segformer-b3-finetuned-segments-greenhousev7-oct-26

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

• Loss: 0.1877
• Mean Iou: 0.5611
• Mean Accuracy: 0.7306
• Overall Accuracy: 0.9590
• F1 Score: 0.9571
• Recall: 0.9590
• Accuracy Unlabeled: nan
• Accuracy Object: 0.7986
• Accuracy Road: nan
• Accuracy Plant: 0.9573
• Accuracy Iron: 0.7348
• Accuracy Wood: 0.2613
• Accuracy Wall: 0.9777
• Accuracy Raw Road: 0.9905
• Accuracy Bottom Wall: 0.6139
• Accuracy Roof: 0.7790
• Accuracy Grass: 0.1663
• Accuracy Mulch: 0.9244
• Accuracy Person: nan
• Accuracy Tomato: 0.8332
• Iou Unlabeled: 0.0
• Iou Object: 0.4507
• Iou Road: nan
• Iou Plant: 0.8984
• Iou Iron: 0.6241
• Iou Wood: 0.2362
• Iou Wall: 0.8536
• Iou Raw Road: 0.9819
• Iou Bottom Wall: 0.5775
• Iou Roof: 0.4149
• Iou Grass: 0.1550
• Iou Mulch: 0.8699
• Iou Person: nan
• Iou Tomato: 0.6710

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
0.3466	0.14	20	0.6268	0.2645	0.3035	0.8941	0.8921	0.8941	nan	0.0	nan	0.9655	0.0	0.0	0.5583	0.9698	0.0190	0.0	0.0	0.8262	nan	0.0	nan	0.0	nan	0.8101	0.0	0.0	0.5144	0.9493	0.0186	0.0	0.0	0.6170	nan	0.0
0.914	0.29	40	0.2950	0.3641	0.4082	0.9312	0.9291	0.9312	nan	0.0	nan	0.9681	0.0	0.0	0.9392	0.9855	0.1642	0.5631	0.0	0.8698	nan	0.0	nan	0.0	nan	0.8575	0.0	0.0	0.7309	0.9645	0.1509	0.4997	0.0	0.8014	nan	0.0
0.1742	0.43	60	0.2492	0.3962	0.4546	0.9378	0.9357	0.9378	nan	0.0	nan	0.9669	0.0838	0.0	0.9376	0.9868	0.3279	0.8091	0.0	0.8886	nan	0.0	nan	0.0	nan	0.8715	0.0828	0.0	0.7588	0.9714	0.2987	0.5746	0.0	0.8010	nan	0.0
0.1598	0.57	80	0.2401	0.4087	0.4544	0.9417	0.9396	0.9417	nan	0.0	nan	0.9637	0.2347	0.0	0.9604	0.9892	0.4306	0.5355	0.0	0.8841	nan	0.0	nan	0.0	nan	0.8761	0.2225	0.0	0.7708	0.9740	0.3262	0.4945	0.0	0.8318	nan	0.0
0.1135	0.71	100	0.2159	0.4208	0.4787	0.9427	0.9406	0.9427	nan	0.0	nan	0.9592	0.3801	0.0	0.9071	0.9896	0.4970	0.6324	0.0	0.9000	nan	0.0	nan	0.0	nan	0.8773	0.3321	0.0	0.7549	0.9751	0.3685	0.4847	0.0	0.8358	nan	0.0
0.2234	0.86	120	0.1996	0.4441	0.5161	0.9466	0.9444	0.9466	nan	0.0	nan	0.9554	0.5044	0.0	0.9205	0.9895	0.5865	0.8090	0.0	0.9117	nan	0.0007	nan	0.0	nan	0.8787	0.4093	0.0	0.7943	0.9763	0.4661	0.5201	0.0	0.8390	nan	0.0007
3.5646	1.0	140	0.2047	0.4018	0.4575	0.9414	0.9393	0.9414	nan	0.0	nan	0.9207	0.5052	0.0	0.8502	0.9846	0.7520	0.0209	0.0	0.9577	nan	0.0414	nan	0.0	nan	0.8642	0.4346	0.0	0.7642	0.9764	0.5021	0.0209	0.0	0.8161	nan	0.0414
0.1235	1.14	160	0.2004	0.4466	0.5066	0.9430	0.9409	0.9430	nan	0.0070	nan	0.9811	0.6109	0.0	0.7665	0.9886	0.8324	0.3634	0.0	0.8627	nan	0.1597	nan	0.0070	nan	0.8652	0.4780	0.0	0.7317	0.9785	0.5124	0.3514	0.0	0.8301	nan	0.1578
0.1218	1.29	180	0.1798	0.4148	0.5011	0.9496	0.9475	0.9496	nan	0.0070	nan	0.9663	0.6280	0.0	0.8972	0.9919	0.6830	0.1464	0.0	0.8909	nan	0.3010	0.0	0.0070	nan	0.8829	0.4950	0.0	0.8071	0.9767	0.5285	0.1457	0.0	0.8443	nan	0.2903
0.1067	1.43	200	0.1801	0.5412	0.6616	0.9507	0.9486	0.9507	nan	0.5220	nan	0.9379	0.5168	0.0067	0.9567	0.9939	0.6200	0.8573	0.0	0.9099	nan	0.9569	nan	0.4329	nan	0.8819	0.4313	0.0067	0.8283	0.9749	0.5446	0.5202	0.0	0.8513	nan	0.4813
