metadata

library_name: transformers
license: other
base_model: nvidia/mit-b0
tags:
  - image-segmentation
  - vision
  - generated_from_trainer
model-index:
  - name: segformer-finetuned-sidewalk-10k-steps
    results: []

segformer-finetuned-sidewalk-10k-steps

This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:

Loss: 0.6392
Mean Iou: 0.2886
Mean Accuracy: 0.3681
Overall Accuracy: 0.8204
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.7238
Accuracy Flat-sidewalk: 0.9385
Accuracy Flat-crosswalk: 0.7581
Accuracy Flat-cyclinglane: 0.8054
Accuracy Flat-parkingdriveway: 0.3003
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.3967
Accuracy Human-person: 0.6829
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9452
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: nan
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.6017
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8226
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.5230
Accuracy Construction-fenceguardrail: 0.3548
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.4428
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9102
Accuracy Nature-terrain: 0.8618
Accuracy Sky: 0.9672
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0271
Accuracy Void-static: 0.3487
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.6174
Iou Flat-sidewalk: 0.8440
Iou Flat-crosswalk: 0.5049
Iou Flat-cyclinglane: 0.5664
Iou Flat-parkingdriveway: 0.2522
Iou Flat-railtrack: nan
Iou Flat-curb: 0.2854
Iou Human-person: 0.4224
Iou Human-rider: 0.0
Iou Vehicle-car: 0.7668
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: nan
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.3442
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.6692
Iou Construction-door: 0.0
Iou Construction-wall: 0.3465
Iou Construction-fenceguardrail: 0.2751
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.2844
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8289
Iou Nature-terrain: 0.7310
Iou Sky: 0.9220
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0257
Iou Void-static: 0.2604
Iou Void-unclear: 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: 8
eval_batch_size: 8
seed: 1337
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: polynomial
training_steps: 10000

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Flat-road	Accuracy Flat-sidewalk	Accuracy Flat-crosswalk	Accuracy Flat-cyclinglane	Accuracy Flat-parkingdriveway	Accuracy Flat-railtrack	Accuracy Flat-curb	Accuracy Human-person	Accuracy Vehicle-car	Accuracy Vehicle-tramtrain	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-dynamic	Accuracy Void-static	Iou Unlabeled	Iou Flat-road	Iou Flat-sidewalk	Iou Flat-crosswalk	Iou Flat-cyclinglane	Iou Flat-parkingdriveway	Iou Flat-railtrack	Iou Flat-curb	Iou Human-person	Iou Vehicle-car	Iou Vehicle-tramtrain	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-dynamic	Iou Void-static
2.5976	1.0	107	1.8167	0.1207	0.1734	0.6649	nan	0.7126	0.8829	0.0	0.0340	0.0059	nan	0.0000	0.0	0.7375	nan	0.0	0.8716	0.0	0.0	nan	0.0	0.8401	0.7639	0.5274	0.0	0.0	nan	0.4342	0.7303	0.0	0.0335	0.0058	nan	0.0000	0.0	0.5006	nan	0.0	0.4078	0.0	0.0	nan	0.0	0.6088	0.4971	0.5238	0.0	0.0
1.7804	2.0	214	1.5213	0.1383	0.1855	0.6885	nan	0.4849	0.9320	0.0	0.4088	0.0091	nan	0.0000	0.0	0.7975	nan	0.0	0.8645	0.0	0.0	nan	0.0	0.8760	0.7240	0.6529	0.0	0.0	nan	0.3862	0.7022	0.0	0.3873	0.0090	nan	0.0000	0.0	0.5313	nan	0.0	0.4432	0.0	0.0	nan	0.0	0.6380	0.5454	0.6448	0.0	0.0
1.4506	3.0	321	1.3304	0.1479	0.1988	0.7053	nan	0.5295	0.9284	0.0	0.5240	0.0117	nan	0.0010	0.0	0.8111	nan	0.0	0.8987	0.0	0.0	nan	0.0	0.8123	0.8090	0.8372	0.0	0.0	nan	0.4384	0.7208	0.0	0.4336	0.0116	nan	0.0010	0.0	0.5375	nan	0.0	0.4566	0.0	0.0	nan	0.0	0.6543	0.5342	0.7963	0.0	0.0
1.2854	4.0	428	1.1582	0.1502	0.2038	0.7119	nan	0.5613	0.9518	0.0	0.5963	0.0190	nan	0.0013	0.0	0.9129	nan	0.0	0.8395	0.0	0.0	nan	0.0	0.7245	0.8063	0.9043	0.0	0.0	nan	0.4473	0.7302	0.0	0.4682	0.0187	nan	0.0013	0.0	0.5643	nan	0.0	0.5325	0.0	0.0	nan	0.0	0.6076	0.4632	0.8239	0.0	0.0
