segformer-b2-finetuned-segments-greenhousev7-oct-18

This model is a fine-tuned version of nvidia/mit-b2 on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.1841
• Mean Iou: 0.5314
• Mean Accuracy: 0.7218
• Overall Accuracy: 0.9593
• F1 Score: 0.9573
• Recall: 0.9593
• Accuracy Unlabeled: nan
• Accuracy Object: 0.7654
• Accuracy Road: nan
• Accuracy Plant: 0.9576
• Accuracy Iron: 0.7387
• Accuracy Wood: 0.2407
• Accuracy Wall: 0.9835
• Accuracy Raw Road: 0.9917
• Accuracy Bottom Wall: 0.6095
• Accuracy Roof: 0.7820
• Accuracy Grass: 0.0621
• Accuracy Mulch: 0.9230
• Accuracy Person: nan
• Accuracy Tomato: 0.8854
• Iou Unlabeled: 0.0
• Iou Object: 0.4810
• Iou Road: nan
• Iou Plant: 0.8973
• Iou Iron: 0.6272
• Iou Wood: 0.2386
• Iou Wall: 0.8552
• Iou Raw Road: 0.9824
• Iou Bottom Wall: 0.5743
• Iou Roof: 0.6470
• Iou Grass: 0.0603
• Iou Mulch: 0.8715
• Iou Person: 0.0
• Iou Tomato: 0.6733

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
0.475	0.14	20	0.8886	0.2166	0.3017	0.8734	0.8714	0.8734	nan	0.0	nan	0.9421	0.0	0.0	0.5209	0.9352	0.0586	0.0	0.0	0.8620	nan	0.0	0.0	0.0	nan	0.7847	0.0	0.0	0.4664	0.9106	0.0577	0.0	0.0	0.5969	0.0	0.0
0.9457	0.29	40	0.3560	0.3104	0.3503	0.9259	0.9238	0.9259	nan	0.0	nan	0.9424	0.0001	0.0	0.9365	0.9859	0.0258	0.0693	0.0	0.8930	nan	0.0	nan	0.0	nan	0.8607	0.0001	0.0	0.7177	0.9529	0.0253	0.0689	0.0	0.7892	nan	0.0
0.1979	0.43	60	0.2641	0.3867	0.4319	0.9358	0.9337	0.9358	nan	0.0	nan	0.9564	0.0941	0.0	0.9046	0.9897	0.4045	0.5197	0.0	0.8823	nan	0.0	nan	0.0	nan	0.8706	0.0931	0.0	0.7503	0.9668	0.3079	0.4590	0.0	0.8064	nan	0.0
0.1755	0.57	80	0.2558	0.3591	0.3998	0.9404	0.9383	0.9404	nan	0.0	nan	0.9719	0.1265	0.0	0.9660	0.9878	0.4353	0.0389	0.0	0.8712	nan	0.0	nan	0.0	nan	0.8718	0.1221	0.0	0.7682	0.9742	0.3571	0.0389	0.0	0.8182	nan	0.0
0.1247	0.71	100	0.2280	0.4159	0.4729	0.9397	0.9376	0.9397	nan	0.0	nan	0.9661	0.3451	0.0	0.8020	0.9906	0.7143	0.5085	0.0	0.8750	nan	0.0	nan	0.0	nan	0.8781	0.3091	0.0	0.7157	0.9735	0.4129	0.4581	0.0	0.8273	nan	0.0
0.316	0.86	120	0.2227	0.4312	0.4811	0.9432	0.9411	0.9432	nan	0.0	nan	0.9353	0.3324	0.0	0.9422	0.9869	0.5293	0.6251	0.0	0.9404	nan	0.0	nan	0.0	nan	0.8735	0.3008	0.0	0.7993	0.9743	0.4533	0.5267	0.0	0.8149	nan	0.0
3.5058	1.0	140	0.2212	0.3700	0.4627	0.9385	0.9364	0.9385	nan	0.0	nan	0.9239	0.5116	0.0	0.8047	0.9850	0.7050	0.2073	0.0	0.9520	nan	0.0	0.0	0.0	nan	0.8699	0.4246	0.0	0.7174	0.9751	0.4406	0.2017	0.0	0.8107	nan	0.0
0.1132	1.14	160	0.2134	0.3906	0.4898	0.9392	0.9371	0.9392	nan	0.0	nan	0.9799	0.5195	0.0	0.7225	0.9891	0.7533	0.5434	0.0	0.8684	nan	0.0117	0.0	0.0	nan	0.8715	0.4228	0.0	0.6721	0.9773	0.4292	0.4761	0.0	0.8260	nan	0.0117
0.1254	1.29	180	0.1923	0.4005	0.4893	0.9476	0.9455	0.9476	nan	0.0	nan	0.9562	0.6417	0.0	0.8687	0.9924	0.7268	0.2351	0.0	0.8999	nan	0.0610	0.0	0.0	nan	0.8853	0.5208	0.0	0.7818	0.9749	0.5139	0.2277	0.0	0.8402	nan	0.0609
0.1064	1.43	200	0.1909	0.4303	0.5472	0.9485	0.9464	0.9485	nan	0.0	nan	0.9562	0.4434	0.0	0.9202	0.9904	0.5945	0.9125	0.0	0.9175	nan	0.2847	0.0	0.0	nan	0.8868	0.3847	0.0	0.7809	0.9782	0.4704	0.5405	0.0	0.8444	nan	0.2772
