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: 0.6297
Mean Iou: 0.2929
Mean Accuracy: 0.3596
Overall Accuracy: 0.8258
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.8004
Accuracy Flat-sidewalk: 0.9633
Accuracy Flat-crosswalk: 0.4712
Accuracy Flat-cyclinglane: 0.7162
Accuracy Flat-parkingdriveway: 0.2144
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.5198
Accuracy Human-person: 0.7283
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9294
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.8214
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8748
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.6330
Accuracy Construction-fenceguardrail: 0.5052
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.3136
Accuracy Object-trafficsign: 0.0060
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9049
Accuracy Nature-terrain: 0.8358
Accuracy Sky: 0.9535
Accuracy Void-ground: 0.0048
Accuracy Void-dynamic: 0.0047
Accuracy Void-static: 0.3048
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7100
Iou Flat-sidewalk: 0.8352
Iou Flat-crosswalk: 0.4607
Iou Flat-cyclinglane: 0.6011
Iou Flat-parkingdriveway: 0.1991
Iou Flat-railtrack: nan
Iou Flat-curb: 0.3290
Iou Human-person: 0.4932
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8095
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.6046
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.6769
Iou Construction-door: 0.0
Iou Construction-wall: 0.4285
Iou Construction-fenceguardrail: 0.3652
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.1997
Iou Object-trafficsign: 0.0060
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8243
Iou Nature-terrain: 0.6989
Iou Sky: 0.9067
Iou Void-ground: 0.0047
Iou Void-dynamic: 0.0047
Iou Void-static: 0.2153
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 OptimizerNames.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-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Object-pole	Accuracy Object-trafficsign	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-ground	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-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Object-pole	Iou Object-trafficsign	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-ground	Iou Void-dynamic	Iou Void-static
2.5565	1.0	107	1.8838	0.1272	0.1730	0.6818	nan	0.6932	0.8986	0.0	0.3671	0.0008	nan	0.0000	0.0	0.8123	0.0	0.8576	0.0000	0.0	nan	0.0	0.0	0.9332	0.3254	0.6465	0.0	0.0	0.0	nan	0.4939	0.7016	0.0	0.3299	0.0008	nan	0.0000	0.0	0.5731	0.0	0.4411	0.0000	0.0	nan	0.0	0.0	0.6493	0.2588	0.6212	0.0	0.0	0.0
1.7644	2.0	214	1.4830	0.1399	0.1919	0.6942	nan	0.5568	0.9143	0.0	0.5871	0.0001	nan	0.0	0.0	0.8435	0.0	0.8034	0.0	0.0	nan	0.0	0.0	0.8453	0.8075	0.7814	0.0	0.0	0.0	nan	0.4564	0.6985	0.0	0.4369	0.0001	nan	0.0	0.0	0.5500	0.0	0.4840	0.0	0.0	nan	0.0	0.0	0.6407	0.4543	0.7552	0.0	0.0	0.0
1.4326	3.0	321	1.2651	0.1493	0.1951	0.7182	nan	0.6445	0.9383	0.0	0.5720	0.0002	nan	0.0	0.0	0.8304	0.0	0.8159	0.0000	0.0	nan	0.0	0.0	0.9081	0.7158	0.8180	0.0	0.0	0.0	nan	0.5158	0.7107	0.0	0.4722	0.0002	nan	0.0	0.0	0.6108	0.0	0.4951	0.0000	0.0	nan	0.0	0.0	0.6892	0.5192	0.7640	0.0	0.0	0.0
1.2201	4.0	428	1.2010	0.1471	0.1892	0.7147	nan	0.5865	0.9528	0.0	0.5445	0.0072	nan	0.0000	0.0	0.8174	0.0	0.8320	0.0017	0.0	nan	0.0	0.0	0.9412	0.5525	0.8198	0.0	0.0	0.0	nan	0.5100	0.7018	0.0	0.4617	0.0072	nan	0.0000	0.0	0.6138	0.0	0.5045	0.0017	0.0	nan	0.0	0.0	0.6711	0.4545	0.7802	0.0	0.0	0.0