1.1642	5.0	535	1.1097	0.1582	0.2158	0.7293	nan	0.6286	0.9087	0.0	0.7528	0.0587	nan	0.0063	0.0	0.9277	nan	0.0	0.8254	0.0	0.0	nan	0.0000	0.8157	0.8256	0.9404	0.0	0.0	nan	0.4666	0.7665	0.0	0.4925	0.0546	nan	0.0062	0.0	0.5415	nan	0.0	0.5305	0.0	0.0	nan	0.0000	0.6739	0.5518	0.8213	0.0	0.0
1.0799	6.0	642	1.0014	0.1630	0.2154	0.7393	nan	0.5980	0.9488	0.0	0.6784	0.0697	nan	0.0122	0.0	0.9414	nan	0.0	0.8431	0.0	0.0	nan	0.0008	0.8262	0.8225	0.9372	0.0	0.0	nan	0.4718	0.7595	0.0	0.5230	0.0649	nan	0.0117	0.0	0.5774	nan	0.0	0.5299	0.0	0.0	nan	0.0008	0.7045	0.5885	0.8205	0.0	0.0
1.0072	7.0	749	0.9490	0.1724	0.2253	0.7464	nan	0.6910	0.9306	0.0070	0.6716	0.1430	nan	0.2003	0.0	0.9354	nan	0.0	0.8738	0.0042	0.0	nan	0.0017	0.8074	0.8153	0.9013	0.0	0.0003	nan	0.5294	0.7917	0.0070	0.6067	0.1168	nan	0.1458	0.0	0.5637	nan	0.0	0.5090	0.0041	0.0	nan	0.0017	0.6821	0.5533	0.8340	0.0	0.0003
0.984	8.0	856	0.9205	0.1772	0.2278	0.7460	nan	0.6086	0.9221	0.1486	0.7371	0.1348	nan	0.1743	0.0	0.9382	nan	0.0	0.8566	0.0314	0.0	nan	0.0205	0.8991	0.6871	0.9047	0.0	0.0001	nan	0.4910	0.7736	0.1485	0.4415	0.1161	nan	0.1336	0.0	0.6013	nan	0.0	0.5408	0.0307	0.0	nan	0.0202	0.7323	0.6197	0.8432	0.0	0.0001
0.915	9.0	963	0.8332	0.2041	0.2582	0.7702	nan	0.7090	0.9415	0.5864	0.6835	0.1982	nan	0.3057	0.0	0.9341	nan	0.0	0.8404	0.1437	0.0	nan	0.0645	0.8329	0.8255	0.9328	0.0	0.0053	nan	0.5848	0.8019	0.4699	0.6121	0.1550	nan	0.1767	0.0	0.6370	nan	0.0	0.5652	0.1308	0.0	nan	0.0597	0.6993	0.5785	0.8524	0.0	0.0051
0.8824	10.0	1070	0.9102	0.1980	0.2624	0.7420	nan	0.8493	0.7731	0.7441	0.7581	0.1750	nan	0.2783	0.0	0.9236	nan	0.0	0.8843	0.0371	0.0	nan	0.1120	0.9100	0.7427	0.9336	0.0	0.0131	nan	0.5509	0.7306	0.5175	0.4615	0.1452	nan	0.1624	0.0	0.6323	nan	0.0	0.5406	0.0352	0.0	nan	0.0968	0.7475	0.6595	0.8444	0.0	0.0123
0.8133	11.0	1177	0.8147	0.2158	0.2729	0.7737	nan	0.6984	0.9167	0.6660	0.7662	0.2418	nan	0.3263	0.0308	0.9386	nan	0.0	0.8471	0.2570	0.0001	nan	0.1876	0.8677	0.7725	0.9201	0.0	0.0227	nan	0.5743	0.7964	0.5137	0.5765	0.1849	nan	0.1982	0.0299	0.6371	nan	0.0	0.5412	0.1887	0.0001	nan	0.1367	0.7657	0.6809	0.8434	0.0	0.0212
0.8029	12.0	1284	0.8597	0.2071	0.2775	0.7427	nan	0.4170	0.9044	0.7924	0.8064	0.3262	nan	0.3257	0.1800	0.9401	nan	0.0	0.8274	0.2257	0.0001	nan	0.1968	0.8370	0.8542	0.9124	0.0	0.0575	nan	0.3817	0.7994	0.4960	0.4040	0.2183	nan	0.1876	0.1545	0.6549	nan	0.0	0.5649	0.1804	0.0001	nan	0.1465	0.7280	0.5926	0.8639	0.0	0.0486
0.8166	13.0	1391	0.8034	0.2194	0.2775	0.7655	nan	0.5905	0.9075	0.6942	0.7621	0.2267	nan	0.2631	0.2544	0.9342	nan	0.0	0.8364	0.2578	0.0	nan	0.2317	0.9264	0.7529	0.9297	0.0	0.0362	nan	0.5142	0.7828	0.5555	0.4370	0.1793	nan	0.1845	0.2029	0.6656	nan	0.0	0.5759	0.2117	0.0	nan	0.1479	0.7646	0.6831	0.8628	0.0	0.0336
0.7582	14.0	1498	0.7747	0.2238	0.2900	0.7727	nan	0.6522	0.9323	0.7450	0.7468	0.2863	nan	0.3414	0.2355	0.8890	nan	0.0	0.8060	0.4223	0.0022	nan	0.2442	0.8169	0.8710	0.9435	0.0	0.0539	nan	0.5628	0.8109	0.5183	0.5597	0.2211	nan	0.2118	0.1857	0.6934	nan	0.0	0.5605	0.2575	0.0022	nan	0.1531	0.7164	0.5691	0.8665	0.0	0.0498
0.7669	15.0	1605	0.7869	0.2203	0.2861	0.7690	nan	0.5781	0.9404	0.7369	0.6943	0.2288	nan	0.3506	0.2633	0.9461	nan	0.0	0.7878	0.3742	0.0034	nan	0.3000	0.8762	0.8169	0.9231	0.0	0.0484	nan	0.5133	0.8055	0.4899	0.4820	0.1886	nan	0.1978	0.2088	0.6478	nan	0.0	0.5657	0.2425	0.0034	nan	0.1512	0.7638	0.6658	0.8597	0.0	0.0436
0.6652	16.0	1712	0.7644	0.2314	0.2962	0.7832	nan	0.6354	0.9192	0.8311	0.7933	0.2521	nan	0.3079	0.4108	0.8721	nan	0.0	0.8814	0.3337	0.0004	nan	0.2649	0.9223	0.7857	0.9252	0.0	0.0474	nan	0.5614	0.8214	0.5449	0.5722	0.2055	nan	0.1959	0.2604	0.6819	nan	0.0	0.5338	0.2333	0.0004	nan	0.1648	0.7777	0.7013	0.8747	0.0	0.0437
0.6706	17.0	1819	0.7996	0.2290	0.2982	0.7649	nan	0.5029	0.9083	0.7270	0.8303	0.2801	nan	0.2322	0.5548	0.9107	nan	0.0	0.8498	0.3778	0.0101	nan	0.2880	0.8799	0.8575	0.9585	0.0	0.0766	nan	0.4506	0.7961	0.5817	0.4110	0.2289	nan	0.1612	0.3049	0.7249	nan	0.0	0.5856	0.2506	0.0101	nan	0.1801	0.7806	0.6819	0.8821	0.0	0.0693
0.6466	18.0	1926	0.8046	0.2313	0.3064	0.7562	nan	0.4422	0.8782	0.8584	0.8431	0.3039	nan	0.2654	0.5326	0.9447	nan	0.0	0.8108	0.4841	0.0262	nan	0.2361	0.9130	0.8432	0.9411	0.0	0.1762	nan	0.4058	0.7978	0.5696	0.3526	0.2396	nan	0.1869	0.3165	0.6949	nan	0.0	0.5962	0.2776	0.0259	nan	0.1815	0.7897	0.7060	0.8873	0.0	0.1423
