segformer-finetuned-riviera

This model is a fine-tuned version of peldrak/segformer-finetuned-coasts-final on the peldrak/riviera_labeled_split dataset. It achieves the following results on the evaluation set:

• Loss: 0.1898
• Mean Iou: 0.5029
• Mean Accuracy: 0.6197
• Overall Accuracy: 0.9030
• Accuracy Water: 0.9790
• Accuracy Whitewater: 0.0
• Accuracy Sand: 0.8826
• Accuracy Rocky Terrain: 0.8951
• Accuracy Agricultural: 0.8809
• Accuracy Vegetation: 0.9396
• Accuracy Road: 0.6302
• Accuracy Building: 0.5410
• Accuracy Soil: 0.4486
• Accuracy Boat: nan
• Accuracy Development: 0.0
• Accuracy Unknown: nan
• Iou Water: 0.9539
• Iou Whitewater: 0.0
• Iou Sand: 0.8064
• Iou Rocky Terrain: 0.8292
• Iou Agricultural: 0.8190
• Iou Vegetation: 0.7979
• Iou Road: 0.5135
• Iou Building: 0.4346
• Iou Soil: 0.3769
• Iou Boat: nan
• Iou Development: 0.0
• Iou Unknown: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 6e-05
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sand	Accuracy Rocky Terrain	Accuracy Agricultural	Accuracy Vegetation	Accuracy Road	Accuracy Building	Accuracy Soil	Accuracy Boat	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sand	Iou Rocky Terrain	Iou Agricultural	Iou Vegetation	Iou Road	Iou Building	Iou Soil	Iou Boat	Iou Development	Iou Unknown
1.908	0.43	20	1.5006	0.1386	0.2716	0.5245	0.5673	0.0015	0.1051	0.7783	0.0605	0.9687	0.0004	0.2337	0.0003	nan	0.0	nan	0.5526	0.0002	0.0967	0.5020	0.0515	0.4225	0.0004	0.0371	0.0003	0.0	0.0	0.0
1.4398	0.87	40	0.9640	0.2528	0.3806	0.7203	0.9531	0.0	0.8145	0.9034	0.1560	0.9690	0.0	0.0075	0.0027	nan	0.0	nan	0.9207	0.0	0.7481	0.6936	0.1539	0.5106	0.0	0.0046	0.0027	0.0	0.0	0.0
1.0307	1.3	60	0.7848	0.2878	0.3859	0.7291	0.9583	0.0	0.8569	0.8883	0.1763	0.9791	0.0	0.0	0.0000	nan	0.0	nan	0.9395	0.0	0.8017	0.7539	0.1747	0.4960	0.0	0.0	0.0000	nan	0.0	0.0
0.8326	1.74	80	0.6153	0.2889	0.3878	0.7374	0.9785	0.0	0.8393	0.8917	0.1999	0.9681	0.0	0.0	0.0000	nan	0.0	nan	0.9483	0.0	0.8011	0.7193	0.1976	0.5110	0.0	0.0	0.0000	nan	0.0	0.0
0.8073	2.17	100	0.4691	0.3205	0.4189	0.8037	0.9808	0.0	0.8498	0.8368	0.5480	0.9713	0.0	0.0	0.0022	nan	0.0	nan	0.9307	0.0	0.6741	0.7811	0.5204	0.6174	0.0	0.0	0.0022	nan	0.0	0.0
0.704	2.61	120	0.4258	0.3332	0.4358	0.8194	0.9702	0.0	0.8729	0.8962	0.6086	0.9639	0.0	0.0	0.0457	nan	0.0	nan	0.9486	0.0	0.6774	0.7899	0.5665	0.6374	0.0	0.0	0.0455	nan	0.0	0.0
0.6908	3.04	140	0.3838	0.3652	0.4545	0.8613	0.9801	0.0	0.8479	0.8894	0.8547	0.9289	0.0	0.0	0.0435	nan	0.0	nan	0.9418	0.0	0.8003	0.7730	0.7470	0.7114	0.0	0.0	0.0434	nan	0.0	0.0
0.8322	3.48	160	0.3320	0.3723	0.4625	0.8673	0.9825	0.0	0.8877	0.8569	0.8891	0.9189	0.0	0.0	0.0898	nan	0.0	nan	0.9352	0.0	0.7833	0.7893	0.7687	0.7353	0.0	0.0	0.0832	nan	0.0	0.0
0.4966	3.91	180	0.2892	0.3848	0.4793	0.8732	0.9715	0.0	0.8962	0.8724	0.8856	0.9257	0.0	0.0	0.2418	nan	0.0	nan	0.9447	0.0	0.7618	0.7963	0.7712	0.7571	0.0	0.0	0.2014	nan	0.0	0.0
