.0097	0.9407	nan	0.9151	0.0	0.4794	nan	0.8892	0.5714	0.1612	0.8567	0.9806	0.5663	0.6825	0.0096	0.8654	nan	0.5459
0.0691	5.0	700	0.1819	0.5569	0.7309	0.9563	0.9542	0.9563	nan	0.8427	nan	0.9451	0.7247	0.2028	0.9751	0.9898	0.5957	0.9014	0.0063	0.9358	nan	0.9210	0.0	0.4927	nan	0.8897	0.5910	0.2023	0.8545	0.9800	0.5650	0.6963	0.0063	0.8650	nan	0.5401
0.2117	5.14	720	0.1836	0.5577	0.7358	0.9560	0.9541	0.9560	nan	0.8783	nan	0.9417	0.7072	0.2352	0.9810	0.9903	0.6046	0.9603	0.0100	0.9349	nan	0.8502	0.0	0.4193	nan	0.8894	0.6013	0.2333	0.8525	0.9801	0.5659	0.6217	0.0100	0.8617	nan	0.6568
0.0782	5.29	740	0.1796	0.5423	0.7466	0.9564	0.9546	0.9564	nan	0.9102	nan	0.9527	0.7585	0.2166	0.9631	0.9917	0.6055	0.9810	0.0128	0.9164	nan	0.9039	0.0	0.3864	nan	0.8938	0.5970	0.2148	0.8504	0.9802	0.5690	0.5235	0.0127	0.8658	nan	0.6136
0.0861	5.43	760	0.1930	0.5482	0.7161	0.9574	0.9555	0.9574	nan	0.8984	nan	0.9535	0.7075	0.0576	0.9854	0.9895	0.6196	0.8142	0.0143	0.9253	nan	0.9121	0.0	0.4149	nan	0.8936	0.5937	0.0576	0.8588	0.9817	0.5759	0.7075	0.0143	0.8668	nan	0.6138
0.0924	5.57	780	0.1630	0.5384	0.7310	0.9571	0.9551	0.9571	nan	0.8024	nan	0.9496	0.7192	0.1818	0.9642	0.9916	0.6365	0.9409	0.0140	0.9261	nan	0.9145	0.0	0.4536	nan	0.8929	0.6026	0.1813	0.8528	0.9807	0.5795	0.4029	0.0140	0.8664	nan	0.6346
0.0974	5.71	800	0.1629	0.5197	0.7423	0.9556	0.9536	0.9556	nan	0.8012	nan	0.9570	0.7377	0.1950	0.8993	0.9888	0.7564	0.9704	0.0192	0.9209	nan	0.9191	0.0	0.4069	nan	0.8939	0.6008	0.1934	0.8269	0.9808	0.6093	0.2249	0.0191	0.8645	nan	0.6159
0.067	5.86	820	0.1706	0.5545	0.7182	0.9570	0.9550	0.9570	nan	0.7975	nan	0.9492	0.7066	0.2744	0.9739	0.9897	0.6084	0.7291	0.0125	0.9350	nan	0.9242	0.0	0.4655	nan	0.8931	0.5965	0.2722	0.8568	0.9802	0.5658	0.5047	0.0118	0.8665	nan	0.6403
0.0847	6.0	840	0.1759	0.5474	0.6879	0.9575	0.9554	0.9575	nan	0.7776	nan	0.9587	0.6721	0.2957	0.9856	0.9909	0.6148	0.4049	0.0127	0.9152	nan	0.9390	0.0	0.5000	nan	0.8946	0.5837	0.2900	0.8544	0.9803	0.5703	0.3932	0.0123	0.8673	nan	0.6225
0.0807	6.14	860	0.1802	0.5240	0.6677	0.9559	0.9538	0.9559	nan	0.7847	nan	0.9642	0.6701	0.1578	0.9933	0.9903	0.5905	0.3216	0.0272	0.8969	nan	0.9481	0.0	0.4992	nan	0.8916	0.5731	0.1576	0.8403	0.9805	0.5507	0.3164	0.0263	0.8613	nan	0.5914
0.0814	6.29	880	0.1617	0.5700	0.7435	0.9589	0.9569	0.9589	nan	0.7495	nan	0.9466	0.8018	0.1879	0.9725	0.9909	0.6070	0.8622	0.2359	0.9362	nan	0.8884	0.0	0.5156	nan	0.8987	0.6397	0.1875	0.8539	0.9805	0.5663	0.4289	0.2278	0.8680	nan	0.6730
