optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': 6e-05, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
training_precision: float32

Training results

Train Loss	Validation Loss	Validation Mean Iou	Validation Mean Accuracy	Validation Overall Accuracy	Validation Accuracy Flat-road	Validation Accuracy Flat-sidewalk	Validation Accuracy Flat-crosswalk	Validation Accuracy Flat-cyclinglane	Validation Accuracy Flat-parkingdriveway	Validation Accuracy Flat-railtrack	Validation Accuracy Flat-curb	Validation Accuracy Human-person	Validation Accuracy Human-rider	Validation Accuracy Vehicle-car	Validation Accuracy Vehicle-truck	Validation Accuracy Vehicle-tramtrain	Validation Accuracy Vehicle-bicycle	Validation Accuracy Construction-building	Validation Accuracy Construction-door	Validation Accuracy Construction-wall	Validation Accuracy Construction-fenceguardrail	Validation Accuracy Construction-tunnel	Validation Accuracy Construction-stairs	Validation Accuracy Object-pole	Validation Accuracy Object-trafficsign	Validation Accuracy Nature-vegetation	Validation Accuracy Nature-terrain	Validation Accuracy Sky	Validation Accuracy Void-ground	Validation Accuracy Void-dynamic	Validation Accuracy Void-static	Validation Iou Flat-road	Validation Iou Flat-sidewalk	Validation Iou Flat-crosswalk	Validation Iou Flat-cyclinglane	Validation Iou Flat-parkingdriveway	Validation Iou Flat-railtrack	Validation Iou Flat-curb	Validation Iou Human-person	Validation Iou Human-rider	Validation Iou Vehicle-car	Validation Iou Vehicle-truck	Validation Iou Vehicle-tramtrain	Validation Iou Vehicle-bicycle	Validation Iou Construction-building	Validation Iou Construction-door	Validation Iou Construction-wall	Validation Iou Construction-fenceguardrail	Validation Iou Construction-tunnel	Validation Iou Construction-stairs	Validation Iou Object-pole	Validation Iou Object-trafficsign	Validation Iou Nature-vegetation	Validation Iou Nature-terrain	Validation Iou Sky	Validation Iou Void-ground	Validation Iou Void-dynamic	Validation Iou Void-static	Epoch
1.9172	1.1456	0.1406	0.1941	0.7310	0.7980	0.9298	0.0051	0.2528	0.0049	nan	0.0001	0.0458	0.0	0.8315	0.0	nan	0.0	0.7839	0.0	0.0210	0.0370	nan	0.0	0.0058	0.0	0.9028	0.6924	0.9004	0.0	0.0	0.0002	0.4633	0.7662	0.0051	0.2317	0.0048	0.0	0.0001	0.0323	0.0	0.6396	0.0	0.0	0.0	0.5243	0.0	0.0206	0.0348	nan	0.0	0.0054	0.0	0.7094	0.5497	0.7916	0.0	0.0	0.0002	0
1.0247	0.8848	0.1918	0.2336	0.7698	0.6997	0.9651	0.4394	0.4069	0.1304	nan	0.0606	0.0601	0.0	0.8688	0.0	nan	0.0097	0.8430	0.0	0.2444	0.1184	nan	0.0	0.0102	0.0	0.9227	0.7934	0.9018	0.0	0.0	0.0014	0.5611	0.7751	0.4093	0.3588	0.1102	nan	0.0550	0.0513	0.0	0.6674	0.0	nan	0.0097	0.5662	0.0	0.2011	0.1101	nan	0.0	0.0101	0.0	0.7593	0.6549	0.8360	0.0	0.0	0.0014	1