0.2548	1.57	220	0.1814	0.5503	0.6276	0.9493	0.9472	0.9493	nan	0.5284	nan	0.9764	0.6101	0.0107	0.8767	0.9896	0.6827	0.6171	0.0	0.8737	nan	0.7380	nan	0.4750	nan	0.8823	0.4745	0.0107	0.7928	0.9781	0.5078	0.4999	0.0	0.8396	nan	0.5921
0.2123	1.71	240	0.1756	0.5733	0.6538	0.9542	0.9520	0.9542	nan	0.6850	nan	0.9518	0.6119	0.0	0.9534	0.9909	0.6611	0.6400	0.0	0.9164	nan	0.7814	nan	0.5538	nan	0.8889	0.4876	0.0	0.8463	0.9779	0.5530	0.5222	0.0	0.8561	nan	0.6201
0.1435	1.86	260	0.2013	0.5163	0.6539	0.9479	0.9458	0.9479	nan	0.6696	nan	0.9357	0.5588	0.0	0.8876	0.9881	0.5916	0.7977	0.0	0.9447	nan	0.8193	nan	0.5431	nan	0.8821	0.4583	0.0	0.7698	0.9788	0.5204	0.0610	0.0	0.8493	nan	0.6168
0.1099	2.0	280	0.2007	0.5021	0.6219	0.9548	0.9527	0.9548	nan	0.6861	nan	0.9652	0.7050	0.0	0.9740	0.9912	0.5738	0.2404	0.0	0.8976	nan	0.8074	0.0	0.5199	nan	0.8888	0.5440	0.0	0.8451	0.9796	0.5387	0.2388	0.0	0.8551	nan	0.6158
0.1319	2.14	300	0.2076	0.4990	0.6731	0.9529	0.9508	0.9529	nan	0.6926	nan	0.9686	0.5591	0.0	0.9729	0.9910	0.5830	0.9698	0.0	0.8832	nan	0.7841	0.0	0.4838	nan	0.8863	0.4826	0.0	0.8257	0.9789	0.5426	0.3065	0.0	0.8490	nan	0.6328
0.1619	2.29	320	0.1791	0.4886	0.6026	0.9544	0.9522	0.9544	nan	0.6697	nan	0.9699	0.5102	0.0	0.9720	0.9909	0.6494	0.1724	0.0	0.8889	nan	0.8057	0.0	0.4628	nan	0.8863	0.4391	0.0	0.8483	0.9795	0.5888	0.1697	0.0	0.8516	nan	0.6372
0.0795	2.43	340	0.1715	0.5287	0.6631	0.9559	0.9538	0.9559	nan	0.8129	nan	0.9609	0.6383	0.0	0.9493	0.9907	0.7070	0.5975	0.0	0.9087	nan	0.7293	0.0	0.5015	nan	0.8906	0.5095	0.0	0.8539	0.9795	0.6080	0.5105	0.0	0.8589	nan	0.6323
0.078	2.57	360	0.2003	0.4869	0.6272	0.9536	0.9514	0.9536	nan	0.9025	nan	0.9548	0.6202	0.0	0.9866	0.9871	0.5544	0.6054	0.0	0.9294	nan	0.3593	0.0	0.3769	nan	0.8877	0.5047	0.0	0.8421	0.9800	0.5172	0.5203	0.0	0.8589	nan	0.3550
0.1228	2.71	380	0.1846	0.5075	0.6878	0.9533	0.9512	0.9533	nan	0.8965	nan	0.9641	0.6433	0.0	0.9493	0.9898	0.6567	0.7337	0.0	0.8902	nan	0.8426	0.0	0.3840	nan	0.8879	0.5151	0.0	0.8380	0.9807	0.5297	0.4775	0.0	0.8535	nan	0.6232
0.1107	2.86	400	0.1851	0.4823	0.7142	0.9530	0.9510	0.9530	nan	0.9242	nan	0.9457	0.7217	0.0	0.9503	0.9903	0.5962	0.9362	0.0	0.9187	nan	0.8728	0.0	0.3181	nan	0.8872	0.5642	0.0	0.8345	0.9806	0.5458	0.2155	0.0	0.8575	nan	0.5838
0.1085	3.0	420	0.1718	0.5236	0.6966	0.9554	0.9533	0.9554	nan	0.8536	nan	0.9544	0.6110	0.0	0.9758	0.9902	0.6282	0.8492	0.0	0.9159	nan	0.8846	0.0	0.4364	nan	0.8905	0.5163	0.0	0.8521	0.9805	0.5549	0.5890	0.0	0.8607	nan	0.6030
0.0873	3.14	440	0.1771	0.4963	0.7124	0.9540	0.9519	0.9540	nan	0.8776	nan	0.9388	0.6936	0.0	0.9653	0.9906	0.6004	0.9788	0.0	0.9328	nan	0.8586	0.0	0.3743	nan	0.8868	0.5555	0.0	0.8397	0.9807	0.5588	0.2816	0.0	0.8568	nan	0.6215
0.0936	3.29	460	0.1814	0.5154	0.6980	0.9533	0.9512	0.9533	nan	0.8522	nan	0.9293	0.7087	0.0	0.9680	0.9913	0.6251	0.9447	0.0	0.9387	nan	0.7204	0.0	0.3772	nan	0.8825	0.5643	0.0	0.8488	0.9798	0.5665	0.4810	0.0	0.8485	nan	0.6357
0.0635	3.43	480	0.1915	0.5053	0.6948	0.9548	0.9527	0.9548	nan	0.8887	nan	0.9521	0.8785	0.0	0.9696	0.9926	0.5532	0.8696	0.0	0.9075	nan	0.6316	0.0	0.3470	nan	0.8925	0.6068	0.0	0.8451	0.9798	0.5373	0.4154	0.0	0.8563	nan	0.5835
0.0926	3.57	500	0.1650	0.5100	0.6625	0.9556	0.9537	0.9556	nan	0.7542	nan	0.9537	0.7281	0.0	0.8971	0.9909	0.7813	0.5345	0.0	0.9232	nan	0.7241	0.0	0.4051	nan	0.8937	0.5811	0.0	0.8288	0.9799	0.5975	0.3339	0.0	0.8661	nan	0.6346