0.0508	6.43	900	0.1845	0.5677	0.7530	0.9590	0.9570	0.9590	nan	0.8164	nan	0.9514	0.8060	0.1253	0.9689	0.9886	0.6098	0.9409	0.3473	0.9358	nan	0.7927	0.0	0.4766	nan	0.9002	0.6336	0.1250	0.8536	0.9807	0.5727	0.4106	0.3116	0.8668	nan	0.6815
0.0657	6.57	920	0.1953	0.5850	0.7461	0.9590	0.9569	0.9590	nan	0.8159	nan	0.9628	0.7618	0.1288	0.9859	0.9881	0.6039	0.9399	0.3262	0.9164	nan	0.7773	0.0	0.4774	nan	0.9001	0.6115	0.1286	0.8552	0.9806	0.5680	0.6694	0.2861	0.8670	nan	0.6763
0.049	6.71	940	0.1799	0.5921	0.7551	0.9597	0.9577	0.9597	nan	0.8352	nan	0.9558	0.7660	0.1436	0.9780	0.9879	0.6142	0.9437	0.3808	0.9329	nan	0.7684	0.0	0.5134	nan	0.9022	0.6237	0.1433	0.8570	0.9806	0.5701	0.6352	0.3385	0.8681	nan	0.6734
0.0519	6.86	960	0.1878	0.5871	0.7469	0.9598	0.9577	0.9598	nan	0.8714	nan	0.9583	0.7763	0.1063	0.9846	0.9918	0.6032	0.8894	0.2739	0.9148	nan	0.8453	0.0	0.4960	nan	0.9011	0.6286	0.1062	0.8574	0.9811	0.5656	0.6964	0.2736	0.8688	nan	0.6704
0.0704	7.0	980	0.1861	0.5746	0.7299	0.9592	0.9573	0.9592	nan	0.8812	nan	0.9511	0.7860	0.1569	0.9862	0.9899	0.5891	0.6868	0.2110	0.9339	nan	0.8565	0.0	0.4457	nan	0.8999	0.6382	0.1564	0.8576	0.9813	0.5609	0.6231	0.2109	0.8693	nan	0.6516
0.0437	7.14	1000	0.1828	0.5732	0.7427	0.9595	0.9576	0.9595	nan	0.8600	nan	0.9601	0.7820	0.0764	0.9791	0.9901	0.6141	0.8654	0.2428	0.9181	nan	0.8812	0.0	0.4499	nan	0.9016	0.6244	0.0763	0.8593	0.9814	0.5682	0.6592	0.2427	0.8690	nan	0.6467
0.071	7.29	1020	0.1875	0.5814	0.7466	0.9595	0.9575	0.9595	nan	0.8536	nan	0.9521	0.7731	0.1509	0.9861	0.9913	0.5963	0.8847	0.2254	0.9275	nan	0.8716	0.0	0.4816	nan	0.9012	0.6311	0.1507	0.8568	0.9809	0.5605	0.6576	0.2253	0.8695	nan	0.6612
0.0789	7.43	1040	0.1898	0.5705	0.7479	0.9590	0.9569	0.9590	nan	0.8200	nan	0.9649	0.6972	0.1783	0.9745	0.9914	0.6105	0.9514	0.2731	0.9060	nan	0.8599	0.0	0.4824	nan	0.9000	0.6008	0.1781	0.8521	0.9811	0.5668	0.4829	0.2720	0.8641	nan	0.6660
0.1251	7.57	1060	0.1796	0.5664	0.7606	0.9598	0.9578	0.9598	nan	0.8186	nan	0.9566	0.7743	0.1460	0.9693	0.9904	0.6042	0.9639	0.3588	0.9263	nan	0.8581	0.0	0.4751	nan	0.9034	0.6348	0.1459	0.8494	0.9815	0.5716	0.3418	0.3450	0.8681	nan	0.6802
0.0817	7.71	1080	0.1840	0.5830	0.7742	0.9593	0.9575	0.9593	nan	0.7605	nan	0.9651	0.7064	0.4122	0.9694	0.9882	0.6112	0.9660	0.3217	0.9198	nan	0.8953	0.0	0.4961	nan	0.9020	0.6102	0.3982	0.8501	0.9809	0.5747	0.3400	0.3058	0.8679	nan	0.6706