0.8452	0.7838	0.2203	0.2738	0.7971	0.8465	0.9296	0.5352	0.5975	0.2817	nan	0.1721	0.3577	0.0	0.8242	0.0	nan	0.0999	0.8508	0.0	0.3727	0.1481	nan	0.0	0.0712	0.0	0.9379	0.8088	0.9242	0.0	0.0	0.0027	0.5691	0.8475	0.3104	0.5182	0.2163	nan	0.1416	0.2415	0.0	0.7082	0.0	nan	0.0997	0.5843	0.0	0.2783	0.1415	nan	0.0	0.0679	0.0	0.7789	0.6955	0.8480	0.0	0.0	0.0026	2
0.7393	0.7194	0.2443	0.2959	0.8084	0.7601	0.9601	0.3925	0.5485	0.4444	nan	0.2765	0.4666	0.0	0.8905	0.0	nan	0.3695	0.8608	0.0	0.4003	0.2319	nan	0.0	0.1120	0.0	0.9064	0.8793	0.9268	0.0	0.0	0.0434	0.6189	0.8385	0.3858	0.4982	0.2872	nan	0.2269	0.2991	0.0	0.7134	0.0	nan	0.3144	0.6105	0.0	0.3110	0.2177	nan	0.0	0.1034	0.0	0.7932	0.6956	0.8646	0.0	0.0	0.0385	3
0.6723	0.6423	0.2585	0.3200	0.8243	0.8379	0.9392	0.5390	0.6706	0.5206	nan	0.3683	0.6301	0.0	0.8838	0.0	nan	0.3830	0.8862	0.0	0.3901	0.2524	nan	0.0	0.1545	0.0	0.9096	0.8846	0.9254	0.0	0.0001	0.0643	0.6716	0.8658	0.3985	0.5764	0.3400	nan	0.2731	0.3130	0.0	0.7325	0.0	nan	0.3255	0.6179	0.0	0.3338	0.2397	nan	0.0	0.1381	0.0	0.8056	0.7102	0.8723	0.0	0.0001	0.0578	4
0.6205	0.6604	0.2592	0.3188	0.8256	0.8237	0.9528	0.5500	0.5608	0.6090	nan	0.3591	0.4741	0.0	0.8835	0.0	nan	0.4288	0.9049	0.0	0.4296	0.2780	nan	0.0	0.2117	0.0	0.9279	0.8381	0.9277	0.0	0.0003	0.0425	0.6967	0.8550	0.2920	0.5056	0.3663	nan	0.2893	0.3073	0.0	0.7447	0.0	nan	0.3632	0.6182	0.0	0.3474	0.2593	nan	0.0	0.1780	0.0	0.8229	0.7302	0.8786	0.0	0.0003	0.0396	5
0.5839	0.6139	0.2738	0.3325	0.8330	0.8190	0.9635	0.5040	0.6479	0.5465	nan	0.3405	0.5509	0.0	0.8938	0.0	nan	0.5717	0.8895	0.0	0.4915	0.3136	nan	0.0	0.2540	0.0	0.9038	0.8733	0.9399	0.0	0.0039	0.1320	0.7100	0.8592	0.4158	0.5694	0.3564	nan	0.2854	0.3518	0.0	0.7495	0.0	nan	0.4226	0.6419	0.0	0.3810	0.2908	nan	0.0	0.1984	0.0	0.8237	0.7147	0.8798	0.0	0.0038	0.1073	6
0.5377	0.5787	0.2763	0.3397	0.8374	0.8782	0.9396	0.5571	0.6511	0.5741	nan	0.4205	0.5055	0.0	0.8842	0.0	nan	0.5905	0.8932	0.0	0.4833	0.3608	nan	0.0	0.2777	0.0018	0.9253	0.8693	0.9532	0.0	0.0025	0.1022	0.6996	0.8736	0.3436	0.5970	0.3762	nan	0.3136	0.3388	0.0	0.7668	0.0	nan	0.4413	0.6375	0.0	0.3730	0.3209	nan	0.0	0.2190	0.0018	0.8323	0.7339	0.8797	0.0	0.0024	0.0908	7
0.5102	0.5413	0.2852	0.3417	0.8472	0.8733	0.9482	0.4978	0.7936	0.4843	nan	0.3768	0.5607	0.0	0.8764	0.0	nan	0.5866	0.8863	0.0	0.4769	0.3574	nan	0.0	0.2680	0.0013	0.9395	0.8760	0.9478	0.0	0.0045	0.1792	0.7354	0.8816	0.4221	0.6823	0.3631	nan	0.3052	0.3647	0.0	0.7699	0.0	nan	0.4497	0.6563	0.0	0.3737	0.3235	nan	0.0	0.2125	0.0013	0.8273	0.7161	0.8933	0.0	0.0044	0.1451	8