0.3279	1.57	220	0.1949	0.4762	0.6041	0.9498	0.9477	0.9498	nan	0.0032	nan	0.9779	0.7402	0.0	0.9345	0.9889	0.5763	0.8441	0.0	0.8702	nan	0.7098	0.0	0.0032	nan	0.8813	0.5074	0.0	0.8253	0.9788	0.5196	0.5616	0.0	0.8271	nan	0.6098
0.2236	1.71	240	0.1806	0.5105	0.5944	0.9493	0.9472	0.9493	nan	0.0004	nan	0.9558	0.5152	0.0	0.8326	0.9910	0.7987	0.7282	0.0	0.9144	nan	0.8020	nan	0.0004	nan	0.8924	0.4329	0.0	0.7704	0.9782	0.5054	0.5508	0.0	0.8473	nan	0.6375
0.1532	1.86	260	0.1979	0.4322	0.6023	0.9476	0.9455	0.9476	nan	0.0116	nan	0.9291	0.5118	0.0	0.9217	0.9894	0.5798	0.9418	0.0	0.9484	nan	0.7916	0.0	0.0116	nan	0.8827	0.4377	0.0	0.7888	0.9789	0.5087	0.1096	0.0	0.8335	nan	0.6345
0.1206	2.0	280	0.1930	0.4854	0.5859	0.9527	0.9506	0.9527	nan	0.1672	nan	0.9723	0.5995	0.0	0.9599	0.9900	0.5862	0.6101	0.0	0.8928	nan	0.6668	0.0	0.1662	nan	0.8885	0.5009	0.0	0.8244	0.9794	0.5073	0.5346	0.0	0.8498	nan	0.5738
0.1327	2.14	300	0.2078	0.5081	0.6851	0.9529	0.9508	0.9529	nan	0.6150	nan	0.9682	0.6568	0.0	0.9783	0.9914	0.5713	0.9647	0.0	0.8749	nan	0.9154	0.0	0.4093	nan	0.8873	0.5393	0.0	0.8351	0.9789	0.5273	0.4815	0.0	0.8442	nan	0.5945
0.1952	2.29	320	0.1985	0.4575	0.5808	0.9522	0.9501	0.9522	nan	0.5917	nan	0.9630	0.4411	0.0	0.9714	0.9912	0.6056	0.0	0.0	0.8923	nan	0.9322	0.0	0.4676	nan	0.8883	0.3818	0.0	0.8247	0.9785	0.5208	0.0	0.0	0.8521	nan	0.5762
0.0827	2.43	340	0.1896	0.5238	0.6390	0.9544	0.9523	0.9544	nan	0.6178	nan	0.9565	0.6867	0.0	0.9651	0.9890	0.5665	0.5513	0.0	0.9237	nan	0.7725	0.0	0.5195	nan	0.8915	0.5263	0.0	0.8368	0.9781	0.5332	0.5068	0.0	0.8552	nan	0.6382
0.0867	2.57	360	0.2075	0.4959	0.6084	0.9540	0.9519	0.9540	nan	0.7118	nan	0.9593	0.5755	0.0	0.9876	0.9877	0.5359	0.6559	0.0	0.9294	nan	0.3497	0.0	0.5078	nan	0.8899	0.4787	0.0	0.8304	0.9798	0.5084	0.5592	0.0	0.8595	nan	0.3374
0.1218	2.71	380	0.1914	0.4755	0.6710	0.9543	0.9522	0.9543	nan	0.8130	nan	0.9677	0.6875	0.0	0.9766	0.9900	0.5854	0.7143	0.0	0.8904	nan	0.7561	0.0	0.3606	nan	0.8900	0.5450	0.0	0.8465	0.9804	0.5273	0.5377	0.0	0.8528	0.0	0.6410
0.1099	2.86	400	0.1739	0.4733	0.6947	0.9546	0.9525	0.9546	nan	0.8077	nan	0.9444	0.6638	0.0	0.9604	0.9905	0.6154	0.9198	0.0	0.9320	nan	0.8073	0.0	0.3583	nan	0.8892	0.5367	0.0	0.8454	0.9802	0.5502	0.4749	0.0	0.8589	0.0	0.6594
0.1922	3.0	420	0.1904	0.4837	0.6783	0.9554	0.9533	0.9554	nan	0.7767	nan	0.9596	0.5982	0.0	0.9842	0.9901	0.5913	0.8147	0.0	0.9115	nan	0.8354	0.0	0.4004	nan	0.8927	0.5073	0.0	0.8433	0.9802	0.5487	0.5935	0.0	0.8588	0.0	0.6637
0.0941	3.14	440	0.1820	0.4758	0.6974	0.9542	0.9521	0.9542	nan	0.7557	nan	0.9322	0.6624	0.0	0.9709	0.9913	0.6045	0.9613	0.0	0.9429	nan	0.8498	0.0	0.4154	nan	0.8851	0.5460	0.0	0.8462	0.9797	0.5555	0.4396	0.0	0.8551	0.0	0.6631
0.0983	3.29	460	0.1907	0.4810	0.6923	0.9536	0.9515	0.9536	nan	0.7156	nan	0.9263	0.6772	0.0	0.9721	0.9923	0.5996	0.9495	0.0	0.9453	nan	0.8379	0.0	0.4286	nan	0.8822	0.5540	0.0	0.8471	0.9785	0.5604	0.4903	0.0	0.8528	0.0	0.6585
0.0589	3.43	480	0.1832	0.4927	0.6872	0.9560	0.9540	0.9560	nan	0.7509	nan	0.9640	0.7787	0.0	0.9683	0.9909	0.5709	0.7922	0.0	0.9051	nan	0.8386	0.0	0.4347	nan	0.8930	0.5749	0.0	0.8475	0.9799	0.5378	0.6150	0.0	0.8625	0.0	0.6602
0.0964	3.57	500	0.1713	0.4748	0.6507	0.9558	0.9539	0.9558	nan	0.7073	nan	0.9572	0.7304	0.0	0.9712	0.9915	0.6100	0.4556	0.0	0.9104	nan	0.8238	0.0	0.3591	nan	0.8934	0.5850	0.0	0.8478	0.9794	0.5529	0.4341	0.0	0.8636	0.0	0.6570