0.0586	7.86	1100	0.1874	0.5800	0.7601	0.9583	0.9564	0.9583	nan	0.8447	nan	0.9496	0.7391	0.4411	0.9828	0.9913	0.5953	0.9125	0.0653	0.9302	nan	0.9093	0.0	0.4932	nan	0.8953	0.6275	0.4214	0.8558	0.9809	0.5723	0.5464	0.0629	0.8694	nan	0.6349
0.0854	8.0	1120	0.1803	0.5727	0.7450	0.9583	0.9565	0.9583	nan	0.8502	nan	0.9582	0.7473	0.3024	0.9703	0.9896	0.6119	0.8652	0.0713	0.9250	nan	0.9041	0.0	0.5054	nan	0.8974	0.6051	0.2955	0.8542	0.9808	0.5757	0.5663	0.0683	0.8697	nan	0.6537
0.0725	8.14	1140	0.1899	0.5671	0.7707	0.9581	0.9562	0.9581	nan	0.8786	nan	0.9563	0.7415	0.4362	0.9756	0.9911	0.6033	0.9661	0.1274	0.9167	nan	0.8846	0.0	0.4567	nan	0.8969	0.6204	0.4133	0.8498	0.9809	0.5701	0.3880	0.1262	0.8681	nan	0.6353
0.0956	8.29	1160	0.1764	0.5887	0.7281	0.9587	0.9567	0.9587	nan	0.7778	nan	0.9437	0.6547	0.3939	0.9817	0.9915	0.6281	0.5035	0.2791	0.9361	nan	0.9191	0.0	0.5296	nan	0.8977	0.5789	0.3794	0.8567	0.9802	0.5736	0.4810	0.2581	0.8668	nan	0.6629
0.1054	8.43	1180	0.1840	0.5642	0.7060	0.9590	0.9570	0.9590	nan	0.7370	nan	0.9578	0.7107	0.3329	0.9881	0.9895	0.6124	0.3338	0.2236	0.9223	nan	0.9577	0.0	0.5277	nan	0.8993	0.6123	0.3233	0.8561	0.9809	0.5737	0.3277	0.2023	0.8697	nan	0.5969
0.0467	8.57	1200	0.1728	0.5865	0.7681	0.9599	0.9580	0.9599	nan	0.7316	nan	0.9580	0.7210	0.3029	0.9747	0.9901	0.6167	0.9358	0.3588	0.9238	nan	0.9351	0.0	0.5217	nan	0.9024	0.6140	0.2957	0.8561	0.9811	0.5781	0.4443	0.3270	0.8692	nan	0.6487
0.0426	8.71	1220	0.1768	0.5819	0.7615	0.9601	0.9581	0.9601	nan	0.8435	nan	0.9550	0.7707	0.2703	0.9775	0.9915	0.6040	0.9154	0.3006	0.9254	nan	0.8227	0.0	0.4826	nan	0.9021	0.6397	0.2647	0.8574	0.9814	0.5779	0.4396	0.2821	0.8694	nan	0.6857
0.0507	8.86	1240	0.1804	0.5613	0.7269	0.9592	0.9573	0.9592	nan	0.8661	nan	0.9582	0.7597	0.1631	0.9826	0.9905	0.6046	0.7996	0.1813	0.9225	nan	0.7681	0.0	0.4358	nan	0.8993	0.6317	0.1623	0.8591	0.9817	0.5767	0.4781	0.1709	0.8692	nan	0.6704
0.0525	9.0	1260	0.1843	0.5561	0.7234	0.9589	0.9571	0.9589	nan	0.8798	nan	0.9542	0.7502	0.1002	0.9863	0.9895	0.6066	0.6838	0.2257	0.9272	nan	0.8542	0.0	0.4335	nan	0.8992	0.6273	0.1000	0.8569	0.9816	0.5748	0.4488	0.2121	0.8676	nan	0.6714
0.0482	9.14	1280	0.1756	0.5779	0.7648	0.9598	0.9578	0.9598	nan	0.8514	nan	0.9637	0.7878	0.2066	0.9678	0.9907	0.6209	0.9520	0.2509	0.9131	nan	0.9083	0.0	0.5024	nan	0.9010	0.6373	0.2045	0.8562	0.9820	0.5820	0.4967	0.2381	0.8674	nan	0.6671