0.4841	0.5317	0.2880	0.3513	0.8505	0.8846	0.9516	0.5489	0.8002	0.5770	nan	0.3905	0.5536	0.0	0.8946	0.0	nan	0.6090	0.8865	0.0	0.4967	0.3616	nan	0.0	0.3103	0.0129	0.9036	0.9037	0.9505	0.0	0.0032	0.2026	0.7536	0.8840	0.3437	0.7198	0.4150	nan	0.3262	0.3606	0.0	0.7672	0.0	nan	0.4336	0.6606	0.0	0.3724	0.3274	nan	0.0	0.2363	0.0129	0.8265	0.7080	0.8948	0.0	0.0030	0.1696	9
0.4663	0.5253	0.2903	0.3504	0.8531	0.8632	0.9503	0.4520	0.8542	0.5251	nan	0.3878	0.5854	0.0	0.9041	0.0	nan	0.6516	0.8830	0.0	0.5018	0.3624	nan	0.0	0.3190	0.0143	0.9290	0.8950	0.9495	0.0	0.0025	0.1835	0.7467	0.8831	0.3961	0.7313	0.3927	nan	0.3174	0.3708	0.0	0.7719	0.0	nan	0.4393	0.6648	0.0	0.3684	0.3338	nan	0.0	0.2396	0.0143	0.8406	0.7302	0.9009	0.0	0.0024	0.1464	10
0.4466	0.5667	0.2867	0.3460	0.8459	0.8852	0.9554	0.5124	0.6566	0.6231	nan	0.3960	0.5075	0.0	0.8932	0.0	nan	0.6307	0.9193	0.0	0.5021	0.3920	nan	0.0	0.3301	0.0299	0.9236	0.8399	0.9567	0.0	0.0096	0.1091	0.7247	0.8746	0.4095	0.6009	0.4343	nan	0.3309	0.3346	0.0	0.7803	0.0	nan	0.4490	0.6423	0.0	0.3891	0.3310	nan	0.0	0.2522	0.0299	0.8416	0.7461	0.8986	0.0	0.0085	0.0979	11
0.4201	0.5216	0.2959	0.3557	0.8570	0.8772	0.9565	0.4502	0.7909	0.5969	nan	0.4384	0.5878	0.0028	0.9030	0.0	nan	0.6439	0.8963	0.0	0.5378	0.3621	nan	0.0	0.3043	0.0282	0.9206	0.8979	0.9562	0.0	0.0015	0.2284	0.7601	0.8843	0.3895	0.7020	0.4255	nan	0.3655	0.3689	0.0028	0.7794	0.0	nan	0.4512	0.6719	0.0	0.3923	0.3293	nan	0.0	0.2432	0.0281	0.8495	0.7423	0.9015	0.0	0.0014	0.1815	12
0.4155	0.5468	0.2913	0.3606	0.8525	0.8460	0.9363	0.5329	0.8216	0.6785	nan	0.4931	0.5219	0.0076	0.9172	0.0	nan	0.6537	0.9282	0.0	0.5048	0.3783	nan	0.0	0.3354	0.0529	0.9057	0.9100	0.9441	0.0	0.0143	0.1573	0.7598	0.8861	0.2428	0.7322	0.4286	nan	0.3793	0.3453	0.0076	0.7781	0.0	nan	0.4537	0.6496	0.0	0.3874	0.3258	nan	0.0	0.2583	0.0526	0.8479	0.7370	0.9009	0.0	0.0129	0.1355	13
0.3892	0.5175	0.3004	0.3618	0.8613	0.9000	0.9479	0.4376	0.8710	0.6180	nan	0.4245	0.6868	0.0094	0.8863	0.0	nan	0.6129	0.9115	0.0	0.4900	0.3562	nan	0.0	0.3215	0.1297	0.9228	0.9045	0.9555	0.0	0.0057	0.1855	0.7676	0.8928	0.3316	0.7655	0.4191	nan	0.3657	0.3880	0.0094	0.7938	0.0	nan	0.4393	0.6601	0.0	0.4075	0.3296	nan	0.0	0.2502	0.1287	0.8530	0.7461	0.9041	0.0	0.0054	0.1551	14
0.3774	0.5600	0.2950	0.3518	0.8528	0.8595	0.9628	0.2409	0.7379	0.6461	nan	0.4255	0.5880	0.0124	0.8996	0.0	nan	0.6380	0.9198	0.0	0.5246	0.3877	nan	0.0	0.3241	0.1567	0.9042	0.8958	0.9545	0.0	0.0130	0.1680	0.7599	0.8747	0.2287	0.6677	0.4078	nan	0.3595	0.3946	0.0124	0.7930	0.0	nan	0.4603	0.6603	0.0	0.4156	0.3319	nan	0.0	0.2643	0.1535	0.8453	0.7478	0.9060	0.0	0.0121	0.1449	15