0.0604	3.71	520	0.1790	0.5221	0.6642	0.9559	0.9539	0.9559	nan	0.6887	nan	0.9492	0.6794	0.0	0.9849	0.9903	0.5868	0.6243	0.0	0.9293	nan	0.8731	0.0	0.3787	nan	0.8923	0.5744	0.0	0.8516	0.9789	0.5619	0.5545	0.0	0.8634	nan	0.6095
0.091	3.86	540	0.1887	0.4969	0.6433	0.9546	0.9525	0.9546	nan	0.6514	nan	0.9553	0.6431	0.0	0.9621	0.9891	0.6353	0.4031	0.0	0.9180	nan	0.9186	0.0	0.3946	nan	0.8887	0.5341	0.0	0.8399	0.9803	0.5420	0.3886	0.0	0.8644	nan	0.5307
0.0795	4.0	560	0.1960	0.5306	0.6780	0.9559	0.9538	0.9559	nan	0.7581	nan	0.9581	0.6978	0.0	0.9821	0.9913	0.5824	0.7028	0.0	0.9097	nan	0.8760	0.0	0.4304	nan	0.8898	0.5677	0.0	0.8496	0.9806	0.5443	0.5932	0.0	0.8621	nan	0.6490
1.2009	4.14	580	0.1781	0.4985	0.7064	0.9563	0.9542	0.9563	nan	0.7099	nan	0.9630	0.8161	0.0	0.9627	0.9904	0.6064	0.8922	0.0	0.9048	nan	0.9245	0.0	0.4839	nan	0.8923	0.6171	0.0	0.8448	0.9810	0.5458	0.6238	0.0	0.8614	0.0	0.6309
0.049	4.29	600	0.1779	0.4986	0.7036	0.9556	0.9534	0.9556	nan	0.7855	nan	0.9386	0.7962	0.0	0.9692	0.9893	0.6214	0.8813	0.0004	0.9426	nan	0.8153	0.0	0.4824	nan	0.8878	0.6085	0.0	0.8499	0.9802	0.5528	0.5875	0.0004	0.8604	0.0	0.6723
0.0661	4.43	620	0.1874	0.4917	0.6885	0.9564	0.9543	0.9564	nan	0.7829	nan	0.9513	0.6299	0.0	0.9862	0.9892	0.5996	0.9116	0.0003	0.9336	nan	0.7886	0.0	0.4658	nan	0.8936	0.5266	0.0	0.8358	0.9811	0.5565	0.6014	0.0003	0.8658	0.0	0.6649
0.1259	4.57	640	0.1725	0.4843	0.6953	0.9556	0.9535	0.9556	nan	0.7834	nan	0.9484	0.5612	0.0811	0.9748	0.9907	0.6112	0.9559	0.0002	0.9320	nan	0.8095	0.0	0.4431	nan	0.8918	0.5018	0.0811	0.8413	0.9791	0.5582	0.4742	0.0002	0.8652	0.0	0.6596
0.101	4.71	660	0.1851	0.5289	0.6826	0.9568	0.9547	0.9568	nan	0.9097	nan	0.9603	0.7000	0.0215	0.9842	0.9920	0.5871	0.5960	0.0	0.9063	nan	0.8516	0.0	0.4309	nan	0.8950	0.5846	0.0215	0.8513	0.9798	0.5622	0.5316	0.0	0.8646	nan	0.6253
0.0806	4.86	680	0.1952	0.4873	0.6794	0.9569	0.9548	0.9569	nan	0.7609	nan	0.9559	0.7098	0.0047	0.9814	0.9883	0.6040	0.6374	0.0	0.9291	nan	0.9015	0.0	0.4580	nan	0.8935	0.5796	0.0047	0.8522	0.9808	0.5536	0.5630	0.0	0.8684	0.0	0.5813
0.0689	5.0	700	0.1934	0.4882	0.6885	0.9564	0.9542	0.9564	nan	0.7503	nan	0.9536	0.7353	0.0015	0.9713	0.9894	0.5981	0.7526	0.0000	0.9278	nan	0.8936	0.0	0.4339	nan	0.8932	0.5673	0.0015	0.8492	0.9804	0.5525	0.6185	0.0000	0.8667	0.0	0.5839
0.2621	5.14	720	0.1921	0.4880	0.7045	0.9549	0.9529	0.9549	nan	0.8517	nan	0.9415	0.6411	0.0009	0.9794	0.9900	0.6149	0.9225	0.0001	0.9334	nan	0.8735	0.0	0.3993	nan	0.8902	0.5361	0.0009	0.8460	0.9795	0.5413	0.6305	0.0001	0.8633	0.0	0.6571
0.0771	5.29	740	0.2048	0.4762	0.7096	0.9551	0.9531	0.9551	nan	0.8850	nan	0.9553	0.6894	0.0005	0.9791	0.9921	0.5684	0.9453	0.0	0.9054	nan	0.8854	0.0	0.3503	nan	0.8927	0.5552	0.0005	0.8436	0.9797	0.5400	0.5534	0.0	0.8625	0.0	0.6122
0.0927	5.43	760	0.1964	0.4842	0.6984	0.9558	0.9539	0.9558	nan	0.8641	nan	0.9515	0.6566	0.0	0.9722	0.9906	0.6323	0.8082	0.0	0.9196	nan	0.8871	0.0	0.3379	nan	0.8926	0.5515	0.0	0.8526	0.9810	0.5575	0.6654	0.0	0.8658	0.0	0.5903