1.1359	5.0	535	1.1091	0.1548	0.1968	0.7237	nan	0.5538	0.9723	0.0	0.5563	0.0079	nan	0.0029	0.0	0.8584	0.0	0.8452	0.0560	0.0	nan	0.0001	0.0	0.9063	0.6884	0.8489	0.0	0.0	0.0	nan	0.5115	0.6908	0.0	0.4910	0.0079	nan	0.0028	0.0	0.6093	0.0	0.5192	0.0546	0.0	nan	0.0001	0.0	0.7214	0.5415	0.8050	0.0	0.0	0.0
1.0611	6.0	642	1.0885	0.1564	0.2104	0.7130	nan	0.5353	0.9511	0.0	0.6651	0.0604	nan	0.0354	0.0000	0.9008	0.0	0.8423	0.2725	0.0	nan	0.0161	0.0	0.7434	0.8266	0.8851	0.0	0.0	0.0	nan	0.4839	0.7290	0.0	0.4586	0.0574	nan	0.0326	0.0000	0.5904	0.0	0.5431	0.2358	0.0	nan	0.0159	0.0	0.6294	0.4034	0.8261	0.0	0.0	0.0
0.9631	7.0	749	1.0313	0.1667	0.2079	0.7343	nan	0.5754	0.9795	0.0	0.5826	0.0721	nan	0.0514	0.0274	0.9094	0.0	0.8380	0.1835	0.0	nan	0.0344	0.0	0.8942	0.6798	0.8241	0.0	0.0	0.0012	nan	0.5306	0.7034	0.0	0.5279	0.0699	nan	0.0427	0.0271	0.6116	0.0	0.5308	0.1645	0.0	nan	0.0334	0.0	0.7409	0.5570	0.7945	0.0	0.0	0.0012
0.9294	8.0	856	0.9461	0.1763	0.2286	0.7468	nan	0.7537	0.9259	0.0326	0.6606	0.1011	nan	0.3212	0.0975	0.8333	0.0	0.9074	0.0816	0.0	nan	0.0731	0.0	0.8269	0.8523	0.8442	0.0	0.0	0.0046	nan	0.6137	0.7825	0.0325	0.5282	0.0955	nan	0.2005	0.0951	0.6452	0.0	0.5204	0.0761	0.0	nan	0.0620	0.0	0.6857	0.4925	0.8086	0.0	0.0	0.0046
0.8491	9.0	963	0.9302	0.1864	0.2390	0.7447	nan	0.5994	0.9372	0.0129	0.7073	0.1582	nan	0.1150	0.4086	0.9219	0.0	0.8860	0.3437	0.0	nan	0.0850	0.0	0.8691	0.7155	0.8817	0.0	0.0	0.0069	nan	0.5310	0.7538	0.0124	0.4623	0.1407	nan	0.0900	0.3122	0.6190	0.0	0.5555	0.2641	0.0	nan	0.0740	0.0	0.7524	0.5636	0.8266	0.0	0.0	0.0069
0.7769	10.0	1070	0.9143	0.1905	0.2464	0.7488	nan	0.6899	0.9692	0.0120	0.6031	0.1250	nan	0.2256	0.4334	0.8844	0.0	0.8355	0.5018	0.0	nan	0.1343	0.0	0.8014	0.8184	0.8499	0.0	0.0	0.0004	nan	0.6134	0.7548	0.0116	0.5338	0.1139	nan	0.1675	0.3226	0.6704	0.0	0.5751	0.2832	0.0	nan	0.0894	0.0	0.6800	0.4665	0.8148	0.0	0.0	0.0004
0.8374	11.0	1177	0.8853	0.1993	0.2538	0.7594	nan	0.6395	0.9460	0.0241	0.6975	0.1283	nan	0.3153	0.5084	0.8735	0.0	0.8884	0.4334	0.0	nan	0.1427	0.0	0.9023	0.7541	0.8664	0.0	0.0	0.0024	nan	0.5706	0.7705	0.0233	0.5077	0.1190	nan	0.1861	0.3377	0.6799	0.0	0.5610	0.3211	0.0	nan	0.0972	0.0	0.7606	0.6134	0.8269	0.0	0.0	0.0024
0.8151	12.0	1284	0.9141	0.1958	0.2615	0.7413	nan	0.6995	0.8587	0.0352	0.7172	0.1335	nan	0.3476	0.7067	0.9214	0.0	0.8852	0.3175	0.0	nan	0.1930	0.0	0.8980	0.7540	0.8889	0.0	0.0	0.0108	nan	0.5588	0.7525	0.0333	0.3940	0.1257	nan	0.2231	0.3654	0.6425	0.0	0.5591	0.2359	0.0	nan	0.1050	0.0	0.7748	0.6428	0.8407	0.0	0.0	0.0106
0.7368	13.0	1391	0.8607	0.2030	0.2690	0.7542	nan	0.6060	0.9280	0.1386	0.7531	0.1749	nan	0.2559	0.6755	0.9048	0.0	0.7460	0.5692	0.0003	nan	0.2059	0.0	0.9326	0.7952	0.8920	0.0	0.0	0.0311	nan	0.5374	0.7826	0.1363	0.4381	0.1572	nan	0.1845	0.3425	0.6820	0.0	0.5866	0.2934	0.0003	nan	0.0948	0.0	0.7444	0.6440	0.8435	0.0	0.0	0.0298
0.7038	14.0	1498	0.8353	0.2104	0.2781	0.7599	nan	0.6513	0.9134	0.1724	0.6884	0.1492	nan	0.5254	0.6751	0.9077	0.0	0.8358	0.5578	0.0003	nan	0.2444	0.0	0.9298	0.7273	0.8962	0.0	0.0	0.0233	nan	0.5785	0.7745	0.1719	0.4763	0.1400	nan	0.2149	0.3733	0.6725	0.0	0.6090	0.3428	0.0003	nan	0.1124	0.0	0.7687	0.6270	0.8478	0.0	0.0	0.0227
0.6926	15.0	1605	0.8354	0.2074	0.2714	0.7661	nan	0.6410	0.9710	0.0161	0.6033	0.1571	nan	0.3485	0.7059	0.8961	0.0	0.8254	0.5847	0.0066	nan	0.2544	0.0	0.8883	0.8291	0.8986	0.0	0.0	0.0602	nan	0.6033	0.7540	0.0161	0.5123	0.1461	nan	0.2317	0.3277	0.7171	0.0	0.6034	0.3078	0.0066	nan	0.1211	0.0	0.7730	0.6117	0.8493	0.0	0.0	0.0558
