segformer-b0-finetuned-ade20k-manggarai_rivergate_6

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.2061
• Mean Iou: 0.4017
• Mean Accuracy: 0.8034
• Overall Accuracy: 0.8034
• Accuracy Not water: nan
• Accuracy Waters: 0.8034
• Iou Not water: 0.0
• Iou Waters: 0.8034

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: 1e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Not water	Accuracy Waters	Iou Not water	Iou Waters
0.5002	0.0261	20	0.5127	0.4808	0.9616	0.9616	nan	0.9616	0.0	0.9616
0.4515	0.0522	40	0.4543	0.4676	0.9352	0.9352	nan	0.9352	0.0	0.9352
0.391	0.0783	60	0.4198	0.4592	0.9183	0.9183	nan	0.9183	0.0	0.9183
0.4463	0.1044	80	0.4034	0.4601	0.9202	0.9202	nan	0.9202	0.0	0.9202
0.4123	0.1305	100	0.3839	0.4573	0.9146	0.9146	nan	0.9146	0.0	0.9146
0.3568	0.1567	120	0.3729	0.4521	0.9042	0.9042	nan	0.9042	0.0	0.9042
0.4537	0.1828	140	0.3582	0.4447	0.8894	0.8894	nan	0.8894	0.0	0.8894
0.3701	0.2089	160	0.3571	0.4628	0.9257	0.9257	nan	0.9257	0.0	0.9257
0.3301	0.2350	180	0.3434	0.4633	0.9266	0.9266	nan	0.9266	0.0	0.9266
0.4094	0.2611	200	0.3318	0.4612	0.9224	0.9224	nan	0.9224	0.0	0.9224
0.3236	0.2872	220	0.3272	0.4629	0.9258	0.9258	nan	0.9258	0.0	0.9258
0.3068	0.3133	240	0.3226	0.4582	0.9164	0.9164	nan	0.9164	0.0	0.9164
0.3161	0.3394	260	0.3194	0.4634	0.9269	0.9269	nan	0.9269	0.0	0.9269
0.3002	0.3655	280	0.3055	0.4461	0.8922	0.8922	nan	0.8922	0.0	0.8922
0.349	0.3916	300	0.3035	0.4448	0.8897	0.8897	nan	0.8897	0.0	0.8897
0.2223	0.4178	320	0.3018	0.4485	0.8969	0.8969	nan	0.8969	0.0	0.8969
0.2869	0.4439	340	0.2931	0.4383	0.8765	0.8765	nan	0.8765	0.0	0.8765
0.243	0.4700	360	0.3021	0.4585	0.9169	0.9169	nan	0.9169	0.0	0.9169
0.2564	0.4961	380	0.2911	0.4438	0.8877	0.8877	nan	0.8877	0.0	0.8877
0.3116	0.5222	400	0.2910	0.4499	0.8998	0.8998	nan	0.8998	0.0	0.8998
0.239	0.5483	420	0.2898	0.4492	0.8985	0.8985	nan	0.8985	0.0	0.8985
0.2597	0.5744	440	0.2801	0.4352	0.8704	0.8704	nan	0.8704	0.0	0.8704
0.3101	0.6005	460	0.2841	0.4472	0.8944	0.8944	nan	0.8944	0.0	0.8944
0.241	0.6266	480	0.2745	0.4336	0.8672	0.8672	nan	0.8672	0.0	0.8672
0.2682	0.6527	500	0.2768	0.4502	0.9003	0.9003	nan	0.9003	0.0	0.9003
0.2705	0.6789	520	0.2731	0.4395	0.8791	0.8791	nan	0.8791	0.0	0.8791
0.2621	0.7050	540	0.2692	0.4309	0.8618	0.8618	nan	0.8618	0.0	0.8618
0.318	0.7311	560	0.2676	0.4352	0.8703	0.8703	nan	0.8703	0.0	0.8703
0.2947	0.7572	580	0.2688	0.4392	0.8783	0.8783	nan	0.8783	0.0	0.8783
0.3149	0.7833	600	0.2633	0.4323	0.8645	0.8645	nan	0.8645	0.0	0.8645
0.2374	0.8094	620	0.2644	0.4350	0.8700	0.8700	nan	0.8700	0.0	0.8700
0.2808	0.8355	640	0.2644	0.4453	0.8906	0.8906	nan	0.8906	0.0	0.8906
0.2812	0.8616	660	0.2605	0.4412	0.8824	0.8824	nan	0.8824	0.0	0.8824
0.2641	0.8877	680	0.2597	0.4372	0.8745	0.8745	nan	0.8745	0.0	0.8745
0.2774	0.9138	700	0.2594	0.4468	0.8935	0.8935	nan	0.8935	0.0	0.8935
0.2416	0.9399	720	0.2553	0.4168	0.8337	0.8337	nan	0.8337	0.0	0.8337
0.2555	0.9661	740	0.2564	0.4222	0.8445	0.8445	nan	0.8445	0.0	0.8445
0.2396	0.9922	760	0.2569	0.4364	0.8728	0.8728	nan	0.8728	0.0	0.8728
0.2074	1.0183	780	0.2497	0.4126	0.8252	0.8252	nan	0.8252	0.0	0.8252
0.2137	1.0444	800	0.2512	0.4227	0.8453	0.8453	nan	0.8453	0.0	0.8453
0.3078	1.0705	820	0.2543	0.4281	0.8562	0.8562	nan	0.8562	0.0	0.8562
0.197	1.0966	840	0.2474	0.4127	0.8254	0.8254	nan	0.8254	0.0	0.8254
0.2766	1.1227	860	0.2485	0.4193	0.8385	0.8385	nan	0.8385	0.0	0.8385
