segformer-b0-finetuned-ade20k-manggarai_rivergate_2

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: 0.2021
• Mean Iou: 0.3969
• Mean Accuracy: 0.7938
• Overall Accuracy: 0.7938
• Accuracy Not water: nan
• Accuracy Waters: 0.7938
• Iou Not water: 0.0
• Iou Waters: 0.7938

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 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
0.5952	0.0229	20	0.5142	0.4744	0.9488	0.9488	nan	0.9488	0.0	0.9488
0.5291	0.0457	40	0.4859	0.4679	0.9358	0.9358	nan	0.9358	0.0	0.9358
0.4539	0.0686	60	0.4637	0.4608	0.9217	0.9217	nan	0.9217	0.0	0.9217
0.4397	0.0914	80	0.4418	0.4534	0.9068	0.9068	nan	0.9068	0.0	0.9068
0.4545	0.1143	100	0.4322	0.4609	0.9217	0.9217	nan	0.9217	0.0	0.9217
0.4267	0.1371	120	0.4270	0.4593	0.9185	0.9185	nan	0.9185	0.0	0.9185
0.4033	0.16	140	0.3976	0.4520	0.9039	0.9039	nan	0.9039	0.0	0.9039
0.358	0.1829	160	0.4042	0.4552	0.9104	0.9104	nan	0.9104	0.0	0.9104
0.3387	0.2057	180	0.3896	0.4543	0.9087	0.9087	nan	0.9087	0.0	0.9087
0.452	0.2286	200	0.3759	0.4467	0.8934	0.8934	nan	0.8934	0.0	0.8934
0.5019	0.2514	220	0.3857	0.4592	0.9185	0.9185	nan	0.9185	0.0	0.9185
0.3234	0.2743	240	0.3625	0.4502	0.9005	0.9005	nan	0.9005	0.0	0.9005
0.3617	0.2971	260	0.3541	0.4480	0.8959	0.8959	nan	0.8959	0.0	0.8959
0.3228	0.32	280	0.3614	0.4556	0.9112	0.9112	nan	0.9112	0.0	0.9112
0.3441	0.3429	300	0.3387	0.4508	0.9016	0.9016	nan	0.9016	0.0	0.9016
0.3163	0.3657	320	0.3321	0.4471	0.8941	0.8941	nan	0.8941	0.0	0.8941
0.2501	0.3886	340	0.3243	0.4509	0.9019	0.9019	nan	0.9019	0.0	0.9019
0.3564	0.4114	360	0.3266	0.4481	0.8962	0.8962	nan	0.8962	0.0	0.8962
0.3448	0.4343	380	0.3160	0.4529	0.9059	0.9059	nan	0.9059	0.0	0.9059
0.2958	0.4571	400	0.3080	0.4398	0.8796	0.8796	nan	0.8796	0.0	0.8796
0.2674	0.48	420	0.3107	0.4473	0.8946	0.8946	nan	0.8946	0.0	0.8946
0.2934	0.5029	440	0.3096	0.4512	0.9023	0.9023	nan	0.9023	0.0	0.9023
0.2499	0.5257	460	0.2935	0.4380	0.8760	0.8760	nan	0.8760	0.0	0.8760
0.2514	0.5486	480	0.3008	0.4443	0.8887	0.8887	nan	0.8887	0.0	0.8887
0.2858	0.5714	500	0.2954	0.4451	0.8902	0.8902	nan	0.8902	0.0	0.8902
0.3583	0.5943	520	0.2939	0.4461	0.8923	0.8923	nan	0.8923	0.0	0.8923
0.2608	0.6171	540	0.2889	0.4425	0.8851	0.8851	nan	0.8851	0.0	0.8851
0.3733	0.64	560	0.2798	0.4272	0.8543	0.8543	nan	0.8543	0.0	0.8543
0.3824	0.6629	580	0.2800	0.4160	0.8321	0.8321	nan	0.8321	0.0	0.8321
0.2339	0.6857	600	0.2972	0.4496	0.8992	0.8992	nan	0.8992	0.0	0.8992
0.2629	0.7086	620	0.2706	0.4136	0.8272	0.8272	nan	0.8272	0.0	0.8272
0.3056	0.7314	640	0.2771	0.4142	0.8284	0.8284	nan	0.8284	0.0	0.8284
0.288	0.7543	660	0.2769	0.4387	0.8774	0.8774	nan	0.8774	0.0	0.8774
0.2911	0.7771	680	0.2730	0.4314	0.8629	0.8629	nan	0.8629	0.0	0.8629
0.2408	0.8	700	0.2717	0.4232	0.8465	0.8465	nan	0.8465	0.0	0.8465
0.3371	0.8229	720	0.2685	0.4231	0.8462	0.8462	nan	0.8462	0.0	0.8462
0.2849	0.8457	740	0.2702	0.4351	0.8703	0.8703	nan	0.8703	0.0	0.8703
0.2682	0.8686	760	0.2648	0.4289	0.8578	0.8578	nan	0.8578	0.0	0.8578
0.2922	0.8914	780	0.2624	0.4214	0.8428	0.8428	nan	0.8428	0.0	0.8428
0.2983	0.9143	800	0.2652	0.4215	0.8430	0.8430	nan	0.8430	0.0	0.8430
0.2502	0.9371	820	0.2619	0.4172	0.8344	0.8344	nan	0.8344	0.0	0.8344
0.26	0.96	840	0.2609	0.4248	0.8497	0.8497	nan	0.8497	0.0	0.8497
0.2665	0.9829	860	0.2574	0.4165	0.8330	0.8330	nan	0.8330	0.0	0.8330
0.3008	1.0057	880	0.2630	0.4385	0.8770	0.8770	nan	0.8770	0.0	0.8770
0.2826	1.0286	900	0.2540	0.4148	0.8296	0.8296	nan	0.8296	0.0	0.8296
0.2893	1.0514	920	0.2586	0.4292	0.8585	0.8585	nan	0.8585	0.0	0.8585
0.2401	1.0743	940	0.2561	0.4323	0.8646	0.8646	nan	0.8646	0.0	0.8646
0.2387	1.0971	960	0.2565	0.4207	0.8414	0.8414	nan	0.8414	0.0	0.8414
0.2184	1.12	980	0.2581	0.4251	0.8502	0.8502	nan	0.8502	0.0	0.8502
0.3344	1.1429	1000	0.2549	0.4282	0.8564	0.8564	nan	0.8564	0.0	0.8564
0.2287	1.1657	1020	0.2501	0.4205	0.8410	0.8410	nan	0.8410	0.0	0.8410