0.5418	4.35	200	0.2968	0.3658	0.4564	0.8647	0.9697	0.0	0.8268	0.8930	0.8605	0.9519	0.0	0.0	0.0625	nan	0.0	nan	0.9464	0.0	0.7798	0.7485	0.7633	0.7261	0.0	0.0	0.0601	nan	0.0	0.0
0.6316	4.78	220	0.2704	0.3803	0.4742	0.8606	0.9748	0.0	0.8969	0.9011	0.7804	0.9430	0.0	0.0	0.2453	nan	0.0	nan	0.9473	0.0	0.7903	0.8128	0.7240	0.7156	0.0	0.0	0.1931	nan	0.0	0.0
0.6079	5.22	240	0.2406	0.3930	0.4851	0.8765	0.9742	0.0	0.8936	0.8915	0.9013	0.9088	0.0	0.0	0.2812	nan	0.0	nan	0.9356	0.0	0.7964	0.8103	0.7827	0.7700	0.0	0.0	0.2281	nan	0.0	0.0
0.3053	5.65	260	0.2500	0.3926	0.4892	0.8681	0.9674	0.0	0.8905	0.9148	0.9038	0.8597	0.0	0.0	0.3563	nan	0.0	nan	0.9246	0.0	0.8017	0.8123	0.7713	0.7575	0.0	0.0	0.2513	nan	0.0	0.0
0.2995	6.09	280	0.2654	0.3756	0.4619	0.8622	0.9758	0.0	0.8820	0.8759	0.8019	0.9671	0.0	0.0	0.1161	nan	0.0	nan	0.9458	0.0	0.8107	0.8151	0.7566	0.6975	0.0	0.0	0.1056	nan	0.0	0.0
0.2772	6.52	300	0.2242	0.4013	0.4916	0.8844	0.9834	0.0	0.8714	0.8650	0.9075	0.9231	0.0	0.0	0.3653	nan	0.0	nan	0.9429	0.0	0.8099	0.7963	0.8043	0.7682	0.0	0.0	0.2922	nan	0.0	0.0
0.4586	6.96	320	0.2596	0.3783	0.4670	0.8555	0.9771	0.0	0.8875	0.8424	0.7514	0.9690	0.0	0.0	0.2426	nan	0.0	nan	0.9414	0.0	0.8145	0.7988	0.7052	0.6870	0.0	0.0	0.2148	nan	0.0	0.0
0.4574	7.39	340	0.2196	0.4007	0.4989	0.8832	0.9701	0.0	0.8993	0.9037	0.9086	0.9088	0.0	0.0	0.3981	nan	0.0	nan	0.9464	0.0	0.7823	0.8113	0.8016	0.7711	0.0	0.0	0.2950	nan	0.0	0.0
0.5272	7.83	360	0.2229	0.3997	0.4979	0.8804	0.9830	0.0	0.9013	0.8904	0.8637	0.9164	0.0	0.0	0.4245	nan	0.0	nan	0.9426	0.0	0.7984	0.8113	0.7873	0.7681	0.0	0.0	0.2895	nan	0.0	0.0
0.3955	8.26	380	0.2135	0.4035	0.5020	0.8833	0.9786	0.0	0.8921	0.8926	0.9247	0.8807	0.0	0.0	0.4515	nan	0.0	nan	0.9452	0.0	0.7945	0.8264	0.7946	0.7726	0.0	0.0	0.3048	nan	0.0	0.0
0.5612	8.7	400	0.2228	0.4009	0.4919	0.8849	0.9892	0.0	0.8790	0.8097	0.8977	0.9389	0.0	0.0	0.4042	nan	0.0	nan	0.9419	0.0	0.8002	0.7755	0.8134	0.7698	0.0	0.0	0.3086	nan	0.0	0.0
0.1692	9.13	420	0.2094	0.4046	0.5041	0.8853	0.9658	0.0	0.9087	0.9039	0.8833	0.9330	0.0	0.0	0.4467	nan	0.0	nan	0.9479	0.0	0.7794	0.8138	0.8039	0.7686	0.0	0.0	0.3368	nan	0.0	0.0
0.4642	9.57	440	0.2251	0.3966	0.4857	0.8790	0.9910	0.0	0.8899	0.8028	0.8914	0.9269	0.0	0.0	0.3552	nan	0.0	nan	0.9288	0.0	0.8090	0.7718	0.7912	0.7577	0.0	0.0	0.3036	nan	0.0	0.0
0.2049	10.0	460	0.1939	0.4101	0.5068	0.8893	0.9763	0.0	0.8918	0.8915	0.8887	0.9321	0.0061	0.0	0.4817	nan	0.0	nan	0.9501	0.0	0.8010	0.8156	0.8126	0.7766	0.0061	0.0	0.3493	nan	0.0	0.0
0.2509	10.43	480	0.2103	0.4012	0.4950	0.8773	0.9847	0.0	0.8763	0.8441	0.8569	0.9243	0.0069	0.0	0.4566	nan	0.0	nan	0.9417	0.0	0.8099	0.7984	0.7737	0.7506	0.0069	0.0	0.3319	nan	0.0	0.0
0.2327	10.87	500	0.2140	0.4026	0.4977	0.8841	0.9813	0.0	0.8971	0.8575	0.8907	0.9270	0.0105	0.0	0.4126	nan	0.0	nan	0.9486	0.0	0.7858	0.8034	0.7947	0.7634	0.0105	0.0	0.3218	nan	0.0	0.0