0.2644	1.1488	880	0.2473	0.3980	0.7960	0.7960	nan	0.7960	0.0	0.7960
0.2229	1.1749	900	0.2485	0.4207	0.8414	0.8414	nan	0.8414	0.0	0.8414
0.2877	1.2010	920	0.2477	0.4286	0.8571	0.8571	nan	0.8571	0.0	0.8571
0.2573	1.2272	940	0.2470	0.4240	0.8480	0.8480	nan	0.8480	0.0	0.8480
0.2367	1.2533	960	0.2454	0.3841	0.7681	0.7681	nan	0.7681	0.0	0.7681
0.2374	1.2794	980	0.2483	0.4263	0.8526	0.8526	nan	0.8526	0.0	0.8526
0.2575	1.3055	1000	0.2452	0.4204	0.8407	0.8407	nan	0.8407	0.0	0.8407
0.2057	1.3316	1020	0.2443	0.4131	0.8261	0.8261	nan	0.8261	0.0	0.8261
0.2277	1.3577	1040	0.2418	0.3991	0.7981	0.7981	nan	0.7981	0.0	0.7981
0.1965	1.3838	1060	0.2423	0.4105	0.8210	0.8210	nan	0.8210	0.0	0.8210
0.1846	1.4099	1080	0.2431	0.4239	0.8478	0.8478	nan	0.8478	0.0	0.8478
0.186	1.4360	1100	0.2419	0.4260	0.8521	0.8521	nan	0.8521	0.0	0.8521
0.2665	1.4621	1120	0.2402	0.4093	0.8186	0.8186	nan	0.8186	0.0	0.8186
0.2333	1.4883	1140	0.2420	0.4020	0.8039	0.8039	nan	0.8039	0.0	0.8039
0.2191	1.5144	1160	0.2444	0.4308	0.8616	0.8616	nan	0.8616	0.0	0.8616
0.2667	1.5405	1180	0.2392	0.4265	0.8530	0.8530	nan	0.8530	0.0	0.8530
0.2462	1.5666	1200	0.2386	0.4010	0.8020	0.8020	nan	0.8020	0.0	0.8020
0.2476	1.5927	1220	0.2400	0.4076	0.8152	0.8152	nan	0.8152	0.0	0.8152
0.2049	1.6188	1240	0.2399	0.4234	0.8468	0.8468	nan	0.8468	0.0	0.8468
0.2178	1.6449	1260	0.2372	0.4205	0.8409	0.8409	nan	0.8409	0.0	0.8409
0.2437	1.6710	1280	0.2362	0.4183	0.8367	0.8367	nan	0.8367	0.0	0.8367
0.2237	1.6971	1300	0.2356	0.4046	0.8092	0.8092	nan	0.8092	0.0	0.8092
0.2126	1.7232	1320	0.2349	0.4116	0.8231	0.8231	nan	0.8231	0.0	0.8231
0.2467	1.7493	1340	0.2351	0.4125	0.8250	0.8250	nan	0.8250	0.0	0.8250
0.2603	1.7755	1360	0.2400	0.4362	0.8723	0.8723	nan	0.8723	0.0	0.8723
0.3095	1.8016	1380	0.2375	0.4356	0.8712	0.8712	nan	0.8712	0.0	0.8712
0.2254	1.8277	1400	0.2338	0.4012	0.8024	0.8024	nan	0.8024	0.0	0.8024
0.295	1.8538	1420	0.2339	0.4194	0.8389	0.8389	nan	0.8389	0.0	0.8389
0.2348	1.8799	1440	0.2333	0.4165	0.8329	0.8329	nan	0.8329	0.0	0.8329
0.2151	1.9060	1460	0.2343	0.3945	0.7890	0.7890	nan	0.7890	0.0	0.7890
0.2184	1.9321	1480	0.2366	0.4056	0.8113	0.8113	nan	0.8113	0.0	0.8113
0.1736	1.9582	1500	0.2383	0.4326	0.8652	0.8652	nan	0.8652	0.0	0.8652
0.2053	1.9843	1520	0.2319	0.4032	0.8064	0.8064	nan	0.8064	0.0	0.8064
0.2581	2.0104	1540	0.2325	0.4123	0.8246	0.8246	nan	0.8246	0.0	0.8246
0.2757	2.0366	1560	0.2327	0.4207	0.8415	0.8415	nan	0.8415	0.0	0.8415
0.2425	2.0627	1580	0.2326	0.4208	0.8417	0.8417	nan	0.8417	0.0	0.8417
0.2566	2.0888	1600	0.2311	0.4056	0.8112	0.8112	nan	0.8112	0.0	0.8112
0.297	2.1149	1620	0.2325	0.4232	0.8463	0.8463	nan	0.8463	0.0	0.8463
0.2493	2.1410	1640	0.2320	0.4265	0.8530	0.8530	nan	0.8530	0.0	0.8530
0.2228	2.1671	1660	0.2317	0.4248	0.8496	0.8496	nan	0.8496	0.0	0.8496
0.2147	2.1932	1680	0.2298	0.3955	0.7911	0.7911	nan	0.7911	0.0	0.7911
0.2144	2.2193	1700	0.2323	0.3768	0.7535	0.7535	nan	0.7535	0.0	0.7535
0.2209	2.2454	1720	0.2335	0.4315	0.8630	0.8630	nan	0.8630	0.0	0.8630
0.2448	2.2715	1740	0.2285	0.4080	0.8160	0.8160	nan	0.8160	0.0	0.8160
0.195	2.2977	1760	0.2298	0.4205	0.8409	0.8409	nan	0.8409	0.0	0.8409
0.212	2.3238	1780	0.2290	0.4208	0.8416	0.8416	nan	0.8416	0.0	0.8416
0.2655	2.3499	1800	0.2307	0.4244	0.8489	0.8489	nan	0.8489	0.0	0.8489
0.2601	2.3760	1820	0.2279	0.4019	0.8037	0.8037	nan	0.8037	0.0	0.8037
0.2392	2.4021	1840	0.2286	0.4076	0.8151	0.8151	nan	0.8151	0.0	0.8151