0.3713	0.5397	0.3053	0.3675	0.8565	0.8845	0.9473	0.5039	0.7752	0.6646	nan	0.4841	0.6128	0.0313	0.9142	0.0029	nan	0.6522	0.9018	0.0054	0.5113	0.3701	nan	0.0	0.3208	0.1426	0.9068	0.9156	0.9537	0.0011	0.0201	0.2376	0.7785	0.8791	0.4051	0.7029	0.4544	nan	0.3946	0.3946	0.0311	0.7865	0.0029	nan	0.4606	0.6823	0.0053	0.3835	0.3334	nan	0.0	0.2581	0.1383	0.8433	0.7196	0.9061	0.0007	0.0182	0.1920	16
0.3502	0.5369	0.3065	0.3627	0.8594	0.9004	0.9587	0.4626	0.7253	0.5631	nan	0.5189	0.5677	0.0020	0.9280	0.0247	nan	0.6415	0.8986	0.0008	0.5035	0.3569	nan	0.0	0.3524	0.2297	0.9422	0.8659	0.9595	0.0	0.0117	0.1931	0.7554	0.8846	0.4080	0.6569	0.4399	nan	0.4082	0.3910	0.0020	0.7829	0.0247	nan	0.4650	0.6756	0.0008	0.4035	0.3249	nan	0.0	0.2717	0.2187	0.8550	0.7560	0.9070	0.0	0.0113	0.1663	17
0.3405	0.5502	0.3062	0.3636	0.8594	0.9166	0.9532	0.4142	0.7531	0.6138	nan	0.4230	0.5584	0.0258	0.8984	0.0044	nan	0.6498	0.9063	0.0057	0.5072	0.3758	nan	0.0	0.3565	0.2564	0.9187	0.9228	0.9622	0.0021	0.0172	0.1947	0.7390	0.8967	0.3897	0.6933	0.4355	nan	0.3709	0.3863	0.0256	0.7977	0.0044	nan	0.4553	0.6760	0.0056	0.3945	0.3398	nan	0.0	0.2704	0.2408	0.8494	0.7349	0.9070	0.0020	0.0160	0.1688	18
0.3311	0.5097	0.3140	0.3734	0.8628	0.8703	0.9682	0.4415	0.8131	0.5973	nan	0.4837	0.6228	0.0409	0.9119	0.0300	nan	0.6709	0.8819	0.0123	0.5047	0.4101	nan	0.0	0.3714	0.2680	0.9125	0.9120	0.9623	0.0	0.0194	0.2439	0.7928	0.8843	0.3726	0.7384	0.4594	nan	0.3924	0.4183	0.0407	0.8016	0.0300	nan	0.4553	0.6842	0.0119	0.3877	0.3679	nan	0.0	0.2747	0.2447	0.8427	0.7257	0.9099	0.0	0.0182	0.1957	19
0.3200	0.5690	0.3125	0.3727	0.8588	0.8760	0.9569	0.4469	0.6968	0.7124	nan	0.4744	0.6537	0.0381	0.9262	0.0226	nan	0.6176	0.8978	0.0201	0.5154	0.3644	nan	0.0	0.3458	0.3278	0.9375	0.8824	0.9608	0.0	0.0238	0.2276	0.7867	0.8779	0.3945	0.6375	0.4626	nan	0.3969	0.4168	0.0376	0.7872	0.0226	nan	0.4612	0.6770	0.0192	0.4005	0.3394	nan	0.0	0.2703	0.2821	0.8552	0.7527	0.9104	0.0	0.0219	0.1902	20
0.3120	0.5155	0.3151	0.3760	0.8626	0.8875	0.9659	0.4640	0.7236	0.6301	nan	0.4876	0.5926	0.0416	0.9255	0.0116	nan	0.6732	0.9028	0.0270	0.5107	0.4032	nan	0.0	0.3817	0.3335	0.9350	0.8668	0.9556	0.0012	0.0434	0.2684	0.7974	0.8797	0.3892	0.6598	0.4580	nan	0.4000	0.3794	0.0414	0.7968	0.0116	nan	0.4536	0.6872	0.0259	0.4002	0.3626	nan	0.0	0.2821	0.2841	0.8603	0.7609	0.9128	0.0011	0.0331	0.2076	21
0.3017	0.5201	0.3199	0.3827	0.8670	0.9120	0.9521	0.5413	0.8270	0.6610	nan	0.4946	0.5627	0.0423	0.9207	0.0336	nan	0.6437	0.9003	0.0247	0.5331	0.4028	nan	0.0	0.3737	0.3892	0.9171	0.9109	0.9616	0.0146	0.0184	0.2092	0.7717	0.9034	0.3938	0.7287	0.4774	nan	0.4103	0.4008	0.0419	0.8044	0.0336	nan	0.4686	0.6813	0.0230	0.3958	0.3564	nan	0.0	0.2823	0.3297	0.8547	0.7570	0.9126	0.0121	0.0173	0.1786	22