0.2149	1.1886	1040	0.2496	0.4184	0.8367	0.8367	nan	0.8367	0.0	0.8367
0.2226	1.2114	1060	0.2500	0.4199	0.8399	0.8399	nan	0.8399	0.0	0.8399
0.2273	1.2343	1080	0.2485	0.4186	0.8373	0.8373	nan	0.8373	0.0	0.8373
0.245	1.2571	1100	0.2506	0.4245	0.8491	0.8491	nan	0.8491	0.0	0.8491
0.2249	1.28	1120	0.2524	0.4289	0.8578	0.8578	nan	0.8578	0.0	0.8578
0.2378	1.3029	1140	0.2449	0.4028	0.8055	0.8055	nan	0.8055	0.0	0.8055
0.2025	1.3257	1160	0.2485	0.4152	0.8305	0.8305	nan	0.8305	0.0	0.8305
0.2466	1.3486	1180	0.2507	0.4288	0.8576	0.8576	nan	0.8576	0.0	0.8576
0.2223	1.3714	1200	0.2455	0.4210	0.8420	0.8420	nan	0.8420	0.0	0.8420
0.2097	1.3943	1220	0.2443	0.4193	0.8387	0.8387	nan	0.8387	0.0	0.8387
0.2854	1.4171	1240	0.2428	0.4137	0.8275	0.8275	nan	0.8275	0.0	0.8275
0.2132	1.44	1260	0.2448	0.4142	0.8284	0.8284	nan	0.8284	0.0	0.8284
0.2133	1.4629	1280	0.2441	0.4158	0.8316	0.8316	nan	0.8316	0.0	0.8316
0.2083	1.4857	1300	0.2436	0.4125	0.8250	0.8250	nan	0.8250	0.0	0.8250
0.25	1.5086	1320	0.2432	0.4200	0.8401	0.8401	nan	0.8401	0.0	0.8401
0.2448	1.5314	1340	0.2402	0.4007	0.8014	0.8014	nan	0.8014	0.0	0.8014
0.2911	1.5543	1360	0.2438	0.4183	0.8367	0.8367	nan	0.8367	0.0	0.8367
0.2549	1.5771	1380	0.2398	0.4081	0.8162	0.8162	nan	0.8162	0.0	0.8162
0.2058	1.6	1400	0.2407	0.4186	0.8372	0.8372	nan	0.8372	0.0	0.8372
0.2403	1.6229	1420	0.2390	0.4143	0.8287	0.8287	nan	0.8287	0.0	0.8287
0.2088	1.6457	1440	0.2383	0.3983	0.7967	0.7967	nan	0.7967	0.0	0.7967
0.2529	1.6686	1460	0.2405	0.4201	0.8401	0.8401	nan	0.8401	0.0	0.8401
0.3001	1.6914	1480	0.2378	0.3921	0.7843	0.7843	nan	0.7843	0.0	0.7843
0.1817	1.7143	1500	0.2390	0.4041	0.8081	0.8081	nan	0.8081	0.0	0.8081
0.1919	1.7371	1520	0.2423	0.4292	0.8585	0.8585	nan	0.8585	0.0	0.8585
0.2549	1.76	1540	0.2362	0.3960	0.7920	0.7920	nan	0.7920	0.0	0.7920
0.1934	1.7829	1560	0.2417	0.4235	0.8470	0.8470	nan	0.8470	0.0	0.8470
0.2624	1.8057	1580	0.2481	0.4451	0.8902	0.8902	nan	0.8902	0.0	0.8902
0.2326	1.8286	1600	0.2374	0.4255	0.8509	0.8509	nan	0.8509	0.0	0.8509
0.2452	1.8514	1620	0.2358	0.4134	0.8269	0.8269	nan	0.8269	0.0	0.8269
0.2777	1.8743	1640	0.2345	0.4140	0.8281	0.8281	nan	0.8281	0.0	0.8281
0.234	1.8971	1660	0.2362	0.4239	0.8478	0.8478	nan	0.8478	0.0	0.8478
0.1973	1.92	1680	0.2360	0.4276	0.8552	0.8552	nan	0.8552	0.0	0.8552
0.2176	1.9429	1700	0.2325	0.4046	0.8093	0.8093	nan	0.8093	0.0	0.8093
0.1998	1.9657	1720	0.2350	0.4146	0.8293	0.8293	nan	0.8293	0.0	0.8293
0.2349	1.9886	1740	0.2450	0.4419	0.8838	0.8838	nan	0.8838	0.0	0.8838
0.2358	2.0114	1760	0.2364	0.4262	0.8525	0.8525	nan	0.8525	0.0	0.8525
0.2036	2.0343	1780	0.2326	0.4069	0.8137	0.8137	nan	0.8137	0.0	0.8137
0.2543	2.0571	1800	0.2319	0.4048	0.8096	0.8096	nan	0.8096	0.0	0.8096
0.2451	2.08	1820	0.2314	0.4015	0.8029	0.8029	nan	0.8029	0.0	0.8029
0.2941	2.1029	1840	0.2323	0.4202	0.8405	0.8405	nan	0.8405	0.0	0.8405
0.2489	2.1257	1860	0.2301	0.4146	0.8291	0.8291	nan	0.8291	0.0	0.8291
0.226	2.1486	1880	0.2303	0.4155	0.8310	0.8310	nan	0.8310	0.0	0.8310
0.2053	2.1714	1900	0.2309	0.4196	0.8391	0.8391	nan	0.8391	0.0	0.8391
0.2209	2.1943	1920	0.2299	0.4159	0.8318	0.8318	nan	0.8318	0.0	0.8318
0.2193	2.2171	1940	0.2295	0.4185	0.8370	0.8370	nan	0.8370	0.0	0.8370
0.2561	2.24	1960	0.2306	0.4258	0.8516	0.8516	nan	0.8516	0.0	0.8516
0.1921	2.2629	1980	0.2347	0.4380	0.8759	0.8759	nan	0.8759	0.0	0.8759
0.1754	2.2857	2000	0.2271	0.4203	0.8406	0.8406	nan	0.8406	0.0	0.8406
0.2481	2.3086	2020	0.2271	0.4047	0.8095	0.8095	nan	0.8095	0.0	0.8095
0.2256	2.3314	2040	0.2270	0.4164	0.8327	0.8327	nan	0.8327	0.0	0.8327
0.2251	2.3543	2060	0.2294	0.4268	0.8536	0.8536	nan	0.8536	0.0	0.8536
0.2014	2.3771	2080	0.2258	0.4115	0.8230	0.8230	nan	0.8230	0.0	0.8230
0.2548	2.4	2100	0.2255	0.4035	0.8069	0.8069	nan	0.8069	0.0	0.8069
0.2756	2.4229	2120	0.2270	0.4189	0.8377	0.8377	nan	0.8377	0.0	0.8377