0.2239	2.4282	1860	0.2309	0.4294	0.8588	0.8588	nan	0.8588	0.0	0.8588
0.2544	2.4543	1880	0.2270	0.4109	0.8219	0.8219	nan	0.8219	0.0	0.8219
0.236	2.4804	1900	0.2278	0.4135	0.8271	0.8271	nan	0.8271	0.0	0.8271
0.2279	2.5065	1920	0.2281	0.4283	0.8566	0.8566	nan	0.8566	0.0	0.8566
0.2363	2.5326	1940	0.2255	0.4085	0.8169	0.8169	nan	0.8169	0.0	0.8169
0.2871	2.5587	1960	0.2298	0.4288	0.8577	0.8577	nan	0.8577	0.0	0.8577
0.2293	2.5849	1980	0.2274	0.3985	0.7970	0.7970	nan	0.7970	0.0	0.7970
0.2697	2.6110	2000	0.2319	0.4208	0.8415	0.8415	nan	0.8415	0.0	0.8415
0.2694	2.6371	2020	0.2264	0.3949	0.7897	0.7897	nan	0.7897	0.0	0.7897
0.2075	2.6632	2040	0.2262	0.4118	0.8236	0.8236	nan	0.8236	0.0	0.8236
0.2462	2.6893	2060	0.2269	0.4105	0.8211	0.8211	nan	0.8211	0.0	0.8211
0.221	2.7154	2080	0.2241	0.4088	0.8175	0.8175	nan	0.8175	0.0	0.8175
0.2522	2.7415	2100	0.2246	0.4190	0.8381	0.8381	nan	0.8381	0.0	0.8381
0.182	2.7676	2120	0.2242	0.3968	0.7936	0.7936	nan	0.7936	0.0	0.7936
0.2191	2.7937	2140	0.2230	0.3991	0.7981	0.7981	nan	0.7981	0.0	0.7981
0.2152	2.8198	2160	0.2229	0.4126	0.8251	0.8251	nan	0.8251	0.0	0.8251
0.2361	2.8460	2180	0.2251	0.3952	0.7904	0.7904	nan	0.7904	0.0	0.7904
0.1901	2.8721	2200	0.2234	0.4194	0.8388	0.8388	nan	0.8388	0.0	0.8388
0.1791	2.8982	2220	0.2212	0.4087	0.8174	0.8174	nan	0.8174	0.0	0.8174
0.1976	2.9243	2240	0.2253	0.4218	0.8435	0.8435	nan	0.8435	0.0	0.8435
0.2018	2.9504	2260	0.2226	0.4177	0.8353	0.8353	nan	0.8353	0.0	0.8353
0.2898	2.9765	2280	0.2223	0.4228	0.8455	0.8455	nan	0.8455	0.0	0.8455
0.2158	3.0026	2300	0.2247	0.4294	0.8589	0.8589	nan	0.8589	0.0	0.8589
0.278	3.0287	2320	0.2214	0.4173	0.8345	0.8345	nan	0.8345	0.0	0.8345
0.2613	3.0548	2340	0.2252	0.4002	0.8005	0.8005	nan	0.8005	0.0	0.8005
0.2077	3.0809	2360	0.2257	0.4128	0.8255	0.8255	nan	0.8255	0.0	0.8255
0.245	3.1070	2380	0.2212	0.4045	0.8089	0.8089	nan	0.8089	0.0	0.8089
0.2237	3.1332	2400	0.2219	0.4237	0.8474	0.8474	nan	0.8474	0.0	0.8474
0.2208	3.1593	2420	0.2192	0.4107	0.8215	0.8215	nan	0.8215	0.0	0.8215
0.189	3.1854	2440	0.2201	0.4143	0.8286	0.8286	nan	0.8286	0.0	0.8286
0.2286	3.2115	2460	0.2191	0.4034	0.8069	0.8069	nan	0.8069	0.0	0.8069
0.2361	3.2376	2480	0.2188	0.4070	0.8141	0.8141	nan	0.8141	0.0	0.8141
0.2066	3.2637	2500	0.2202	0.3993	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.1986	3.2898	2520	0.2185	0.4073	0.8147	0.8147	nan	0.8147	0.0	0.8147
0.1705	3.3159	2540	0.2190	0.4240	0.8479	0.8479	nan	0.8479	0.0	0.8479
0.2945	3.3420	2560	0.2220	0.4315	0.8629	0.8629	nan	0.8629	0.0	0.8629
0.172	3.3681	2580	0.2196	0.3796	0.7593	0.7593	nan	0.7593	0.0	0.7593
0.2059	3.3943	2600	0.2183	0.3928	0.7857	0.7857	nan	0.7857	0.0	0.7857
0.1661	3.4204	2620	0.2168	0.4100	0.8200	0.8200	nan	0.8200	0.0	0.8200
0.2762	3.4465	2640	0.2181	0.4094	0.8188	0.8188	nan	0.8188	0.0	0.8188
0.2352	3.4726	2660	0.2192	0.4245	0.8490	0.8490	nan	0.8490	0.0	0.8490
0.2164	3.4987	2680	0.2180	0.4168	0.8336	0.8336	nan	0.8336	0.0	0.8336
0.2452	3.5248	2700	0.2175	0.4213	0.8426	0.8426	nan	0.8426	0.0	0.8426
0.2697	3.5509	2720	0.2163	0.3971	0.7941	0.7941	nan	0.7941	0.0	0.7941
0.2477	3.5770	2740	0.2179	0.4194	0.8389	0.8389	nan	0.8389	0.0	0.8389
0.1744	3.6031	2760	0.2157	0.4007	0.8014	0.8014	nan	0.8014	0.0	0.8014
0.2029	3.6292	2780	0.2165	0.4120	0.8241	0.8241	nan	0.8241	0.0	0.8241
0.1729	3.6554	2800	0.2156	0.3894	0.7789	0.7789	nan	0.7789	0.0	0.7789
0.202	3.6815	2820	0.2187	0.4084	0.8168	0.8168	nan	0.8168	0.0	0.8168