0.0524	9.29	1300	0.1865	0.5812	0.7667	0.9591	0.9571	0.9591	nan	0.8457	nan	0.9489	0.7639	0.2684	0.9851	0.9898	0.6044	0.9234	0.2303	0.9334	nan	0.9402	0.0	0.5181	nan	0.8986	0.6451	0.2638	0.8554	0.9813	0.5764	0.5242	0.2134	0.8673	nan	0.6311
0.149	9.43	1320	0.1858	0.5819	0.7555	0.9589	0.9569	0.9589	nan	0.8434	nan	0.9518	0.7354	0.2613	0.9847	0.9895	0.6152	0.8559	0.1959	0.9303	nan	0.9472	0.0	0.5295	nan	0.8989	0.6292	0.2563	0.8577	0.9806	0.5747	0.5887	0.1802	0.8688	nan	0.6179
0.0772	9.57	1340	0.1848	0.5766	0.7368	0.9588	0.9567	0.9588	nan	0.8409	nan	0.9522	0.7536	0.2168	0.9840	0.9895	0.5998	0.7480	0.1442	0.9325	nan	0.9433	0.0	0.5360	nan	0.8975	0.6282	0.2142	0.8597	0.9807	0.5727	0.5997	0.1336	0.8683	nan	0.6289
0.1237	9.71	1360	0.1818	0.5787	0.7199	0.9592	0.9572	0.9592	nan	0.7914	nan	0.9550	0.7529	0.1339	0.9849	0.9896	0.6091	0.7507	0.1549	0.9315	nan	0.8655	0.0	0.5584	nan	0.8981	0.6237	0.1329	0.8610	0.9810	0.5740	0.6194	0.1413	0.8699	nan	0.6851
0.0799	9.86	1380	0.1779	0.5663	0.7494	0.9589	0.9570	0.9589	nan	0.8170	nan	0.9529	0.7048	0.2440	0.9756	0.9905	0.6042	0.9740	0.1775	0.9333	nan	0.8697	0.0	0.5543	nan	0.8986	0.6082	0.2414	0.8527	0.9809	0.5727	0.3658	0.1664	0.8701	nan	0.6843
0.0434	10.0	1400	0.1877	0.5609	0.7405	0.9591	0.9571	0.9591	nan	0.8648	nan	0.9575	0.7026	0.2193	0.9805	0.9905	0.6085	0.8696	0.1381	0.9252	nan	0.8883	0.0	0.4929	nan	0.8981	0.6080	0.2176	0.8571	0.9817	0.5753	0.4498	0.1326	0.8704	nan	0.6473
0.1458	10.14	1420	0.1857	0.5643	0.7386	0.9590	0.9570	0.9590	nan	0.8800	nan	0.9563	0.7689	0.2224	0.9826	0.9910	0.6160	0.6872	0.2180	0.9163	nan	0.8864	0.0	0.4526	nan	0.8977	0.6429	0.2194	0.8566	0.9816	0.5772	0.4310	0.2108	0.8677	nan	0.6341
0.0835	10.29	1440	0.1860	0.5635	0.7467	0.9592	0.9573	0.9592	nan	0.8889	nan	0.9559	0.7823	0.2225	0.9788	0.9896	0.6117	0.7888	0.1913	0.9267	nan	0.8770	0.0	0.4282	nan	0.8995	0.6528	0.2200	0.8567	0.9819	0.5750	0.4440	0.1823	0.8696	nan	0.6516
0.0348	10.43	1460	0.1835	0.5622	0.7553	0.9587	0.9567	0.9587	nan	0.8707	nan	0.9471	0.7728	0.2442	0.9718	0.9904	0.6180	0.9661	0.1837	0.9374	nan	0.8057	0.0	0.4341	nan	0.8973	0.6464	0.2418	0.8547	0.9815	0.5775	0.3981	0.1758	0.8682	nan	0.6707
0.0587	10.57	1480	0.1857	0.5611	0.7430	0.9593	0.9574	0.9593	nan	0.8592	nan	0.9600	0.7759	0.1888	0.9806	0.9906	0.6066	0.9323	0.1762	0.9187	nan	0.7837	0.0	0.4314	nan	0.8999	0.6462	0.1872	0.8562	0.9817	0.5736	0.4468	0.1692	0.8702	nan	0.6708
0.2083	10.71	1500	0.1846	0.5633	0.7254	0.9591	0.9572	0.9591	nan	0.8475	nan	0.9589	0.7386	0.1828	0.9857	0.9914	0.6088	0.7032	0.1426	0.9164	nan	0.9034	0.0	0.4868	nan	0.8984	0.6268	0.1811	0.8584	0.9817	0.5736	0.4981	0.1382	0.8690	nan	0.6479