0.2077	2.4457	2140	0.2259	0.4155	0.8309	0.8309	nan	0.8309	0.0	0.8309
0.2398	2.4686	2160	0.2295	0.4281	0.8562	0.8562	nan	0.8562	0.0	0.8562
0.2185	2.4914	2180	0.2259	0.3835	0.7671	0.7671	nan	0.7671	0.0	0.7671
0.2189	2.5143	2200	0.2271	0.4203	0.8407	0.8407	nan	0.8407	0.0	0.8407
0.2169	2.5371	2220	0.2279	0.4294	0.8588	0.8588	nan	0.8588	0.0	0.8588
0.2161	2.56	2240	0.2260	0.3820	0.7639	0.7639	nan	0.7639	0.0	0.7639
0.2696	2.5829	2260	0.2253	0.4150	0.8300	0.8300	nan	0.8300	0.0	0.8300
0.2412	2.6057	2280	0.2259	0.4218	0.8437	0.8437	nan	0.8437	0.0	0.8437
0.221	2.6286	2300	0.2230	0.4047	0.8093	0.8093	nan	0.8093	0.0	0.8093
0.2178	2.6514	2320	0.2254	0.4149	0.8299	0.8299	nan	0.8299	0.0	0.8299
0.2257	2.6743	2340	0.2246	0.4195	0.8391	0.8391	nan	0.8391	0.0	0.8391
0.1898	2.6971	2360	0.2228	0.4195	0.8389	0.8389	nan	0.8389	0.0	0.8389
0.1855	2.7200	2380	0.2247	0.4102	0.8204	0.8204	nan	0.8204	0.0	0.8204
0.1783	2.7429	2400	0.2303	0.4383	0.8766	0.8766	nan	0.8766	0.0	0.8766
0.2819	2.7657	2420	0.2216	0.4117	0.8234	0.8234	nan	0.8234	0.0	0.8234
0.2234	2.7886	2440	0.2229	0.3907	0.7814	0.7814	nan	0.7814	0.0	0.7814
0.2025	2.8114	2460	0.2270	0.4320	0.8640	0.8640	nan	0.8640	0.0	0.8640
0.2541	2.8343	2480	0.2212	0.4121	0.8241	0.8241	nan	0.8241	0.0	0.8241
0.197	2.8571	2500	0.2211	0.4131	0.8262	0.8262	nan	0.8262	0.0	0.8262
0.2467	2.88	2520	0.2234	0.4226	0.8452	0.8452	nan	0.8452	0.0	0.8452
0.2266	2.9029	2540	0.2230	0.4226	0.8453	0.8453	nan	0.8453	0.0	0.8453
0.2363	2.9257	2560	0.2215	0.4222	0.8445	0.8445	nan	0.8445	0.0	0.8445
0.2301	2.9486	2580	0.2253	0.4342	0.8684	0.8684	nan	0.8684	0.0	0.8684
0.2484	2.9714	2600	0.2208	0.4213	0.8425	0.8425	nan	0.8425	0.0	0.8425
0.1648	2.9943	2620	0.2201	0.4178	0.8356	0.8356	nan	0.8356	0.0	0.8356
0.2549	3.0171	2640	0.2221	0.4227	0.8455	0.8455	nan	0.8455	0.0	0.8455
0.2448	3.04	2660	0.2202	0.4118	0.8236	0.8236	nan	0.8236	0.0	0.8236
0.2057	3.0629	2680	0.2228	0.4281	0.8562	0.8562	nan	0.8562	0.0	0.8562
0.18	3.0857	2700	0.2198	0.4175	0.8350	0.8350	nan	0.8350	0.0	0.8350
0.1589	3.1086	2720	0.2184	0.4113	0.8227	0.8227	nan	0.8227	0.0	0.8227
0.1787	3.1314	2740	0.2225	0.4260	0.8520	0.8520	nan	0.8520	0.0	0.8520
0.2129	3.1543	2760	0.2191	0.4169	0.8339	0.8339	nan	0.8339	0.0	0.8339
0.1772	3.1771	2780	0.2181	0.4046	0.8092	0.8092	nan	0.8092	0.0	0.8092
0.2263	3.2	2800	0.2212	0.4239	0.8479	0.8479	nan	0.8479	0.0	0.8479
0.229	3.2229	2820	0.2179	0.3982	0.7964	0.7964	nan	0.7964	0.0	0.7964
0.2177	3.2457	2840	0.2181	0.4094	0.8189	0.8189	nan	0.8189	0.0	0.8189
0.1965	3.2686	2860	0.2171	0.4075	0.8151	0.8151	nan	0.8151	0.0	0.8151
0.1871	3.2914	2880	0.2215	0.4295	0.8589	0.8589	nan	0.8589	0.0	0.8589
0.2373	3.3143	2900	0.2273	0.4437	0.8874	0.8874	nan	0.8874	0.0	0.8874
0.2297	3.3371	2920	0.2195	0.4289	0.8578	0.8578	nan	0.8578	0.0	0.8578
0.285	3.36	2940	0.2195	0.3741	0.7481	0.7481	nan	0.7481	0.0	0.7481
0.2038	3.3829	2960	0.2187	0.4191	0.8383	0.8383	nan	0.8383	0.0	0.8383
0.2494	3.4057	2980	0.2163	0.4073	0.8147	0.8147	nan	0.8147	0.0	0.8147
0.2835	3.4286	3000	0.2171	0.4178	0.8356	0.8356	nan	0.8356	0.0	0.8356
0.258	3.4514	3020	0.2165	0.4201	0.8401	0.8401	nan	0.8401	0.0	0.8401
0.206	3.4743	3040	0.2153	0.4120	0.8240	0.8240	nan	0.8240	0.0	0.8240
0.2213	3.4971	3060	0.2151	0.4000	0.8000	0.8000	nan	0.8000	0.0	0.8000
0.2149	3.52	3080	0.2177	0.4215	0.8429	0.8429	nan	0.8429	0.0	0.8429
0.2599	3.5429	3100	0.2169	0.4253	0.8505	0.8505	nan	0.8505	0.0	0.8505
0.2194	3.5657	3120	0.2160	0.4214	0.8429	0.8429	nan	0.8429	0.0	0.8429
0.2069	3.5886	3140	0.2183	0.4306	0.8612	0.8612	nan	0.8612	0.0	0.8612
0.215	3.6114	3160	0.2146	0.4187	0.8374	0.8374	nan	0.8374	0.0	0.8374
0.2356	3.6343	3180	0.2142	0.4032	0.8064	0.8064	nan	0.8064	0.0	0.8064
0.1843	3.6571	3200	0.2141	0.4137	0.8275	0.8275	nan	0.8275	0.0	0.8275
0.166	3.68	3220	0.2141	0.4130	0.8261	0.8261	nan	0.8261	0.0	0.8261
0.2067	3.7029	3240	0.2133	0.4090	0.8180	0.8180	nan	0.8180	0.0	0.8180