0.1938	3.7076	2840	0.2167	0.3890	0.7780	0.7780	nan	0.7780	0.0	0.7780
0.2504	3.7337	2860	0.2158	0.4104	0.8207	0.8207	nan	0.8207	0.0	0.8207
0.1984	3.7598	2880	0.2149	0.3895	0.7790	0.7790	nan	0.7790	0.0	0.7790
0.1812	3.7859	2900	0.2186	0.4205	0.8410	0.8410	nan	0.8410	0.0	0.8410
0.2084	3.8120	2920	0.2226	0.4373	0.8746	0.8746	nan	0.8746	0.0	0.8746
0.1827	3.8381	2940	0.2148	0.4148	0.8296	0.8296	nan	0.8296	0.0	0.8296
0.2039	3.8642	2960	0.2157	0.3810	0.7620	0.7620	nan	0.7620	0.0	0.7620
0.1905	3.8903	2980	0.2195	0.4356	0.8713	0.8713	nan	0.8713	0.0	0.8713
0.2092	3.9164	3000	0.2163	0.4292	0.8583	0.8583	nan	0.8583	0.0	0.8583
0.1921	3.9426	3020	0.2141	0.4035	0.8069	0.8069	nan	0.8069	0.0	0.8069
0.2068	3.9687	3040	0.2138	0.4134	0.8268	0.8268	nan	0.8268	0.0	0.8268
0.2099	3.9948	3060	0.2131	0.4058	0.8116	0.8116	nan	0.8116	0.0	0.8116
0.1818	4.0209	3080	0.2206	0.4366	0.8732	0.8732	nan	0.8732	0.0	0.8732
0.207	4.0470	3100	0.2139	0.4051	0.8102	0.8102	nan	0.8102	0.0	0.8102
0.295	4.0731	3120	0.2143	0.3922	0.7845	0.7845	nan	0.7845	0.0	0.7845
0.2029	4.0992	3140	0.2144	0.4107	0.8213	0.8213	nan	0.8213	0.0	0.8213
0.2296	4.1253	3160	0.2123	0.4112	0.8224	0.8224	nan	0.8224	0.0	0.8224
0.1848	4.1514	3180	0.2125	0.4059	0.8117	0.8117	nan	0.8117	0.0	0.8117
0.179	4.1775	3200	0.2206	0.4337	0.8673	0.8673	nan	0.8673	0.0	0.8673
0.1674	4.2037	3220	0.2131	0.4131	0.8262	0.8262	nan	0.8262	0.0	0.8262
0.2413	4.2298	3240	0.2136	0.4192	0.8384	0.8384	nan	0.8384	0.0	0.8384
0.1984	4.2559	3260	0.2172	0.4274	0.8548	0.8548	nan	0.8548	0.0	0.8548
0.2284	4.2820	3280	0.2129	0.4136	0.8271	0.8271	nan	0.8271	0.0	0.8271
0.1915	4.3081	3300	0.2143	0.4139	0.8278	0.8278	nan	0.8278	0.0	0.8278
0.2493	4.3342	3320	0.2134	0.3773	0.7545	0.7545	nan	0.7545	0.0	0.7545
0.2708	4.3603	3340	0.2123	0.3987	0.7975	0.7975	nan	0.7975	0.0	0.7975
0.187	4.3864	3360	0.2123	0.3915	0.7829	0.7829	nan	0.7829	0.0	0.7829
0.1881	4.4125	3380	0.2129	0.4107	0.8213	0.8213	nan	0.8213	0.0	0.8213
0.2155	4.4386	3400	0.2139	0.4118	0.8237	0.8237	nan	0.8237	0.0	0.8237
0.2395	4.4648	3420	0.2127	0.4163	0.8325	0.8325	nan	0.8325	0.0	0.8325
0.2241	4.4909	3440	0.2111	0.3955	0.7910	0.7910	nan	0.7910	0.0	0.7910
0.2347	4.5170	3460	0.2121	0.3996	0.7992	0.7992	nan	0.7992	0.0	0.7992
0.2535	4.5431	3480	0.2120	0.4172	0.8344	0.8344	nan	0.8344	0.0	0.8344
0.3057	4.5692	3500	0.2121	0.3788	0.7576	0.7576	nan	0.7576	0.0	0.7576
0.1952	4.5953	3520	0.2116	0.4113	0.8225	0.8225	nan	0.8225	0.0	0.8225
0.1845	4.6214	3540	0.2120	0.4118	0.8237	0.8237	nan	0.8237	0.0	0.8237
0.1799	4.6475	3560	0.2123	0.3769	0.7539	0.7539	nan	0.7539	0.0	0.7539
0.1974	4.6736	3580	0.2111	0.3903	0.7805	0.7805	nan	0.7805	0.0	0.7805
0.2564	4.6997	3600	0.2190	0.4343	0.8687	0.8687	nan	0.8687	0.0	0.8687
0.2181	4.7258	3620	0.2118	0.4181	0.8363	0.8363	nan	0.8363	0.0	0.8363
0.1904	4.7520	3640	0.2111	0.3927	0.7855	0.7855	nan	0.7855	0.0	0.7855
0.2226	4.7781	3660	0.2112	0.4060	0.8120	0.8120	nan	0.8120	0.0	0.8120
0.203	4.8042	3680	0.2131	0.4257	0.8514	0.8514	nan	0.8514	0.0	0.8514
0.2298	4.8303	3700	0.2155	0.3553	0.7106	0.7106	nan	0.7106	0.0	0.7106
0.1866	4.8564	3720	0.2116	0.4063	0.8126	0.8126	nan	0.8126	0.0	0.8126
0.2293	4.8825	3740	0.2125	0.3766	0.7532	0.7532	nan	0.7532	0.0	0.7532
0.2658	4.9086	3760	0.2121	0.4110	0.8220	0.8220	nan	0.8220	0.0	0.8220
0.2979	4.9347	3780	0.2192	0.4345	0.8689	0.8689	nan	0.8689	0.0	0.8689