0.0594	3.71	520	0.1727	0.5318	0.6845	0.9553	0.9533	0.9553	nan	0.6966	nan	0.9538	0.6689	0.1708	0.9315	0.9910	0.6624	0.7169	0.0	0.9243	nan	0.8132	0.0	0.4080	nan	0.8928	0.5633	0.1708	0.8274	0.9799	0.5514	0.4850	0.0	0.8649	nan	0.6381
0.0882	3.86	540	0.1789	0.5200	0.6646	0.9545	0.9524	0.9545	nan	0.7641	nan	0.9494	0.6624	0.2372	0.9344	0.9893	0.6474	0.3398	0.0	0.9327	nan	0.8544	0.0	0.4389	nan	0.8900	0.5450	0.2372	0.8257	0.9802	0.5298	0.3249	0.0	0.8650	nan	0.6035
0.0754	4.0	560	0.1873	0.5440	0.6654	0.9565	0.9544	0.9565	nan	0.7324	nan	0.9653	0.6935	0.1220	0.9786	0.9911	0.5926	0.6934	0.0	0.9072	nan	0.6433	0.0	0.5182	nan	0.8908	0.5642	0.1220	0.8496	0.9807	0.5557	0.6074	0.0	0.8619	nan	0.5774
0.8611	4.14	580	0.1798	0.5594	0.7440	0.9560	0.9539	0.9560	nan	0.8256	nan	0.9654	0.6905	0.4657	0.9671	0.9905	0.6073	0.8920	0.0016	0.9003	nan	0.8782	0.0	0.4570	nan	0.8916	0.5856	0.4506	0.8452	0.9806	0.5562	0.4268	0.0016	0.8591	nan	0.6591
0.0482	4.29	600	0.1881	0.5538	0.7312	0.9559	0.9538	0.9559	nan	0.7879	nan	0.9372	0.7508	0.4063	0.9662	0.9917	0.6125	0.8767	0.0065	0.9409	nan	0.7660	0.0	0.4941	nan	0.8870	0.6162	0.3691	0.8487	0.9800	0.5648	0.3612	0.0065	0.8620	nan	0.6563
0.0709	4.43	620	0.1914	0.5602	0.7387	0.9565	0.9545	0.9565	nan	0.8133	nan	0.9432	0.6268	0.4374	0.9799	0.9900	0.6105	0.9273	0.0063	0.9422	nan	0.8483	0.0	0.5420	nan	0.8909	0.5470	0.3567	0.8436	0.9813	0.5660	0.4610	0.0063	0.8630	nan	0.6651
0.1201	4.57	640	0.1712	0.5727	0.7454	0.9558	0.9537	0.9558	nan	0.7765	nan	0.9466	0.5908	0.5167	0.9798	0.9883	0.6129	0.9466	0.0033	0.9387	nan	0.8989	0.0	0.5081	nan	0.8900	0.5305	0.5088	0.8480	0.9794	0.5657	0.5558	0.0033	0.8617	nan	0.6216
0.0969	4.71	660	0.1741	0.5403	0.7210	0.9560	0.9540	0.9560	nan	0.8223	nan	0.9543	0.6838	0.1895	0.9805	0.9922	0.6065	0.8429	0.0027	0.9076	nan	0.9484	0.0	0.4959	nan	0.8892	0.5735	0.1893	0.8548	0.9804	0.5715	0.5902	0.0027	0.8650	nan	0.4707
0.0746	4.86	680	0.1769	0.5411	0.7055	0.9567	0.9547	0.9567	nan	0.7651	nan	0.9479	0.6735	0.2252	0.9800	0.9900	0.6130	0.6933	0.0030	0.9335	nan	0.9359	0.0	0.5082	nan	0.8905	0.5676	0.2248	0.8541	0.9811	0.5681	0.4908	0.0030	0.8678	nan	0.5368
0.0689	5.0	700	0.1906	0.5379	0.7134	0.9565	0.9544	0.9565	nan	0.7703	nan	0.9481	0.7673	0.1447	0.9667	0.9906	0.5793	0.8123	0.0015	0.9336	nan	0.9334	0.0	0.5152	nan	0.8899	0.5916	0.1446	0.8499	0.9807	0.5571	0.5136	0.0015	0.8675	nan	0.5436
0.257	5.14	720	0.1951	0.5302	0.7095	0.9545	0.9526	0.9545	nan	0.8505	nan	0.9355	0.7379	0.0903	0.9764	0.9891	0.6039	0.9617	0.0039	0.9434	nan	0.7113	0.0	0.4514	nan	0.8847	0.5987	0.0888	0.8507	0.9794	0.5566	0.4561	0.0039	0.8575	nan	0.6344
0.078	5.29	740	0.1922	0.5094	0.7233	0.9545	0.9527	0.9545	nan	0.9164	nan	0.9553	0.7133	0.1630	0.9552	0.9894	0.6057	0.9829	0.0049	0.9163	nan	0.7542	0.0	0.3053	nan	0.8917	0.5774	0.1625	0.8415	0.9800	0.5570	0.2948	0.0049	0.8629	nan	0.6341
0.0884	5.43	760	0.2010	0.5331	0.7055	0.9556	0.9536	0.9556	nan	0.9282	nan	0.9554	0.6693	0.0825	0.9821	0.9896	0.6174	0.8410	0.0015	0.9140	nan	0.7801	0.0	0.2756	nan	0.8916	0.5668	0.0802	0.8565	0.9814	0.5673	0.6925	0.0014	0.8631	nan	0.6206