0.3016	0.5527	0.3173	0.3811	0.8609	0.8912	0.9593	0.4638	0.6868	0.7110	nan	0.4653	0.6380	0.0447	0.9197	0.0362	nan	0.6737	0.8998	0.0303	0.5386	0.4095	nan	0.0	0.3663	0.3935	0.9284	0.8910	0.9618	0.0000	0.0297	0.2570	0.7536	0.8893	0.3672	0.6440	0.4740	nan	0.3968	0.4275	0.0444	0.7999	0.0361	nan	0.4593	0.6930	0.0291	0.3877	0.3651	nan	0.0	0.2839	0.3360	0.8568	0.7558	0.9154	0.0000	0.0277	0.2098	23
0.2903	0.5091	0.3204	0.3803	0.8666	0.9124	0.9512	0.5347	0.8343	0.6212	nan	0.5144	0.5947	0.0513	0.9161	0.0387	nan	0.6167	0.9043	0.0255	0.4947	0.3443	nan	0.0	0.3727	0.3979	0.9229	0.9170	0.9584	0.0134	0.0171	0.2150	0.8085	0.8943	0.4187	0.7402	0.4403	nan	0.4257	0.4229	0.0506	0.8021	0.0384	nan	0.4653	0.6774	0.0241	0.3744	0.3237	nan	0.0	0.2837	0.3375	0.8534	0.7470	0.9170	0.0119	0.0165	0.1784	24
0.2869	0.5304	0.3208	0.3853	0.8631	0.9204	0.9461	0.5684	0.7963	0.5569	nan	0.5264	0.6297	0.0769	0.9035	0.0469	nan	0.6724	0.9134	0.0107	0.4920	0.3848	nan	0.0	0.3858	0.4485	0.9322	0.8984	0.9576	0.0506	0.0301	0.1830	0.7513	0.9008	0.4016	0.7108	0.4265	nan	0.4086	0.4314	0.0752	0.8133	0.0455	nan	0.4575	0.6703	0.0105	0.4124	0.3496	nan	0.0	0.2943	0.3631	0.8537	0.7527	0.9175	0.0397	0.0272	0.1531	25
0.2870	0.6210	0.3239	0.3867	0.8601	0.9226	0.9662	0.5159	0.6950	0.5032	nan	0.4978	0.5125	0.0764	0.9003	0.0567	nan	0.6650	0.9188	0.0165	0.4980	0.4263	nan	0.0	0.3906	0.4679	0.9084	0.9043	0.9576	0.3333	0.0473	0.1939	0.7746	0.8841	0.4054	0.6361	0.4274	nan	0.4203	0.3645	0.0747	0.7990	0.0559	nan	0.4630	0.6670	0.0159	0.4031	0.3693	nan	0.0	0.2942	0.3689	0.8547	0.7547	0.9169	0.2169	0.0353	0.1634	26
0.2759	0.5174	0.3291	0.3943	0.8685	0.9123	0.9615	0.3826	0.8113	0.5876	nan	0.5130	0.6677	0.0862	0.9153	0.0635	nan	0.6666	0.8736	0.0716	0.5387	0.4437	nan	0.0	0.4190	0.4781	0.9194	0.9174	0.9674	0.1048	0.0253	0.2898	0.8047	0.8922	0.3331	0.7338	0.4635	nan	0.4187	0.4413	0.0833	0.8020	0.0626	nan	0.4483	0.6970	0.0629	0.4012	0.3818	nan	0.0	0.2971	0.3643	0.8551	0.7489	0.9153	0.0753	0.0232	0.2256	27
0.2791	0.5138	0.3264	0.3888	0.8699	0.9082	0.9556	0.2156	0.8500	0.6538	nan	0.4691	0.6238	0.1046	0.9234	0.0362	nan	0.6441	0.9040	0.0592	0.5193	0.4442	nan	0.0	0.3749	0.4394	0.9309	0.8876	0.9605	0.2636	0.0214	0.2527	0.8137	0.8936	0.1818	0.7657	0.4724	nan	0.4108	0.4396	0.1005	0.8096	0.0355	nan	0.4640	0.6934	0.0564	0.3842	0.3718	nan	0.0	0.2963	0.3541	0.8566	0.7598	0.9180	0.1539	0.0190	0.1941	28
0.2728	0.5249	0.3275	0.3886	0.8672	0.9286	0.9447	0.4269	0.7825	0.6896	nan	0.4984	0.5883	0.1082	0.9204	0.0530	nan	0.6501	0.8936	0.0489	0.5277	0.4051	nan	0.0	0.3965	0.5070	0.9425	0.8916	0.9645	0.0	0.0170	0.2491	0.7636	0.8983	0.3799	0.7214	0.4693	nan	0.4124	0.4454	0.1	0.8081	0.0510	nan	0.4717	0.6914	0.0449	0.3906	0.3600	nan	0.0	0.2989	0.3980	0.8612	0.7709	0.9191	0.0	0.0160	0.2067	29