0.2506	3.7257	3260	0.2203	0.4297	0.8595	0.8595	nan	0.8595	0.0	0.8595
0.2122	3.7486	3280	0.2148	0.4154	0.8307	0.8307	nan	0.8307	0.0	0.8307
0.2545	3.7714	3300	0.2132	0.3925	0.7851	0.7851	nan	0.7851	0.0	0.7851
0.2046	3.7943	3320	0.2193	0.4294	0.8588	0.8588	nan	0.8588	0.0	0.8588
0.1836	3.8171	3340	0.2131	0.3879	0.7759	0.7759	nan	0.7759	0.0	0.7759
0.1889	3.84	3360	0.2152	0.3725	0.7450	0.7450	nan	0.7450	0.0	0.7450
0.1751	3.8629	3380	0.2146	0.4199	0.8398	0.8398	nan	0.8398	0.0	0.8398
0.227	3.8857	3400	0.2126	0.4088	0.8176	0.8176	nan	0.8176	0.0	0.8176
0.1963	3.9086	3420	0.2178	0.4306	0.8613	0.8613	nan	0.8613	0.0	0.8613
0.1651	3.9314	3440	0.2120	0.3921	0.7843	0.7843	nan	0.7843	0.0	0.7843
0.2246	3.9543	3460	0.2119	0.4050	0.8101	0.8101	nan	0.8101	0.0	0.8101
0.2575	3.9771	3480	0.2126	0.3910	0.7820	0.7820	nan	0.7820	0.0	0.7820
0.1901	4.0	3500	0.2126	0.4168	0.8337	0.8337	nan	0.8337	0.0	0.8337
0.2227	4.0229	3520	0.2161	0.4250	0.8500	0.8500	nan	0.8500	0.0	0.8500
0.2218	4.0457	3540	0.2117	0.4060	0.8120	0.8120	nan	0.8120	0.0	0.8120
0.2592	4.0686	3560	0.2187	0.4262	0.8524	0.8524	nan	0.8524	0.0	0.8524
0.205	4.0914	3580	0.2124	0.3989	0.7979	0.7979	nan	0.7979	0.0	0.7979
0.1763	4.1143	3600	0.2116	0.3958	0.7916	0.7916	nan	0.7916	0.0	0.7916
0.2316	4.1371	3620	0.2111	0.4057	0.8114	0.8114	nan	0.8114	0.0	0.8114
0.2621	4.16	3640	0.2126	0.3984	0.7968	0.7968	nan	0.7968	0.0	0.7968
0.3062	4.1829	3660	0.2116	0.4119	0.8238	0.8238	nan	0.8238	0.0	0.8238
0.1881	4.2057	3680	0.2110	0.3972	0.7945	0.7945	nan	0.7945	0.0	0.7945
0.1662	4.2286	3700	0.2156	0.4220	0.8439	0.8439	nan	0.8439	0.0	0.8439
0.1873	4.2514	3720	0.2119	0.3790	0.7581	0.7581	nan	0.7581	0.0	0.7581
0.2415	4.2743	3740	0.2194	0.4353	0.8706	0.8706	nan	0.8706	0.0	0.8706
0.1991	4.2971	3760	0.2110	0.4067	0.8134	0.8134	nan	0.8134	0.0	0.8134
0.1673	4.32	3780	0.2112	0.4129	0.8259	0.8259	nan	0.8259	0.0	0.8259
0.1729	4.3429	3800	0.2102	0.3900	0.7799	0.7799	nan	0.7799	0.0	0.7799
0.1996	4.3657	3820	0.2100	0.4077	0.8154	0.8154	nan	0.8154	0.0	0.8154
0.1671	4.3886	3840	0.2114	0.4210	0.8419	0.8419	nan	0.8419	0.0	0.8419
0.1761	4.4114	3860	0.2154	0.4289	0.8577	0.8577	nan	0.8577	0.0	0.8577
0.1847	4.4343	3880	0.2132	0.4213	0.8426	0.8426	nan	0.8426	0.0	0.8426
0.2269	4.4571	3900	0.2123	0.3689	0.7378	0.7378	nan	0.7378	0.0	0.7378
0.2219	4.48	3920	0.2101	0.4085	0.8171	0.8171	nan	0.8171	0.0	0.8171
0.1875	4.5029	3940	0.2124	0.4178	0.8355	0.8355	nan	0.8355	0.0	0.8355
0.2518	4.5257	3960	0.2104	0.4067	0.8133	0.8133	nan	0.8133	0.0	0.8133
0.1854	4.5486	3980	0.2144	0.4280	0.8561	0.8561	nan	0.8561	0.0	0.8561
0.1802	4.5714	4000	0.2085	0.4009	0.8018	0.8018	nan	0.8018	0.0	0.8018
0.1573	4.5943	4020	0.2115	0.4122	0.8244	0.8244	nan	0.8244	0.0	0.8244
0.2297	4.6171	4040	0.2087	0.4037	0.8075	0.8075	nan	0.8075	0.0	0.8075
0.2313	4.64	4060	0.2099	0.4090	0.8180	0.8180	nan	0.8180	0.0	0.8180
0.2586	4.6629	4080	0.2094	0.4043	0.8085	0.8085	nan	0.8085	0.0	0.8085
0.1994	4.6857	4100	0.2094	0.4117	0.8234	0.8234	nan	0.8234	0.0	0.8234
0.172	4.7086	4120	0.2092	0.4160	0.8320	0.8320	nan	0.8320	0.0	0.8320
0.1891	4.7314	4140	0.2090	0.4104	0.8208	0.8208	nan	0.8208	0.0	0.8208
0.1858	4.7543	4160	0.2156	0.4288	0.8577	0.8577	nan	0.8577	0.0	0.8577
0.1543	4.7771	4180	0.2083	0.4042	0.8085	0.8085	nan	0.8085	0.0	0.8085
0.2182	4.8	4200	0.2077	0.3928	0.7857	0.7857	nan	0.7857	0.0	0.7857
0.2182	4.8229	4220	0.2073	0.4003	0.8006	0.8006	nan	0.8006	0.0	0.8006
0.2121	4.8457	4240	0.2078	0.4052	0.8104	0.8104	nan	0.8104	0.0	0.8104
0.2472	4.8686	4260	0.2074	0.3949	0.7898	0.7898	nan	0.7898	0.0	0.7898
0.2066	4.8914	4280	0.2081	0.4046	0.8091	0.8091	nan	0.8091	0.0	0.8091
0.227	4.9143	4300	0.2085	0.4047	0.8094	0.8094	nan	0.8094	0.0	0.8094
0.1982	4.9371	4320	0.2089	0.4184	0.8369	0.8369	nan	0.8369	0.0	0.8369
0.1824	4.96	4340	0.2083	0.4016	0.8032	0.8032	nan	0.8032	0.0	0.8032