0.652	19.0	2033	0.8110	0.2281	0.3026	0.7623	nan	0.4601	0.9339	0.7580	0.7384	0.2594	nan	0.2439	0.6299	0.9147	nan	0.0	0.8059	0.5654	0.0161	nan	0.2749	0.8663	0.8739	0.9341	0.0	0.1054	nan	0.4140	0.7907	0.5175	0.4120	0.2180	nan	0.1772	0.3186	0.7379	nan	0.0	0.6110	0.3079	0.0161	nan	0.1810	0.7572	0.6320	0.8871	0.0	0.0937
0.6547	20.0	2140	0.7205	0.2457	0.3240	0.7885	nan	0.6505	0.9035	0.8563	0.7943	0.3934	nan	0.3291	0.6328	0.9440	nan	0.0	0.8135	0.3920	0.0793	nan	0.3951	0.9087	0.8299	0.9350	0.0	0.1874	nan	0.5700	0.8166	0.5098	0.4864	0.2733	nan	0.2266	0.3297	0.7049	nan	0.0	0.6299	0.2870	0.0758	nan	0.1770	0.7944	0.7015	0.8913	0.0	0.1436
0.6278	21.0	2247	0.7129	0.2506	0.3313	0.7905	nan	0.6842	0.9158	0.7069	0.8021	0.4035	nan	0.4743	0.7155	0.9386	nan	0.0	0.7191	0.5394	0.1114	nan	0.3563	0.8706	0.8750	0.9442	0.0	0.2143	nan	0.5997	0.8250	0.5481	0.5635	0.2724	nan	0.2581	0.3280	0.7233	nan	0.0	0.6040	0.3067	0.1003	nan	0.1893	0.7686	0.6375	0.8921	0.0	0.1503
0.5872	22.0	2354	0.7458	0.2420	0.3189	0.7798	nan	0.6225	0.9094	0.7462	0.7844	0.3205	nan	0.3655	0.7130	0.9209	nan	0.0	0.7515	0.5099	0.0535	nan	0.2839	0.9015	0.8558	0.9401	0.0	0.2068	nan	0.5430	0.8100	0.5161	0.4419	0.2491	nan	0.2294	0.3168	0.7347	nan	0.0	0.6130	0.2994	0.0516	nan	0.2037	0.7680	0.6703	0.8899	0.0	0.1663
0.6228	23.0	2461	0.7450	0.2419	0.3263	0.7736	nan	0.6472	0.8888	0.7566	0.8048	0.3356	nan	0.3355	0.7324	0.9423	nan	0.0	0.7653	0.4119	0.1850	nan	0.3526	0.8384	0.8906	0.9624	0.0	0.2648	nan	0.5476	0.8075	0.4781	0.4550	0.2538	nan	0.2163	0.3276	0.7182	nan	0.0	0.6293	0.2881	0.1631	nan	0.1998	0.7407	0.5909	0.8925	0.0	0.1918
0.6222	24.0	2568	0.7382	0.2374	0.3133	0.7739	nan	0.5528	0.9168	0.7508	0.7890	0.3020	nan	0.3212	0.6682	0.9338	nan	0.0	0.8326	0.3981	0.1325	nan	0.2781	0.8591	0.8718	0.9459	0.0	0.1607	nan	0.4997	0.8057	0.4342	0.4341	0.2483	nan	0.2183	0.3521	0.7237	nan	0.0	0.6097	0.2596	0.1219	nan	0.2118	0.7705	0.6371	0.8957	0.0	0.1366
0.6091	25.0	2675	0.6769	0.2532	0.3263	0.7990	nan	0.6930	0.9233	0.7425	0.7658	0.2776	nan	0.4027	0.7489	0.9408	nan	0.0000	0.8422	0.3359	0.1438	nan	0.3705	0.9120	0.8170	0.9583	0.0	0.2414	nan	0.5936	0.8118	0.4921	0.5285	0.2306	nan	0.2546	0.3397	0.7310	nan	0.0000	0.6450	0.2660	0.1331	nan	0.2199	0.8024	0.7058	0.9035	0.0	0.1903
0.6221	26.0	2782	0.7356	0.2484	0.3257	0.7831	nan	0.6024	0.8967	0.7598	0.8172	0.2849	nan	0.3519	0.7217	0.9282	nan	0.0016	0.7736	0.4579	0.2123	nan	0.3190	0.9313	0.8619	0.9649	0.0	0.2119	nan	0.5268	0.8065	0.4723	0.4266	0.2423	nan	0.2471	0.3466	0.7237	nan	0.0016	0.6215	0.2864	0.1824	nan	0.2185	0.8029	0.7278	0.9007	0.0	0.1676
0.5454	27.0	2889	0.6964	0.2545	0.3195	0.7991	nan	0.6905	0.9550	0.7176	0.6758	0.2731	nan	0.3235	0.6696	0.9271	nan	0.0079	0.8401	0.3947	0.1746	nan	0.3356	0.8809	0.8600	0.9397	0.0	0.2391	nan	0.6150	0.7982	0.5271	0.5649	0.2321	nan	0.2303	0.3531	0.7279	nan	0.0078	0.6194	0.2701	0.1594	nan	0.2254	0.7922	0.6901	0.8969	0.0	0.1801
0.5709	28.0	2996	0.6863	0.2585	0.3311	0.7998	nan	0.6394	0.9416	0.7343	0.7834	0.3074	nan	0.3770	0.6648	0.9282	nan	0.0342	0.8184	0.4355	0.2241	nan	0.3578	0.8885	0.8821	0.9442	0.0	0.3020	nan	0.5704	0.8268	0.5172	0.5331	0.2495	nan	0.2496	0.3605	0.7422	nan	0.0340	0.6371	0.2831	0.1905	nan	0.2284	0.7927	0.6862	0.9028	0.0	0.2106
0.5664	29.0	3103	0.7072	0.2569	0.3329	0.7891	nan	0.5688	0.9470	0.7123	0.7990	0.2892	nan	0.3470	0.7599	0.9391	nan	0.0695	0.8023	0.3598	0.3131	nan	0.3526	0.8557	0.8637	0.9613	0.0	0.3811	nan	0.5071	0.8211	0.5396	0.4799	0.2494	nan	0.2235	0.3648	0.7594	nan	0.0682	0.6435	0.2619	0.2397	nan	0.2406	0.7766	0.6522	0.9013	0.0	0.2344
0.542	30.0	3210	0.7051	0.2591	0.3323	0.7947	nan	0.6422	0.9135	0.7425	0.8342	0.3012	nan	0.3047	0.7422	0.9221	nan	0.1002	0.7592	0.4753	0.2181	nan	0.3815	0.9551	0.8181	0.9605	0.0	0.2309	nan	0.5443	0.8263	0.5331	0.4606	0.2513	nan	0.2196	0.3693	0.7698	nan	0.0988	0.6302	0.3013	0.1828	nan	0.2259	0.8015	0.7289	0.9066	0.0	0.1811
0.5375	31.0	3317	0.7305	0.2559	0.3371	0.7863	nan	0.5278	0.9229	0.8719	0.7952	0.3352	nan	0.3344	0.6944	0.9275	nan	0.1426	0.7617	0.5301	0.1755	nan	0.3532	0.9200	0.9046	0.9511	0.0	0.3034	nan	0.4846	0.8235	0.4748	0.4504	0.2700	nan	0.2310	0.3834	0.7458	nan	0.1389	0.6345	0.3094	0.1584	nan	0.2308	0.7904	0.6851	0.9074	0.0	0.2131