0.1674	4.9608	3800	0.2109	0.3995	0.7991	0.7991	nan	0.7991	0.0	0.7991
0.241	4.9869	3820	0.2114	0.4200	0.8399	0.8399	nan	0.8399	0.0	0.8399
0.1844	5.0131	3840	0.2107	0.3773	0.7546	0.7546	nan	0.7546	0.0	0.7546
0.1964	5.0392	3860	0.2111	0.4172	0.8343	0.8343	nan	0.8343	0.0	0.8343
0.169	5.0653	3880	0.2106	0.4171	0.8342	0.8342	nan	0.8342	0.0	0.8342
0.1836	5.0914	3900	0.2103	0.4155	0.8309	0.8309	nan	0.8309	0.0	0.8309
0.2314	5.1175	3920	0.2113	0.3978	0.7955	0.7955	nan	0.7955	0.0	0.7955
0.1831	5.1436	3940	0.2149	0.3614	0.7228	0.7228	nan	0.7228	0.0	0.7228
0.2514	5.1697	3960	0.2141	0.4244	0.8488	0.8488	nan	0.8488	0.0	0.8488
0.222	5.1958	3980	0.2096	0.3990	0.7980	0.7980	nan	0.7980	0.0	0.7980
0.2668	5.2219	4000	0.2082	0.3975	0.7950	0.7950	nan	0.7950	0.0	0.7950
0.2361	5.2480	4020	0.2082	0.3930	0.7860	0.7860	nan	0.7860	0.0	0.7860
0.1799	5.2742	4040	0.2115	0.4216	0.8431	0.8431	nan	0.8431	0.0	0.8431
0.1974	5.3003	4060	0.2078	0.3999	0.7997	0.7997	nan	0.7997	0.0	0.7997
0.1925	5.3264	4080	0.2084	0.3984	0.7968	0.7968	nan	0.7968	0.0	0.7968
0.2115	5.3525	4100	0.2155	0.3592	0.7184	0.7184	nan	0.7184	0.0	0.7184
0.2356	5.3786	4120	0.2134	0.4288	0.8576	0.8576	nan	0.8576	0.0	0.8576
0.2611	5.4047	4140	0.2095	0.4132	0.8264	0.8264	nan	0.8264	0.0	0.8264
0.2409	5.4308	4160	0.2089	0.3890	0.7780	0.7780	nan	0.7780	0.0	0.7780
0.2699	5.4569	4180	0.2080	0.4012	0.8025	0.8025	nan	0.8025	0.0	0.8025
0.1911	5.4830	4200	0.2097	0.4084	0.8168	0.8168	nan	0.8168	0.0	0.8168
0.2245	5.5091	4220	0.2084	0.4035	0.8069	0.8069	nan	0.8069	0.0	0.8069
0.2178	5.5352	4240	0.2080	0.3968	0.7935	0.7935	nan	0.7935	0.0	0.7935
0.2	5.5614	4260	0.2092	0.3968	0.7935	0.7935	nan	0.7935	0.0	0.7935
0.2092	5.5875	4280	0.2109	0.4141	0.8282	0.8282	nan	0.8282	0.0	0.8282
0.1819	5.6136	4300	0.2087	0.4103	0.8207	0.8207	nan	0.8207	0.0	0.8207
0.1654	5.6397	4320	0.2135	0.4270	0.8540	0.8540	nan	0.8540	0.0	0.8540
0.1726	5.6658	4340	0.2113	0.4144	0.8288	0.8288	nan	0.8288	0.0	0.8288
0.1686	5.6919	4360	0.2077	0.3873	0.7746	0.7746	nan	0.7746	0.0	0.7746
0.1912	5.7180	4380	0.2086	0.4102	0.8203	0.8203	nan	0.8203	0.0	0.8203
0.1609	5.7441	4400	0.2107	0.4181	0.8361	0.8361	nan	0.8361	0.0	0.8361
0.2068	5.7702	4420	0.2075	0.4017	0.8034	0.8034	nan	0.8034	0.0	0.8034
0.1522	5.7963	4440	0.2076	0.3981	0.7961	0.7961	nan	0.7961	0.0	0.7961
0.2033	5.8225	4460	0.2151	0.3879	0.7759	0.7759	nan	0.7759	0.0	0.7759
0.1917	5.8486	4480	0.2105	0.4154	0.8308	0.8308	nan	0.8308	0.0	0.8308
0.2046	5.8747	4500	0.2102	0.4055	0.8109	0.8109	nan	0.8109	0.0	0.8109
0.1744	5.9008	4520	0.2091	0.4103	0.8206	0.8206	nan	0.8206	0.0	0.8206
0.2329	5.9269	4540	0.2077	0.3909	0.7819	0.7819	nan	0.7819	0.0	0.7819
0.1997	5.9530	4560	0.2080	0.4043	0.8085	0.8085	nan	0.8085	0.0	0.8085
0.2373	5.9791	4580	0.2072	0.3867	0.7734	0.7734	nan	0.7734	0.0	0.7734
0.1916	6.0052	4600	0.2088	0.4046	0.8092	0.8092	nan	0.8092	0.0	0.8092
0.2583	6.0313	4620	0.2095	0.4153	0.8305	0.8305	nan	0.8305	0.0	0.8305
0.1846	6.0574	4640	0.2079	0.4116	0.8232	0.8232	nan	0.8232	0.0	0.8232
0.1802	6.0836	4660	0.2083	0.4108	0.8217	0.8217	nan	0.8217	0.0	0.8217
0.1573	6.1097	4680	0.2071	0.4044	0.8089	0.8089	nan	0.8089	0.0	0.8089
0.1894	6.1358	4700	0.2072	0.4038	0.8076	0.8076	nan	0.8076	0.0	0.8076
0.1837	6.1619	4720	0.2106	0.4126	0.8251	0.8251	nan	0.8251	0.0	0.8251
0.2195	6.1880	4740	0.2097	0.3793	0.7586	0.7586	nan	0.7586	0.0	0.7586
0.2641	6.2141	4760	0.2066	0.3895	0.7790	0.7790	nan	0.7790	0.0	0.7790