0.0466	10.86	1520	0.1797	0.5694	0.7420	0.9597	0.9578	0.9597	nan	0.7685	nan	0.9479	0.7917	0.1468	0.9781	0.9895	0.6101	0.7047	0.3646	0.9380	nan	0.9217	0.0	0.4790	nan	0.9005	0.6370	0.1459	0.8587	0.9815	0.5738	0.4089	0.3420	0.8687	nan	0.6372
0.1889	11.0	1540	0.1764	0.5726	0.7324	0.9597	0.9578	0.9597	nan	0.7701	nan	0.9468	0.7214	0.1766	0.9834	0.9909	0.6194	0.6590	0.3463	0.9365	nan	0.9062	0.0	0.4912	nan	0.9004	0.6123	0.1753	0.8600	0.9811	0.5760	0.4290	0.3272	0.8703	nan	0.6484
0.0649	11.14	1560	0.1792	0.5655	0.7405	0.9596	0.9576	0.9596	nan	0.8285	nan	0.9568	0.7228	0.1897	0.9821	0.9907	0.6173	0.7359	0.2775	0.9211	nan	0.9232	0.0	0.4651	nan	0.8999	0.6170	0.1880	0.8599	0.9815	0.5776	0.4384	0.2662	0.8701	nan	0.6227
0.0388	11.29	1580	0.1871	0.5660	0.7436	0.9594	0.9574	0.9594	nan	0.8500	nan	0.9511	0.7583	0.2178	0.9848	0.9906	0.6075	0.6976	0.2654	0.9282	nan	0.9279	0.0	0.4619	nan	0.8988	0.6381	0.2151	0.8577	0.9816	0.5778	0.4265	0.2533	0.8700	nan	0.6109
0.0533	11.43	1600	0.1828	0.5703	0.7211	0.9603	0.9583	0.9603	nan	0.7674	nan	0.9584	0.7453	0.1443	0.9813	0.9899	0.6201	0.7108	0.2381	0.9300	nan	0.8464	0.0	0.5568	nan	0.9018	0.6295	0.1432	0.8589	0.9816	0.5818	0.4002	0.2302	0.8710	nan	0.6888
0.0544	11.57	1620	0.1872	0.6013	0.7436	0.9620	0.9600	0.9620	nan	0.7266	nan	0.9587	0.7537	0.2303	0.9836	0.9914	0.6102	0.6308	0.5666	0.9237	nan	0.8038	0.0	0.5639	nan	0.9076	0.6374	0.2272	0.8581	0.9814	0.5790	0.3692	0.5356	0.8712	nan	0.6855
0.0523	11.71	1640	0.1836	0.5994	0.7651	0.9612	0.9592	0.9612	nan	0.7347	nan	0.9507	0.7564	0.2262	0.9764	0.9894	0.6092	0.8867	0.5469	0.9422	nan	0.7970	0.0	0.5708	nan	0.9051	0.6359	0.2237	0.8565	0.9814	0.5791	0.3725	0.5159	0.8681	nan	0.6831
0.0522	11.86	1660	0.1807	0.5896	0.7508	0.9612	0.9593	0.9612	nan	0.7361	nan	0.9602	0.7365	0.1952	0.9742	0.9908	0.6220	0.8568	0.4598	0.9245	nan	0.8022	0.0	0.5691	nan	0.9055	0.6222	0.1933	0.8572	0.9814	0.5822	0.3772	0.4328	0.8712	nan	0.6834
0.0602	12.0	1680	0.1782	0.5894	0.7553	0.9610	0.9590	0.9610	nan	0.8115	nan	0.9550	0.7253	0.2535	0.9804	0.9917	0.6138	0.7524	0.4233	0.9264	nan	0.8750	0.0	0.5055	nan	0.9043	0.6193	0.2504	0.8590	0.9814	0.5808	0.4176	0.4055	0.8708	nan	0.6777
0.0722	12.14	1700	0.1807	0.5814	0.7573	0.9602	0.9583	0.9602	nan	0.8423	nan	0.9520	0.7093	0.2646	0.9818	0.9909	0.6063	0.7808	0.3908	0.9311	nan	0.8802	0.0	0.4571	nan	0.9026	0.6132	0.2612	0.8564	0.9817	0.5762	0.4199	0.3772	0.8696	nan	0.6615