0.2991	11.3	520	0.2111	0.3995	0.4917	0.8787	0.9828	0.0	0.8797	0.8606	0.8767	0.9223	0.0151	0.0	0.3794	nan	0.0	nan	0.9402	0.0	0.8020	0.7913	0.7812	0.7541	0.0151	0.0	0.3105	nan	0.0	0.0
0.2296	11.74	540	0.2011	0.4054	0.4998	0.8862	0.9755	0.0	0.8746	0.8879	0.8974	0.9281	0.0060	0.0	0.4286	nan	0.0	nan	0.9508	0.0	0.8014	0.8092	0.8019	0.7688	0.0060	0.0	0.3209	nan	0.0	0.0
1.0788	12.17	560	0.1957	0.4251	0.5366	0.8836	0.9853	0.0	0.9076	0.8684	0.8856	0.8582	0.1839	0.0	0.6768	nan	0.0	nan	0.9360	0.0	0.7905	0.8101	0.8059	0.7701	0.1835	0.0	0.3802	nan	0.0	0.0
0.2605	12.61	580	0.1892	0.4191	0.5156	0.8896	0.9833	0.0	0.8800	0.8779	0.8794	0.9283	0.0863	0.0121	0.5091	nan	0.0	nan	0.9490	0.0	0.7897	0.8130	0.8217	0.7759	0.0862	0.0121	0.3627	nan	0.0	0.0
0.0813	13.04	600	0.1897	0.4230	0.5230	0.8907	0.9813	0.0	0.8939	0.8806	0.8869	0.9180	0.1234	0.0078	0.5375	nan	0.0	nan	0.9482	0.0	0.7897	0.8206	0.8134	0.7772	0.1234	0.0078	0.3729	nan	0.0	0.0
0.1048	13.48	620	0.1922	0.4193	0.5126	0.8877	0.9825	0.0	0.8779	0.8872	0.8628	0.9418	0.1405	0.0	0.4337	nan	0.0	nan	0.9486	0.0	0.7928	0.8189	0.7970	0.7656	0.1403	0.0	0.3486	nan	0.0	0.0
0.5566	13.91	640	0.1864	0.4260	0.5238	0.8922	0.9771	0.0	0.9038	0.8912	0.9021	0.9222	0.1904	0.0	0.4507	nan	0.0	nan	0.9487	0.0	0.7827	0.8262	0.8114	0.7797	0.1894	0.0	0.3479	nan	0.0	0.0
0.1057	14.35	660	0.1946	0.4181	0.5078	0.8910	0.9873	0.0	0.8601	0.8752	0.8917	0.9425	0.1355	0.0	0.3856	nan	0.0	nan	0.9483	0.0	0.7937	0.8148	0.8133	0.7715	0.1349	0.0	0.3226	nan	0.0	0.0
0.1439	14.78	680	0.1795	0.4398	0.5410	0.8934	0.9836	0.0	0.8812	0.8729	0.9105	0.8974	0.3216	0.0	0.5430	nan	0.0	nan	0.9457	0.0	0.7858	0.8205	0.8126	0.7930	0.3162	0.0	0.3637	nan	0.0	0.0
0.2824	15.22	700	0.1861	0.4336	0.5321	0.8931	0.9800	0.0	0.8835	0.9116	0.8853	0.9227	0.2573	0.0090	0.4711	nan	0.0	nan	0.9529	0.0	0.7882	0.8265	0.8065	0.7834	0.2549	0.0090	0.3478	nan	0.0	0.0
0.1526	15.65	720	0.1906	0.4393	0.5373	0.8937	0.9825	0.0	0.9053	0.8791	0.9102	0.9116	0.3373	0.0175	0.4292	nan	0.0	nan	0.9494	0.0	0.7948	0.8218	0.7996	0.7924	0.3272	0.0175	0.3300	nan	0.0	0.0
0.2005	16.09	740	0.2003	0.4357	0.5370	0.8935	0.9823	0.0	0.9005	0.8834	0.8703	0.9318	0.2638	0.0170	0.5209	nan	0.0	nan	0.9518	0.0	0.7887	0.8264	0.8059	0.7930	0.2606	0.0168	0.3492	nan	0.0	0.0
0.2036	16.52	760	0.1838	0.4435	0.5415	0.8945	0.9871	0.0	0.8860	0.8864	0.9123	0.9028	0.3602	0.0335	0.4468	nan	0.0	nan	0.9537	0.0	0.7910	0.8258	0.8032	0.7884	0.3456	0.0334	0.3371	nan	0.0	0.0
0.2055	16.96	780	0.1869	0.4504	0.5608	0.8918	0.9767	0.0	0.9097	0.9289	0.8528	0.9078	0.4082	0.0591	0.5649	nan	0.0	nan	0.9562	0.0	0.8009	0.8215	0.7875	0.7943	0.3743	0.0567	0.3631	nan	0.0	0.0
0.3388	17.39	800	0.1877	0.4429	0.5406	0.8969	0.9833	0.0	0.9198	0.8840	0.9019	0.9237	0.3276	0.0213	0.4441	nan	0.0	nan	0.9538	0.0	0.8057	0.8268	0.8104	0.7897	0.3181	0.0213	0.3467	nan	0.0	0.0