0.6676	16.0	1712	0.8249	0.2129	0.2782	0.7731	nan	0.7120	0.9583	0.1036	0.6123	0.1253	nan	0.4497	0.5784	0.9045	0.0	0.8378	0.6756	0.0110	nan	0.2809	0.0	0.8889	0.8110	0.8884	0.0	0.0	0.0636	nan	0.6434	0.7787	0.1032	0.5026	0.1172	nan	0.2513	0.3594	0.7043	0.0	0.6248	0.3111	0.0110	nan	0.1201	0.0	0.7856	0.6002	0.8434	0.0	0.0	0.0581
0.6752	17.0	1819	0.8704	0.2012	0.2701	0.7459	nan	0.4815	0.9688	0.0	0.6600	0.1422	nan	0.3344	0.7046	0.8997	0.0	0.7749	0.6275	0.0670	nan	0.2937	0.0	0.8755	0.8529	0.8517	0.0	0.0	0.1075	nan	0.4528	0.7552	0.0	0.4735	0.1318	nan	0.2094	0.3776	0.7047	0.0	0.5790	0.2884	0.0656	nan	0.1197	0.0	0.7708	0.5955	0.8261	0.0	0.0	0.0883
0.6867	18.0	1926	0.7977	0.2264	0.3031	0.7720	nan	0.7397	0.9390	0.3989	0.6474	0.2026	nan	0.5090	0.7607	0.9183	0.0	0.7601	0.6432	0.0622	nan	0.3279	0.0	0.8458	0.8386	0.9151	0.0	0.0	0.1903	nan	0.6397	0.7955	0.3905	0.5341	0.1835	nan	0.2458	0.3240	0.6992	0.0	0.6140	0.3267	0.0608	nan	0.1209	0.0	0.7533	0.5618	0.8610	0.0	0.0	0.1355
0.6236	19.0	2033	0.7725	0.2190	0.2824	0.7820	nan	0.7190	0.9591	0.0210	0.6507	0.2134	nan	0.4864	0.6949	0.9195	0.0	0.8792	0.5923	0.0600	nan	0.2482	0.0	0.8962	0.7251	0.8854	0.0	0.0	0.0874	nan	0.6419	0.7951	0.0210	0.5324	0.1888	nan	0.2758	0.3718	0.6722	0.0	0.6065	0.3307	0.0588	nan	0.1529	0.0	0.7948	0.6410	0.8459	0.0	0.0	0.0794
0.63	20.0	2140	0.8213	0.2134	0.2805	0.7689	nan	0.6051	0.9654	0.0090	0.6544	0.1491	nan	0.4580	0.7383	0.9224	0.0	0.8605	0.5501	0.1268	nan	0.2548	0.0	0.8692	0.8120	0.9234	0.0	0.0	0.0757	nan	0.5470	0.7680	0.0090	0.5494	0.1403	nan	0.2422	0.3267	0.6912	0.0	0.6155	0.3247	0.1200	nan	0.1417	0.0	0.7858	0.6357	0.8641	0.0	0.0	0.0688
0.6119	21.0	2247	0.7589	0.2274	0.2883	0.7836	nan	0.7100	0.9697	0.2779	0.6477	0.1339	nan	0.3964	0.7248	0.9326	0.0	0.8461	0.5579	0.0820	nan	0.2620	0.0	0.9028	0.7606	0.9107	0.0	0.0	0.1120	nan	0.6250	0.7785	0.2740	0.5538	0.1256	nan	0.2519	0.3605	0.6799	0.0	0.6401	0.3767	0.0805	nan	0.1353	0.0	0.7934	0.6407	0.8628	0.0	0.0	0.0981
0.6284	22.0	2354	0.7927	0.2282	0.3036	0.7731	nan	0.6514	0.9547	0.2278	0.7163	0.2003	nan	0.4578	0.7398	0.9445	0.0	0.7262	0.6188	0.3202	nan	0.3234	0.0	0.8571	0.8353	0.9350	0.0	0.0	0.2055	nan	0.5966	0.7913	0.2274	0.5423	0.1776	nan	0.2492	0.3360	0.6675	0.0	0.5991	0.3075	0.2623	nan	0.1441	0.0	0.7768	0.5994	0.8690	0.0	0.0	0.1579
0.6073	23.0	2461	0.7907	0.2305	0.2990	0.7711	nan	0.6150	0.9175	0.5251	0.7614	0.1551	nan	0.5189	0.7438	0.9251	0.0	0.9020	0.4874	0.0958	nan	0.2090	0.0	0.9015	0.7573	0.8878	0.0	0.0	0.1642	nan	0.5594	0.7997	0.5079	0.4718	0.1397	nan	0.2551	0.3394	0.6969	0.0	0.5938	0.3269	0.0940	nan	0.1512	0.0	0.7997	0.6578	0.8520	0.0	0.0	0.1293
0.5661	24.0	2568	0.7352	0.2363	0.3047	0.7914	nan	0.7788	0.9536	0.2224	0.6164	0.1762	nan	0.4948	0.7805	0.9115	0.0009	0.8698	0.5900	0.2328	nan	0.2683	0.0	0.8716	0.8481	0.9289	0.0	0.0	0.2053	nan	0.6694	0.7982	0.2222	0.5502	0.1648	nan	0.2626	0.3120	0.7227	0.0009	0.6329	0.3843	0.2159	nan	0.1593	0.0	0.7976	0.6497	0.8708	0.0	0.0	0.1492
0.5789	25.0	2675	0.7466	0.2431	0.3145	0.7869	nan	0.7407	0.9391	0.5975	0.6961	0.2126	nan	0.5323	0.6709	0.9415	0.0125	0.8580	0.6755	0.2546	nan	0.2419	0.0	0.8492	0.7687	0.9312	0.0	0.0	0.1406	nan	0.6538	0.8088	0.5406	0.5329	0.1835	nan	0.2677	0.3678	0.6779	0.0125	0.6365	0.3411	0.2209	nan	0.1566	0.0	0.7804	0.6049	0.8747	0.0	0.0	0.1180