0.0606	12.29	1720	0.1823	0.5879	0.7498	0.9608	0.9590	0.9608	nan	0.8095	nan	0.9585	0.7128	0.2196	0.9819	0.9910	0.6115	0.7682	0.4418	0.9231	nan	0.8301	0.0	0.4961	nan	0.9051	0.6135	0.2171	0.8568	0.9814	0.5770	0.4319	0.4201	0.8703	nan	0.6848
0.1386	12.43	1740	0.1820	0.5827	0.7395	0.9605	0.9586	0.9605	nan	0.8065	nan	0.9518	0.7205	0.1929	0.9826	0.9910	0.6160	0.7307	0.3965	0.9327	nan	0.8133	0.0	0.4996	nan	0.9032	0.6174	0.1914	0.8574	0.9814	0.5775	0.4320	0.3795	0.8704	nan	0.6825
0.0359	12.57	1760	0.1891	0.5903	0.7458	0.9610	0.9591	0.9610	nan	0.8077	nan	0.9581	0.7809	0.2568	0.9840	0.9901	0.6118	0.6272	0.4050	0.9255	nan	0.8562	0.0	0.5045	nan	0.9041	0.6521	0.2531	0.8580	0.9820	0.5759	0.4101	0.3849	0.8711	nan	0.6872
0.0598	12.71	1780	0.1834	0.5970	0.7584	0.9612	0.9593	0.9612	nan	0.8082	nan	0.9524	0.7599	0.2837	0.9822	0.9908	0.6199	0.6717	0.4463	0.9315	nan	0.8956	0.0	0.5250	nan	0.9039	0.6445	0.2789	0.8585	0.9820	0.5795	0.4187	0.4266	0.8714	nan	0.6752
0.0512	12.86	1800	0.1843	0.6032	0.7669	0.9616	0.9598	0.9616	nan	0.8109	nan	0.9525	0.8014	0.2788	0.9847	0.9909	0.6059	0.6397	0.5401	0.9290	nan	0.9023	0.0	0.5178	nan	0.9057	0.6598	0.2740	0.8579	0.9820	0.5757	0.4056	0.5168	0.8712	nan	0.6714
0.0417	13.0	1820	0.1853	0.6007	0.7811	0.9615	0.9596	0.9615	nan	0.8123	nan	0.9581	0.7957	0.2825	0.9804	0.9900	0.6091	0.8433	0.4950	0.9246	nan	0.9014	0.0	0.5128	nan	0.9058	0.6582	0.2780	0.8569	0.9822	0.5758	0.4231	0.4739	0.8714	nan	0.6704
0.1378	13.14	1840	0.1853	0.6002	0.7793	0.9616	0.9598	0.9616	nan	0.8164	nan	0.9546	0.8065	0.2741	0.9799	0.9906	0.6049	0.8451	0.4886	0.9297	nan	0.8813	0.0	0.5203	nan	0.9061	0.6612	0.2704	0.8569	0.9822	0.5758	0.4081	0.4707	0.8720	nan	0.6790
0.0334	13.29	1860	0.1840	0.5999	0.7746	0.9614	0.9595	0.9614	nan	0.8372	nan	0.9596	0.7868	0.2938	0.9804	0.9903	0.6128	0.7960	0.4606	0.9223	nan	0.8812	0.0	0.4980	nan	0.9053	0.6554	0.2888	0.8593	0.9822	0.5782	0.4471	0.4401	0.8712	nan	0.6727
0.0532	13.43	1880	0.1838	0.6013	0.7663	0.9615	0.9595	0.9615	nan	0.8253	nan	0.9542	0.7623	0.2952	0.9833	0.9910	0.6157	0.7383	0.4589	0.9290	nan	0.8756	0.0	0.5012	nan	0.9046	0.6461	0.2903	0.8598	0.9822	0.5790	0.4622	0.4428	0.8716	nan	0.6763
0.0488	13.57	1900	0.1786	0.6017	0.7673	0.9617	0.9597	0.9617	nan	0.8305	nan	0.9562	0.7794	0.2819	0.9814	0.9911	0.6135	0.7720	0.4484	0.9272	nan	0.8589	0.0	0.4902	nan	0.9051	0.6520	0.2781	0.8608	0.9824	0.5805	0.4872	0.4351	0.8718	nan	0.6773