0.535	32.0	3424	0.6733	0.2626	0.3442	0.8012	nan	0.6451	0.9327	0.8096	0.7600	0.3220	nan	0.4133	0.8020	0.9368	nan	0.0770	0.7739	0.5520	0.3066	nan	0.2987	0.9102	0.8559	0.9566	0.0	0.3188	nan	0.5613	0.8315	0.4555	0.5372	0.2513	nan	0.2616	0.3445	0.7486	nan	0.0752	0.6316	0.3036	0.2293	nan	0.2302	0.8180	0.7326	0.9071	0.0	0.2221
0.5636	33.0	3531	0.6684	0.2677	0.3416	0.8084	nan	0.7065	0.9194	0.7694	0.8019	0.3084	nan	0.4192	0.6938	0.9437	nan	0.1731	0.8092	0.5336	0.2053	nan	0.3518	0.9391	0.8313	0.9488	0.0	0.2363	nan	0.5897	0.8382	0.4765	0.5526	0.2401	nan	0.2642	0.3804	0.7330	nan	0.1652	0.6529	0.3369	0.1906	nan	0.2337	0.8184	0.7367	0.9075	0.0	0.1834
0.5505	34.0	3638	0.7332	0.2601	0.3391	0.7873	nan	0.5729	0.9154	0.7549	0.8124	0.2890	nan	0.3676	0.7762	0.9385	nan	0.2165	0.8225	0.4930	0.2114	nan	0.3487	0.8935	0.8461	0.9644	0.0	0.2902	nan	0.5078	0.8100	0.4893	0.4534	0.2354	nan	0.2312	0.3614	0.7485	nan	0.1998	0.6439	0.3108	0.1959	nan	0.2385	0.8070	0.7042	0.9016	0.0	0.2243
0.4997	35.0	3745	0.7480	0.2590	0.3389	0.7855	nan	0.5502	0.9315	0.7571	0.7602	0.3260	nan	0.3386	0.6972	0.9486	nan	0.2345	0.7751	0.5303	0.2318	nan	0.3373	0.8844	0.8640	0.9589	0.0	0.3800	nan	0.4969	0.8142	0.4231	0.4485	0.2628	nan	0.2292	0.3751	0.7350	nan	0.2137	0.6395	0.3165	0.2005	nan	0.2428	0.7945	0.6729	0.9070	0.0	0.2580
0.5366	36.0	3852	0.6978	0.2724	0.3505	0.7977	nan	0.6501	0.9283	0.7469	0.8005	0.2835	nan	0.3836	0.7427	0.9230	nan	0.3942	0.7552	0.5338	0.2691	nan	0.3771	0.9043	0.8510	0.9554	0.0	0.3655	nan	0.5597	0.8241	0.5020	0.4912	0.2395	nan	0.2554	0.4260	0.7661	nan	0.3214	0.6322	0.3176	0.2114	nan	0.2546	0.7995	0.6891	0.9091	0.0	0.2469
0.4906	37.0	3959	0.7503	0.2662	0.3443	0.7841	nan	0.6486	0.8787	0.7669	0.8392	0.2410	nan	0.3306	0.7101	0.9204	nan	0.4669	0.8165	0.4623	0.2961	nan	0.3859	0.9264	0.8190	0.9419	0.0	0.2223	nan	0.5394	0.8015	0.5329	0.4188	0.2102	nan	0.2279	0.4203	0.7588	nan	0.3451	0.6432	0.3002	0.2197	nan	0.2377	0.8072	0.7085	0.9051	0.0	0.1770
0.5118	38.0	4066	0.7362	0.2637	0.3344	0.7879	nan	0.5729	0.9456	0.7244	0.7807	0.2551	nan	0.3013	0.6684	0.9446	nan	0.3851	0.8273	0.3642	0.2801	nan	0.3352	0.8640	0.8435	0.9518	0.0	0.3227	nan	0.5185	0.8029	0.5411	0.4916	0.2205	nan	0.2126	0.4145	0.7423	nan	0.3095	0.6429	0.2657	0.2221	nan	0.2425	0.7717	0.6285	0.9072	0.0	0.2407
0.4985	39.0	4173	0.7233	0.2682	0.3402	0.7881	nan	0.6099	0.8904	0.7353	0.8480	0.2743	nan	0.3697	0.5992	0.9158	nan	0.4215	0.8302	0.4468	0.2901	nan	0.3290	0.9398	0.8284	0.9471	0.0	0.2700	nan	0.5266	0.8018	0.5318	0.4409	0.2393	nan	0.2438	0.3929	0.7450	nan	0.3260	0.6305	0.2947	0.2345	nan	0.2406	0.8164	0.7316	0.9071	0.0	0.2110
0.4699	40.0	4280	0.7067	0.2701	0.3557	0.7910	nan	0.6314	0.8917	0.7668	0.8297	0.3961	nan	0.3949	0.8516	0.8734	nan	0.4776	0.8024	0.4394	0.2990	nan	0.3618	0.9336	0.8484	0.9286	0.0	0.3008	nan	0.5416	0.8156	0.5027	0.4659	0.2965	nan	0.2429	0.3845	0.7560	nan	0.3136	0.6335	0.2927	0.2385	nan	0.2540	0.8100	0.7224	0.9014	0.0	0.2002
0.4902	41.0	4387	0.7404	0.2692	0.3587	0.7830	nan	0.5802	0.8845	0.7597	0.8527	0.3826	nan	0.3178	0.8739	0.9216	nan	0.3965	0.7649	0.5976	0.2691	nan	0.3949	0.9068	0.8636	0.9478	0.0	0.4058	nan	0.5109	0.8126	0.5259	0.4046	0.2973	nan	0.2343	0.3629	0.7619	nan	0.3085	0.6407	0.3309	0.2333	nan	0.2607	0.8057	0.6980	0.9111	0.0	0.2455
0.4767	42.0	4494	0.6919	0.2796	0.3582	0.8064	nan	0.6851	0.9297	0.7496	0.7418	0.3449	nan	0.3448	0.7722	0.9300	nan	0.5528	0.8010	0.5965	0.3051	nan	0.3570	0.9151	0.8617	0.9490	0.0	0.2682	nan	0.5924	0.8285	0.5237	0.4808	0.2830	nan	0.2527	0.4378	0.7672	nan	0.3667	0.6404	0.3385	0.2486	nan	0.2532	0.8147	0.7287	0.9081	0.0	0.2032
0.4808	43.0	4601	0.6529	0.2818	0.3593	0.8101	nan	0.7343	0.9109	0.7658	0.7978	0.3431	nan	0.3968	0.7423	0.9343	nan	0.5331	0.8205	0.4271	0.2740	nan	0.3703	0.9224	0.8530	0.9610	0.0	0.3525	nan	0.6153	0.8280	0.5224	0.5367	0.2787	nan	0.2573	0.4419	0.7656	nan	0.3610	0.6496	0.2974	0.2360	nan	0.2641	0.8132	0.7256	0.9133	0.0	0.2293
0.4856	44.0	4708	0.6946	0.2764	0.3565	0.7992	nan	0.6798	0.9001	0.7601	0.8449	0.2588	nan	0.3744	0.7376	0.9370	nan	0.4988	0.7544	0.5563	0.3635	nan	0.3504	0.9442	0.8244	0.9559	0.0	0.3124	nan	0.5626	0.8144	0.4741	0.5032	0.2217	nan	0.2427	0.4349	0.7634	nan	0.3501	0.6420	0.3396	0.2511	nan	0.2577	0.8181	0.7435	0.9146	0.0	0.2363