0.5808	26.0	2782	0.7188	0.2439	0.3098	0.7945	nan	0.7410	0.9593	0.3050	0.6517	0.2082	nan	0.4879	0.7308	0.9191	0.0090	0.8823	0.5455	0.3617	nan	0.3246	0.0	0.8758	0.8374	0.9097	0.0	0.0	0.1651	nan	0.6644	0.8080	0.3031	0.5538	0.1889	nan	0.2630	0.3549	0.7112	0.0090	0.6316	0.4013	0.3010	nan	0.1550	0.0	0.7986	0.6620	0.8713	0.0	0.0	0.1277
0.5774	27.0	2889	0.7247	0.2356	0.3004	0.7887	nan	0.6998	0.9457	0.0622	0.6830	0.2094	nan	0.5468	0.6952	0.9064	0.0157	0.8850	0.5716	0.3403	nan	0.2551	0.0	0.9049	0.7719	0.9338	0.0	0.0	0.1861	nan	0.6090	0.8063	0.0608	0.5563	0.1883	nan	0.2495	0.3777	0.7158	0.0156	0.6242	0.3732	0.2903	nan	0.1688	0.0	0.8092	0.6730	0.8787	0.0	0.0	0.1411
0.5751	28.0	2996	0.7120	0.2382	0.3038	0.7937	nan	0.7803	0.9298	0.1881	0.7145	0.2564	nan	0.5167	0.6872	0.9028	0.0318	0.9119	0.5898	0.1659	nan	0.2807	0.0	0.8912	0.7480	0.9153	0.0	0.0	0.2097	nan	0.6370	0.8290	0.1869	0.5792	0.2093	nan	0.2628	0.3861	0.7202	0.0317	0.6220	0.3516	0.1571	nan	0.1706	0.0	0.8073	0.6518	0.8727	0.0	0.0	0.1483
0.5489	29.0	3103	0.7050	0.2435	0.3095	0.7946	nan	0.7697	0.9593	0.1896	0.6409	0.1591	nan	0.5106	0.7351	0.9249	0.0629	0.8394	0.6649	0.3620	nan	0.2608	0.0	0.8951	0.7704	0.9149	0.0	0.0	0.2454	nan	0.6636	0.8012	0.1891	0.5798	0.1441	nan	0.2733	0.3680	0.7113	0.0626	0.6276	0.3684	0.3201	nan	0.1595	0.0	0.8118	0.6707	0.8747	0.0	0.0	0.1676
0.5323	30.0	3210	0.6836	0.2560	0.3181	0.8053	nan	0.8386	0.9277	0.4346	0.7502	0.2416	nan	0.5018	0.6759	0.9264	0.0552	0.9099	0.5849	0.3001	nan	0.2427	0.0	0.8830	0.7678	0.9237	0.0	0.0	0.2158	nan	0.6724	0.8348	0.4299	0.6086	0.2123	nan	0.2918	0.4087	0.7041	0.0549	0.6115	0.3907	0.2775	nan	0.1813	0.0	0.8093	0.6682	0.8753	0.0	0.0	0.1609
0.5337	31.0	3317	0.7222	0.2557	0.3213	0.7940	nan	0.6435	0.9511	0.4496	0.7192	0.2059	nan	0.5082	0.7368	0.9306	0.2006	0.8789	0.5976	0.3560	nan	0.2875	0.0	0.9261	0.7413	0.9206	0.0	0.0	0.2285	nan	0.5876	0.8102	0.4469	0.5636	0.1802	nan	0.2729	0.3919	0.7141	0.1961	0.6447	0.3866	0.3140	nan	0.1750	0.0	0.8066	0.6443	0.8785	0.0	0.0	0.1676
0.5096	32.0	3424	0.7235	0.2405	0.3107	0.7878	nan	0.7511	0.9167	0.0530	0.7570	0.1575	nan	0.5151	0.7199	0.9448	0.1812	0.8549	0.6291	0.2951	nan	0.3045	0.0	0.8934	0.7953	0.9166	0.0	0.0	0.2574	nan	0.6103	0.8126	0.0529	0.5218	0.1455	nan	0.2706	0.4143	0.6916	0.1761	0.6446	0.3657	0.2681	nan	0.1797	0.0	0.8126	0.6731	0.8746	0.0	0.0	0.1821
0.4989	33.0	3531	0.7000	0.2482	0.3189	0.7976	nan	0.7541	0.9550	0.1041	0.6932	0.1825	nan	0.5404	0.7607	0.9323	0.2735	0.8561	0.6756	0.3691	nan	0.2699	0.0	0.8675	0.8250	0.9281	0.0	0.0	0.2182	nan	0.6370	0.8268	0.1041	0.5758	0.1657	nan	0.2740	0.3858	0.7387	0.2661	0.6492	0.3570	0.3091	nan	0.1774	0.0	0.7956	0.6457	0.8813	0.0	0.0	0.1524
0.5074	34.0	3638	0.7220	0.2546	0.3191	0.7932	nan	0.6925	0.9414	0.4255	0.7444	0.1977	nan	0.4455	0.6936	0.9298	0.3263	0.8706	0.5402	0.2735	nan	0.2700	0.0	0.8941	0.8213	0.9423	0.0	0.0	0.2027	nan	0.5980	0.8223	0.4189	0.5067	0.1791	nan	0.2704	0.4057	0.7359	0.3145	0.6486	0.3525	0.2478	nan	0.1703	0.0	0.7899	0.6486	0.8849	0.0	0.0	0.1532
0.506	35.0	3745	0.7101	0.2623	0.3306	0.7994	nan	0.7510	0.9541	0.3368	0.7027	0.1067	nan	0.5455	0.7866	0.8987	0.4487	0.8994	0.6046	0.4153	nan	0.2981	0.0	0.8662	0.7701	0.9401	0.0	0.0	0.2558	nan	0.6399	0.8109	0.3341	0.5832	0.1041	nan	0.2741	0.3662	0.7705	0.4282	0.6429	0.3924	0.3375	nan	0.1826	0.0	0.8101	0.6615	0.8839	0.0	0.0	0.1726