0.2556	0.5577	0.3283	0.3899	0.8668	0.8620	0.9599	0.4681	0.8029	0.6812	nan	0.5151	0.6041	0.1296	0.9314	0.0517	nan	0.6206	0.9120	0.0537	0.5219	0.3835	nan	0.0	0.3950	0.4880	0.9270	0.9054	0.9584	0.0697	0.0167	0.2185	0.7991	0.8851	0.3274	0.7335	0.4697	nan	0.4272	0.4588	0.1172	0.8067	0.0492	nan	0.4710	0.6861	0.0498	0.4047	0.3498	nan	0.0	0.3004	0.3865	0.8604	0.7579	0.9202	0.0519	0.0158	0.1782	30
0.2480	0.4931	0.3356	0.3974	0.8742	0.9152	0.9569	0.4642	0.8997	0.7098	nan	0.5025	0.6441	0.1322	0.9129	0.0527	nan	0.6643	0.9249	0.0377	0.4957	0.3950	nan	0.0	0.4079	0.4869	0.9195	0.8827	0.9639	0.1584	0.0280	0.1628	0.8160	0.9034	0.3920	0.8109	0.5004	nan	0.4275	0.4552	0.1180	0.8086	0.0495	nan	0.4663	0.6714	0.0363	0.4029	0.3486	nan	0.0	0.3016	0.3987	0.8584	0.7624	0.9200	0.1279	0.0253	0.1375	31
0.2467	0.5091	0.3348	0.3964	0.8752	0.8971	0.9568	0.5112	0.8863	0.7226	nan	0.5276	0.6090	0.1273	0.9138	0.0480	nan	0.6762	0.9223	0.0349	0.5263	0.3831	nan	0.0	0.3999	0.4924	0.9358	0.8774	0.9652	0.0667	0.0259	0.1795	0.8313	0.9006	0.3902	0.8000	0.5045	nan	0.4362	0.4580	0.1173	0.8150	0.0460	nan	0.4735	0.6802	0.0342	0.4123	0.3509	nan	0.0	0.3049	0.3913	0.8605	0.7658	0.9220	0.0444	0.0242	0.1502	32
0.2430	0.5393	0.3325	0.3917	0.8704	0.8953	0.9632	0.5036	0.8081	0.5941	nan	0.5130	0.6436	0.1049	0.9329	0.0502	nan	0.6347	0.8882	0.0652	0.5115	0.4234	nan	0.0	0.3974	0.4341	0.9334	0.9137	0.9621	0.0518	0.0264	0.2825	0.8197	0.8887	0.4044	0.7367	0.4565	nan	0.4257	0.4769	0.0954	0.8060	0.0493	nan	0.4708	0.6965	0.0594	0.3946	0.3766	nan	0.0	0.2996	0.3611	0.8589	0.7588	0.9239	0.0379	0.0233	0.2182	33
0.2362	0.5184	0.3370	0.3951	0.8716	0.9045	0.9681	0.4519	0.8066	0.5724	nan	0.5364	0.6084	0.1367	0.9124	0.0536	nan	0.6666	0.8956	0.0637	0.5331	0.4525	nan	0.0	0.3985	0.5169	0.9250	0.9175	0.9598	0.0945	0.0224	0.2478	0.7909	0.8971	0.4231	0.7306	0.4766	nan	0.4453	0.4660	0.1233	0.8117	0.0523	nan	0.4698	0.6947	0.0584	0.4099	0.3913	nan	0.0	0.3072	0.4038	0.8585	0.7556	0.9243	0.0807	0.0205	0.1925	34
0.2358	0.5466	0.3343	0.3997	0.8678	0.8973	0.9654	0.5114	0.7614	0.6166	nan	0.5178	0.6873	0.1800	0.9305	0.0724	nan	0.6812	0.8828	0.0516	0.5776	0.4319	nan	0.0	0.3922	0.4584	0.9252	0.8982	0.9661	0.1076	0.0260	0.2528	0.7946	0.8884	0.4043	0.6950	0.4749	nan	0.4265	0.4765	0.1554	0.8143	0.0699	nan	0.4759	0.6963	0.0467	0.3978	0.3722	nan	0.0	0.3100	0.3513	0.8631	0.7633	0.9233	0.0772	0.0217	0.1994	35
0.2315	0.5484	0.3353	0.4007	0.8682	0.9169	0.9540	0.4890	0.7525	0.7001	nan	0.5193	0.5919	0.1294	0.9241	0.0515	nan	0.6725	0.9040	0.0487	0.5260	0.4268	nan	0.0	0.4055	0.4971	0.9350	0.8842	0.9607	0.3005	0.0279	0.2059	0.8133	0.8922	0.3714	0.6883	0.4819	nan	0.4364	0.4540	0.1181	0.8160	0.0504	nan	0.4709	0.6853	0.0429	0.3983	0.3721	nan	0.0	0.3094	0.4027	0.8633	0.7562	0.9264	0.1865	0.0244	0.1685	36