0.1913	4.9829	4360	0.2083	0.4089	0.8179	0.8179	nan	0.8179	0.0	0.8179
0.2092	5.0057	4380	0.2117	0.4213	0.8425	0.8425	nan	0.8425	0.0	0.8425
0.2085	5.0286	4400	0.2074	0.3887	0.7775	0.7775	nan	0.7775	0.0	0.7775
0.1842	5.0514	4420	0.2123	0.4277	0.8554	0.8554	nan	0.8554	0.0	0.8554
0.263	5.0743	4440	0.2080	0.4151	0.8301	0.8301	nan	0.8301	0.0	0.8301
0.1529	5.0971	4460	0.2162	0.4365	0.8730	0.8730	nan	0.8730	0.0	0.8730
0.2431	5.12	4480	0.2074	0.4101	0.8201	0.8201	nan	0.8201	0.0	0.8201
0.2571	5.1429	4500	0.2073	0.3924	0.7849	0.7849	nan	0.7849	0.0	0.7849
0.1744	5.1657	4520	0.2076	0.4054	0.8107	0.8107	nan	0.8107	0.0	0.8107
0.2116	5.1886	4540	0.2114	0.4187	0.8373	0.8373	nan	0.8373	0.0	0.8373
0.2011	5.2114	4560	0.2084	0.4056	0.8113	0.8113	nan	0.8113	0.0	0.8113
0.2551	5.2343	4580	0.2078	0.3928	0.7856	0.7856	nan	0.7856	0.0	0.7856
0.1685	5.2571	4600	0.2114	0.4230	0.8460	0.8460	nan	0.8460	0.0	0.8460
0.2306	5.28	4620	0.2084	0.4132	0.8264	0.8264	nan	0.8264	0.0	0.8264
0.2494	5.3029	4640	0.2075	0.4070	0.8140	0.8140	nan	0.8140	0.0	0.8140
0.2079	5.3257	4660	0.2069	0.3872	0.7744	0.7744	nan	0.7744	0.0	0.7744
0.2028	5.3486	4680	0.2221	0.4374	0.8747	0.8747	nan	0.8747	0.0	0.8747
0.2701	5.3714	4700	0.2084	0.4125	0.8250	0.8250	nan	0.8250	0.0	0.8250
0.1753	5.3943	4720	0.2068	0.3995	0.7991	0.7991	nan	0.7991	0.0	0.7991
0.2201	5.4171	4740	0.2122	0.4249	0.8499	0.8499	nan	0.8499	0.0	0.8499
0.2017	5.44	4760	0.2102	0.4224	0.8449	0.8449	nan	0.8449	0.0	0.8449
0.1969	5.4629	4780	0.2067	0.3982	0.7964	0.7964	nan	0.7964	0.0	0.7964
0.281	5.4857	4800	0.2069	0.4049	0.8097	0.8097	nan	0.8097	0.0	0.8097
0.2136	5.5086	4820	0.2091	0.4139	0.8277	0.8277	nan	0.8277	0.0	0.8277
0.2048	5.5314	4840	0.2104	0.3661	0.7322	0.7322	nan	0.7322	0.0	0.7322
0.1979	5.5543	4860	0.2080	0.4056	0.8113	0.8113	nan	0.8113	0.0	0.8113
0.1742	5.5771	4880	0.2076	0.4119	0.8239	0.8239	nan	0.8239	0.0	0.8239
0.2027	5.6	4900	0.2070	0.4098	0.8197	0.8197	nan	0.8197	0.0	0.8197
0.235	5.6229	4920	0.2067	0.4104	0.8208	0.8208	nan	0.8208	0.0	0.8208
0.1914	5.6457	4940	0.2056	0.3986	0.7973	0.7973	nan	0.7973	0.0	0.7973
0.2291	5.6686	4960	0.2078	0.4143	0.8287	0.8287	nan	0.8287	0.0	0.8287
0.1905	5.6914	4980	0.2081	0.4163	0.8326	0.8326	nan	0.8326	0.0	0.8326
0.1863	5.7143	5000	0.2127	0.4290	0.8580	0.8580	nan	0.8580	0.0	0.8580
0.192	5.7371	5020	0.2072	0.4133	0.8265	0.8265	nan	0.8265	0.0	0.8265
0.1777	5.76	5040	0.2058	0.3867	0.7735	0.7735	nan	0.7735	0.0	0.7735
0.2375	5.7829	5060	0.2066	0.3993	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.208	5.8057	5080	0.2067	0.4007	0.8014	0.8014	nan	0.8014	0.0	0.8014
0.223	5.8286	5100	0.2055	0.3998	0.7996	0.7996	nan	0.7996	0.0	0.7996
0.239	5.8514	5120	0.2052	0.3901	0.7802	0.7802	nan	0.7802	0.0	0.7802
0.1811	5.8743	5140	0.2051	0.4005	0.8009	0.8009	nan	0.8009	0.0	0.8009
0.1912	5.8971	5160	0.2052	0.3871	0.7741	0.7741	nan	0.7741	0.0	0.7741
0.2297	5.92	5180	0.2090	0.4179	0.8358	0.8358	nan	0.8358	0.0	0.8358
0.2558	5.9429	5200	0.2055	0.4017	0.8034	0.8034	nan	0.8034	0.0	0.8034
0.2257	5.9657	5220	0.2068	0.4166	0.8332	0.8332	nan	0.8332	0.0	0.8332
0.2871	5.9886	5240	0.2050	0.4099	0.8199	0.8199	nan	0.8199	0.0	0.8199
0.2054	6.0114	5260	0.2045	0.3927	0.7854	0.7854	nan	0.7854	0.0	0.7854
0.163	6.0343	5280	0.2053	0.3942	0.7884	0.7884	nan	0.7884	0.0	0.7884
0.1901	6.0571	5300	0.2054	0.3914	0.7829	0.7829	nan	0.7829	0.0	0.7829
0.1802	6.08	5320	0.2058	0.4120	0.8239	0.8239	nan	0.8239	0.0	0.8239
0.2341	6.1029	5340	0.2065	0.4145	0.8291	0.8291	nan	0.8291	0.0	0.8291
0.2037	6.1257	5360	0.2066	0.3993	0.7986	0.7986	nan	0.7986	0.0	0.7986
0.2182	6.1486	5380	0.2077	0.4187	0.8374	0.8374	nan	0.8374	0.0	0.8374
0.2484	6.1714	5400	0.2063	0.4167	0.8334	0.8334	nan	0.8334	0.0	0.8334
0.3061	6.1943	5420	0.2059	0.3999	0.7998	0.7998	nan	0.7998	0.0	0.7998
0.2064	6.2171	5440	0.2098	0.4210	0.8419	0.8419	nan	0.8419	0.0	0.8419