0.4974	36.0	3852	0.6892	0.2666	0.3344	0.8021	nan	0.7400	0.9502	0.3603	0.7391	0.2137	nan	0.5390	0.6603	0.9215	0.4452	0.8493	0.6732	0.4410	nan	0.2709	0.0	0.8618	0.8338	0.9433	0.0	0.0	0.2596	nan	0.6453	0.8234	0.3577	0.5773	0.1947	nan	0.2765	0.4486	0.7557	0.4046	0.6559	0.3840	0.3410	nan	0.1758	0.0	0.7928	0.6346	0.8871	0.0	0.0	0.1756
0.5042	37.0	3959	0.6680	0.2651	0.3319	0.8027	nan	0.8203	0.9325	0.1758	0.6467	0.2072	nan	0.5202	0.7588	0.9434	0.5649	0.8512	0.4819	0.4499	nan	0.2789	0.0	0.9034	0.7872	0.9400	0.0	0.0	0.3572	nan	0.6365	0.8205	0.1739	0.5407	0.1879	nan	0.2672	0.4067	0.7445	0.4937	0.6618	0.3962	0.3571	nan	0.1834	0.0	0.8211	0.6859	0.8908	0.0	0.0	0.2146
0.502	38.0	4066	0.7192	0.2524	0.3221	0.7953	nan	0.6859	0.9675	0.0459	0.6980	0.2328	nan	0.4544	0.7614	0.9612	0.4864	0.7917	0.6390	0.3999	nan	0.2842	0.0	0.8854	0.8265	0.9367	0.0	0.0	0.2515	nan	0.6293	0.8050	0.0459	0.5611	0.2030	nan	0.2809	0.4045	0.6926	0.4135	0.6419	0.3799	0.3260	nan	0.1741	0.0	0.7968	0.6515	0.8882	0.0	0.0	0.1839
0.4616	39.0	4173	0.6875	0.2751	0.3483	0.8004	nan	0.6938	0.9430	0.4645	0.7290	0.2696	nan	0.5219	0.7297	0.9410	0.6319	0.7956	0.6382	0.4526	nan	0.3294	0.0	0.8950	0.8266	0.9433	0.0	0.0	0.3404	nan	0.6353	0.8155	0.4557	0.5445	0.2292	nan	0.2880	0.4363	0.7411	0.5345	0.6431	0.3672	0.3332	nan	0.1930	0.0	0.7989	0.6680	0.8942	0.0	0.0	0.2269
0.4733	40.0	4280	0.6510	0.2752	0.3458	0.8108	nan	0.8269	0.9258	0.3959	0.7434	0.2486	nan	0.5481	0.7286	0.9456	0.5853	0.8392	0.6193	0.4265	nan	0.2699	0.0	0.8884	0.8603	0.9350	0.0	0.0	0.2794	nan	0.6758	0.8325	0.3952	0.5994	0.2220	nan	0.2838	0.4400	0.7427	0.4796	0.6586	0.3939	0.3469	nan	0.1747	0.0	0.8055	0.6625	0.8900	0.0	0.0	0.2019
0.4839	41.0	4387	0.6717	0.2842	0.3597	0.8063	nan	0.8178	0.9363	0.7433	0.6516	0.3091	nan	0.5582	0.7218	0.9284	0.6395	0.7794	0.6332	0.5128	nan	0.2980	0.0	0.8688	0.8530	0.9358	0.0	0.0	0.3249	nan	0.7034	0.8218	0.6948	0.5975	0.2646	nan	0.2888	0.4307	0.7605	0.5446	0.6371	0.3441	0.3399	nan	0.1822	0.0	0.7745	0.6114	0.8924	0.0	0.0	0.2076
0.4741	42.0	4494	0.6555	0.2723	0.3478	0.8101	nan	0.8224	0.9507	0.3326	0.6420	0.2448	nan	0.5310	0.7877	0.9443	0.6679	0.8239	0.6671	0.4696	nan	0.2582	0.0	0.8699	0.8496	0.9466	0.0	0.0	0.3222	nan	0.6730	0.8408	0.3310	0.5545	0.2161	nan	0.3117	0.4068	0.7552	0.5258	0.6562	0.3674	0.3349	nan	0.1788	0.0	0.8001	0.6568	0.8924	0.0	0.0	0.2130
0.4699	43.0	4601	0.6841	0.2779	0.3493	0.8082	nan	0.7758	0.9409	0.6792	0.7236	0.1725	nan	0.5079	0.7429	0.9389	0.6623	0.8784	0.6095	0.4589	nan	0.2494	0.0	0.8831	0.8390	0.9219	0.0	0.0	0.1943	nan	0.6722	0.8286	0.6261	0.5671	0.1631	nan	0.2832	0.4441	0.7530	0.5196	0.6461	0.3675	0.3458	nan	0.1749	0.0	0.8003	0.6576	0.8850	0.0	0.0	0.1590
0.4377	44.0	4708	0.6579	0.2778	0.3449	0.8083	nan	0.7807	0.9589	0.4704	0.6525	0.1749	nan	0.4866	0.7554	0.9181	0.6386	0.8515	0.6399	0.4680	nan	0.2647	0.0	0.8866	0.8083	0.9523	0.0	0.0	0.3291	nan	0.6627	0.8150	0.4624	0.5769	0.1645	nan	0.2922	0.4192	0.7743	0.5471	0.6424	0.3933	0.3736	nan	0.1837	0.0	0.8149	0.6755	0.8907	0.0	0.0	0.2028
0.4744	45.0	4815	0.6695	0.2771	0.3427	0.8116	nan	0.8309	0.9610	0.3777	0.6296	0.1631	nan	0.5356	0.7308	0.9261	0.6655	0.8233	0.6235	0.4969	nan	0.2593	0.0	0.8947	0.8151	0.9555	0.0	0.0	0.2776	nan	0.7001	0.8150	0.3770	0.5818	0.1577	nan	0.3003	0.4494	0.7889	0.5662	0.6534	0.3960	0.3689	nan	0.1759	0.0	0.7988	0.6538	0.8943	0.0	0.0	0.1909