0.0874	5.57	780	0.1929	0.5327	0.6899	0.9562	0.9542	0.9562	nan	0.8016	nan	0.9549	0.6584	0.0642	0.9791	0.9926	0.6010	0.7623	0.0001	0.9120	nan	0.8626	0.0	0.3798	nan	0.8931	0.5569	0.0642	0.8487	0.9804	0.5483	0.6011	0.0001	0.8653	nan	0.6548
0.1107	5.71	800	0.1989	0.5067	0.7362	0.9563	0.9543	0.9563	nan	0.8191	nan	0.9541	0.7669	0.3163	0.9814	0.9892	0.5746	0.8985	0.0	0.9227	nan	0.8758	0.0	0.3502	nan	0.8913	0.6085	0.3009	0.8537	0.9813	0.5508	0.5468	0.0	0.8640	0.0	0.6394
0.069	5.86	820	0.1860	0.5259	0.7126	0.9569	0.9549	0.9569	nan	0.7448	nan	0.9410	0.7272	0.3448	0.9765	0.9911	0.5935	0.6884	0.0029	0.9440	nan	0.8839	0.0	0.4783	nan	0.8911	0.6027	0.3342	0.8539	0.9809	0.5592	0.5945	0.0029	0.8627	0.0	0.6760
0.0889	6.0	840	0.1927	0.5557	0.6961	0.9575	0.9554	0.9575	nan	0.7134	nan	0.9659	0.6771	0.3121	0.9861	0.9919	0.5881	0.6678	0.0044	0.9042	nan	0.8460	0.0	0.5059	nan	0.8951	0.5845	0.3059	0.8459	0.9807	0.5628	0.4276	0.0043	0.8645	nan	0.6911
0.0855	6.14	860	0.1944	0.5262	0.6728	0.9550	0.9530	0.9550	nan	0.7040	nan	0.9712	0.6959	0.1082	0.9844	0.9904	0.5940	0.5091	0.0063	0.8815	nan	0.9561	0.0	0.4511	nan	0.8888	0.5778	0.1059	0.8471	0.9811	0.5518	0.4769	0.0063	0.8516	nan	0.5765
0.0871	6.29	880	0.1782	0.4919	0.6982	0.9542	0.9522	0.9542	nan	0.7176	nan	0.9266	0.7054	0.0720	0.9664	0.9917	0.6439	0.7423	0.0106	0.9434	nan	0.9601	0.0	0.4957	nan	0.8841	0.5773	0.0605	0.8507	0.9800	0.5512	0.5979	0.0106	0.8582	0.0	0.5287
0.05	6.43	900	0.1869	0.4979	0.7097	0.9577	0.9556	0.9577	nan	0.7764	nan	0.9580	0.6921	0.0839	0.9712	0.9904	0.6182	0.8965	0.0060	0.9243	nan	0.8897	0.0	0.4832	nan	0.8954	0.5795	0.0754	0.8524	0.9815	0.5570	0.4955	0.0060	0.8687	0.0	0.6774
0.0673	6.57	920	0.2078	0.5546	0.7108	0.9576	0.9556	0.9576	nan	0.7932	nan	0.9681	0.7337	0.0742	0.9846	0.9900	0.5976	0.9106	0.0058	0.9046	nan	0.8564	0.0	0.4602	nan	0.8943	0.6050	0.0723	0.8489	0.9820	0.5664	0.6666	0.0057	0.8646	nan	0.6895
0.0506	6.71	940	0.1878	0.5134	0.7179	0.9577	0.9556	0.9577	nan	0.7828	nan	0.9581	0.7223	0.1221	0.9749	0.9876	0.6224	0.9403	0.0069	0.9325	nan	0.8471	0.0	0.5021	nan	0.8946	0.6014	0.1175	0.8525	0.9813	0.5670	0.5957	0.0068	0.8670	0.0	0.6879
0.0533	6.86	960	0.1903	0.5499	0.7203	0.9573	0.9555	0.9573	nan	0.8534	nan	0.9552	0.7882	0.0229	0.9823	0.9916	0.5963	0.8918	0.0147	0.9137	nan	0.9135	0.0	0.5133	nan	0.8949	0.6198	0.0228	0.8532	0.9805	0.5537	0.6572	0.0146	0.8676	nan	0.6217
0.0684	7.0	980	0.1815	0.5110	0.7069	0.9581	0.9561	0.9581	nan	0.8260	nan	0.9462	0.7846	0.0577	0.9844	0.9904	0.5948	0.7778	0.0114	0.9411	nan	0.8615	0.0	0.4680	nan	0.8939	0.6317	0.0572	0.8553	0.9819	0.5613	0.6453	0.0114	0.8702	0.0	0.6668
0.0444	7.14	1000	0.1836	0.5113	0.7053	0.9586	0.9565	0.9586	nan	0.7531	nan	0.9619	0.8198	0.0227	0.9757	0.9903	0.5975	0.9121	0.0087	0.9214	nan	0.7948	0.0	0.4720	nan	0.8958	0.6335	0.0227	0.8546	0.9821	0.5608	0.6632	0.0087	0.8710	0.0	0.6830
0.073	7.29	1020	0.1877	0.5078	0.6952	0.9580	0.9560	0.9580	nan	0.7885	nan	0.9519	0.7334	0.0341	0.9869	0.9915	0.6038	0.7566	0.0116	0.9272	nan	0.8612	0.0	0.4754	nan	0.8951	0.6045	0.0335	0.8529	0.9815	0.5572	0.6434	0.0116	0.8706	0.0	0.6762
0.079	7.43	1040	0.1818	0.4972	0.7106	0.9572	0.9551	0.9572	nan	0.7972	nan	0.9612	0.6923	0.0727	0.9756	0.9907	0.6204	0.8668	0.0159	0.9108	nan	0.9134	0.0	0.3744	nan	0.8946	0.5879	0.0727	0.8552	0.9819	0.5629	0.6122	0.0156	0.8650	0.0	0.6415