0.4851	45.0	4815	0.6892	0.2793	0.3573	0.8059	nan	0.6574	0.9390	0.7532	0.7958	0.2108	nan	0.3503	0.7433	0.9144	nan	0.5928	0.7679	0.5722	0.3934	nan	0.3709	0.9406	0.8411	0.9444	0.0	0.2887	nan	0.5712	0.8248	0.5218	0.5058	0.1911	nan	0.2599	0.4379	0.7827	nan	0.3790	0.6408	0.3427	0.2521	nan	0.2649	0.8192	0.7368	0.9113	0.0	0.2172
0.4501	46.0	4922	0.6820	0.2781	0.3600	0.8030	nan	0.6432	0.9322	0.7870	0.7889	0.3163	nan	0.3808	0.8010	0.9385	nan	0.5823	0.7657	0.5302	0.2218	nan	0.3789	0.9145	0.8685	0.9582	0.0	0.3514	nan	0.5579	0.8203	0.5376	0.5080	0.2548	nan	0.2661	0.4270	0.7802	nan	0.3629	0.6477	0.3393	0.1958	nan	0.2580	0.8082	0.7028	0.9138	0.0	0.2406
0.4478	47.0	5029	0.7221	0.2778	0.3637	0.7967	nan	0.7054	0.8899	0.7680	0.8137	0.3156	nan	0.3652	0.7185	0.9240	nan	0.6559	0.7282	0.4257	0.4742	nan	0.3897	0.9437	0.8486	0.9545	0.0	0.3549	nan	0.5889	0.8045	0.5210	0.4584	0.2630	nan	0.2712	0.4264	0.7758	nan	0.3385	0.6341	0.3064	0.2461	nan	0.2608	0.8207	0.7302	0.9161	0.0	0.2488
0.4762	48.0	5136	0.6645	0.2827	0.3633	0.8107	nan	0.7275	0.9203	0.7465	0.7937	0.2813	nan	0.4107	0.7740	0.9282	nan	0.5589	0.7870	0.5524	0.3175	nan	0.3892	0.9237	0.8385	0.9705	0.0	0.3434	nan	0.6172	0.8257	0.5270	0.5230	0.2408	nan	0.2668	0.4306	0.7532	nan	0.3529	0.6576	0.3446	0.2534	nan	0.2651	0.8246	0.7306	0.9123	0.0	0.2384
0.4917	49.0	5243	0.7079	0.2791	0.3604	0.7981	nan	0.6644	0.9004	0.7786	0.8153	0.3339	nan	0.3815	0.6652	0.9455	nan	0.5722	0.8442	0.4818	0.3261	nan	0.4037	0.8852	0.8469	0.9598	0.0	0.3689	nan	0.5724	0.8112	0.5596	0.4531	0.2750	nan	0.2653	0.4145	0.7500	nan	0.3419	0.6639	0.3434	0.2549	nan	0.2607	0.8107	0.7003	0.9152	0.0	0.2599
0.4523	50.0	5350	0.7000	0.2789	0.3622	0.8017	nan	0.7184	0.9130	0.7435	0.8149	0.3005	nan	0.3628	0.6609	0.9177	nan	0.5839	0.7922	0.5745	0.4293	nan	0.3886	0.8609	0.8872	0.9617	0.0	0.3187	nan	0.6084	0.8243	0.5365	0.4960	0.2604	nan	0.2593	0.4192	0.7757	nan	0.3434	0.6541	0.3544	0.2607	nan	0.2651	0.7833	0.6482	0.9171	0.0	0.2391
0.4565	51.0	5457	0.7123	0.2758	0.3549	0.7915	nan	0.5536	0.9207	0.7533	0.8168	0.3336	nan	0.3353	0.7255	0.9232	nan	0.5423	0.8088	0.4947	0.3499	nan	0.4062	0.9100	0.8568	0.9548	0.0	0.3173	nan	0.5027	0.8115	0.5413	0.4239	0.2755	nan	0.2584	0.4348	0.7631	nan	0.3517	0.6558	0.3388	0.2649	nan	0.2735	0.8037	0.6949	0.9172	0.0	0.2376
0.4248	52.0	5564	0.6752	0.2806	0.3555	0.8075	nan	0.6239	0.9453	0.7679	0.7682	0.3031	nan	0.3571	0.7205	0.9305	nan	0.5404	0.8278	0.4859	0.3435	nan	0.3815	0.9189	0.8629	0.9586	0.0000	0.2831	nan	0.5560	0.8251	0.5339	0.5117	0.2578	nan	0.2642	0.4317	0.7654	nan	0.3624	0.6392	0.3280	0.2749	nan	0.2665	0.8207	0.7240	0.9173	0.0000	0.2209
0.4218	53.0	5671	0.6816	0.2822	0.3600	0.8085	nan	0.6578	0.9295	0.7550	0.8020	0.2817	nan	0.3405	0.7257	0.9452	nan	0.5465	0.7758	0.5144	0.3515	nan	0.4191	0.9420	0.8643	0.9652	0.0	0.3450	nan	0.5813	0.8160	0.5004	0.4981	0.2505	nan	0.2549	0.4316	0.7683	nan	0.3490	0.6574	0.3509	0.2679	nan	0.2748	0.8282	0.7411	0.9189	0.0	0.2598
0.4514	54.0	5778	0.6784	0.2805	0.3626	0.8073	nan	0.6776	0.9220	0.7563	0.7668	0.3245	nan	0.3478	0.7157	0.9410	nan	0.5251	0.7912	0.5559	0.3531	nan	0.4347	0.9304	0.8485	0.9629	0.0004	0.3863	nan	0.5839	0.8272	0.4846	0.5130	0.2580	nan	0.2523	0.4217	0.7435	nan	0.3361	0.6573	0.3289	0.2610	nan	0.2712	0.8264	0.7364	0.9184	0.0004	0.2751
0.4168	55.0	5885	0.6997	0.2760	0.3602	0.7997	nan	0.6400	0.9072	0.7917	0.8417	0.2920	nan	0.3422	0.6280	0.9134	nan	0.6425	0.8287	0.4732	0.3694	nan	0.4165	0.9180	0.8484	0.9645	0.0053	0.3442	nan	0.5551	0.8198	0.4647	0.4659	0.2484	nan	0.2458	0.4105	0.7689	nan	0.3150	0.6620	0.3391	0.2658	nan	0.2755	0.8233	0.7237	0.9193	0.0053	0.2491
0.4228	56.0	5992	0.6602	0.2834	0.3658	0.8084	nan	0.7340	0.9149	0.7481	0.8042	0.3096	nan	0.3692	0.6450	0.9247	nan	0.6628	0.7989	0.5178	0.4246	nan	0.4219	0.9013	0.8472	0.9629	0.0051	0.3471	nan	0.6149	0.8221	0.5431	0.5138	0.2602	nan	0.2672	0.4115	0.7631	nan	0.3302	0.6549	0.3504	0.2763	nan	0.2775	0.8129	0.7024	0.9181	0.0050	0.2608