0.4376	46.0	4922	0.6633	0.2746	0.3433	0.8122	nan	0.8406	0.9530	0.3039	0.6372	0.1750	nan	0.5419	0.7676	0.9318	0.6278	0.8607	0.5878	0.5106	nan	0.2663	0.0	0.8724	0.8578	0.9545	0.0	0.0	0.2955	nan	0.6836	0.8256	0.3029	0.5804	0.1625	nan	0.3164	0.4239	0.7764	0.5418	0.6753	0.4208	0.3602	nan	0.1821	0.0	0.7969	0.6382	0.8967	0.0	0.0	0.2024
0.4318	47.0	5029	0.6436	0.2805	0.3477	0.8103	nan	0.7274	0.9586	0.4631	0.6929	0.2524	nan	0.4785	0.7706	0.9447	0.6925	0.8357	0.6234	0.4253	nan	0.2606	0.0	0.9091	0.8274	0.9414	0.0	0.0	0.3227	nan	0.6731	0.8137	0.4617	0.5423	0.2172	nan	0.2943	0.4254	0.7679	0.5617	0.6599	0.3945	0.3600	nan	0.1821	0.0	0.8183	0.6900	0.8973	0.0	0.0	0.2175
0.4559	48.0	5136	0.6508	0.2803	0.3507	0.8144	nan	0.7745	0.9560	0.4166	0.7040	0.2157	nan	0.5692	0.7530	0.9373	0.6888	0.8106	0.6649	0.4369	nan	0.2745	0.0	0.9131	0.8182	0.9493	0.0	0.0	0.3405	nan	0.6801	0.8314	0.4156	0.5803	0.1938	nan	0.3124	0.4289	0.7753	0.5563	0.6549	0.3695	0.3510	nan	0.1853	0.0	0.8156	0.6964	0.8966	0.0	0.0	0.2277
0.4151	49.0	5243	0.6399	0.2874	0.3542	0.8188	nan	0.8082	0.9337	0.5068	0.7537	0.2093	nan	0.5891	0.7516	0.9199	0.6876	0.8679	0.5971	0.4467	nan	0.2710	0.0	0.9245	0.8109	0.9512	0.0	0.0	0.3039	nan	0.6913	0.8329	0.4996	0.5986	0.1911	nan	0.3050	0.4474	0.7978	0.5804	0.6677	0.4143	0.3687	nan	0.1901	0.0	0.8178	0.6910	0.8961	0.0	0.0	0.2063
0.4576	50.0	5350	0.6378	0.2927	0.3605	0.8176	nan	0.7686	0.9542	0.8059	0.7014	0.2371	nan	0.4593	0.7617	0.9291	0.7200	0.8701	0.6239	0.4808	nan	0.2644	0.0	0.9018	0.8311	0.9499	0.0	0.0	0.2751	nan	0.6934	0.8248	0.7459	0.5539	0.2051	nan	0.3073	0.4475	0.7953	0.5802	0.6679	0.3948	0.3653	nan	0.1852	0.0	0.8157	0.6837	0.8977	0.0	0.0	0.2013
0.4437	51.0	5457	0.6728	0.2672	0.3432	0.8076	nan	0.8070	0.9511	0.1247	0.7611	0.2052	nan	0.5002	0.7574	0.9461	0.7564	0.7896	0.6962	0.4484	nan	0.2946	0.0	0.8545	0.8204	0.9558	0.0	0.0	0.3135	nan	0.6790	0.8306	0.1245	0.6123	0.1865	nan	0.2905	0.4298	0.7687	0.5612	0.6303	0.3387	0.3459	nan	0.1933	0.0	0.7997	0.6498	0.8954	0.0	0.0	0.2156
0.4549	52.0	5564	0.6571	0.2684	0.3441	0.8024	nan	0.7798	0.9260	0.1018	0.7191	0.2291	nan	0.5653	0.7687	0.9323	0.7768	0.7800	0.6405	0.4200	nan	0.3106	0.0	0.9115	0.8463	0.9522	0.0	0.0	0.3528	nan	0.6577	0.8151	0.0987	0.5446	0.2023	nan	0.2958	0.4414	0.7804	0.5660	0.6393	0.3871	0.3553	nan	0.1916	0.0	0.8079	0.6797	0.8982	0.0	0.0	0.2269
0.4202	53.0	5671	0.6807	0.2781	0.3459	0.8111	nan	0.7273	0.9576	0.2905	0.7166	0.1989	nan	0.5734	0.7179	0.9158	0.7349	0.8329	0.6717	0.4336	nan	0.2928	0.0	0.9171	0.8397	0.9578	0.0	0.0	0.2896	nan	0.6516	0.8183	0.2901	0.5904	0.1821	nan	0.2909	0.4630	0.8038	0.5785	0.6548	0.3993	0.3578	nan	0.1951	0.0	0.8161	0.6986	0.8985	0.0	0.0	0.2112
0.4314	54.0	5778	0.6519	0.2790	0.3478	0.8128	nan	0.8470	0.9486	0.2807	0.6117	0.2185	nan	0.5160	0.7075	0.9250	0.8046	0.8496	0.5794	0.5259	nan	0.2938	0.0	0.8832	0.8609	0.9531	0.0	0.0	0.3234	nan	0.6731	0.8289	0.2803	0.5502	0.1960	nan	0.2990	0.4915	0.8001	0.5775	0.6634	0.4133	0.3745	nan	0.1942	0.0	0.8065	0.6617	0.8992	0.0	0.0	0.2192
0.4226	55.0	5885	0.6653	0.2754	0.3422	0.8147	nan	0.7662	0.9536	0.0720	0.7658	0.2342	nan	0.5096	0.7078	0.9312	0.7675	0.8557	0.6529	0.4549	nan	0.3111	0.0	0.8964	0.8226	0.9430	0.0	0.0	0.3048	nan	0.6732	0.8268	0.0718	0.6015	0.2079	nan	0.2934	0.4830	0.7943	0.6013	0.6628	0.4287	0.3671	nan	0.1910	0.0	0.8165	0.6822	0.8984	0.0	0.0	0.2124
0.3928	56.0	5992	0.6525	0.2795	0.3469	0.8166	nan	0.7683	0.9606	0.2261	0.7161	0.2139	nan	0.5582	0.7237	0.9230	0.7367	0.8756	0.6321	0.4867	nan	0.3138	0.0	0.8899	0.8375	0.9530	0.0	0.0	0.2868	nan	0.6841	0.8273	0.2187	0.5945	0.1952	nan	0.3151	0.4586	0.7973	0.6061	0.6640	0.4037	0.3723	nan	0.1965	0.0	0.8175	0.6867	0.8975	0.0	0.0	0.2079