0.0854	5.57	780	0.1850	0.5366	0.7186	0.9556	0.9536	0.9556	nan	0.8370	nan	0.9444	0.6835	0.2189	0.9716	0.9922	0.6170	0.9019	0.0013	0.9250	nan	0.8115	0.0	0.3638	nan	0.8893	0.5734	0.2048	0.8525	0.9804	0.5575	0.4912	0.0013	0.8621	nan	0.6627
0.1019	5.71	800	0.1902	0.5381	0.7596	0.9559	0.9539	0.9559	nan	0.8297	nan	0.9540	0.7560	0.5776	0.9636	0.9889	0.5811	0.9607	0.0021	0.9263	nan	0.8160	0.0	0.3791	nan	0.8925	0.6065	0.4194	0.8410	0.9810	0.5573	0.2512	0.0021	0.8636	nan	0.6639
0.0663	5.86	820	0.1798	0.5756	0.7444	0.9571	0.9552	0.9571	nan	0.7684	nan	0.9504	0.6827	0.6757	0.9759	0.9895	0.6072	0.6976	0.0127	0.9345	nan	0.8936	0.0	0.4783	nan	0.8930	0.5878	0.5433	0.8554	0.9802	0.5645	0.4659	0.0121	0.8669	nan	0.6599
0.0867	6.0	840	0.1876	0.5620	0.7323	0.9572	0.9551	0.9572	nan	0.6994	nan	0.9633	0.6614	0.7345	0.9818	0.9884	0.6067	0.5486	0.0231	0.9167	nan	0.9315	0.0	0.4973	nan	0.8941	0.5834	0.4772	0.8537	0.9803	0.5667	0.3765	0.0210	0.8670	nan	0.6264
0.0851	6.14	860	0.1891	0.5529	0.7157	0.9557	0.9537	0.9557	nan	0.6946	nan	0.9614	0.6375	0.5626	0.9894	0.9898	0.6001	0.5568	0.0211	0.9031	nan	0.9566	0.0	0.5005	nan	0.8911	0.5637	0.4196	0.8419	0.9799	0.5542	0.4327	0.0195	0.8635	nan	0.5678
0.0846	6.29	880	0.1743	0.5608	0.7337	0.9566	0.9546	0.9566	nan	0.7020	nan	0.9466	0.7529	0.4292	0.9730	0.9897	0.6163	0.8007	0.0220	0.9332	nan	0.9052	0.0	0.5383	nan	0.8917	0.6231	0.2764	0.8508	0.9795	0.5610	0.4652	0.0203	0.8668	nan	0.6568
0.0508	6.43	900	0.1887	0.5399	0.7751	0.9554	0.9533	0.9554	nan	0.8334	nan	0.9545	0.7853	0.5212	0.9477	0.9877	0.6094	0.9297	0.1135	0.9212	nan	0.9226	0.0	0.4474	nan	0.8940	0.6258	0.3360	0.8353	0.9794	0.5652	0.2190	0.0910	0.8660	nan	0.6200
0.0649	6.57	920	0.2036	0.5736	0.7555	0.9562	0.9542	0.9562	nan	0.8159	nan	0.9599	0.7247	0.4368	0.9853	0.9874	0.5911	0.8897	0.0756	0.9133	nan	0.9308	0.0	0.4635	nan	0.8932	0.6036	0.3094	0.8486	0.9800	0.5577	0.6947	0.0614	0.8655	nan	0.6057
0.0483	6.71	940	0.1851	0.5726	0.7620	0.9565	0.9546	0.9565	nan	0.8332	nan	0.9501	0.7208	0.4052	0.9816	0.9867	0.6021	0.9482	0.0932	0.9344	nan	0.9267	0.0	0.4992	nan	0.8928	0.6106	0.2967	0.8526	0.9798	0.5655	0.6276	0.0780	0.8666	nan	0.6023
0.0528	6.86	960	0.1703	0.5851	0.7253	0.9583	0.9562	0.9583	nan	0.7820	nan	0.9538	0.6818	0.3047	0.9814	0.9925	0.6008	0.9093	0.0227	0.9257	nan	0.8235	0.0	0.5877	nan	0.8957	0.5858	0.3028	0.8545	0.9804	0.5630	0.6824	0.0224	0.8688	nan	0.6777
0.0683	7.0	980	0.1714	0.5775	0.7542	0.9579	0.9561	0.9579	nan	0.8969	nan	0.9498	0.7188	0.4620	0.9848	0.9895	0.5956	0.8654	0.1028	0.9339	nan	0.7964	0.0	0.4175	nan	0.8960	0.6108	0.4277	0.8545	0.9809	0.5634	0.5512	0.1011	0.8693	nan	0.6580
0.0429	7.14	1000	0.1751	0.5632	0.7337	0.9581	0.9561	0.9581	nan	0.8656	nan	0.9574	0.7167	0.3912	0.9778	0.9905	0.6129	0.7990	0.0238	0.9237	nan	0.8120	0.0	0.4219	nan	0.8958	0.6073	0.3634	0.8551	0.9815	0.5670	0.5115	0.0237	0.8699	nan	0.6606
0.0671	7.29	1020	0.1798	0.5617	0.7396	0.9574	0.9554	0.9574	nan	0.8698	nan	0.9493	0.6916	0.4457	0.9813	0.9922	0.6076	0.8032	0.0425	0.9240	nan	0.8290	0.0	0.4088	nan	0.8937	0.5942	0.4176	0.8548	0.9807	0.5673	0.4642	0.0422	0.8678	nan	0.6486
0.0762	7.43	1040	0.1909	0.5393	0.7494	0.9557	0.9538	0.9557	nan	0.8481	nan	0.9584	0.6204	0.4728	0.9698	0.9905	0.6072	0.9137	0.0781	0.9092	nan	0.8753	0.0	0.3825	nan	0.8925	0.5571	0.4293	0.8393	0.9810	0.5646	0.2638	0.0745	0.8620	nan	0.6247