0.4154	57.0	6099	0.6856	0.2811	0.3603	0.8081	nan	0.7005	0.9251	0.7720	0.8221	0.2841	nan	0.3737	0.6752	0.9465	nan	0.5514	0.8250	0.5237	0.3432	nan	0.4026	0.8836	0.8501	0.9598	0.0063	0.3241	nan	0.6020	0.8322	0.5428	0.5011	0.2408	nan	0.2689	0.4195	0.7482	nan	0.3416	0.6591	0.3526	0.2573	nan	0.2710	0.8100	0.6958	0.9137	0.0063	0.2497
0.4185	58.0	6206	0.6807	0.2819	0.3651	0.8066	nan	0.6582	0.9402	0.7584	0.8173	0.3110	nan	0.3462	0.7283	0.9417	nan	0.5558	0.7530	0.5542	0.3828	nan	0.4525	0.8912	0.8618	0.9643	0.0042	0.3962	nan	0.5832	0.8335	0.5385	0.5230	0.2576	nan	0.2599	0.4362	0.7538	nan	0.3421	0.6490	0.3638	0.2660	nan	0.2738	0.7934	0.6745	0.9191	0.0042	0.2672
0.4203	59.0	6313	0.7072	0.2794	0.3654	0.7987	nan	0.6565	0.9085	0.7455	0.8298	0.3045	nan	0.3652	0.7667	0.9353	nan	0.6305	0.7986	0.5800	0.3477	nan	0.4127	0.8912	0.8488	0.9692	0.0015	0.3360	nan	0.5579	0.8211	0.5652	0.4602	0.2555	nan	0.2586	0.4249	0.7665	nan	0.3194	0.6585	0.3716	0.2623	nan	0.2781	0.8040	0.6852	0.9147	0.0015	0.2572
0.417	60.0	6420	0.7032	0.2805	0.3639	0.8006	nan	0.6459	0.8999	0.7560	0.8442	0.2684	nan	0.3858	0.6827	0.9220	nan	0.5983	0.7877	0.6158	0.3466	nan	0.4242	0.9386	0.8617	0.9640	0.0057	0.3339	nan	0.5510	0.8246	0.5400	0.4608	0.2319	nan	0.2586	0.4366	0.7695	nan	0.3287	0.6570	0.3673	0.2609	nan	0.2797	0.8204	0.7356	0.9175	0.0056	0.2512
0.398	61.0	6527	0.6723	0.2801	0.3643	0.8061	nan	0.6579	0.9296	0.7609	0.8164	0.3094	nan	0.3781	0.6883	0.9195	nan	0.6289	0.8152	0.5801	0.3892	nan	0.3927	0.8838	0.8830	0.9617	0.0066	0.2910	nan	0.5647	0.8408	0.5221	0.5176	0.2541	nan	0.2664	0.4308	0.7710	nan	0.3183	0.6582	0.3725	0.2770	nan	0.2726	0.7930	0.6674	0.9184	0.0065	0.2332
0.4197	62.0	6634	0.6787	0.2822	0.3601	0.8123	nan	0.6517	0.9426	0.7708	0.8139	0.2646	nan	0.3700	0.6540	0.9271	nan	0.6072	0.8064	0.5006	0.3317	nan	0.4244	0.9299	0.8622	0.9640	0.0029	0.3394	nan	0.5524	0.8456	0.5251	0.5272	0.2296	nan	0.2640	0.4227	0.7819	nan	0.3277	0.6618	0.3472	0.2646	nan	0.2765	0.8148	0.7247	0.9168	0.0029	0.2627
0.3838	63.0	6741	0.6800	0.2827	0.3666	0.8083	nan	0.6878	0.9174	0.7592	0.8203	0.2945	nan	0.4190	0.6540	0.9416	nan	0.6011	0.7822	0.5273	0.3865	nan	0.4558	0.9123	0.8738	0.9701	0.0107	0.3498	nan	0.5748	0.8390	0.5349	0.5177	0.2519	nan	0.2845	0.4150	0.7634	nan	0.3294	0.6560	0.3529	0.2812	nan	0.2721	0.8068	0.7049	0.9125	0.0105	0.2550
0.4471	64.0	6848	0.7182	0.2802	0.3680	0.7968	nan	0.6033	0.9041	0.7544	0.8566	0.2978	nan	0.3797	0.7498	0.9325	nan	0.6419	0.8000	0.5549	0.3949	nan	0.4305	0.9053	0.8840	0.9694	0.0091	0.3397	nan	0.5134	0.8294	0.5295	0.4379	0.2559	nan	0.2681	0.4405	0.7845	nan	0.3362	0.6645	0.3663	0.2819	nan	0.2787	0.8178	0.7032	0.9181	0.0089	0.2521
0.4149	65.0	6955	0.6931	0.2805	0.3592	0.8058	nan	0.6723	0.9082	0.7354	0.8402	0.3043	nan	0.3839	0.6769	0.9395	nan	0.6009	0.8235	0.4561	0.3400	nan	0.4317	0.9364	0.8402	0.9635	0.0050	0.2775	nan	0.5657	0.8271	0.5347	0.4764	0.2591	nan	0.2631	0.4228	0.7623	nan	0.3316	0.6593	0.3350	0.2625	nan	0.2773	0.8313	0.7414	0.9174	0.0050	0.2242
0.3943	66.0	7062	0.6714	0.2860	0.3713	0.8116	nan	0.6790	0.9179	0.7562	0.8389	0.3158	nan	0.4381	0.7579	0.9472	nan	0.5989	0.7888	0.5939	0.3847	nan	0.4186	0.9221	0.8524	0.9688	0.0071	0.3243	nan	0.5673	0.8415	0.5095	0.5276	0.2582	nan	0.2786	0.4298	0.7730	nan	0.3394	0.6535	0.3656	0.2825	nan	0.2832	0.8347	0.7449	0.9180	0.0070	0.2524
0.3824	67.0	7169	0.6796	0.2841	0.3667	0.8108	nan	0.7126	0.9128	0.7508	0.8257	0.3170	nan	0.4102	0.7090	0.9297	nan	0.6499	0.8094	0.5290	0.3449	nan	0.4488	0.9221	0.8491	0.9699	0.0027	0.2733	nan	0.6012	0.8292	0.5310	0.5010	0.2655	nan	0.2773	0.4323	0.7786	nan	0.3255	0.6565	0.3626	0.2617	nan	0.2802	0.8292	0.7334	0.9165	0.0027	0.2233
0.4009	68.0	7276	0.6937	0.2802	0.3679	0.8040	nan	0.6575	0.9254	0.7541	0.8147	0.3373	nan	0.3767	0.7182	0.9417	nan	0.6320	0.7746	0.5899	0.4236	nan	0.4153	0.8856	0.8653	0.9662	0.0043	0.3229	nan	0.5641	0.8383	0.5073	0.4999	0.2720	nan	0.2732	0.4259	0.7616	nan	0.3260	0.6527	0.3692	0.2748	nan	0.2804	0.7980	0.6736	0.9191	0.0042	0.2476
0.3921	69.0	7383	0.7092	0.2809	0.3621	0.8024	nan	0.6248	0.9226	0.7410	0.8279	0.3148	nan	0.3177	0.6676	0.9266	nan	0.6194	0.8148	0.5482	0.4052	nan	0.4209	0.9116	0.8578	0.9544	0.0117	0.3370	nan	0.5437	0.8296	0.5253	0.4551	0.2613	nan	0.2452	0.4261	0.7721	nan	0.3380	0.6633	0.3626	0.2807	nan	0.2839	0.8199	0.7187	0.9185	0.0115	0.2532