0.186	6.2402	4780	0.2128	0.4254	0.8509	0.8509	nan	0.8509	0.0	0.8509
0.19	6.2663	4800	0.2103	0.4187	0.8374	0.8374	nan	0.8374	0.0	0.8374
0.233	6.2924	4820	0.2071	0.3856	0.7713	0.7713	nan	0.7713	0.0	0.7713
0.2044	6.3185	4840	0.2075	0.3803	0.7605	0.7605	nan	0.7605	0.0	0.7605
0.1918	6.3446	4860	0.2104	0.4143	0.8286	0.8286	nan	0.8286	0.0	0.8286
0.1855	6.3708	4880	0.2072	0.3951	0.7901	0.7901	nan	0.7901	0.0	0.7901
0.1751	6.3969	4900	0.2084	0.4068	0.8136	0.8136	nan	0.8136	0.0	0.8136
0.1823	6.4230	4920	0.2063	0.3938	0.7876	0.7876	nan	0.7876	0.0	0.7876
0.2024	6.4491	4940	0.2067	0.4028	0.8055	0.8055	nan	0.8055	0.0	0.8055
0.2034	6.4752	4960	0.2064	0.4022	0.8044	0.8044	nan	0.8044	0.0	0.8044
0.1975	6.5013	4980	0.2066	0.3906	0.7813	0.7813	nan	0.7813	0.0	0.7813
0.1802	6.5274	5000	0.2066	0.3933	0.7865	0.7865	nan	0.7865	0.0	0.7865
0.1958	6.5535	5020	0.2077	0.4015	0.8031	0.8031	nan	0.8031	0.0	0.8031
0.227	6.5796	5040	0.2079	0.4077	0.8153	0.8153	nan	0.8153	0.0	0.8153
0.1587	6.6057	5060	0.2067	0.3993	0.7986	0.7986	nan	0.7986	0.0	0.7986
0.1767	6.6319	5080	0.2065	0.3916	0.7833	0.7833	nan	0.7833	0.0	0.7833
0.1842	6.6580	5100	0.2068	0.3964	0.7928	0.7928	nan	0.7928	0.0	0.7928
0.2935	6.6841	5120	0.2065	0.3976	0.7952	0.7952	nan	0.7952	0.0	0.7952
0.2176	6.7102	5140	0.2067	0.4024	0.8047	0.8047	nan	0.8047	0.0	0.8047
0.2625	6.7363	5160	0.2057	0.3938	0.7875	0.7875	nan	0.7875	0.0	0.7875
0.172	6.7624	5180	0.2076	0.4117	0.8234	0.8234	nan	0.8234	0.0	0.8234
0.2122	6.7885	5200	0.2059	0.3949	0.7898	0.7898	nan	0.7898	0.0	0.7898
0.1994	6.8146	5220	0.2064	0.3897	0.7794	0.7794	nan	0.7794	0.0	0.7794
0.1782	6.8407	5240	0.2069	0.3970	0.7941	0.7941	nan	0.7941	0.0	0.7941
0.1601	6.8668	5260	0.2102	0.4191	0.8383	0.8383	nan	0.8383	0.0	0.8383
0.1912	6.8930	5280	0.2111	0.4242	0.8484	0.8484	nan	0.8484	0.0	0.8484
0.2155	6.9191	5300	0.2072	0.4045	0.8090	0.8090	nan	0.8090	0.0	0.8090
0.2418	6.9452	5320	0.2062	0.3829	0.7657	0.7657	nan	0.7657	0.0	0.7657
0.1909	6.9713	5340	0.2057	0.3996	0.7992	0.7992	nan	0.7992	0.0	0.7992
0.2287	6.9974	5360	0.2079	0.4136	0.8271	0.8271	nan	0.8271	0.0	0.8271
0.2049	7.0235	5380	0.2065	0.4028	0.8056	0.8056	nan	0.8056	0.0	0.8056
0.1828	7.0496	5400	0.2061	0.3910	0.7821	0.7821	nan	0.7821	0.0	0.7821
0.2243	7.0757	5420	0.2067	0.4032	0.8064	0.8064	nan	0.8064	0.0	0.8064
0.2149	7.1018	5440	0.2072	0.4024	0.8048	0.8048	nan	0.8048	0.0	0.8048
0.2187	7.1279	5460	0.2063	0.3971	0.7942	0.7942	nan	0.7942	0.0	0.7942
0.2283	7.1540	5480	0.2066	0.3798	0.7595	0.7595	nan	0.7595	0.0	0.7595
0.2424	7.1802	5500	0.2065	0.3958	0.7917	0.7917	nan	0.7917	0.0	0.7917
0.2192	7.2063	5520	0.2065	0.4002	0.8004	0.8004	nan	0.8004	0.0	0.8004
0.1971	7.2324	5540	0.2066	0.3894	0.7788	0.7788	nan	0.7788	0.0	0.7788
0.2009	7.2585	5560	0.2079	0.4019	0.8038	0.8038	nan	0.8038	0.0	0.8038
0.193	7.2846	5580	0.2061	0.3928	0.7856	0.7856	nan	0.7856	0.0	0.7856
0.1847	7.3107	5600	0.2074	0.4097	0.8194	0.8194	nan	0.8194	0.0	0.8194
0.1392	7.3368	5620	0.2078	0.3686	0.7371	0.7371	nan	0.7371	0.0	0.7371
0.1764	7.3629	5640	0.2073	0.3749	0.7498	0.7498	nan	0.7498	0.0	0.7498
0.2194	7.3890	5660	0.2065	0.3909	0.7817	0.7817	nan	0.7817	0.0	0.7817
0.2344	7.4151	5680	0.2065	0.3858	0.7716	0.7716	nan	0.7716	0.0	0.7716
0.265	7.4413	5700	0.2076	0.4038	0.8076	0.8076	nan	0.8076	0.0	0.8076
0.1898	7.4674	5720	0.2089	0.4133	0.8267	0.8267	nan	0.8267	0.0	0.8267
0.179	7.4935	5740	0.2059	0.3942	0.7885	0.7885	nan	0.7885	0.0	0.7885