0.1076	7.57	1060	0.1801	0.5409	0.6997	0.9573	0.9553	0.9573	nan	0.6143	nan	0.9520	0.7201	0.1938	0.9661	0.9895	0.6126	0.9211	0.0379	0.9398	nan	0.7494	0.0	0.5324	nan	0.8928	0.5999	0.1884	0.8476	0.9811	0.5688	0.3173	0.0359	0.8679	nan	0.6589
0.0814	7.71	1080	0.1863	0.5516	0.7346	0.9565	0.9549	0.9565	nan	0.7393	nan	0.9679	0.7117	0.2736	0.9695	0.9871	0.6169	0.9227	0.0671	0.9088	nan	0.9162	0.0	0.5661	nan	0.8932	0.5977	0.2521	0.8494	0.9802	0.5709	0.3443	0.0606	0.8643	nan	0.6399
0.0634	7.86	1100	0.1792	0.5708	0.7221	0.9584	0.9564	0.9584	nan	0.6505	nan	0.9534	0.7394	0.3076	0.9848	0.9895	0.5847	0.8325	0.0759	0.9355	nan	0.8890	0.0	0.5410	nan	0.8954	0.6224	0.2904	0.8532	0.9812	0.5642	0.4975	0.0692	0.8703	nan	0.6644
0.0851	8.0	1120	0.1765	0.5582	0.7340	0.9578	0.9560	0.9578	nan	0.6668	nan	0.9668	0.7927	0.2572	0.9629	0.9897	0.6026	0.9542	0.0957	0.9099	nan	0.8752	0.0	0.5309	nan	0.8965	0.6148	0.2427	0.8479	0.9810	0.5753	0.3849	0.0841	0.8677	nan	0.6727
0.0722	8.14	1140	0.1888	0.5290	0.7518	0.9561	0.9542	0.9561	nan	0.8810	nan	0.9580	0.7190	0.3189	0.9555	0.9903	0.6095	0.9859	0.1038	0.9130	nan	0.8351	0.0	0.3816	nan	0.8936	0.6077	0.2898	0.8314	0.9815	0.5748	0.2001	0.0967	0.8673	nan	0.6240
0.0967	8.29	1160	0.1926	0.5562	0.6904	0.9579	0.9558	0.9579	nan	0.7735	nan	0.9519	0.7027	0.3493	0.9863	0.9904	0.6025	0.3384	0.0893	0.9290	nan	0.8814	0.0	0.5172	nan	0.8945	0.6029	0.3046	0.8520	0.9807	0.5743	0.3278	0.0801	0.8678	nan	0.6729
0.1107	8.43	1180	0.1926	0.5515	0.6806	0.9580	0.9559	0.9580	nan	0.7550	nan	0.9613	0.7024	0.3106	0.9825	0.9899	0.6130	0.2907	0.1014	0.9165	nan	0.8633	0.0	0.4986	nan	0.8959	0.6016	0.3000	0.8542	0.9804	0.5741	0.2809	0.0894	0.8678	nan	0.6751
0.0471	8.57	1200	0.1849	0.5659	0.7349	0.9584	0.9563	0.9584	nan	0.7403	nan	0.9603	0.7119	0.3614	0.9771	0.9903	0.6012	0.8676	0.0887	0.9214	nan	0.8638	0.0	0.4997	nan	0.8964	0.6071	0.3528	0.8529	0.9813	0.5711	0.4014	0.0812	0.8684	nan	0.6791
0.0427	8.71	1220	0.1874	0.5590	0.7287	0.9582	0.9561	0.9582	nan	0.7948	nan	0.9514	0.7342	0.2752	0.9794	0.9914	0.6003	0.8401	0.0843	0.9289	nan	0.8357	0.0	0.5046	nan	0.8952	0.6161	0.2661	0.8535	0.9812	0.5709	0.3947	0.0791	0.8677	nan	0.6791
0.0522	8.86	1240	0.1796	0.5547	0.7235	0.9583	0.9565	0.9583	nan	0.7893	nan	0.9568	0.7273	0.2275	0.9764	0.9900	0.6069	0.8464	0.0961	0.9271	nan	0.8144	0.0	0.4741	nan	0.8968	0.6080	0.2253	0.8553	0.9811	0.5738	0.4120	0.0890	0.8703	nan	0.6702
0.054	9.0	1260	0.1816	0.5683	0.7269	0.9579	0.9561	0.9579	nan	0.7935	nan	0.9590	0.6738	0.4404	0.9808	0.9897	0.5910	0.6971	0.1027	0.9240	nan	0.8444	0.0	0.4778	nan	0.8966	0.5923	0.4168	0.8501	0.9811	0.5584	0.4119	0.0945	0.8692	nan	0.6709
0.0473	9.14	1280	0.1840	0.5530	0.7471	0.9574	0.9555	0.9574	nan	0.7711	nan	0.9650	0.7135	0.4471	0.9531	0.9902	0.6218	0.9368	0.0686	0.9129	nan	0.8377	0.0	0.4911	nan	0.8965	0.6037	0.4203	0.8388	0.9814	0.5748	0.2224	0.0644	0.8679	nan	0.6750
0.0604	9.29	1300	0.1877	0.5664	0.7373	0.9583	0.9563	0.9583	nan	0.8333	nan	0.9539	0.6928	0.3648	0.9833	0.9906	0.6006	0.8414	0.0730	0.9285	nan	0.8474	0.0	0.4983	nan	0.8965	0.6032	0.3430	0.8495	0.9812	0.5706	0.4484	0.0691	0.8697	nan	0.6676