0.1293	7.57	1060	0.1765	0.4972	0.7013	0.9585	0.9564	0.9585	nan	0.6747	nan	0.9600	0.7461	0.0293	0.9711	0.9902	0.6057	0.9498	0.0147	0.9285	nan	0.8445	0.0	0.5382	nan	0.8966	0.6104	0.0293	0.8506	0.9818	0.5668	0.4120	0.0146	0.8697	0.0	0.6930
0.0997	7.71	1080	0.1821	0.5055	0.7214	0.9583	0.9564	0.9583	nan	0.7610	nan	0.9687	0.8081	0.0763	0.9717	0.9888	0.5998	0.9471	0.0201	0.9131	nan	0.8812	0.0	0.5417	nan	0.8952	0.6424	0.0763	0.8514	0.9822	0.5721	0.4459	0.0199	0.8678	0.0	0.6763
0.0642	7.86	1100	0.1776	0.5626	0.7142	0.9587	0.9568	0.9587	nan	0.7905	nan	0.9553	0.7126	0.1255	0.9853	0.9905	0.6010	0.8611	0.0321	0.9310	nan	0.8712	0.0	0.5220	nan	0.8973	0.6018	0.1255	0.8515	0.9819	0.5668	0.6292	0.0319	0.8712	nan	0.6722
0.0885	8.0	1120	0.1735	0.5459	0.7133	0.9586	0.9567	0.9586	nan	0.7928	nan	0.9576	0.7771	0.0267	0.9736	0.9902	0.5986	0.9324	0.0267	0.9295	nan	0.8408	0.0	0.5299	nan	0.8977	0.6192	0.0267	0.8524	0.9816	0.5646	0.5025	0.0265	0.8710	nan	0.6785
0.0733	8.14	1140	0.1885	0.5195	0.7379	0.9568	0.9548	0.9568	nan	0.8960	nan	0.9555	0.7290	0.1476	0.9668	0.9911	0.6035	0.9970	0.0292	0.9178	nan	0.8837	0.0	0.4289	nan	0.8958	0.6001	0.1473	0.8362	0.9820	0.5614	0.2523	0.0288	0.8681	nan	0.6333
0.1013	8.29	1160	0.1858	0.4905	0.6758	0.9573	0.9552	0.9573	nan	0.8392	nan	0.9556	0.7065	0.1215	0.9801	0.9915	0.6126	0.3806	0.0513	0.9164	nan	0.8780	0.0	0.4198	nan	0.8962	0.5930	0.1210	0.8496	0.9813	0.5625	0.368	0.0467	0.8654	0.0	0.6728
0.1106	8.43	1180	0.1901	0.4884	0.6664	0.9576	0.9556	0.9576	nan	0.8285	nan	0.9607	0.7183	0.1046	0.9827	0.9891	0.6080	0.3045	0.0626	0.9193	nan	0.8519	0.0	0.4406	nan	0.8967	0.6019	0.1046	0.8520	0.9811	0.5646	0.2993	0.0552	0.8679	0.0	0.6852
0.048	8.57	1200	0.1850	0.5147	0.7050	0.9581	0.9561	0.9581	nan	0.8221	nan	0.9547	0.7417	0.1030	0.9834	0.9910	0.5972	0.7130	0.0613	0.9240	nan	0.8639	0.0	0.4530	nan	0.8962	0.6125	0.1030	0.8556	0.9812	0.5685	0.6192	0.0552	0.8686	0.0	0.6780
0.0432	8.71	1220	0.1882	0.5532	0.7060	0.9582	0.9562	0.9582	nan	0.7624	nan	0.9642	0.7647	0.0827	0.9820	0.9908	0.5941	0.7796	0.0378	0.9106	nan	0.8968	0.0	0.4294	nan	0.8960	0.6209	0.0827	0.8571	0.9819	0.5676	0.6324	0.0352	0.8681	nan	0.6671
0.055	8.86	1240	0.1945	0.5064	0.7067	0.9573	0.9556	0.9573	nan	0.7673	nan	0.9567	0.7340	0.1114	0.9864	0.9896	0.5925	0.7657	0.0369	0.9211	nan	0.9121	0.0	0.3911	nan	0.8946	0.6083	0.1114	0.8544	0.9813	0.5641	0.6321	0.0343	0.8695	0.0	0.6420
0.059	9.0	1260	0.1973	0.5038	0.7024	0.9570	0.9552	0.9570	nan	0.7658	nan	0.9533	0.6882	0.1303	0.9873	0.9898	0.5932	0.7265	0.0412	0.9257	nan	0.9251	0.0	0.3931	nan	0.8943	0.5851	0.1303	0.8496	0.9815	0.5635	0.6269	0.0385	0.8683	0.0	0.6181
0.0475	9.14	1280	0.1914	0.4995	0.7204	0.9576	0.9557	0.9576	nan	0.7538	nan	0.9685	0.7243	0.1251	0.9707	0.9907	0.6172	0.9415	0.0338	0.9019	nan	0.8966	0.0	0.4433	nan	0.8957	0.6008	0.1251	0.8535	0.9818	0.5719	0.4568	0.0322	0.8641	0.0	0.6684
0.0587	9.29	1300	0.1891	0.5230	0.7096	0.9578	0.9558	0.9578	nan	0.7424	nan	0.9458	0.6665	0.1591	0.9857	0.9914	0.6099	0.8553	0.0419	0.9382	nan	0.8694	0.0	0.5250	nan	0.8940	0.5750	0.1590	0.8516	0.9812	0.5693	0.6475	0.0408	0.8675	0.0	0.6875