0.4164	57.0	6099	0.6486	0.2743	0.3475	0.8154	nan	0.7800	0.9612	0.0674	0.7231	0.2534	nan	0.5279	0.7263	0.9284	0.8333	0.8399	0.6399	0.5145	nan	0.3068	0.0	0.8733	0.8497	0.9518	0.0	0.0	0.3443	nan	0.6827	0.8333	0.0674	0.6024	0.2273	nan	0.3110	0.4725	0.7892	0.5737	0.6563	0.3789	0.3750	nan	0.1959	0.0	0.8140	0.6746	0.8977	0.0	0.0	0.2266
0.392	58.0	6206	0.6388	0.2815	0.3513	0.8189	nan	0.7950	0.9574	0.2848	0.7208	0.2637	nan	0.5698	0.6639	0.9267	0.7970	0.8158	0.7073	0.4449	nan	0.3055	0.0	0.9072	0.8364	0.9411	0.0	0.0	0.3033	nan	0.6955	0.8398	0.2842	0.6152	0.2363	nan	0.3161	0.4610	0.8013	0.5958	0.6451	0.3550	0.3572	nan	0.1919	0.0	0.8165	0.6885	0.8991	0.0	0.0	0.2099
0.4088	59.0	6313	0.6507	0.2787	0.3500	0.8164	nan	0.8014	0.9584	0.1523	0.7118	0.2507	nan	0.5352	0.6976	0.9355	0.8055	0.8175	0.6717	0.5136	nan	0.3149	0.0	0.8818	0.8320	0.9559	0.0	0.0	0.3634	nan	0.7013	0.8278	0.1522	0.6082	0.2287	nan	0.3140	0.4729	0.7840	0.5934	0.6446	0.3784	0.3803	nan	0.1980	0.0	0.8173	0.6848	0.8992	0.0	0.0	0.2321
0.407	60.0	6420	0.6414	0.2809	0.3511	0.8192	nan	0.7839	0.9553	0.1839	0.7081	0.3085	nan	0.5491	0.7187	0.9278	0.7875	0.8476	0.6651	0.4756	nan	0.2996	0.0	0.8989	0.8465	0.9471	0.0	0.0	0.3313	nan	0.6866	0.8352	0.1826	0.5847	0.2744	nan	0.3256	0.4615	0.7981	0.5968	0.6611	0.3851	0.3640	nan	0.1939	0.0	0.8232	0.6933	0.9021	0.0	0.0	0.2208
0.4134	61.0	6527	0.6658	0.2776	0.3439	0.8161	nan	0.7634	0.9642	0.1280	0.6762	0.2000	nan	0.5700	0.7233	0.9302	0.7881	0.8653	0.6175	0.4735	nan	0.2804	0.0	0.9091	0.8495	0.9435	0.0	0.0	0.3231	nan	0.6911	0.8179	0.1241	0.5845	0.1839	nan	0.3210	0.4694	0.7951	0.6072	0.6648	0.4098	0.3786	nan	0.1952	0.0	0.8220	0.6898	0.9012	0.0	0.0	0.2263
0.3623	62.0	6634	0.6390	0.2817	0.3542	0.8172	nan	0.8064	0.9406	0.2171	0.7399	0.2161	nan	0.5448	0.7221	0.9325	0.8115	0.8415	0.6239	0.5103	nan	0.3285	0.0	0.9007	0.8424	0.9496	0.0	0.0	0.4054	nan	0.6834	0.8308	0.2150	0.5825	0.1978	nan	0.3096	0.4616	0.8019	0.5929	0.6777	0.4170	0.3822	nan	0.1963	0.0	0.8232	0.6917	0.9016	0.0	0.0	0.2500
0.3854	63.0	6741	0.6211	0.2867	0.3547	0.8252	nan	0.8109	0.9546	0.2655	0.7165	0.2500	nan	0.5512	0.7571	0.9424	0.8385	0.8686	0.6136	0.4765	nan	0.2939	0.0	0.9162	0.8292	0.9520	0.0	0.0	0.3143	nan	0.6979	0.8383	0.2633	0.6079	0.2200	nan	0.3225	0.4768	0.7902	0.5657	0.6808	0.4754	0.3793	nan	0.1970	0.0	0.8283	0.7036	0.9036	0.0	0.0	0.2227
0.3954	64.0	6848	0.6465	0.2883	0.3552	0.8229	nan	0.7949	0.9630	0.4691	0.7136	0.2230	nan	0.4965	0.7549	0.9150	0.7944	0.8602	0.6390	0.4937	nan	0.2936	0.0	0.9191	0.8137	0.9459	0.0	0.0002	0.2760	nan	0.6991	0.8289	0.4422	0.6124	0.2013	nan	0.3105	0.4541	0.8056	0.5747	0.6704	0.4348	0.3679	nan	0.1938	0.0	0.8217	0.7019	0.9029	0.0	0.0002	0.2026
0.3725	65.0	6955	0.6617	0.2857	0.3519	0.8167	nan	0.7184	0.9601	0.3717	0.7273	0.2240	nan	0.5535	0.6672	0.9243	0.7772	0.8804	0.6291	0.5109	nan	0.2906	0.0	0.9070	0.8324	0.9547	0.0	0.0002	0.3326	nan	0.6609	0.8231	0.3555	0.6055	0.1940	nan	0.3150	0.4601	0.8012	0.6155	0.6706	0.4303	0.3648	nan	0.1976	0.0	0.8216	0.6999	0.9024	0.0	0.0002	0.2247
0.3944	66.0	7062	0.6670	0.2781	0.3451	0.8142	nan	0.7537	0.9652	0.1498	0.6522	0.2194	nan	0.5337	0.7182	0.9442	0.8205	0.8686	0.6453	0.4680	nan	0.2952	0.0	0.9012	0.8301	0.9496	0.0	0.0	0.3272	nan	0.6759	0.8110	0.1476	0.5669	0.1929	nan	0.3266	0.4868	0.7849	0.5871	0.6798	0.4344	0.3656	nan	0.1979	0.0	0.8228	0.6900	0.9046	0.0	0.0	0.2262