0.2979	17.83	820	0.1659	0.4508	0.5498	0.8986	0.9788	0.0	0.9080	0.8993	0.9090	0.9164	0.4007	0.0071	0.4783	nan	0.0	nan	0.9526	0.0	0.8108	0.8275	0.8099	0.7985	0.3902	0.0071	0.3619	nan	0.0	0.0
0.2011	18.26	840	0.1894	0.4475	0.5465	0.8967	0.9815	0.0	0.9013	0.8978	0.8898	0.9281	0.3918	0.0271	0.4472	nan	0.0	nan	0.9541	0.0	0.8001	0.8326	0.8058	0.7907	0.3727	0.0268	0.3394	nan	0.0	0.0
0.2616	18.7	860	0.1768	0.4599	0.5629	0.9003	0.9787	0.0	0.8992	0.9177	0.9072	0.9140	0.4964	0.0517	0.4638	nan	0.0	nan	0.9548	0.0	0.7989	0.8413	0.8094	0.7996	0.4472	0.0507	0.3566	nan	0.0	0.0
0.1374	19.13	880	0.1818	0.4574	0.5580	0.8986	0.9885	0.0	0.8604	0.8578	0.8910	0.9292	0.5430	0.0049	0.5051	nan	0.0	nan	0.9514	0.0	0.8067	0.8207	0.8126	0.7994	0.4787	0.0049	0.3568	nan	0.0	0.0
0.4279	19.57	900	0.1698	0.4761	0.5908	0.8989	0.9739	0.0	0.9051	0.9403	0.9099	0.8918	0.5825	0.2412	0.4630	nan	0.0	nan	0.9536	0.0	0.8065	0.8213	0.8168	0.8022	0.4816	0.2106	0.3449	nan	0.0	0.0
0.1616	20.0	920	0.1756	0.4670	0.5709	0.8988	0.9765	0.0	0.8972	0.9157	0.9099	0.9152	0.4892	0.1875	0.4178	nan	0.0	nan	0.9540	0.0	0.7955	0.8372	0.8129	0.7971	0.4375	0.1709	0.3319	nan	0.0	0.0
0.1919	20.43	940	0.1604	0.4676	0.5748	0.9024	0.9800	0.0	0.8835	0.9098	0.9301	0.8918	0.5902	0.0423	0.5207	nan	0.0	nan	0.9535	0.0	0.8118	0.8462	0.8284	0.8078	0.4979	0.0412	0.3564	nan	0.0	0.0
0.2451	20.87	960	0.1640	0.4733	0.5909	0.8996	0.9784	0.0	0.8962	0.9061	0.9132	0.8778	0.6155	0.1235	0.5980	nan	0.0	nan	0.9502	0.0	0.8104	0.8375	0.8307	0.8073	0.4862	0.1120	0.3723	nan	0.0	0.0
0.3232	21.3	980	0.1749	0.4743	0.5760	0.9007	0.9839	0.0	0.8839	0.8859	0.9054	0.9281	0.5201	0.2357	0.4168	nan	0.0	nan	0.9558	0.0	0.8040	0.8320	0.8197	0.7934	0.4538	0.2167	0.3415	nan	0.0	0.0
0.1096	21.74	1000	0.1663	0.4741	0.5870	0.8996	0.9817	0.0	0.8991	0.8940	0.8923	0.9046	0.5485	0.1900	0.5595	nan	0.0	nan	0.9524	0.0	0.8085	0.8322	0.8204	0.8010	0.4463	0.1727	0.3818	nan	0.0	0.0
0.0849	22.17	1020	0.1842	0.4726	0.5788	0.9019	0.9792	0.0	0.8916	0.9083	0.9011	0.9196	0.5674	0.1386	0.4818	nan	0.0	nan	0.9548	0.0	0.8071	0.8381	0.8157	0.8027	0.4867	0.1327	0.3609	nan	0.0	0.0
0.28	22.61	1040	0.1841	0.4814	0.5925	0.9031	0.9753	0.0	0.9142	0.9124	0.9188	0.9145	0.5855	0.2764	0.4275	nan	0.0	nan	0.9542	0.0	0.8005	0.8341	0.8146	0.8048	0.4811	0.2472	0.3589	nan	0.0	0.0
0.3515	23.04	1060	0.1875	0.4773	0.5847	0.8997	0.9851	0.0	0.8938	0.8555	0.9027	0.9324	0.5401	0.3279	0.4096	nan	0.0	nan	0.9494	0.0	0.7907	0.8135	0.8221	0.7940	0.4402	0.2804	0.3601	nan	0.0	0.0
0.2499	23.48	1080	0.1807	0.4796	0.5940	0.8965	0.9705	0.0	0.8706	0.9246	0.8663	0.9262	0.5712	0.3009	0.5100	nan	0.0	nan	0.9511	0.0	0.7995	0.8286	0.8060	0.8026	0.4593	0.2677	0.3605	nan	0.0	0.0
0.1632	23.91	1100	0.1788	0.4839	0.5988	0.8990	0.9779	0.0	0.9129	0.9039	0.8835	0.9191	0.6179	0.3242	0.4487	nan	0.0	nan	0.9497	0.0	0.8102	0.8378	0.8036	0.8011	0.4888	0.2808	0.3514	nan	0.0	0.0