0.2052	9.43	1320	0.1833	0.5753	0.7403	0.9585	0.9566	0.9585	nan	0.8241	nan	0.9577	0.7241	0.3720	0.9807	0.9899	0.6108	0.7683	0.1283	0.9223	nan	0.8654	0.0	0.4915	nan	0.8975	0.6183	0.3246	0.8537	0.9810	0.5724	0.5167	0.1201	0.8683	nan	0.6596
0.0794	9.57	1340	0.1835	0.5720	0.7340	0.9581	0.9563	0.9581	nan	0.8222	nan	0.9542	0.7621	0.3317	0.9770	0.9892	0.5926	0.7219	0.1229	0.9310	nan	0.8690	0.0	0.5011	nan	0.8962	0.6305	0.2941	0.8536	0.9810	0.5654	0.5034	0.1141	0.8676	nan	0.6572
0.0966	9.71	1360	0.1877	0.5693	0.7166	0.9586	0.9566	0.9586	nan	0.7863	nan	0.9553	0.7381	0.2595	0.9823	0.9899	0.6014	0.7347	0.0739	0.9309	nan	0.8302	0.0	0.5298	nan	0.8963	0.6221	0.2357	0.8544	0.9812	0.5682	0.5260	0.0697	0.8698	nan	0.6781
0.0805	9.86	1380	0.1765	0.5455	0.7452	0.9574	0.9554	0.9574	nan	0.7991	nan	0.9557	0.6849	0.3489	0.9507	0.9900	0.6195	0.9795	0.0806	0.9311	nan	0.8571	0.0	0.5229	nan	0.8970	0.5978	0.3335	0.8322	0.9813	0.5744	0.1852	0.0756	0.8710	nan	0.6745
0.0419	10.0	1400	0.1882	0.5499	0.7349	0.9577	0.9558	0.9577	nan	0.8454	nan	0.9549	0.7200	0.2211	0.9789	0.9887	0.6013	0.8089	0.1297	0.9281	nan	0.9066	0.0	0.4878	nan	0.8954	0.6126	0.2073	0.8520	0.9809	0.5704	0.3866	0.1126	0.8700	nan	0.6229
0.1714	10.14	1420	0.1838	0.5510	0.7278	0.9576	0.9557	0.9576	nan	0.8569	nan	0.9554	0.7477	0.2377	0.9783	0.9895	0.6163	0.6092	0.1807	0.9179	nan	0.9166	0.0	0.4607	nan	0.8951	0.6243	0.2160	0.8549	0.9806	0.5776	0.3731	0.1552	0.8675	nan	0.6074
0.0795	10.29	1440	0.1866	0.5440	0.7295	0.9578	0.9559	0.9578	nan	0.8750	nan	0.9581	0.7375	0.2015	0.9755	0.9880	0.6140	0.7774	0.1123	0.9258	nan	0.8595	0.0	0.4424	nan	0.8965	0.6202	0.1856	0.8524	0.9811	0.5752	0.3529	0.0978	0.8701	nan	0.6532
0.0348	10.43	1460	0.1867	0.5486	0.7395	0.9579	0.9560	0.9579	nan	0.8633	nan	0.9506	0.7501	0.2099	0.9733	0.9900	0.6081	0.9429	0.0885	0.9333	nan	0.8248	0.0	0.4502	nan	0.8957	0.6245	0.1960	0.8516	0.9812	0.5741	0.3918	0.0792	0.8704	nan	0.6682
0.0578	10.57	1480	0.1868	0.5543	0.7316	0.9582	0.9564	0.9582	nan	0.8552	nan	0.9610	0.7244	0.2174	0.9804	0.9897	0.6061	0.8928	0.0879	0.9191	nan	0.8133	0.0	0.4578	nan	0.8976	0.6145	0.2036	0.8528	0.9813	0.5728	0.4518	0.0784	0.8702	nan	0.6703
0.2385	10.71	1500	0.1851	0.5531	0.7083	0.9585	0.9565	0.9585	nan	0.8342	nan	0.9580	0.7061	0.1815	0.9847	0.9923	0.6002	0.7509	0.0325	0.9187	nan	0.8321	0.0	0.5004	nan	0.8975	0.6034	0.1746	0.8529	0.9812	0.5684	0.4794	0.0320	0.8697	nan	0.6779
0.046	10.86	1520	0.1803	0.5475	0.7302	0.9584	0.9565	0.9584	nan	0.8064	nan	0.9581	0.7656	0.1869	0.9715	0.9896	0.6057	0.8418	0.1060	0.9257	nan	0.8753	0.0	0.4911	nan	0.8971	0.6233	0.1751	0.8508	0.9819	0.5695	0.3504	0.1006	0.8698	nan	0.6600
0.1985	11.0	1540	0.1761	0.5477	0.7125	0.9588	0.9568	0.9588	nan	0.7920	nan	0.9523	0.7231	0.1202	0.9788	0.9915	0.6154	0.7705	0.0933	0.9303	nan	0.8700	0.0	0.5199	nan	0.8974	0.6080	0.1190	0.8543	0.9815	0.5742	0.3903	0.0899	0.8712	nan	0.6663
0.0683	11.14	1560	0.1807	0.5457	0.7116	0.9588	0.9569	0.9588	nan	0.8008	nan	0.9560	0.7278	0.1150	0.9788	0.9906	0.6164	0.7668	0.0589	0.9284	nan	0.8879	0.0	0.5113	nan	0.8970	0.6137	0.1133	0.8547	0.9819	0.5749	0.4123	0.0575	0.8718	nan	0.6605
0.0421	11.29	1580	0.1862	0.5466	0.7064	0.9588	0.9569	0.9588	nan	0.8052	nan	0.9539	0.7511	0.1201	0.9811	0.9913	0.6102	0.6662	0.0766	0.9278	nan	0.8870	0.0	0.5101	nan	0.8973	0.6257	0.1169	0.8536	0.9816	0.5768	0.3889	0.0747	0.8712	nan	0.6627