0.2377	0.5324	0.3407	0.4028	0.8737	0.9091	0.9632	0.4779	0.8515	0.5949	nan	0.5091	0.6103	0.1728	0.9162	0.0652	nan	0.6746	0.9118	0.0507	0.5309	0.4420	nan	0.0	0.4037	0.4908	0.9208	0.9137	0.9634	0.2771	0.0202	0.2192	0.8315	0.8955	0.3856	0.7536	0.4891	nan	0.4326	0.4828	0.1421	0.8130	0.0630	nan	0.4685	0.6849	0.0465	0.4297	0.3804	nan	0.0	0.3098	0.3899	0.8617	0.7556	0.9258	0.1701	0.0188	0.1713	37
0.2319	0.5114	0.3332	0.3942	0.8745	0.9208	0.9566	0.4723	0.8581	0.6419	nan	0.5400	0.6353	0.1534	0.9246	0.0637	nan	0.6620	0.9143	0.0362	0.4700	0.3914	nan	0.0	0.3948	0.5296	0.9311	0.9119	0.9656	0.0039	0.0294	0.2069	0.8163	0.9056	0.3885	0.7729	0.4815	nan	0.4515	0.4610	0.1360	0.8119	0.0627	nan	0.4623	0.6784	0.0339	0.3920	0.3473	nan	0.0	0.3070	0.4080	0.8647	0.7644	0.9245	0.0030	0.0262	0.1634	38
0.2241	0.5676	0.3349	0.3986	0.8699	0.9146	0.9628	0.4670	0.7622	0.6285	nan	0.4889	0.6428	0.1805	0.9249	0.0685	nan	0.6784	0.8917	0.1012	0.5618	0.4185	nan	0.0018	0.4246	0.5487	0.9293	0.9124	0.9698	0.0025	0.0220	0.2520	0.8114	0.8907	0.4002	0.6840	0.4842	nan	0.4160	0.4777	0.1501	0.8191	0.0649	nan	0.4701	0.7077	0.0873	0.4025	0.3659	nan	0.0012	0.3255	0.3939	0.8634	0.7621	0.9232	0.0019	0.0200	0.1947	39
0.2247	0.5314	0.3358	0.3991	0.8724	0.8966	0.9546	0.5034	0.8269	0.7241	nan	0.5320	0.6062	0.1736	0.9394	0.0618	nan	0.6274	0.9066	0.0810	0.5121	0.3887	nan	0.0	0.4009	0.5482	0.9264	0.9119	0.9692	0.0039	0.0267	0.2479	0.8026	0.8995	0.3869	0.7462	0.4877	nan	0.4497	0.4812	0.1402	0.8222	0.0583	nan	0.4663	0.6983	0.0746	0.4058	0.3539	nan	0.0	0.3113	0.3935	0.8585	0.7587	0.9242	0.0030	0.0231	0.2000	40
0.2199	0.5197	0.3375	0.4039	0.8734	0.9161	0.9549	0.5890	0.8122	0.6603	nan	0.5412	0.6391	0.2229	0.9251	0.0588	nan	0.6700	0.9168	0.0601	0.5176	0.3964	nan	0.0	0.4129	0.5517	0.9323	0.9033	0.9677	0.0014	0.0303	0.2459	0.8182	0.9002	0.3683	0.7333	0.4846	nan	0.4468	0.4840	0.1819	0.8270	0.0558	nan	0.4704	0.6912	0.0581	0.4220	0.3575	nan	0.0	0.3214	0.4031	0.8634	0.7671	0.9256	0.0010	0.0263	0.1930	41
0.2194	0.4928	0.3427	0.4041	0.8795	0.9068	0.9650	0.4578	0.9049	0.6337	nan	0.5321	0.6180	0.2096	0.9413	0.1196	nan	0.6733	0.9081	0.0807	0.5106	0.4412	nan	0.0	0.4201	0.5280	0.9298	0.8972	0.9636	0.0001	0.0292	0.2592	0.8208	0.9101	0.3823	0.8072	0.4956	nan	0.4523	0.4851	0.1586	0.8233	0.1146	nan	0.4769	0.6997	0.0757	0.4192	0.3787	nan	0.0	0.3206	0.3747	0.8626	0.7575	0.9263	0.0001	0.0251	0.1998	42