0.3326	9.43	1320	0.1884	0.5222	0.6943	0.9584	0.9563	0.9584	nan	0.7328	nan	0.9658	0.6679	0.1602	0.9856	0.9913	0.6074	0.7231	0.0326	0.9102	nan	0.8604	0.0	0.5361	nan	0.8975	0.5742	0.1602	0.8503	0.9812	0.5670	0.6299	0.0318	0.8681	0.0	0.6919
0.0831	9.57	1340	0.1839	0.5198	0.6966	0.9580	0.9562	0.9580	nan	0.7412	nan	0.9479	0.7875	0.1256	0.9837	0.9898	0.5832	0.6430	0.0461	0.9406	nan	0.8739	0.0	0.5293	nan	0.8948	0.6254	0.1256	0.8549	0.9811	0.5608	0.5866	0.0441	0.8685	0.0	0.6862
0.1516	9.71	1360	0.1842	0.5201	0.6960	0.9587	0.9567	0.9587	nan	0.7305	nan	0.9594	0.7370	0.1114	0.9850	0.9918	0.5987	0.6895	0.0327	0.9186	nan	0.9011	0.0	0.5407	nan	0.8975	0.6112	0.1114	0.8557	0.9810	0.5665	0.6164	0.0319	0.8702	0.0	0.6783
0.0939	9.86	1380	0.1761	0.5088	0.7189	0.9586	0.9566	0.9586	nan	0.7373	nan	0.9616	0.6987	0.1289	0.9774	0.9911	0.6072	0.9474	0.0306	0.9195	nan	0.9085	0.0	0.5297	nan	0.8978	0.5948	0.1289	0.8534	0.9813	0.5698	0.4878	0.0300	0.8705	0.0	0.6702
0.0428	10.0	1400	0.1825	0.5133	0.7102	0.9583	0.9563	0.9583	nan	0.7538	nan	0.9589	0.6829	0.1150	0.9833	0.9902	0.6136	0.8040	0.0502	0.9227	nan	0.9372	0.0	0.4877	nan	0.8961	0.5878	0.1150	0.8555	0.9817	0.5722	0.6442	0.0475	0.8710	0.0	0.6139
0.2342	10.14	1420	0.1831	0.5146	0.7101	0.9578	0.9559	0.9578	nan	0.7597	nan	0.9611	0.7441	0.1643	0.9848	0.9914	0.6014	0.6750	0.0780	0.9071	nan	0.9444	0.0	0.4734	nan	0.8959	0.6148	0.1640	0.8524	0.9815	0.5709	0.6038	0.0738	0.8660	0.0	0.5927
0.0848	10.29	1440	0.1801	0.5109	0.7277	0.9581	0.9561	0.9581	nan	0.8531	nan	0.9517	0.7690	0.1595	0.9814	0.9901	0.6018	0.7569	0.1006	0.9284	nan	0.9125	0.0	0.4039	nan	0.8959	0.6328	0.1590	0.8535	0.9820	0.5718	0.5806	0.0945	0.8697	0.0	0.5975
0.0382	10.43	1460	0.1833	0.5058	0.7327	0.9580	0.9560	0.9580	nan	0.8265	nan	0.9511	0.7649	0.1593	0.9766	0.9907	0.6082	0.9090	0.0556	0.9291	nan	0.8889	0.0	0.3872	nan	0.8955	0.6347	0.1590	0.8532	0.9819	0.5744	0.5306	0.0525	0.8699	0.0	0.6366
0.062	10.57	1480	0.1888	0.5106	0.7297	0.9572	0.9555	0.9572	nan	0.8167	nan	0.9548	0.7308	0.1964	0.9830	0.9913	0.5969	0.8945	0.0683	0.9156	nan	0.8778	0.0	0.3599	nan	0.8952	0.6182	0.1958	0.8518	0.9814	0.5686	0.5930	0.0642	0.8663	0.0	0.6437
0.5888	10.71	1500	0.1851	0.5182	0.7056	0.9582	0.9563	0.9582	nan	0.7915	nan	0.9569	0.6846	0.2095	0.9871	0.9924	0.6027	0.7381	0.0279	0.9184	nan	0.8522	0.0	0.4238	nan	0.8975	0.5945	0.2091	0.8512	0.9815	0.5688	0.6333	0.0275	0.8684	0.0	0.6816
0.0494	10.86	1520	0.1839	0.5138	0.7198	0.9586	0.9567	0.9586	nan	0.8061	nan	0.9551	0.7461	0.2026	0.9810	0.9900	0.6078	0.7339	0.0852	0.9287	nan	0.8809	0.0	0.4216	nan	0.8978	0.6244	0.2020	0.8546	0.9822	0.5717	0.5105	0.0809	0.8690	0.0	0.6643
0.2025	11.0	1540	0.1805	0.5165	0.7038	0.9588	0.9568	0.9588	nan	0.7773	nan	0.9518	0.7327	0.1523	0.9834	0.9920	0.6106	0.6694	0.0683	0.9288	nan	0.8754	0.0	0.4676	nan	0.8971	0.6160	0.1522	0.8550	0.9817	0.5746	0.5562	0.0657	0.8705	0.0	0.6778
0.0745	11.14	1560	0.1835	0.5154	0.7111	0.9590	0.9570	0.9590	nan	0.7899	nan	0.9593	0.7523	0.1406	0.9825	0.9902	0.6086	0.7256	0.0625	0.9245	nan	0.8865	0.0	0.4703	nan	0.8968	0.6292	0.1404	0.8555	0.9823	0.5738	0.5568	0.0610	0.8717	0.0	0.6622
0.0415	11.29	1580	0.1871	0.5177	0.7087	0.9590	0.9571	0.9590	nan	0.8002	nan	0.9587	0.7620	0.1336	0.9837	0.9913	0.6072	0.6837	0.0697	0.9204	nan	0.8854	0.0	0.4682	nan	0.8970	0.6321	0.1336	0.8554	0.9823	0.5751	0.5888	0.0684	0.8708	0.0	0.6581