0.3629	70.0	7490	0.6679	0.2829	0.3616	0.8139	nan	0.7134	0.9235	0.7509	0.8072	0.2932	nan	0.3261	0.6752	0.9254	nan	0.6144	0.8335	0.5029	0.3630	nan	0.4194	0.9316	0.8543	0.9651	0.0071	0.3030	nan	0.6021	0.8393	0.5328	0.5152	0.2500	nan	0.2480	0.4220	0.7571	nan	0.3255	0.6533	0.3321	0.2661	nan	0.2790	0.8327	0.7528	0.9194	0.0070	0.2354
0.3882	71.0	7597	0.6614	0.2856	0.3672	0.8171	nan	0.6965	0.9383	0.7647	0.8004	0.3197	nan	0.3612	0.7896	0.9216	nan	0.6174	0.8281	0.5239	0.3704	nan	0.4376	0.9291	0.8294	0.9628	0.0116	0.2792	nan	0.5923	0.8451	0.4552	0.5443	0.2642	nan	0.2655	0.4427	0.7772	nan	0.3533	0.6583	0.3509	0.2719	nan	0.2883	0.8346	0.7533	0.9204	0.0114	0.2252
0.3647	72.0	7704	0.6559	0.2865	0.3654	0.8164	nan	0.6723	0.9474	0.7451	0.7571	0.3044	nan	0.3700	0.7397	0.9220	nan	0.6188	0.8267	0.5108	0.3751	nan	0.4468	0.9326	0.8561	0.9623	0.0106	0.3288	nan	0.5853	0.8403	0.4831	0.5332	0.2510	nan	0.2658	0.4437	0.7787	nan	0.3659	0.6606	0.3394	0.2768	nan	0.2822	0.8365	0.7571	0.9220	0.0104	0.2486
0.3969	73.0	7811	0.6693	0.2848	0.3698	0.8136	nan	0.7160	0.9260	0.7599	0.8212	0.2527	nan	0.3947	0.7357	0.9366	nan	0.6419	0.7478	0.5683	0.3866	nan	0.4317	0.9413	0.8391	0.9656	0.0044	0.3942	nan	0.5963	0.8390	0.4992	0.5369	0.2176	nan	0.2724	0.4317	0.7705	nan	0.3288	0.6494	0.3562	0.2652	nan	0.2830	0.8329	0.7565	0.9209	0.0043	0.2695
0.3836	74.0	7918	0.7073	0.2803	0.3656	0.8020	nan	0.6342	0.9161	0.7607	0.8259	0.2978	nan	0.3457	0.7252	0.9422	nan	0.5945	0.8151	0.6007	0.3757	nan	0.4126	0.9013	0.8653	0.9553	0.0165	0.3497	nan	0.5474	0.8298	0.4735	0.4762	0.2504	nan	0.2585	0.4376	0.7515	nan	0.3463	0.6609	0.3709	0.2744	nan	0.2852	0.8170	0.7115	0.9180	0.0159	0.2637
0.3755	75.0	8025	0.6396	0.2875	0.3657	0.8196	nan	0.7578	0.9381	0.7572	0.7994	0.2604	nan	0.3446	0.6712	0.9267	nan	0.6390	0.8284	0.5007	0.3707	nan	0.4230	0.9015	0.8610	0.9633	0.0131	0.3809	nan	0.6324	0.8420	0.5550	0.5625	0.2280	nan	0.2633	0.4227	0.7716	nan	0.3329	0.6635	0.3427	0.2799	nan	0.2838	0.8171	0.7123	0.9198	0.0127	0.2712
0.3804	76.0	8132	0.6561	0.2865	0.3701	0.8129	nan	0.7043	0.9256	0.7575	0.8333	0.3082	nan	0.3766	0.7141	0.9207	nan	0.6490	0.8024	0.4775	0.4000	nan	0.4474	0.9149	0.8484	0.9633	0.0217	0.4087	nan	0.5963	0.8390	0.5070	0.5412	0.2541	nan	0.2770	0.4378	0.7710	nan	0.3535	0.6612	0.3385	0.2777	nan	0.2900	0.8153	0.7119	0.9223	0.0208	0.2660
0.3925	77.0	8239	0.6627	0.2856	0.3672	0.8120	nan	0.6720	0.9330	0.7552	0.8263	0.3201	nan	0.4002	0.6478	0.9337	nan	0.6095	0.8115	0.5352	0.4031	nan	0.4355	0.9002	0.8555	0.9667	0.0229	0.3548	nan	0.5809	0.8389	0.4876	0.5302	0.2691	nan	0.2868	0.4188	0.7737	nan	0.3495	0.6638	0.3624	0.2855	nan	0.2870	0.8116	0.7018	0.9220	0.0219	0.2627
0.3893	78.0	8346	0.6848	0.2816	0.3632	0.8080	nan	0.6715	0.9175	0.7547	0.8363	0.2756	nan	0.3822	0.6244	0.9384	nan	0.6347	0.8147	0.5070	0.3837	nan	0.4277	0.9239	0.8479	0.9642	0.0087	0.3466	nan	0.5698	0.8300	0.4975	0.4960	0.2391	nan	0.2776	0.4040	0.7661	nan	0.3253	0.6609	0.3402	0.2801	nan	0.2823	0.8301	0.7392	0.9208	0.0084	0.2634
0.334	79.0	8453	0.6411	0.2873	0.3663	0.8204	nan	0.7374	0.9357	0.7542	0.8292	0.2951	nan	0.4083	0.6805	0.9347	nan	0.6352	0.8213	0.4944	0.3839	nan	0.4075	0.9144	0.8405	0.9664	0.0106	0.3052	nan	0.6153	0.8491	0.5284	0.5738	0.2503	nan	0.2948	0.4172	0.7718	nan	0.3288	0.6581	0.3412	0.2883	nan	0.2825	0.8217	0.7156	0.9209	0.0103	0.2390
0.3287	80.0	8560	0.6547	0.2884	0.3678	0.8156	nan	0.7077	0.9229	0.7467	0.8293	0.3096	nan	0.4148	0.6752	0.9289	nan	0.5978	0.8321	0.5142	0.3578	nan	0.4518	0.9140	0.8710	0.9679	0.0278	0.3326	nan	0.6084	0.8374	0.5212	0.5350	0.2602	nan	0.2957	0.4265	0.7739	nan	0.3614	0.6717	0.3531	0.2778	nan	0.2865	0.8140	0.7128	0.9213	0.0264	0.2565
0.3856	81.0	8667	0.6557	0.2876	0.3682	0.8160	nan	0.6813	0.9394	0.7485	0.8261	0.3348	nan	0.3820	0.6808	0.9405	nan	0.6067	0.8280	0.5665	0.3503	nan	0.4156	0.8942	0.8611	0.9602	0.0263	0.3705	nan	0.5986	0.8405	0.4992	0.5520	0.2735	nan	0.2856	0.4253	0.7716	nan	0.3435	0.6681	0.3582	0.2842	nan	0.2873	0.8135	0.7004	0.9223	0.0249	0.2679
0.3643	82.0	8774	0.6647	0.2881	0.3695	0.8163	nan	0.7065	0.9195	0.7509	0.8409	0.2805	nan	0.4264	0.6926	0.9332	nan	0.6041	0.8190	0.5668	0.3617	nan	0.4337	0.9284	0.8664	0.9639	0.0167	0.3427	nan	0.5963	0.8423	0.5094	0.5431	0.2428	nan	0.2859	0.4228	0.7698	nan	0.3546	0.6641	0.3656	0.2824	nan	0.2899	0.8275	0.7393	0.9228	0.0162	0.2578