0.2058	0.5290	0.3408	0.4066	0.8745	0.9202	0.9545	0.5309	0.8185	0.6809	nan	0.5379	0.6631	0.2210	0.9236	0.0830	nan	0.6756	0.9003	0.0643	0.5398	0.4282	nan	0.0	0.4030	0.5014	0.9338	0.9110	0.9669	0.0853	0.0317	0.2364	0.8073	0.9043	0.3907	0.7392	0.4986	nan	0.4517	0.4827	0.1848	0.8260	0.0820	nan	0.4661	0.6968	0.0612	0.4189	0.3671	nan	0.0	0.3188	0.3823	0.8635	0.7621	0.9276	0.0609	0.0263	0.1877	43
0.2086	0.5585	0.3373	0.4003	0.8724	0.9171	0.9605	0.5070	0.7666	0.6387	nan	0.5526	0.6278	0.1947	0.9270	0.0758	nan	0.6633	0.9033	0.0584	0.5314	0.3971	nan	0.0	0.4408	0.5355	0.9321	0.9149	0.9689	0.0094	0.0216	0.2668	0.8046	0.8988	0.3859	0.7018	0.4837	nan	0.4593	0.4939	0.1485	0.8276	0.0747	nan	0.4694	0.7058	0.0565	0.4122	0.3619	nan	0.0	0.3300	0.3997	0.8611	0.7559	0.9262	0.0070	0.0195	0.2110	44
0.2016	0.5442	0.3452	0.4156	0.8718	0.8940	0.9587	0.4970	0.7906	0.6744	nan	0.5719	0.6411	0.1822	0.9436	0.1722	nan	0.6901	0.8519	0.1355	0.5906	0.4452	nan	0.0844	0.4539	0.4714	0.9380	0.8876	0.9650	0.0503	0.0246	0.3849	0.8165	0.8892	0.3722	0.7187	0.4869	nan	0.4709	0.4788	0.1384	0.8176	0.1673	nan	0.4677	0.7170	0.0963	0.3922	0.3739	nan	0.0596	0.3315	0.3576	0.8666	0.7659	0.9290	0.0324	0.0192	0.2801	45
0.2021	0.5369	0.3409	0.4049	0.8753	0.9249	0.9608	0.5473	0.7979	0.6534	nan	0.5548	0.6555	0.1623	0.9311	0.1317	nan	0.6821	0.9151	0.0621	0.5285	0.4378	nan	0.0029	0.4205	0.5321	0.9301	0.8972	0.9677	0.0025	0.0281	0.2294	0.8155	0.8981	0.3979	0.7396	0.4890	nan	0.4634	0.4928	0.1352	0.8283	0.1299	nan	0.4784	0.6949	0.0602	0.4199	0.3775	nan	0.0018	0.3280	0.3792	0.8698	0.7691	0.9283	0.0020	0.0237	0.1856	46
0.2056	0.5118	0.3421	0.4052	0.8747	0.9441	0.9624	0.5219	0.7370	0.6816	nan	0.5360	0.6510	0.2372	0.9316	0.0854	nan	0.6607	0.8952	0.0777	0.5614	0.4327	nan	0.0	0.4403	0.4597	0.9350	0.8918	0.9650	0.0312	0.0296	0.2984	0.8039	0.9033	0.4243	0.7185	0.4949	nan	0.4494	0.4876	0.1929	0.8314	0.0849	nan	0.4694	0.7160	0.0697	0.3959	0.3751	nan	0.0	0.3319	0.3668	0.8638	0.7612	0.9299	0.0246	0.0251	0.2269	47
0.2038	0.5407	0.3318	0.3995	0.8701	0.9396	0.9574	0.6559	0.7289	0.6166	nan	0.5573	0.6550	0.1861	0.9233	0.0852	nan	0.6396	0.9241	0.0504	0.4811	0.4240	nan	0.0001	0.3993	0.4905	0.9225	0.9142	0.9672	0.0155	0.0175	0.2326	0.8068	0.9021	0.3095	0.7049	0.4679	nan	0.4504	0.4687	0.1686	0.8264	0.0847	nan	0.4721	0.6820	0.0482	0.3826	0.3686	nan	0.0001	0.3217	0.3838	0.8636	0.7679	0.9297	0.0114	0.0156	0.1809	48
0.1964	0.5617	0.3482	0.4212	0.8714	0.9191	0.9583	0.5878	0.7730	0.6079	nan	0.5577	0.6959	0.2221	0.9300	0.1310	nan	0.6927	0.9088	0.0611	0.4825	0.4370	nan	0.0	0.4339	0.4711	0.9172	0.9151	0.9692	0.5121	0.0265	0.2676	0.7902	0.9044	0.4201	0.6963	0.4879	nan	0.4607	0.4926	0.1864	0.8243	0.1278	nan	0.4759	0.6973	0.0588	0.3754	0.3760	nan	0.0	0.3330	0.3555	0.8600	0.7533	0.9288	0.3089	0.0223	0.2055	49

Framework versions

Transformers 4.35.2
TensorFlow 2.15.0
Datasets 2.15.0
Tokenizers 0.15.0