0.0656	11.43	1600	0.1883	0.5130	0.7104	0.9581	0.9562	0.9581	nan	0.8059	nan	0.9499	0.7875	0.1272	0.9816	0.9907	0.6133	0.6534	0.0681	0.9286	nan	0.9080	0.0	0.4337	nan	0.8942	0.6338	0.1272	0.8553	0.9824	0.5745	0.5952	0.0653	0.8676	0.0	0.6396
0.0552	11.57	1620	0.1961	0.5168	0.7154	0.9583	0.9563	0.9583	nan	0.8002	nan	0.9552	0.7861	0.1349	0.9852	0.9911	0.5995	0.7359	0.0527	0.9209	nan	0.9076	0.0	0.4303	nan	0.8952	0.6386	0.1349	0.8557	0.9825	0.5714	0.6445	0.0497	0.8680	0.0	0.6481
0.0589	11.71	1640	0.1937	0.5181	0.7359	0.9579	0.9560	0.9579	nan	0.7957	nan	0.9468	0.7688	0.2089	0.9811	0.9899	0.5968	0.8999	0.0647	0.9384	nan	0.9044	0.0	0.4236	nan	0.8935	0.6368	0.2078	0.8562	0.9822	0.5699	0.5887	0.0607	0.8673	0.0	0.6487
0.0536	11.86	1660	0.1889	0.5271	0.7351	0.9586	0.9567	0.9586	nan	0.7943	nan	0.9618	0.7502	0.2350	0.9801	0.9911	0.6077	0.8713	0.0740	0.9129	nan	0.9080	0.0	0.4264	nan	0.8972	0.6320	0.2327	0.8573	0.9820	0.5757	0.6639	0.0691	0.8686	0.0	0.6480
0.0737	12.0	1680	0.1841	0.5331	0.7214	0.9591	0.9571	0.9591	nan	0.7813	nan	0.9567	0.7034	0.3268	0.9820	0.9920	0.6093	0.7264	0.0534	0.9243	nan	0.8795	0.0	0.4470	nan	0.8978	0.6115	0.3221	0.8568	0.9819	0.5743	0.6380	0.0518	0.8711	0.0	0.6782
0.108	12.14	1700	0.1763	0.5322	0.7202	0.9591	0.9572	0.9591	nan	0.7773	nan	0.9578	0.7362	0.3114	0.9828	0.9914	0.6018	0.7096	0.0489	0.9243	nan	0.8804	0.0	0.4503	nan	0.8976	0.6256	0.3081	0.8565	0.9822	0.5729	0.6303	0.0479	0.8704	0.0	0.6765
0.0687	12.29	1720	0.1843	0.5354	0.7149	0.9590	0.9572	0.9590	nan	0.7551	nan	0.9620	0.7318	0.2955	0.9849	0.9913	0.6057	0.6933	0.0755	0.9162	nan	0.8527	0.0	0.4865	nan	0.8980	0.6216	0.2925	0.8554	0.9819	0.5733	0.6197	0.0717	0.8699	0.0	0.6899
0.172	12.43	1740	0.1871	0.5306	0.7118	0.9589	0.9570	0.9589	nan	0.7587	nan	0.9553	0.7040	0.2450	0.9845	0.9918	0.6109	0.7122	0.0647	0.9256	nan	0.8768	0.0	0.4929	nan	0.8971	0.6076	0.2432	0.8548	0.9818	0.5738	0.6302	0.0620	0.8709	0.0	0.6835
0.0372	12.57	1760	0.1903	0.5255	0.7084	0.9591	0.9573	0.9591	nan	0.7597	nan	0.9588	0.7591	0.2464	0.9854	0.9898	0.6058	0.5902	0.0727	0.9261	nan	0.8984	0.0	0.4919	nan	0.8976	0.6378	0.2403	0.8540	0.9823	0.5732	0.5445	0.0686	0.8719	0.0	0.6697
0.064	12.71	1780	0.1862	0.5316	0.7163	0.9595	0.9575	0.9595	nan	0.7656	nan	0.9545	0.7551	0.2885	0.9833	0.9917	0.6102	0.6238	0.0758	0.9284	nan	0.9026	0.0	0.4961	nan	0.8975	0.6395	0.2820	0.8556	0.9825	0.5757	0.5715	0.0733	0.8722	0.0	0.6654
0.0509	12.86	1800	0.1905	0.5254	0.7113	0.9594	0.9574	0.9594	nan	0.7642	nan	0.9569	0.7918	0.2705	0.9850	0.9913	0.5996	0.5671	0.0696	0.9245	nan	0.9038	0.0	0.4820	nan	0.8975	0.6497	0.2643	0.8549	0.9827	0.5722	0.5254	0.0676	0.8720	0.0	0.6619
0.0535	13.0	1820	0.1879	0.5296	0.7377	0.9592	0.9572	0.9592	nan	0.7719	nan	0.9573	0.7868	0.3083	0.9829	0.9904	0.6028	0.8184	0.0684	0.9256	nan	0.9021	0.0	0.4738	nan	0.8968	0.6491	0.3021	0.8548	0.9827	0.5719	0.5557	0.0664	0.8711	0.0	0.6602
0.1704	13.14	1840	0.1896	0.5270	0.7349	0.9593	0.9573	0.9593	nan	0.7642	nan	0.9551	0.7636	0.2854	0.9829	0.9914	0.5982	0.8710	0.0559	0.9290	nan	0.8873	0.0	0.4942	nan	0.8975	0.6378	0.2822	0.8531	0.9826	0.5689	0.5329	0.0546	0.8722	0.0	0.6752