0.1834	6.24	5460	0.2152	0.4368	0.8737	0.8737	nan	0.8737	0.0	0.8737
0.2283	6.2629	5480	0.2118	0.4327	0.8654	0.8654	nan	0.8654	0.0	0.8654
0.1956	6.2857	5500	0.2045	0.4091	0.8182	0.8182	nan	0.8182	0.0	0.8182
0.1813	6.3086	5520	0.2047	0.4105	0.8210	0.8210	nan	0.8210	0.0	0.8210
0.2025	6.3314	5540	0.2065	0.4106	0.8213	0.8213	nan	0.8213	0.0	0.8213
0.1714	6.3543	5560	0.2048	0.4094	0.8188	0.8188	nan	0.8188	0.0	0.8188
0.2273	6.3771	5580	0.2048	0.3949	0.7898	0.7898	nan	0.7898	0.0	0.7898
0.1827	6.4	5600	0.2051	0.4055	0.8111	0.8111	nan	0.8111	0.0	0.8111
0.184	6.4229	5620	0.2106	0.4184	0.8369	0.8369	nan	0.8369	0.0	0.8369
0.2904	6.4457	5640	0.2053	0.4076	0.8153	0.8153	nan	0.8153	0.0	0.8153
0.1723	6.4686	5660	0.2076	0.4180	0.8360	0.8360	nan	0.8360	0.0	0.8360
0.2212	6.4914	5680	0.2044	0.3831	0.7662	0.7662	nan	0.7662	0.0	0.7662
0.1943	6.5143	5700	0.2039	0.3939	0.7878	0.7878	nan	0.7878	0.0	0.7878
0.1613	6.5371	5720	0.2037	0.3958	0.7915	0.7915	nan	0.7915	0.0	0.7915
0.1517	6.5600	5740	0.2042	0.4021	0.8041	0.8041	nan	0.8041	0.0	0.8041
0.1869	6.5829	5760	0.2068	0.4149	0.8298	0.8298	nan	0.8298	0.0	0.8298
0.239	6.6057	5780	0.2035	0.3969	0.7938	0.7938	nan	0.7938	0.0	0.7938
0.213	6.6286	5800	0.2041	0.3916	0.7832	0.7832	nan	0.7832	0.0	0.7832
0.2503	6.6514	5820	0.2075	0.4104	0.8208	0.8208	nan	0.8208	0.0	0.8208
0.1925	6.6743	5840	0.2043	0.4026	0.8052	0.8052	nan	0.8052	0.0	0.8052
0.1997	6.6971	5860	0.2038	0.3902	0.7803	0.7803	nan	0.7803	0.0	0.7803
0.1571	6.72	5880	0.2032	0.3930	0.7861	0.7861	nan	0.7861	0.0	0.7861
0.1867	6.7429	5900	0.2038	0.4046	0.8091	0.8091	nan	0.8091	0.0	0.8091
0.1617	6.7657	5920	0.2057	0.4108	0.8216	0.8216	nan	0.8216	0.0	0.8216
0.2031	6.7886	5940	0.2034	0.3909	0.7819	0.7819	nan	0.7819	0.0	0.7819
0.1868	6.8114	5960	0.2034	0.3970	0.7940	0.7940	nan	0.7940	0.0	0.7940
0.2109	6.8343	5980	0.2031	0.3931	0.7863	0.7863	nan	0.7863	0.0	0.7863
0.1941	6.8571	6000	0.2053	0.4114	0.8227	0.8227	nan	0.8227	0.0	0.8227
0.1615	6.88	6020	0.2032	0.4008	0.8016	0.8016	nan	0.8016	0.0	0.8016
0.2568	6.9029	6040	0.2031	0.4000	0.7999	0.7999	nan	0.7999	0.0	0.7999
0.1762	6.9257	6060	0.2111	0.4283	0.8566	0.8566	nan	0.8566	0.0	0.8566
0.195	6.9486	6080	0.2035	0.4028	0.8056	0.8056	nan	0.8056	0.0	0.8056
0.1349	6.9714	6100	0.2063	0.3627	0.7253	0.7253	nan	0.7253	0.0	0.7253
0.2169	6.9943	6120	0.2041	0.3959	0.7917	0.7917	nan	0.7917	0.0	0.7917
0.2904	7.0171	6140	0.2072	0.4159	0.8317	0.8317	nan	0.8317	0.0	0.8317
0.1962	7.04	6160	0.2038	0.4057	0.8114	0.8114	nan	0.8114	0.0	0.8114
0.2245	7.0629	6180	0.2041	0.4074	0.8148	0.8148	nan	0.8148	0.0	0.8148
0.1901	7.0857	6200	0.2034	0.4017	0.8035	0.8035	nan	0.8035	0.0	0.8035
0.1897	7.1086	6220	0.2030	0.3942	0.7884	0.7884	nan	0.7884	0.0	0.7884
0.2002	7.1314	6240	0.2037	0.3990	0.7981	0.7981	nan	0.7981	0.0	0.7981
0.2687	7.1543	6260	0.2054	0.4045	0.8090	0.8090	nan	0.8090	0.0	0.8090
0.16	7.1771	6280	0.2044	0.4089	0.8178	0.8178	nan	0.8178	0.0	0.8178
0.2071	7.2	6300	0.2044	0.4096	0.8192	0.8192	nan	0.8192	0.0	0.8192
0.2443	7.2229	6320	0.2033	0.3925	0.7850	0.7850	nan	0.7850	0.0	0.7850
0.1742	7.2457	6340	0.2044	0.4072	0.8144	0.8144	nan	0.8144	0.0	0.8144
0.1646	7.2686	6360	0.2036	0.4036	0.8073	0.8073	nan	0.8073	0.0	0.8073
0.1823	7.2914	6380	0.2051	0.3949	0.7898	0.7898	nan	0.7898	0.0	0.7898
0.1669	7.3143	6400	0.2041	0.3958	0.7916	0.7916	nan	0.7916	0.0	0.7916
0.2249	7.3371	6420	0.2044	0.4040	0.8080	0.8080	nan	0.8080	0.0	0.8080
0.2157	7.36	6440	0.2034	0.3909	0.7818	0.7818	nan	0.7818	0.0	0.7818
0.181	7.3829	6460	0.2039	0.3966	0.7932	0.7932	nan	0.7932	0.0	0.7932
0.286	7.4057	6480	0.2048	0.3937	0.7873	0.7873	nan	0.7873	0.0	0.7873
0.237	7.4286	6500	0.2047	0.3935	0.7869	0.7869	nan	0.7869	0.0	0.7869
0.2097	7.4514	6520	0.2045	0.4028	0.8056	0.8056	nan	0.8056	0.0	0.8056
0.1926	7.4743	6540	0.2046	0.4071	0.8143	0.8143	nan	0.8143	0.0	0.8143
0.2316	7.4971	6560	0.2032	0.3838	0.7677	0.7677	nan	0.7677	0.0	0.7677