0.2194	7.5196	5760	0.2061	0.3790	0.7580	0.7580	nan	0.7580	0.0	0.7580
0.1881	7.5457	5780	0.2067	0.3837	0.7674	0.7674	nan	0.7674	0.0	0.7674
0.1852	7.5718	5800	0.2085	0.4007	0.8014	0.8014	nan	0.8014	0.0	0.8014
0.1754	7.5979	5820	0.2070	0.3966	0.7933	0.7933	nan	0.7933	0.0	0.7933
0.2023	7.6240	5840	0.2077	0.4058	0.8116	0.8116	nan	0.8116	0.0	0.8116
0.1622	7.6501	5860	0.2072	0.4105	0.8209	0.8209	nan	0.8209	0.0	0.8209
0.2146	7.6762	5880	0.2077	0.4078	0.8156	0.8156	nan	0.8156	0.0	0.8156
0.2301	7.7023	5900	0.2061	0.3888	0.7775	0.7775	nan	0.7775	0.0	0.7775
0.2281	7.7285	5920	0.2060	0.3990	0.7981	0.7981	nan	0.7981	0.0	0.7981
0.2865	7.7546	5940	0.2062	0.4059	0.8119	0.8119	nan	0.8119	0.0	0.8119
0.2438	7.7807	5960	0.2053	0.4007	0.8014	0.8014	nan	0.8014	0.0	0.8014
0.182	7.8068	5980	0.2073	0.4090	0.8181	0.8181	nan	0.8181	0.0	0.8181
0.2361	7.8329	6000	0.2083	0.4148	0.8295	0.8295	nan	0.8295	0.0	0.8295
0.2137	7.8590	6020	0.2075	0.4161	0.8322	0.8322	nan	0.8322	0.0	0.8322
0.1998	7.8851	6040	0.2048	0.3932	0.7864	0.7864	nan	0.7864	0.0	0.7864
0.2396	7.9112	6060	0.2051	0.3880	0.7759	0.7759	nan	0.7759	0.0	0.7759
0.2007	7.9373	6080	0.2052	0.4008	0.8016	0.8016	nan	0.8016	0.0	0.8016
0.1936	7.9634	6100	0.2078	0.4113	0.8225	0.8225	nan	0.8225	0.0	0.8225
0.2169	7.9896	6120	0.2056	0.4042	0.8085	0.8085	nan	0.8085	0.0	0.8085
0.1797	8.0157	6140	0.2061	0.4083	0.8166	0.8166	nan	0.8166	0.0	0.8166
0.2398	8.0418	6160	0.2089	0.4130	0.8261	0.8261	nan	0.8261	0.0	0.8261
0.1971	8.0679	6180	0.2069	0.4003	0.8006	0.8006	nan	0.8006	0.0	0.8006
0.2289	8.0940	6200	0.2064	0.3987	0.7975	0.7975	nan	0.7975	0.0	0.7975
0.1964	8.1201	6220	0.2074	0.4117	0.8233	0.8233	nan	0.8233	0.0	0.8233
0.1998	8.1462	6240	0.2061	0.3979	0.7957	0.7957	nan	0.7957	0.0	0.7957
0.2024	8.1723	6260	0.2053	0.3942	0.7884	0.7884	nan	0.7884	0.0	0.7884
0.2157	8.1984	6280	0.2060	0.4074	0.8148	0.8148	nan	0.8148	0.0	0.8148
0.1732	8.2245	6300	0.2054	0.3995	0.7990	0.7990	nan	0.7990	0.0	0.7990
0.2188	8.2507	6320	0.2062	0.4086	0.8171	0.8171	nan	0.8171	0.0	0.8171
0.1307	8.2768	6340	0.2051	0.4012	0.8024	0.8024	nan	0.8024	0.0	0.8024
0.231	8.3029	6360	0.2052	0.3795	0.7589	0.7589	nan	0.7589	0.0	0.7589
0.2091	8.3290	6380	0.2055	0.3943	0.7887	0.7887	nan	0.7887	0.0	0.7887
0.2213	8.3551	6400	0.2053	0.3973	0.7947	0.7947	nan	0.7947	0.0	0.7947
0.2152	8.3812	6420	0.2053	0.3972	0.7944	0.7944	nan	0.7944	0.0	0.7944
0.1703	8.4073	6440	0.2053	0.3986	0.7971	0.7971	nan	0.7971	0.0	0.7971
0.1816	8.4334	6460	0.2066	0.4063	0.8126	0.8126	nan	0.8126	0.0	0.8126
0.2794	8.4595	6480	0.2063	0.4053	0.8107	0.8107	nan	0.8107	0.0	0.8107
0.1809	8.4856	6500	0.2052	0.3957	0.7914	0.7914	nan	0.7914	0.0	0.7914
0.1709	8.5117	6520	0.2054	0.3818	0.7637	0.7637	nan	0.7637	0.0	0.7637
0.1715	8.5379	6540	0.2051	0.3945	0.7890	0.7890	nan	0.7890	0.0	0.7890
0.1669	8.5640	6560	0.2057	0.3970	0.7940	0.7940	nan	0.7940	0.0	0.7940
0.189	8.5901	6580	0.2055	0.3964	0.7929	0.7929	nan	0.7929	0.0	0.7929
0.2057	8.6162	6600	0.2055	0.3821	0.7642	0.7642	nan	0.7642	0.0	0.7642
0.1758	8.6423	6620	0.2062	0.3770	0.7540	0.7540	nan	0.7540	0.0	0.7540
0.2008	8.6684	6640	0.2058	0.3900	0.7801	0.7801	nan	0.7801	0.0	0.7801
0.201	8.6945	6660	0.2065	0.4009	0.8019	0.8019	nan	0.8019	0.0	0.8019
0.1973	8.7206	6680	0.2053	0.3877	0.7755	0.7755	nan	0.7755	0.0	0.7755
0.2118	8.7467	6700	0.2056	0.3878	0.7755	0.7755	nan	0.7755	0.0	0.7755
0.2166	8.7728	6720	0.2062	0.3957	0.7915	0.7915	nan	0.7915	0.0	0.7915