0.0337	13.29	1860	0.1888	0.5350	0.7358	0.9593	0.9573	0.9593	nan	0.7763	nan	0.9604	0.7543	0.2904	0.9836	0.9905	0.6066	0.8228	0.0788	0.9216	nan	0.9084	0.0	0.4906	nan	0.8978	0.6359	0.2870	0.8553	0.9825	0.5712	0.6353	0.0751	0.8720	0.0	0.6525
0.0598	13.43	1880	0.1862	0.5378	0.7311	0.9592	0.9572	0.9592	nan	0.7700	nan	0.9551	0.7367	0.3160	0.9848	0.9914	0.6077	0.7778	0.0761	0.9262	nan	0.8999	0.0	0.4963	nan	0.8968	0.6290	0.3121	0.8551	0.9823	0.5720	0.6438	0.0731	0.8714	0.0	0.6594
0.0543	13.57	1900	0.1777	0.5310	0.7236	0.9592	0.9572	0.9592	nan	0.7702	nan	0.9570	0.7543	0.2327	0.9801	0.9918	0.6077	0.7906	0.0611	0.9239	nan	0.8905	0.0	0.4936	nan	0.8968	0.6330	0.2309	0.8573	0.9824	0.5732	0.6366	0.0594	0.8709	0.0	0.6688
0.1649	13.71	1920	0.1830	0.5302	0.7181	0.9591	0.9572	0.9591	nan	0.7749	nan	0.9594	0.7293	0.2575	0.9846	0.9921	0.6001	0.7317	0.0574	0.9189	nan	0.8938	0.0	0.4759	nan	0.8971	0.6256	0.2550	0.8548	0.9824	0.5719	0.6386	0.0562	0.8707	0.0	0.6640
0.051	13.86	1940	0.1895	0.5307	0.7279	0.9588	0.9569	0.9588	nan	0.7783	nan	0.9530	0.7308	0.2663	0.9851	0.9907	0.6096	0.7884	0.0730	0.9301	nan	0.9017	0.0	0.4625	nan	0.8961	0.6243	0.2638	0.8531	0.9825	0.5727	0.6491	0.0703	0.8710	0.0	0.6540
0.0796	14.0	1960	0.1881	0.5299	0.7261	0.9590	0.9570	0.9590	nan	0.7763	nan	0.9573	0.7416	0.2513	0.9844	0.9916	0.6071	0.8030	0.0627	0.9211	nan	0.8908	0.0	0.4613	nan	0.8968	0.6276	0.2491	0.8542	0.9824	0.5734	0.6488	0.0606	0.8708	0.0	0.6637
0.0571	14.14	1980	0.1903	0.5310	0.7228	0.9590	0.9571	0.9590	nan	0.7754	nan	0.9557	0.7423	0.2426	0.9851	0.9908	0.6076	0.7664	0.0701	0.9272	nan	0.8874	0.0	0.4698	nan	0.8969	0.6280	0.2404	0.8541	0.9825	0.5727	0.6478	0.0671	0.8714	0.0	0.6718
0.0965	14.29	2000	0.1890	0.5311	0.7291	0.9590	0.9571	0.9590	nan	0.7785	nan	0.9557	0.7374	0.2705	0.9841	0.9915	0.6105	0.8095	0.0671	0.9246	nan	0.8905	0.0	0.4598	nan	0.8971	0.6268	0.2679	0.8548	0.9824	0.5739	0.6419	0.0647	0.8712	0.0	0.6640
0.0781	14.43	2020	0.1806	0.5320	0.7290	0.9592	0.9572	0.9592	nan	0.7752	nan	0.9569	0.7442	0.2698	0.9829	0.9919	0.6053	0.8162	0.0660	0.9230	nan	0.8871	0.0	0.4712	nan	0.8972	0.6308	0.2673	0.8557	0.9824	0.5735	0.6342	0.0641	0.8711	0.0	0.6682
0.0625	14.57	2040	0.1852	0.5321	0.7265	0.9593	0.9573	0.9593	nan	0.7666	nan	0.9577	0.7435	0.2507	0.9826	0.9909	0.6107	0.7996	0.0713	0.9253	nan	0.8927	0.0	0.4812	nan	0.8973	0.6299	0.2484	0.8556	0.9825	0.5740	0.6401	0.0687	0.8716	0.0	0.6683
0.0627	14.71	2060	0.1850	0.5271	0.7204	0.9592	0.9572	0.9592	nan	0.7686	nan	0.9563	0.7341	0.2154	0.9828	0.9918	0.6091	0.7934	0.0510	0.9252	nan	0.8966	0.0	0.4815	nan	0.8971	0.6240	0.2142	0.8556	0.9824	0.5746	0.6394	0.0500	0.8717	0.0	0.6623
0.0814	14.86	2080	0.1874	0.5309	0.7238	0.9592	0.9572	0.9592	nan	0.7710	nan	0.9556	0.7394	0.2437	0.9849	0.9917	0.6064	0.7751	0.0718	0.9251	nan	0.8967	0.0	0.4741	nan	0.8971	0.6281	0.2416	0.8543	0.9825	0.5741	0.6483	0.0696	0.8717	0.0	0.6606
0.0574	15.0	2100	0.1841	0.5314	0.7218	0.9593	0.9573	0.9593	nan	0.7654	nan	0.9576	0.7387	0.2407	0.9835	0.9917	0.6095	0.7820	0.0621	0.9230	nan	0.8854	0.0	0.4810	nan	0.8973	0.6272	0.2386	0.8552	0.9824	0.5743	0.6470	0.0603	0.8715	0.0	0.6733

Framework versions

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