0.099	24.35	1120	0.1757	0.4872	0.6020	0.9007	0.9820	0.0	0.8959	0.9089	0.8962	0.9048	0.6043	0.3368	0.4915	nan	0.0	nan	0.9517	0.0	0.8099	0.8424	0.8083	0.8020	0.5038	0.2829	0.3583	nan	0.0	0.0
0.4929	24.78	1140	0.1815	0.4739	0.5880	0.8978	0.9747	0.0	0.8931	0.9110	0.9018	0.8914	0.6130	0.1439	0.5510	nan	0.0	nan	0.9482	0.0	0.7966	0.8351	0.8117	0.7985	0.5134	0.1375	0.3723	nan	0.0	0.0
0.1068	25.22	1160	0.1735	0.4870	0.6002	0.9025	0.9788	0.0	0.9070	0.9055	0.9000	0.9107	0.6189	0.2777	0.5030	nan	0.0	nan	0.9528	0.0	0.8086	0.8388	0.8150	0.8055	0.5062	0.2559	0.3739	nan	0.0	0.0
0.1619	25.65	1180	0.2112	0.4802	0.5975	0.8927	0.9747	0.0	0.8930	0.9126	0.8258	0.9279	0.5779	0.2974	0.5657	nan	0.0	nan	0.9543	0.0	0.8057	0.8380	0.7781	0.7911	0.4740	0.2635	0.3775	nan	0.0	0.0
0.1147	26.09	1200	0.1840	0.4895	0.6056	0.8986	0.9826	0.0	0.8927	0.8858	0.8902	0.9032	0.6027	0.3710	0.5275	nan	0.0	nan	0.9497	0.0	0.8161	0.8296	0.8054	0.8056	0.5088	0.2954	0.3736	nan	0.0	0.0
0.1106	26.52	1220	0.2082	0.4780	0.5868	0.8931	0.9814	0.0	0.8777	0.8927	0.8463	0.9429	0.5490	0.3677	0.4107	nan	0.0	nan	0.9539	0.0	0.8048	0.8265	0.7864	0.7734	0.4618	0.3047	0.3467	nan	0.0	0.0
0.1019	26.96	1240	0.1741	0.4906	0.6002	0.9021	0.9802	0.0	0.8946	0.8912	0.9047	0.9228	0.5771	0.3889	0.4420	nan	0.0	nan	0.9546	0.0	0.8079	0.8331	0.8130	0.8005	0.4971	0.3282	0.3624	nan	0.0	0.0
0.1566	27.39	1260	0.1982	0.4930	0.6067	0.8989	0.9807	0.0	0.8996	0.8879	0.8647	0.9430	0.5618	0.5036	0.4259	nan	0.0	nan	0.9546	0.0	0.8068	0.8311	0.8025	0.7808	0.4765	0.4065	0.3646	nan	0.0	0.0
0.1307	27.83	1280	0.1957	0.4988	0.6173	0.8993	0.9837	0.0	0.8992	0.8860	0.8612	0.9329	0.6201	0.5265	0.4633	nan	0.0	nan	0.9533	0.0	0.8102	0.8357	0.7989	0.7835	0.5001	0.4210	0.3846	nan	0.0	0.0
0.3709	28.26	1300	0.1761	0.4998	0.6132	0.9042	0.9854	0.0	0.8862	0.8905	0.8969	0.9201	0.6066	0.4549	0.4919	nan	0.0	nan	0.9519	0.0	0.8211	0.8331	0.8191	0.8051	0.5097	0.3766	0.3807	nan	0.0	0.0
0.1188	28.7	1320	0.1788	0.4940	0.6100	0.8998	0.9852	0.0	0.8999	0.8697	0.8697	0.9414	0.6017	0.5108	0.4218	nan	0.0	nan	0.9493	0.0	0.8232	0.8243	0.8091	0.7932	0.4950	0.3705	0.3695	nan	0.0	0.0
0.1173	29.13	1340	0.1626	0.5031	0.6225	0.9073	0.9794	0.0	0.9253	0.9190	0.9075	0.9157	0.6297	0.4858	0.4621	nan	0.0	nan	0.9551	0.0	0.8261	0.8429	0.8273	0.8112	0.4861	0.4026	0.3823	nan	0.0	0.0
0.113	29.57	1360	0.1880	0.5000	0.6237	0.9023	0.9809	0.0	0.9132	0.9085	0.8644	0.9310	0.6079	0.5466	0.4847	nan	0.0	nan	0.9543	0.0	0.8245	0.8391	0.8084	0.8025	0.4856	0.3998	0.3854	nan	0.0	0.0
0.1002	30.0	1380	0.1767	0.5000	0.6287	0.9011	0.9794	0.0	0.9151	0.8999	0.8781	0.9104	0.6512	0.5282	0.5245	nan	0.0	nan	0.9525	0.0	0.8241	0.8392	0.8049	0.8057	0.5064	0.3795	0.3881	nan	0.0	0.0
0.1108	30.43	1400	0.1767	0.5017	0.6256	0.9023	0.9836	0.0	0.9006	0.9011	0.8708	0.9210	0.6497	0.5210	0.5086	nan	0.0	nan	0.9544	0.0	0.8193	0.8402	0.8055	0.8035	0.5106	0.3919	0.3932	nan	0.0	0.0