0.0579	11.43	1600	0.1808	0.5412	0.7099	0.9584	0.9566	0.9584	nan	0.7950	nan	0.9569	0.7250	0.1381	0.9738	0.9893	0.6240	0.7024	0.0957	0.9294	nan	0.8795	0.0	0.5032	nan	0.8972	0.6136	0.1361	0.8517	0.9816	0.5776	0.3039	0.0907	0.8705	nan	0.6678
0.0551	11.57	1620	0.1873	0.5450	0.7164	0.9585	0.9567	0.9585	nan	0.7742	nan	0.9533	0.7367	0.1711	0.9740	0.9908	0.6095	0.7184	0.1585	0.9290	nan	0.8645	0.0	0.5090	nan	0.8983	0.6213	0.1668	0.8478	0.9813	0.5741	0.2571	0.1458	0.8709	nan	0.6675
0.0533	11.71	1640	0.1911	0.5439	0.7376	0.9572	0.9553	0.9572	nan	0.7682	nan	0.9484	0.7345	0.2529	0.9567	0.9890	0.6042	0.9159	0.1597	0.9415	nan	0.8422	0.0	0.5030	nan	0.8954	0.6227	0.2361	0.8364	0.9813	0.5731	0.1944	0.1445	0.8676	nan	0.6728
0.0528	11.86	1660	0.1890	0.5455	0.7351	0.9576	0.9558	0.9576	nan	0.7702	nan	0.9627	0.7145	0.3020	0.9580	0.9895	0.6117	0.8719	0.1478	0.9188	nan	0.8389	0.0	0.4977	nan	0.8974	0.6152	0.2616	0.8390	0.9812	0.5761	0.2025	0.1330	0.8687	nan	0.6737
0.0706	12.0	1680	0.1830	0.5611	0.7211	0.9587	0.9567	0.9587	nan	0.7726	nan	0.9630	0.7188	0.3242	0.9759	0.9915	0.6071	0.6970	0.0995	0.9133	nan	0.8697	0.0	0.5080	nan	0.8971	0.6137	0.2967	0.8541	0.9815	0.5762	0.3736	0.0944	0.8679	nan	0.6702
0.0694	12.14	1700	0.1806	0.5702	0.7321	0.9590	0.9570	0.9590	nan	0.7979	nan	0.9517	0.6927	0.3661	0.9811	0.9913	0.6037	0.7097	0.1588	0.9324	nan	0.8680	0.0	0.4953	nan	0.8977	0.6057	0.3389	0.8534	0.9818	0.5746	0.4055	0.1536	0.8687	nan	0.6670
0.0609	12.29	1720	0.1856	0.5678	0.7252	0.9593	0.9574	0.9593	nan	0.8046	nan	0.9607	0.7040	0.2983	0.9823	0.9900	0.6059	0.7013	0.2144	0.9232	nan	0.7922	0.0	0.4624	nan	0.9004	0.6103	0.2753	0.8540	0.9817	0.5750	0.4149	0.1969	0.8700	nan	0.6729
0.1335	12.43	1740	0.1837	0.5647	0.7292	0.9591	0.9572	0.9591	nan	0.7984	nan	0.9583	0.6948	0.2250	0.9787	0.9909	0.6168	0.7534	0.2313	0.9207	nan	0.8526	0.0	0.4713	nan	0.8998	0.6012	0.2186	0.8537	0.9814	0.5771	0.4192	0.2116	0.8689	nan	0.6740
0.0375	12.57	1760	0.1906	0.5654	0.7419	0.9589	0.9570	0.9589	nan	0.8153	nan	0.9575	0.7452	0.2483	0.9807	0.9887	0.6132	0.7196	0.2723	0.9237	nan	0.8969	0.0	0.4743	nan	0.8995	0.6293	0.2141	0.8528	0.9814	0.5725	0.4028	0.2441	0.8689	nan	0.6455
0.0612	12.71	1780	0.1847	0.5708	0.7425	0.9595	0.9576	0.9595	nan	0.8030	nan	0.9578	0.7295	0.2694	0.9784	0.9901	0.6162	0.7246	0.2880	0.9231	nan	0.8869	0.0	0.4965	nan	0.9008	0.6240	0.2290	0.8533	0.9816	0.5753	0.4027	0.2625	0.8701	nan	0.6536
0.0512	12.86	1800	0.1900	0.5783	0.7518	0.9599	0.9581	0.9599	nan	0.8026	nan	0.9537	0.7772	0.2533	0.9811	0.9903	0.5993	0.7242	0.3762	0.9275	nan	0.8849	0.0	0.4906	nan	0.9018	0.6425	0.2174	0.8534	0.9816	0.5722	0.4155	0.3435	0.8699	nan	0.6512
0.0421	13.0	1820	0.1928	0.5565	0.7454	0.9588	0.9569	0.9588	nan	0.7985	nan	0.9584	0.7653	0.2222	0.9757	0.9895	0.6037	0.8718	0.2050	0.9229	nan	0.8859	0.0	0.4776	nan	0.8988	0.6367	0.1952	0.8498	0.9817	0.5728	0.3542	0.1882	0.8698	nan	0.6537
0.1498	13.14	1840	0.1900	0.5467	0.7395	0.9586	0.9566	0.9586	nan	0.7903	nan	0.9566	0.7691	0.2179	0.9633	0.9907	0.6039	0.8954	0.1766	0.9261	nan	0.8443	0.0	0.4808	nan	0.8988	0.6351	0.2027	0.8421	0.9820	0.5732	0.2362	0.1653	0.8706	nan	0.6733