0.3733	83.0	8881	0.6518	0.2892	0.3686	0.8191	nan	0.7039	0.9383	0.7549	0.7998	0.2945	nan	0.4075	0.7322	0.9476	nan	0.5940	0.8223	0.5353	0.3589	nan	0.4166	0.9173	0.8598	0.9675	0.0254	0.3505	nan	0.6006	0.8454	0.5282	0.5499	0.2482	nan	0.2822	0.4274	0.7635	nan	0.3529	0.6685	0.3595	0.2770	nan	0.2867	0.8293	0.7354	0.9219	0.0243	0.2636
0.3776	84.0	8988	0.6377	0.2908	0.3680	0.8209	nan	0.7083	0.9399	0.7526	0.8089	0.2556	nan	0.3991	0.7663	0.9276	nan	0.6037	0.8258	0.5259	0.3242	nan	0.4318	0.9374	0.8545	0.9663	0.0275	0.3521	nan	0.6029	0.8425	0.5325	0.5493	0.2228	nan	0.2825	0.4452	0.7850	nan	0.3703	0.6717	0.3562	0.2652	nan	0.2903	0.8349	0.7526	0.9230	0.0260	0.2624
0.3677	85.0	9095	0.6633	0.2884	0.3690	0.8149	nan	0.6769	0.9353	0.7577	0.8210	0.3155	nan	0.3623	0.7319	0.9379	nan	0.5956	0.8065	0.5418	0.3730	nan	0.4405	0.9167	0.8607	0.9695	0.0367	0.3587	nan	0.5879	0.8384	0.5072	0.5248	0.2615	nan	0.2752	0.4397	0.7760	nan	0.3610	0.6687	0.3585	0.2823	nan	0.2897	0.8229	0.7226	0.9221	0.0344	0.2674
0.367	86.0	9202	0.6372	0.2907	0.3688	0.8210	nan	0.7232	0.9394	0.7501	0.7990	0.3061	nan	0.3935	0.7348	0.9403	nan	0.5879	0.8308	0.5010	0.3721	nan	0.4360	0.9168	0.8514	0.9648	0.0355	0.3496	nan	0.6224	0.8421	0.5220	0.5627	0.2552	nan	0.2826	0.4371	0.7691	nan	0.3584	0.6679	0.3430	0.2828	nan	0.2874	0.8289	0.7338	0.9221	0.0333	0.2610
0.3734	87.0	9309	0.6538	0.2881	0.3700	0.8167	nan	0.6983	0.9269	0.7606	0.8424	0.2978	nan	0.3835	0.7200	0.9319	nan	0.6134	0.8043	0.5449	0.3589	nan	0.4461	0.9303	0.8592	0.9686	0.0279	0.3541	nan	0.5999	0.8406	0.4925	0.5384	0.2517	nan	0.2822	0.4360	0.7801	nan	0.3487	0.6670	0.3561	0.2750	nan	0.2874	0.8269	0.7385	0.9218	0.0265	0.2623
0.3797	88.0	9416	0.6392	0.2890	0.3680	0.8199	nan	0.7156	0.9303	0.7574	0.8350	0.2962	nan	0.3755	0.6916	0.9327	nan	0.6016	0.8332	0.5229	0.3706	nan	0.4300	0.9256	0.8609	0.9661	0.0317	0.3311	nan	0.6087	0.8444	0.4905	0.5576	0.2512	nan	0.2794	0.4313	0.7791	nan	0.3525	0.6693	0.3464	0.2822	nan	0.2894	0.8312	0.7417	0.9224	0.0296	0.2515
0.3523	89.0	9523	0.6469	0.2897	0.3722	0.8184	nan	0.7119	0.9295	0.7567	0.8261	0.2994	nan	0.4019	0.7163	0.9297	nan	0.6151	0.8100	0.5601	0.3879	nan	0.4416	0.9203	0.8690	0.9635	0.0294	0.3684	nan	0.6092	0.8420	0.4933	0.5567	0.2535	nan	0.2870	0.4330	0.7788	nan	0.3519	0.6688	0.3612	0.2803	nan	0.2923	0.8258	0.7304	0.9239	0.0275	0.2654
0.3429	90.0	9630	0.6468	0.2901	0.3704	0.8205	nan	0.7147	0.9285	0.7542	0.8221	0.3092	nan	0.4025	0.7163	0.9350	nan	0.6058	0.8212	0.5217	0.3724	nan	0.4352	0.9360	0.8676	0.9629	0.0307	0.3475	nan	0.6147	0.8444	0.5084	0.5590	0.2577	nan	0.2873	0.4320	0.7710	nan	0.3492	0.6660	0.3474	0.2753	nan	0.2899	0.8323	0.7498	0.9232	0.0286	0.2584
0.3451	91.0	9737	0.6492	0.2896	0.3704	0.8192	nan	0.7044	0.9406	0.7545	0.8163	0.3028	nan	0.3806	0.7114	0.9401	nan	0.6080	0.8004	0.5398	0.3826	nan	0.4569	0.9192	0.8498	0.9683	0.0307	0.3752	nan	0.6068	0.8430	0.5136	0.5503	0.2537	nan	0.2804	0.4304	0.7727	nan	0.3453	0.6691	0.3585	0.2814	nan	0.2878	0.8300	0.7354	0.9227	0.0290	0.2686
0.3414	92.0	9844	0.6469	0.2899	0.3693	0.8197	nan	0.7151	0.9353	0.7561	0.8221	0.3113	nan	0.4008	0.6918	0.9382	nan	0.6002	0.8142	0.5216	0.3795	nan	0.4441	0.9201	0.8487	0.9681	0.0308	0.3497	nan	0.6108	0.8425	0.5082	0.5564	0.2581	nan	0.2868	0.4276	0.7752	nan	0.3509	0.6695	0.3499	0.2835	nan	0.2881	0.8308	0.7369	0.9221	0.0291	0.2613
0.3313	93.0	9951	0.6325	0.2907	0.3695	0.8223	nan	0.7376	0.9340	0.7604	0.8078	0.2869	nan	0.4028	0.6909	0.9377	nan	0.5972	0.8203	0.5104	0.3932	nan	0.4384	0.9290	0.8579	0.9618	0.0288	0.3603	nan	0.6219	0.8456	0.5104	0.5710	0.2444	nan	0.2881	0.4244	0.7735	nan	0.3474	0.6687	0.3457	0.2859	nan	0.2898	0.8328	0.7464	0.9233	0.0272	0.2651
0.3479	93.4579	10000	0.6392	0.2886	0.3681	0.8204	nan	0.7238	0.9385	0.7581	0.8054	0.3003	nan	0.3967	0.6829	0.9452	nan	0.6017	0.8226	0.5230	0.3548	nan	0.4428	0.9102	0.8618	0.9672	0.0271	0.3487	nan	0.6174	0.8440	0.5049	0.5664	0.2522	nan	0.2854	0.4224	0.7668	nan	0.3442	0.6692	0.3465	0.2751	nan	0.2844	0.8289	0.7310	0.9220	0.0257	0.2604

Framework versions

Transformers 4.46.0.dev0
Pytorch 2.4.1+cu118
Datasets 3.0.1
Tokenizers 0.20.0