0.3149	30.87	1420	0.1749	0.4987	0.6121	0.9019	0.9800	0.0	0.8933	0.8955	0.8844	0.9353	0.6261	0.4876	0.4187	nan	0.0	nan	0.9521	0.0	0.8120	0.8369	0.8133	0.8002	0.4998	0.4099	0.3621	nan	0.0	0.0
0.0742	31.3	1440	0.1684	0.4996	0.6206	0.9022	0.9802	0.0	0.8933	0.9001	0.8860	0.9096	0.6485	0.4379	0.5506	nan	0.0	nan	0.9509	0.0	0.8178	0.8327	0.8114	0.8110	0.5176	0.3538	0.4006	nan	0.0	0.0
0.1199	31.74	1460	0.1784	0.4989	0.6242	0.9008	0.9795	0.0	0.9031	0.8940	0.8800	0.9248	0.6414	0.5655	0.4540	nan	0.0	nan	0.9517	0.0	0.8162	0.8322	0.8076	0.8021	0.5085	0.3951	0.3748	nan	0.0	0.0
0.0889	32.17	1480	0.1994	0.4930	0.6116	0.8949	0.9809	0.0	0.9031	0.8725	0.8473	0.9406	0.6060	0.5287	0.4367	nan	0.0	nan	0.9497	0.0	0.8134	0.8244	0.7915	0.7827	0.4829	0.4020	0.3765	nan	0.0	0.0
0.1348	32.61	1500	0.1751	0.4897	0.6067	0.8997	0.9801	0.0	0.9140	0.8786	0.8865	0.9283	0.6049	0.4488	0.4262	nan	0.0	nan	0.9516	0.0	0.8119	0.8287	0.8064	0.8012	0.4851	0.3438	0.3585	nan	0.0	0.0
0.0824	33.04	1520	0.2008	0.4911	0.6102	0.8963	0.9818	0.0	0.8937	0.8893	0.8384	0.9462	0.5993	0.5037	0.4493	nan	0.0	nan	0.9547	0.0	0.8114	0.8321	0.7839	0.7881	0.4963	0.3691	0.3666	nan	0.0	0.0
0.2206	33.48	1540	0.1816	0.4997	0.6190	0.9049	0.9793	0.0	0.9133	0.9083	0.9027	0.9249	0.6156	0.5286	0.4172	nan	0.0	nan	0.9560	0.0	0.8168	0.8359	0.8192	0.8045	0.4901	0.4187	0.3556	nan	0.0	0.0
0.2564	33.91	1560	0.1816	0.5030	0.6190	0.9055	0.9793	0.0	0.8910	0.9106	0.8974	0.9267	0.6259	0.4937	0.4653	nan	0.0	nan	0.9575	0.0	0.8166	0.8366	0.8212	0.8020	0.5080	0.4151	0.3756	nan	0.0	0.0
0.7781	34.35	1580	0.1789	0.5015	0.6268	0.9026	0.9822	0.0	0.9084	0.8930	0.8861	0.9127	0.6613	0.5154	0.5090	nan	0.0	nan	0.9517	0.0	0.8238	0.8372	0.8176	0.8066	0.4996	0.3958	0.3838	nan	0.0	0.0
0.1307	34.78	1600	0.1819	0.4971	0.6269	0.9005	0.9814	0.0	0.9058	0.8986	0.8647	0.9231	0.6565	0.5438	0.4953	nan	0.0	nan	0.9520	0.0	0.8230	0.8387	0.8107	0.8020	0.4825	0.3801	0.3787	nan	0.0	0.0
0.1537	35.22	1620	0.1882	0.4975	0.6133	0.9003	0.9849	0.0	0.8850	0.8805	0.8719	0.9344	0.6117	0.5106	0.4542	nan	0.0	nan	0.9539	0.0	0.8155	0.8300	0.8080	0.7942	0.4903	0.4111	0.3691	nan	0.0	0.0
0.3649	35.65	1640	0.1842	0.4998	0.6161	0.9028	0.9850	0.0	0.8915	0.8816	0.8819	0.9255	0.6284	0.4610	0.5064	nan	0.0	nan	0.9535	0.0	0.8140	0.8306	0.8151	0.7999	0.5073	0.3892	0.3882	nan	0.0	0.0
0.1117	36.09	1660	0.1835	0.4993	0.6205	0.9012	0.9844	0.0	0.8968	0.8939	0.8717	0.9304	0.6331	0.5485	0.4457	nan	0.0	nan	0.9548	0.0	0.8168	0.8367	0.8063	0.7964	0.4972	0.4147	0.3689	nan	0.0	0.0
0.3235	36.52	1680	0.1805	0.5016	0.6294	0.9012	0.9789	0.0	0.8928	0.9158	0.8713	0.9192	0.6496	0.5691	0.4976	nan	0.0	nan	0.9543	0.0	0.8171	0.8398	0.8126	0.8037	0.4998	0.4098	0.3807	nan	0.0	0.0
0.1136	36.96	1700	0.1833	0.5018	0.6181	0.9033	0.9837	0.0	0.8949	0.9012	0.8819	0.9230	0.6126	0.4889	0.4946	nan	0.0	nan	0.9564	0.0	0.8155	0.8392	0.8128	0.8028	0.5070	0.4067	0.3794	nan	0.0	0.0