0.1308	13.71	1920	0.1812	0.6032	0.7593	0.9616	0.9596	0.9616	nan	0.8289	nan	0.9570	0.7660	0.2827	0.9851	0.9918	0.6062	0.7098	0.4419	0.9235	nan	0.8593	0.0	0.4809	nan	0.9053	0.6478	0.2784	0.8610	0.9822	0.5782	0.5216	0.4317	0.8714	nan	0.6797
0.0459	13.86	1940	0.1853	0.5986	0.7698	0.9611	0.9591	0.9611	nan	0.8388	nan	0.9529	0.7661	0.3102	0.9836	0.9911	0.6181	0.7958	0.4167	0.9289	nan	0.8651	0.0	0.4710	nan	0.9037	0.6478	0.3035	0.8593	0.9821	0.5803	0.4831	0.4055	0.8709	nan	0.6757
0.0664	14.0	1960	0.1842	0.5969	0.7690	0.9612	0.9592	0.9612	nan	0.8237	nan	0.9550	0.7766	0.3077	0.9809	0.9914	0.6144	0.8228	0.4022	0.9266	nan	0.8575	0.0	0.4739	nan	0.9040	0.6517	0.3018	0.8596	0.9822	0.5805	0.4676	0.3914	0.8710	nan	0.6787
0.0489	14.14	1980	0.1886	0.5955	0.7622	0.9609	0.9590	0.9609	nan	0.8262	nan	0.9550	0.7600	0.3173	0.9841	0.9906	0.6138	0.7798	0.3695	0.9294	nan	0.8579	0.0	0.4770	nan	0.9031	0.6473	0.3106	0.8592	0.9823	0.5782	0.4819	0.3572	0.8712	nan	0.6784
0.085	14.29	2000	0.1868	0.5957	0.7685	0.9610	0.9591	0.9610	nan	0.8288	nan	0.9541	0.7513	0.3209	0.9828	0.9919	0.6163	0.8163	0.3960	0.9254	nan	0.8695	0.0	0.4769	nan	0.9037	0.6422	0.3135	0.8586	0.9820	0.5804	0.4576	0.3861	0.8712	nan	0.6766
0.0626	14.43	2020	0.1806	0.5927	0.7643	0.9611	0.9591	0.9611	nan	0.8251	nan	0.9571	0.7556	0.3151	0.9807	0.9914	0.6129	0.8231	0.3640	0.9250	nan	0.8573	0.0	0.4809	nan	0.9036	0.6448	0.3087	0.8589	0.9822	0.5802	0.4486	0.3543	0.8714	nan	0.6789
0.0571	14.57	2040	0.1833	0.5939	0.7619	0.9611	0.9591	0.9611	nan	0.8169	nan	0.9561	0.7519	0.3068	0.9816	0.9909	0.6161	0.8091	0.3633	0.9285	nan	0.8597	0.0	0.4934	nan	0.9035	0.6432	0.3007	0.8592	0.9822	0.5807	0.4585	0.3525	0.8716	nan	0.6813
0.0555	14.71	2060	0.1819	0.5818	0.7503	0.9605	0.9586	0.9605	nan	0.8243	nan	0.9562	0.7478	0.2657	0.9811	0.9913	0.6136	0.8170	0.2746	0.9273	nan	0.8545	0.0	0.4819	nan	0.9018	0.6404	0.2625	0.8590	0.9822	0.5805	0.4531	0.2696	0.8712	nan	0.6787
0.0715	14.86	2080	0.1862	0.5936	0.7623	0.9611	0.9591	0.9611	nan	0.8230	nan	0.9555	0.7546	0.2952	0.9834	0.9913	0.6096	0.8060	0.3792	0.9273	nan	0.8603	0.0	0.4865	nan	0.9035	0.6437	0.2900	0.8583	0.9823	0.5787	0.4618	0.3690	0.8715	nan	0.6784
0.0454	15.0	2100	0.1823	0.5933	0.7590	0.9611	0.9591	0.9611	nan	0.8159	nan	0.9561	0.7609	0.2879	0.9822	0.9913	0.6150	0.8039	0.3579	0.9268	nan	0.8517	0.0	0.4932	nan	0.9034	0.6462	0.2833	0.8592	0.9823	0.5806	0.4691	0.3485	0.8715	nan	0.6818

Framework versions

• Transformers 4.33.2
• Pytorch 2.0.1
• Datasets 3.0.0
• Tokenizers 0.13.3