0.1692	8.7990	6740	0.2057	0.3981	0.7962	0.7962	nan	0.7962	0.0	0.7962
0.1535	8.8251	6760	0.2077	0.4077	0.8153	0.8153	nan	0.8153	0.0	0.8153
0.2144	8.8512	6780	0.2062	0.3891	0.7783	0.7783	nan	0.7783	0.0	0.7783
0.184	8.8773	6800	0.2070	0.4016	0.8031	0.8031	nan	0.8031	0.0	0.8031
0.2146	8.9034	6820	0.2060	0.4019	0.8038	0.8038	nan	0.8038	0.0	0.8038
0.2387	8.9295	6840	0.2084	0.4128	0.8255	0.8255	nan	0.8255	0.0	0.8255
0.1527	8.9556	6860	0.2070	0.4129	0.8258	0.8258	nan	0.8258	0.0	0.8258
0.1994	8.9817	6880	0.2049	0.3992	0.7984	0.7984	nan	0.7984	0.0	0.7984
0.2084	9.0078	6900	0.2053	0.4019	0.8037	0.8037	nan	0.8037	0.0	0.8037
0.1602	9.0339	6920	0.2046	0.3937	0.7874	0.7874	nan	0.7874	0.0	0.7874
0.1996	9.0601	6940	0.2051	0.3802	0.7603	0.7603	nan	0.7603	0.0	0.7603
0.1605	9.0862	6960	0.2048	0.3868	0.7737	0.7737	nan	0.7737	0.0	0.7737
0.2372	9.1123	6980	0.2050	0.3946	0.7891	0.7891	nan	0.7891	0.0	0.7891
0.2122	9.1384	7000	0.2051	0.3923	0.7847	0.7847	nan	0.7847	0.0	0.7847
0.2151	9.1645	7020	0.2057	0.3985	0.7971	0.7971	nan	0.7971	0.0	0.7971
0.2009	9.1906	7040	0.2050	0.3960	0.7921	0.7921	nan	0.7921	0.0	0.7921
0.2333	9.2167	7060	0.2050	0.3929	0.7857	0.7857	nan	0.7857	0.0	0.7857
0.1732	9.2428	7080	0.2049	0.3873	0.7746	0.7746	nan	0.7746	0.0	0.7746
0.2208	9.2689	7100	0.2053	0.3881	0.7763	0.7763	nan	0.7763	0.0	0.7763
0.3038	9.2950	7120	0.2053	0.3865	0.7729	0.7729	nan	0.7729	0.0	0.7729
0.1602	9.3211	7140	0.2051	0.3882	0.7764	0.7764	nan	0.7764	0.0	0.7764
0.2455	9.3473	7160	0.2053	0.3919	0.7839	0.7839	nan	0.7839	0.0	0.7839
0.1895	9.3734	7180	0.2055	0.3936	0.7872	0.7872	nan	0.7872	0.0	0.7872
0.2542	9.3995	7200	0.2054	0.3896	0.7791	0.7791	nan	0.7791	0.0	0.7791
0.2128	9.4256	7220	0.2056	0.3832	0.7665	0.7665	nan	0.7665	0.0	0.7665
0.1511	9.4517	7240	0.2057	0.3825	0.7650	0.7650	nan	0.7650	0.0	0.7650
0.2157	9.4778	7260	0.2057	0.3851	0.7703	0.7703	nan	0.7703	0.0	0.7703
0.1968	9.5039	7280	0.2055	0.3852	0.7703	0.7703	nan	0.7703	0.0	0.7703
0.2155	9.5300	7300	0.2051	0.3836	0.7671	0.7671	nan	0.7671	0.0	0.7671
0.2559	9.5561	7320	0.2048	0.3884	0.7767	0.7767	nan	0.7767	0.0	0.7767
0.1849	9.5822	7340	0.2056	0.3975	0.7950	0.7950	nan	0.7950	0.0	0.7950
0.1558	9.6084	7360	0.2057	0.3992	0.7983	0.7983	nan	0.7983	0.0	0.7983
0.1862	9.6345	7380	0.2052	0.3964	0.7928	0.7928	nan	0.7928	0.0	0.7928
0.1387	9.6606	7400	0.2060	0.4036	0.8072	0.8072	nan	0.8072	0.0	0.8072
0.1856	9.6867	7420	0.2062	0.4044	0.8089	0.8089	nan	0.8089	0.0	0.8089
0.1844	9.7128	7440	0.2056	0.4004	0.8007	0.8007	nan	0.8007	0.0	0.8007
0.212	9.7389	7460	0.2070	0.4050	0.8100	0.8100	nan	0.8100	0.0	0.8100
0.1565	9.7650	7480	0.2060	0.4023	0.8046	0.8046	nan	0.8046	0.0	0.8046
0.2245	9.7911	7500	0.2057	0.4017	0.8035	0.8035	nan	0.8035	0.0	0.8035
0.1657	9.8172	7520	0.2063	0.4048	0.8096	0.8096	nan	0.8096	0.0	0.8096
0.2474	9.8433	7540	0.2064	0.4036	0.8072	0.8072	nan	0.8072	0.0	0.8072
0.1675	9.8695	7560	0.2072	0.4068	0.8137	0.8137	nan	0.8137	0.0	0.8137
0.1852	9.8956	7580	0.2069	0.4067	0.8133	0.8133	nan	0.8133	0.0	0.8133
0.2316	9.9217	7600	0.2062	0.4032	0.8063	0.8063	nan	0.8063	0.0	0.8063
0.2338	9.9478	7620	0.2059	0.4012	0.8023	0.8023	nan	0.8023	0.0	0.8023
0.2277	9.9739	7640	0.2062	0.4012	0.8025	0.8025	nan	0.8025	0.0	0.8025
0.1361	10.0	7660	0.2061	0.4017	0.8034	0.8034	nan	0.8034	0.0	0.8034

Framework versions

• Transformers 4.47.1
• Pytorch 2.5.1+cu121
• Datasets 3.2.0
• Tokenizers 0.21.0