0.0901	37.39	1720	0.1862	0.4974	0.6077	0.9026	0.9816	0.0	0.8790	0.8881	0.8917	0.9380	0.5725	0.4988	0.4273	nan	0.0	nan	0.9552	0.0	0.8102	0.8308	0.8218	0.7934	0.4915	0.4088	0.3594	nan	0.0	0.0
0.2317	37.83	1740	0.1824	0.5044	0.6259	0.9042	0.9829	0.0	0.8811	0.9026	0.8869	0.9203	0.6555	0.5244	0.5049	nan	0.0	nan	0.9548	0.0	0.8146	0.8359	0.8189	0.8042	0.5142	0.4207	0.3854	nan	0.0	0.0
0.0893	38.26	1760	0.1893	0.5002	0.6251	0.9036	0.9810	0.0	0.8931	0.9047	0.8649	0.9285	0.6431	0.4835	0.5527	nan	0.0	nan	0.9565	0.0	0.8097	0.8389	0.8180	0.8079	0.4992	0.3713	0.4004	nan	0.0	0.0
0.2952	38.7	1780	0.1832	0.4990	0.6201	0.9018	0.9811	0.0	0.8979	0.8879	0.8947	0.9246	0.6275	0.5634	0.4235	nan	0.0	nan	0.9522	0.0	0.8077	0.8323	0.8147	0.8033	0.5077	0.4146	0.3562	nan	0.0	0.0
0.1111	39.13	1800	0.1769	0.5015	0.6316	0.9018	0.9818	0.0	0.9004	0.8883	0.8842	0.9185	0.6708	0.5974	0.4743	nan	0.0	nan	0.9525	0.0	0.8107	0.8304	0.8132	0.8045	0.5118	0.4135	0.3799	nan	0.0	0.0
0.1	39.57	1820	0.1738	0.5041	0.6271	0.9042	0.9794	0.0	0.8911	0.8970	0.8915	0.9162	0.6539	0.5031	0.5385	nan	0.0	nan	0.9555	0.0	0.8088	0.8301	0.8191	0.8064	0.5209	0.4062	0.3979	nan	0.0	0.0
0.2137	40.0	1840	0.1747	0.5048	0.6263	0.9047	0.9846	0.0	0.8822	0.8788	0.9000	0.9183	0.6654	0.5311	0.5028	nan	0.0	nan	0.9527	0.0	0.8094	0.8257	0.8270	0.8071	0.5224	0.4186	0.3901	nan	0.0	0.0
0.0432	40.43	1860	0.1944	0.4978	0.6195	0.9009	0.9813	0.0	0.8832	0.8845	0.8725	0.9384	0.6305	0.5560	0.4488	nan	0.0	nan	0.9550	0.0	0.8099	0.8251	0.8098	0.7980	0.5071	0.4025	0.3683	nan	0.0	0.0
0.0705	40.87	1880	0.1915	0.4989	0.6289	0.8996	0.9818	0.0	0.8845	0.8985	0.8555	0.9340	0.6647	0.6050	0.4652	nan	0.0	nan	0.9559	0.0	0.8117	0.8332	0.8002	0.7950	0.5122	0.4033	0.3761	nan	0.0	0.0
0.1875	41.3	1900	0.1808	0.5035	0.6284	0.9014	0.9784	0.0	0.8915	0.8955	0.8781	0.9244	0.6737	0.5559	0.4863	nan	0.0	nan	0.9538	0.0	0.8075	0.8298	0.8104	0.7990	0.5307	0.4133	0.3934	nan	0.0	0.0
0.041	41.74	1920	0.1772	0.5040	0.6316	0.9030	0.9790	0.0	0.8964	0.9038	0.8777	0.9238	0.6675	0.5689	0.4989	nan	0.0	nan	0.9555	0.0	0.8123	0.8319	0.8131	0.8050	0.5199	0.4136	0.3931	nan	0.0	0.0
0.1552	42.17	1940	0.1809	0.5044	0.6265	0.9025	0.9807	0.0	0.8953	0.8909	0.8869	0.9270	0.6385	0.5922	0.4534	nan	0.0	nan	0.9529	0.0	0.8134	0.8321	0.8114	0.8023	0.5260	0.4335	0.3768	nan	0.0	0.0
0.5015	42.61	1960	0.1770	0.5030	0.6263	0.9025	0.9782	0.0	0.8934	0.8864	0.8939	0.9262	0.6580	0.5736	0.4532	nan	0.0	nan	0.9517	0.0	0.8116	0.8269	0.8184	0.8047	0.5204	0.4251	0.3737	nan	0.0	0.0
0.1057	43.04	1980	0.1809	0.4991	0.6197	0.9006	0.9812	0.0	0.8849	0.8871	0.8775	0.9361	0.6232	0.5822	0.4248	nan	0.0	nan	0.9531	0.0	0.8106	0.8272	0.8123	0.7967	0.5061	0.4258	0.3585	nan	0.0	0.0
0.0832	43.48	2000	0.1802	0.5042	0.6240	0.9032	0.9776	0.0	0.8946	0.8932	0.8916	0.9287	0.6458	0.5483	0.4599	nan	0.0	nan	0.9519	0.0	0.8075	0.8274	0.8211	0.8033	0.5229	0.4312	0.3810	nan	0.0	0.0