0.032	13.29	1860	0.1883	0.5640	0.7394	0.9592	0.9573	0.9592	nan	0.8135	nan	0.9604	0.7505	0.2539	0.9772	0.9903	0.6071	0.7972	0.2013	0.9197	nan	0.8625	0.0	0.4643	nan	0.8988	0.6312	0.2285	0.8540	0.9820	0.5745	0.4207	0.1888	0.8700	nan	0.6551
0.0545	13.43	1880	0.1856	0.5699	0.7406	0.9594	0.9575	0.9594	nan	0.8169	nan	0.9538	0.7324	0.2720	0.9800	0.9908	0.6121	0.7420	0.2558	0.9277	nan	0.8634	0.0	0.4603	nan	0.8992	0.6245	0.2504	0.8547	0.9820	0.5754	0.4274	0.2403	0.8701	nan	0.6542
0.0521	13.57	1900	0.1834	0.5655	0.7368	0.9592	0.9573	0.9592	nan	0.8277	nan	0.9605	0.7419	0.2488	0.9782	0.9904	0.6064	0.7633	0.2224	0.9188	nan	0.8459	0.0	0.4414	nan	0.8994	0.6267	0.2323	0.8547	0.9820	0.5743	0.4367	0.2055	0.8692	nan	0.6635
0.1503	13.71	1920	0.1845	0.5674	0.7266	0.9592	0.9572	0.9592	nan	0.8171	nan	0.9575	0.7043	0.2860	0.9817	0.9916	0.6048	0.6717	0.2105	0.9206	nan	0.8468	0.0	0.4544	nan	0.8992	0.6103	0.2694	0.8541	0.9818	0.5737	0.4288	0.1979	0.8689	nan	0.6699
0.0449	13.86	1940	0.1885	0.5601	0.7343	0.9586	0.9567	0.9586	nan	0.8255	nan	0.9510	0.7259	0.2683	0.9801	0.9906	0.6158	0.7628	0.1659	0.9305	nan	0.8614	0.0	0.4431	nan	0.8972	0.6194	0.2425	0.8534	0.9818	0.5760	0.4287	0.1545	0.8694	nan	0.6555
0.0619	14.0	1960	0.1878	0.5608	0.7346	0.9589	0.9569	0.9589	nan	0.8150	nan	0.9573	0.7383	0.2705	0.9773	0.9907	0.6137	0.7896	0.1584	0.9223	nan	0.8472	0.0	0.4424	nan	0.8982	0.6246	0.2471	0.8541	0.9819	0.5771	0.4263	0.1462	0.8697	nan	0.6616
0.0495	14.14	1980	0.1926	0.5598	0.7293	0.9588	0.9568	0.9588	nan	0.8132	nan	0.9576	0.7281	0.2642	0.9801	0.9895	0.6145	0.7367	0.1704	0.9250	nan	0.8428	0.0	0.4416	nan	0.8982	0.6215	0.2334	0.8536	0.9818	0.5755	0.4217	0.1557	0.8697	nan	0.6649
0.0813	14.29	2000	0.1911	0.5633	0.7375	0.9589	0.9570	0.9589	nan	0.8186	nan	0.9536	0.7235	0.2788	0.9793	0.9912	0.6159	0.7638	0.2088	0.9249	nan	0.8545	0.0	0.4412	nan	0.8986	0.6180	0.2555	0.8533	0.9816	0.5771	0.4120	0.1931	0.8697	nan	0.6591
0.0681	14.43	2020	0.1850	0.5607	0.7321	0.9589	0.9570	0.9589	nan	0.8106	nan	0.9583	0.7291	0.2827	0.9769	0.9908	0.6119	0.7725	0.1647	0.9217	nan	0.8345	0.0	0.4432	nan	0.8985	0.6222	0.2570	0.8538	0.9818	0.5770	0.4074	0.1520	0.8697	nan	0.6657
0.0565	14.57	2040	0.1868	0.5621	0.7321	0.9590	0.9570	0.9590	nan	0.8035	nan	0.9581	0.7202	0.2801	0.9772	0.9904	0.6163	0.7766	0.1741	0.9236	nan	0.8329	0.0	0.4519	nan	0.8986	0.6181	0.2518	0.8536	0.9818	0.5776	0.4129	0.1602	0.8699	nan	0.6686
0.0567	14.71	2060	0.1863	0.5545	0.7233	0.9587	0.9568	0.9587	nan	0.8040	nan	0.9577	0.7163	0.2471	0.9765	0.9911	0.6139	0.7941	0.0968	0.9234	nan	0.8356	0.0	0.4536	nan	0.8973	0.6149	0.2315	0.8535	0.9819	0.5780	0.4113	0.0924	0.8695	nan	0.6704
0.0714	14.86	2080	0.1896	0.5643	0.7355	0.9591	0.9572	0.9591	nan	0.8097	nan	0.9567	0.7241	0.2878	0.9790	0.9906	0.6104	0.7773	0.1923	0.9248	nan	0.8379	0.0	0.4510	nan	0.8988	0.6205	0.2588	0.8531	0.9819	0.5768	0.4142	0.1786	0.8698	nan	0.6675
0.0529	15.0	2100	0.1877	0.5611	0.7306	0.9590	0.9571	0.9590	nan	0.7986	nan	0.9573	0.7348	0.2613	0.9777	0.9905	0.6139	0.7790	0.1663	0.9244	nan	0.8332	0.0	0.4507	nan	0.8984	0.6241	0.2362	0.8536	0.9819	0.5775	0.4149	0.1550	0.8699	nan	0.6710

Framework versions

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