0.1909	7.52	6580	0.2034	0.4042	0.8084	0.8084	nan	0.8084	0.0	0.8084
0.1948	7.5429	6600	0.2038	0.3967	0.7934	0.7934	nan	0.7934	0.0	0.7934
0.2574	7.5657	6620	0.2067	0.4060	0.8121	0.8121	nan	0.8121	0.0	0.8121
0.2035	7.5886	6640	0.2037	0.4008	0.8016	0.8016	nan	0.8016	0.0	0.8016
0.2217	7.6114	6660	0.2031	0.3916	0.7832	0.7832	nan	0.7832	0.0	0.7832
0.1939	7.6343	6680	0.2040	0.3986	0.7972	0.7972	nan	0.7972	0.0	0.7972
0.2075	7.6571	6700	0.2108	0.4202	0.8403	0.8403	nan	0.8403	0.0	0.8403
0.1827	7.68	6720	0.2048	0.4053	0.8106	0.8106	nan	0.8106	0.0	0.8106
0.1564	7.7029	6740	0.2056	0.4090	0.8179	0.8179	nan	0.8179	0.0	0.8179
0.1668	7.7257	6760	0.2087	0.4213	0.8426	0.8426	nan	0.8426	0.0	0.8426
0.1737	7.7486	6780	0.2042	0.4022	0.8044	0.8044	nan	0.8044	0.0	0.8044
0.2934	7.7714	6800	0.2050	0.4032	0.8063	0.8063	nan	0.8063	0.0	0.8063
0.2189	7.7943	6820	0.2036	0.3973	0.7946	0.7946	nan	0.7946	0.0	0.7946
0.1942	7.8171	6840	0.2080	0.4137	0.8274	0.8274	nan	0.8274	0.0	0.8274
0.2381	7.84	6860	0.2092	0.4131	0.8262	0.8262	nan	0.8262	0.0	0.8262
0.1966	7.8629	6880	0.2035	0.3992	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.2332	7.8857	6900	0.2038	0.4022	0.8044	0.8044	nan	0.8044	0.0	0.8044
0.2016	7.9086	6920	0.2028	0.3836	0.7672	0.7672	nan	0.7672	0.0	0.7672
0.1371	7.9314	6940	0.2034	0.3992	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.1664	7.9543	6960	0.2059	0.4086	0.8172	0.8172	nan	0.8172	0.0	0.8172
0.2215	7.9771	6980	0.2024	0.3901	0.7802	0.7802	nan	0.7802	0.0	0.7802
0.2117	8.0	7000	0.2024	0.3849	0.7698	0.7698	nan	0.7698	0.0	0.7698
0.2173	8.0229	7020	0.2050	0.4128	0.8257	0.8257	nan	0.8257	0.0	0.8257
0.2474	8.0457	7040	0.2079	0.4178	0.8355	0.8355	nan	0.8355	0.0	0.8355
0.2099	8.0686	7060	0.2024	0.3940	0.7880	0.7880	nan	0.7880	0.0	0.7880
0.1755	8.0914	7080	0.2024	0.3897	0.7793	0.7793	nan	0.7793	0.0	0.7793
0.1697	8.1143	7100	0.2049	0.4080	0.8159	0.8159	nan	0.8159	0.0	0.8159
0.1953	8.1371	7120	0.2050	0.4103	0.8205	0.8205	nan	0.8205	0.0	0.8205
0.2401	8.16	7140	0.2033	0.4059	0.8118	0.8118	nan	0.8118	0.0	0.8118
0.2144	8.1829	7160	0.2023	0.3992	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.1708	8.2057	7180	0.2043	0.4102	0.8204	0.8204	nan	0.8204	0.0	0.8204
0.1887	8.2286	7200	0.2072	0.4171	0.8342	0.8342	nan	0.8342	0.0	0.8342
0.1574	8.2514	7220	0.2021	0.4001	0.8002	0.8002	nan	0.8002	0.0	0.8002
0.1989	8.2743	7240	0.2020	0.3888	0.7776	0.7776	nan	0.7776	0.0	0.7776
0.2273	8.2971	7260	0.2028	0.4009	0.8018	0.8018	nan	0.8018	0.0	0.8018
0.1818	8.32	7280	0.2042	0.4093	0.8186	0.8186	nan	0.8186	0.0	0.8186
0.3099	8.3429	7300	0.2033	0.4029	0.8058	0.8058	nan	0.8058	0.0	0.8058
0.1522	8.3657	7320	0.2020	0.3862	0.7724	0.7724	nan	0.7724	0.0	0.7724
0.1759	8.3886	7340	0.2017	0.3886	0.7772	0.7772	nan	0.7772	0.0	0.7772
0.2016	8.4114	7360	0.2028	0.4022	0.8044	0.8044	nan	0.8044	0.0	0.8044
0.1715	8.4343	7380	0.2019	0.3954	0.7907	0.7907	nan	0.7907	0.0	0.7907
0.2406	8.4571	7400	0.2039	0.4050	0.8100	0.8100	nan	0.8100	0.0	0.8100
0.1823	8.48	7420	0.2027	0.4047	0.8095	0.8095	nan	0.8095	0.0	0.8095
0.2561	8.5029	7440	0.2023	0.3988	0.7977	0.7977	nan	0.7977	0.0	0.7977
0.2119	8.5257	7460	0.2017	0.3895	0.7791	0.7791	nan	0.7791	0.0	0.7791
0.1411	8.5486	7480	0.2019	0.3857	0.7714	0.7714	nan	0.7714	0.0	0.7714
0.2353	8.5714	7500	0.2024	0.3940	0.7881	0.7881	nan	0.7881	0.0	0.7881
0.2198	8.5943	7520	0.2029	0.3770	0.7540	0.7540	nan	0.7540	0.0	0.7540
0.2058	8.6171	7540	0.2041	0.4071	0.8143	0.8143	nan	0.8143	0.0	0.8143
0.1875	8.64	7560	0.2029	0.4059	0.8117	0.8117	nan	0.8117	0.0	0.8117
0.2942	8.6629	7580	0.2021	0.3971	0.7943	0.7943	nan	0.7943	0.0	0.7943
0.1835	8.6857	7600	0.2036	0.4048	0.8097	0.8097	nan	0.8097	0.0	0.8097
0.143	8.7086	7620	0.2023	0.4028	0.8055	0.8055	nan	0.8055	0.0	0.8055
0.2056	8.7314	7640	0.2019	0.4008	0.8016	0.8016	nan	0.8016	0.0	0.8016
0.1879	8.7543	7660	0.2023	0.4016	0.8031	0.8031	nan	0.8031	0.0	0.8031