0.0851	43.91	2020	0.1826	0.5033	0.6257	0.9037	0.9795	0.0	0.9015	0.8938	0.8928	0.9311	0.6515	0.5854	0.4217	nan	0.0	nan	0.9539	0.0	0.8098	0.8285	0.8192	0.8015	0.5246	0.4349	0.3637	nan	0.0	0.0
0.3671	44.35	2040	0.1850	0.5028	0.6233	0.9007	0.9792	0.0	0.8862	0.8917	0.8732	0.9317	0.6350	0.5619	0.4743	nan	0.0	nan	0.9503	0.0	0.8076	0.8289	0.8138	0.7987	0.5204	0.4218	0.3889	nan	0.0	0.0
0.0769	44.78	2060	0.1957	0.5002	0.6240	0.9016	0.9768	0.0	0.8906	0.8940	0.8726	0.9344	0.6404	0.5415	0.4901	nan	0.0	nan	0.9531	0.0	0.8011	0.8250	0.8149	0.7996	0.5125	0.4037	0.3928	nan	0.0	0.0
0.0754	45.22	2080	0.1943	0.4992	0.6205	0.9007	0.9772	0.0	0.8831	0.8980	0.8669	0.9415	0.6323	0.5524	0.4536	nan	0.0	nan	0.9544	0.0	0.8029	0.8287	0.8108	0.7929	0.5148	0.4063	0.3805	nan	0.0	0.0
0.1296	45.65	2100	0.1879	0.5014	0.6278	0.9008	0.9763	0.0	0.8937	0.9025	0.8724	0.9312	0.6504	0.5896	0.4622	nan	0.0	nan	0.9534	0.0	0.8029	0.8333	0.8086	0.7965	0.5233	0.4111	0.3863	nan	0.0	0.0
0.1158	46.09	2120	0.1835	0.5033	0.6266	0.9021	0.9833	0.0	0.8874	0.8859	0.8737	0.9294	0.6400	0.5732	0.4934	nan	0.0	nan	0.9531	0.0	0.8069	0.8320	0.8101	0.8015	0.5208	0.4155	0.3966	nan	0.0	0.0
0.0872	46.52	2140	0.1891	0.5017	0.6269	0.9026	0.9845	0.0	0.8937	0.8879	0.8760	0.9310	0.6513	0.5860	0.4583	nan	0.0	nan	0.9537	0.0	0.8097	0.8323	0.8113	0.8016	0.5129	0.4153	0.3815	nan	0.0	0.0
0.0851	46.96	2160	0.1803	0.5039	0.6309	0.9024	0.9799	0.0	0.8952	0.9048	0.8685	0.9292	0.6604	0.5796	0.4910	nan	0.0	nan	0.9533	0.0	0.8096	0.8372	0.8117	0.8031	0.5144	0.4165	0.3975	nan	0.0	0.0
0.061	47.39	2180	0.1820	0.5061	0.6296	0.9045	0.9792	0.0	0.9011	0.9064	0.8802	0.9305	0.6656	0.5608	0.4717	nan	0.0	nan	0.9546	0.0	0.8103	0.8377	0.8172	0.8049	0.5148	0.4388	0.3886	nan	0.0	0.0
0.094	47.83	2200	0.1817	0.5077	0.6281	0.9056	0.9821	0.0	0.8850	0.8979	0.8903	0.9287	0.6542	0.5599	0.4831	nan	0.0	nan	0.9555	0.0	0.8091	0.8353	0.8209	0.8058	0.5259	0.4400	0.3926	nan	0.0	0.0
0.0832	48.26	2220	0.1822	0.5050	0.6208	0.9050	0.9810	0.0	0.8805	0.9008	0.8954	0.9313	0.6348	0.5361	0.4480	nan	0.0	nan	0.9550	0.0	0.8100	0.8339	0.8193	0.8038	0.5261	0.4307	0.3757	nan	0.0	0.0
0.4708	48.7	2240	0.1810	0.5065	0.6273	0.9048	0.9828	0.0	0.8856	0.8951	0.8892	0.9279	0.6487	0.5682	0.4758	nan	0.0	nan	0.9544	0.0	0.8085	0.8336	0.8189	0.8051	0.5249	0.4356	0.3900	nan	0.0	0.0
0.0847	49.13	2260	0.1841	0.5043	0.6209	0.9036	0.9783	0.0	0.8842	0.8957	0.8915	0.9332	0.6351	0.5396	0.4515	nan	0.0	nan	0.9531	0.0	0.8072	0.8299	0.8201	0.8014	0.5221	0.4353	0.3777	nan	0.0	0.0
0.0518	49.57	2280	0.1782	0.5066	0.6298	0.9046	0.9814	0.0	0.8872	0.8958	0.8905	0.9256	0.6696	0.5721	0.4752	nan	0.0	nan	0.9532	0.0	0.8083	0.8334	0.8209	0.8067	0.5232	0.4383	0.3889	nan	0.0	0.0
0.109	50.0	2300	0.1898	0.5029	0.6197	0.9030	0.9790	0.0	0.8826	0.8951	0.8809	0.9396	0.6302	0.5410	0.4486	nan	0.0	nan	0.9539	0.0	0.8064	0.8292	0.8190	0.7979	0.5135	0.4346	0.3769	nan	0.0	0.0

Framework versions

• Transformers 4.35.0
• Pytorch 2.0.0
• Datasets 2.1.0
• Tokenizers 0.14.1