0.3519	8.7771	7680	0.2028	0.4026	0.8052	0.8052	nan	0.8052	0.0	0.8052
0.162	8.8	7700	0.2021	0.4009	0.8018	0.8018	nan	0.8018	0.0	0.8018
0.2147	8.8229	7720	0.2030	0.4033	0.8066	0.8066	nan	0.8066	0.0	0.8066
0.2814	8.8457	7740	0.2048	0.4086	0.8171	0.8171	nan	0.8171	0.0	0.8171
0.1707	8.8686	7760	0.2030	0.4049	0.8097	0.8097	nan	0.8097	0.0	0.8097
0.1776	8.8914	7780	0.2034	0.4069	0.8138	0.8138	nan	0.8138	0.0	0.8138
0.172	8.9143	7800	0.2045	0.4098	0.8196	0.8196	nan	0.8196	0.0	0.8196
0.2679	8.9371	7820	0.2063	0.4141	0.8283	0.8283	nan	0.8283	0.0	0.8283
0.2491	8.96	7840	0.2063	0.4147	0.8294	0.8294	nan	0.8294	0.0	0.8294
0.2114	8.9829	7860	0.2025	0.3997	0.7995	0.7995	nan	0.7995	0.0	0.7995
0.2507	9.0057	7880	0.2022	0.3979	0.7959	0.7959	nan	0.7959	0.0	0.7959
0.2157	9.0286	7900	0.2045	0.4059	0.8118	0.8118	nan	0.8118	0.0	0.8118
0.1621	9.0514	7920	0.2058	0.4117	0.8235	0.8235	nan	0.8235	0.0	0.8235
0.1831	9.0743	7940	0.2046	0.4085	0.8169	0.8169	nan	0.8169	0.0	0.8169
0.1893	9.0971	7960	0.2027	0.4016	0.8032	0.8032	nan	0.8032	0.0	0.8032
0.2123	9.12	7980	0.2021	0.3996	0.7993	0.7993	nan	0.7993	0.0	0.7993
0.161	9.1429	8000	0.2016	0.3913	0.7827	0.7827	nan	0.7827	0.0	0.7827
0.1824	9.1657	8020	0.2016	0.3913	0.7826	0.7826	nan	0.7826	0.0	0.7826
0.2069	9.1886	8040	0.2020	0.3957	0.7915	0.7915	nan	0.7915	0.0	0.7915
0.202	9.2114	8060	0.2022	0.3981	0.7963	0.7963	nan	0.7963	0.0	0.7963
0.1905	9.2343	8080	0.2023	0.3988	0.7977	0.7977	nan	0.7977	0.0	0.7977
0.306	9.2571	8100	0.2017	0.3967	0.7934	0.7934	nan	0.7934	0.0	0.7934
0.2304	9.28	8120	0.2031	0.4062	0.8124	0.8124	nan	0.8124	0.0	0.8124
0.1901	9.3029	8140	0.2026	0.4047	0.8093	0.8093	nan	0.8093	0.0	0.8093
0.1959	9.3257	8160	0.2038	0.4077	0.8155	0.8155	nan	0.8155	0.0	0.8155
0.1728	9.3486	8180	0.2029	0.4032	0.8065	0.8065	nan	0.8065	0.0	0.8065
0.1684	9.3714	8200	0.2031	0.4054	0.8108	0.8108	nan	0.8108	0.0	0.8108
0.2817	9.3943	8220	0.2038	0.4076	0.8152	0.8152	nan	0.8152	0.0	0.8152
0.146	9.4171	8240	0.2036	0.4059	0.8119	0.8119	nan	0.8119	0.0	0.8119
0.1935	9.44	8260	0.2024	0.4003	0.8006	0.8006	nan	0.8006	0.0	0.8006
0.1704	9.4629	8280	0.2028	0.4006	0.8012	0.8012	nan	0.8012	0.0	0.8012
0.1684	9.4857	8300	0.2026	0.3989	0.7979	0.7979	nan	0.7979	0.0	0.7979
0.1764	9.5086	8320	0.2023	0.3971	0.7943	0.7943	nan	0.7943	0.0	0.7943
0.1695	9.5314	8340	0.2025	0.3995	0.7990	0.7990	nan	0.7990	0.0	0.7990
0.1874	9.5543	8360	0.2029	0.4004	0.8007	0.8007	nan	0.8007	0.0	0.8007
0.1865	9.5771	8380	0.2035	0.4022	0.8044	0.8044	nan	0.8044	0.0	0.8044
0.2105	9.6	8400	0.2029	0.3996	0.7992	0.7992	nan	0.7992	0.0	0.7992
0.1894	9.6229	8420	0.2041	0.4034	0.8069	0.8069	nan	0.8069	0.0	0.8069
0.2395	9.6457	8440	0.2030	0.3991	0.7982	0.7982	nan	0.7982	0.0	0.7982
0.2059	9.6686	8460	0.2028	0.3962	0.7924	0.7924	nan	0.7924	0.0	0.7924
0.251	9.6914	8480	0.2034	0.3997	0.7994	0.7994	nan	0.7994	0.0	0.7994
0.1684	9.7143	8500	0.2037	0.4030	0.8059	0.8059	nan	0.8059	0.0	0.8059
0.1932	9.7371	8520	0.2031	0.4011	0.8022	0.8022	nan	0.8022	0.0	0.8022
0.237	9.76	8540	0.2032	0.4010	0.8020	0.8020	nan	0.8020	0.0	0.8020
0.2152	9.7829	8560	0.2036	0.4033	0.8065	0.8065	nan	0.8065	0.0	0.8065
0.1775	9.8057	8580	0.2051	0.4075	0.8150	0.8150	nan	0.8150	0.0	0.8150
0.2065	9.8286	8600	0.2029	0.4011	0.8022	0.8022	nan	0.8022	0.0	0.8022
0.1781	9.8514	8620	0.2030	0.4009	0.8018	0.8018	nan	0.8018	0.0	0.8018
0.2251	9.8743	8640	0.2026	0.3996	0.7991	0.7991	nan	0.7991	0.0	0.7991
0.2207	9.8971	8660	0.2023	0.3978	0.7956	0.7956	nan	0.7956	0.0	0.7956
0.1679	9.92	8680	0.2028	0.4006	0.8012	0.8012	nan	0.8012	0.0	0.8012
0.2448	9.9429	8700	0.2025	0.3992	0.7985	0.7985	nan	0.7985	0.0	0.7985
0.1716	9.9657	8720	0.2023	0.3979	0.7958	0.7958	nan	0.7958	0.0	0.7958
0.1754	9.9886	8740	0.2021	0.3969	0.7938	0.7938	nan	0.7938	0.0	0.7938

Framework versions

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