0.3701	67.0	7169	0.6278	0.2890	0.3591	0.8211	nan	0.8151	0.9410	0.4236	0.7036	0.2926	nan	0.5642	0.7219	0.9442	0.8324	0.8478	0.6398	0.4701	nan	0.2845	0.0	0.9123	0.8414	0.9419	0.0	0.0	0.3146	nan	0.7019	0.8324	0.4132	0.5894	0.2536	nan	0.3198	0.4944	0.7830	0.5789	0.6731	0.4210	0.3587	nan	0.1933	0.0	0.8176	0.6945	0.9029	0.0	0.0	0.2191
0.384	68.0	7276	0.6518	0.2785	0.3512	0.8146	nan	0.7637	0.9499	0.2036	0.7163	0.2455	nan	0.5716	0.7288	0.9377	0.8152	0.8183	0.6882	0.4496	nan	0.3051	0.0	0.9117	0.8522	0.9557	0.0	0.0001	0.3245	nan	0.6703	0.8298	0.2028	0.5962	0.2188	nan	0.3075	0.4890	0.7946	0.5925	0.6633	0.3606	0.3477	nan	0.1975	0.0	0.8149	0.6950	0.9057	0.0	0.0001	0.2250
0.4064	69.0	7383	0.6651	0.2857	0.3544	0.8181	nan	0.7721	0.9586	0.4392	0.7384	0.1657	nan	0.5256	0.7551	0.9245	0.7851	0.8806	0.6104	0.4761	nan	0.3349	0.0	0.8914	0.8234	0.9568	0.0	0.0023	0.3000	nan	0.6908	0.8261	0.4264	0.5835	0.1559	nan	0.3196	0.4574	0.8052	0.6018	0.6766	0.4296	0.3600	nan	0.1976	0.0	0.8164	0.6806	0.9034	0.0	0.0023	0.2099
0.3799	70.0	7490	0.6494	0.2792	0.3452	0.8185	nan	0.7893	0.9597	0.1271	0.7121	0.2018	nan	0.5398	0.6933	0.9270	0.8252	0.8695	0.6415	0.4548	nan	0.2963	0.0	0.9030	0.8475	0.9360	0.0	0.0000	0.3219	nan	0.6925	0.8237	0.1268	0.6034	0.1816	nan	0.3289	0.4922	0.8000	0.5934	0.6721	0.4321	0.3583	nan	0.1958	0.0	0.8193	0.6918	0.9018	0.0	0.0000	0.2207
0.372	71.0	7597	0.6588	0.2882	0.3560	0.8166	nan	0.7006	0.9689	0.4640	0.7323	0.2457	nan	0.4995	0.7186	0.9306	0.8285	0.8599	0.6423	0.4959	nan	0.2999	0.0	0.8974	0.8395	0.9587	0.0	0.0	0.3110	nan	0.6437	0.8239	0.4536	0.5829	0.2114	nan	0.3211	0.4966	0.8080	0.5937	0.6770	0.4239	0.3564	nan	0.1944	0.0	0.8213	0.6926	0.9043	0.0	0.0	0.2174
0.3485	72.0	7704	0.6586	0.2776	0.3437	0.8193	nan	0.8043	0.9610	0.0949	0.6997	0.2198	nan	0.5094	0.6999	0.9346	0.8228	0.8699	0.6278	0.4600	nan	0.3136	0.0	0.8978	0.8439	0.9512	0.0	0.0	0.2888	nan	0.6837	0.8303	0.0948	0.6006	0.1999	nan	0.3215	0.4842	0.7985	0.5985	0.6745	0.4319	0.3611	nan	0.1898	0.0	0.8189	0.6862	0.9040	0.0	0.0	0.2047
0.3774	73.0	7811	0.6359	0.2908	0.3581	0.8238	nan	0.8060	0.9539	0.4937	0.7285	0.1984	nan	0.5334	0.7288	0.9263	0.8270	0.8978	0.6164	0.4897	nan	0.3239	0.0	0.9011	0.8349	0.9472	0.0	0.0	0.2505	nan	0.7005	0.8341	0.4853	0.5974	0.1854	nan	0.3265	0.4834	0.8071	0.5907	0.6686	0.4317	0.3656	nan	0.1977	0.0	0.8285	0.7105	0.9029	0.0	0.0	0.1903
0.3662	74.0	7918	0.6195	0.2901	0.3606	0.8236	nan	0.8250	0.9443	0.4397	0.7260	0.2552	nan	0.5420	0.7403	0.9372	0.8479	0.8551	0.6306	0.4866	nan	0.2936	0.0	0.9073	0.8442	0.9510	0.0	0.0	0.3131	nan	0.6956	0.8374	0.4358	0.5862	0.2313	nan	0.3288	0.4879	0.7959	0.5683	0.6829	0.4361	0.3559	nan	0.1949	0.0	0.8224	0.6957	0.9047	0.0	0.0	0.2219
0.3711	75.0	8025	0.6429	0.2907	0.3608	0.8229	nan	0.7910	0.9605	0.5360	0.7255	0.1902	nan	0.5101	0.7471	0.9299	0.8086	0.8696	0.6641	0.4735	nan	0.3083	0.0	0.8948	0.8487	0.9487	0.0025	0.0	0.3353	nan	0.7032	0.8354	0.5203	0.6026	0.1778	nan	0.3224	0.4786	0.8056	0.5984	0.6800	0.3953	0.3485	nan	0.2023	0.0	0.8168	0.6859	0.9046	0.0024	0.0	0.2238
0.3462	76.0	8132	0.6134	0.2948	0.3664	0.8268	nan	0.7994	0.9413	0.5234	0.7640	0.3409	nan	0.5733	0.7357	0.9330	0.8239	0.8675	0.6458	0.4864	nan	0.2960	0.0	0.9056	0.8486	0.9473	0.0019	0.0001	0.2922	nan	0.7017	0.8463	0.4996	0.6077	0.2977	nan	0.3383	0.4872	0.7973	0.5897	0.6817	0.4196	0.3484	nan	0.1950	0.0	0.8169	0.6898	0.9049	0.0018	0.0001	0.2099
0.3501	77.0	8239	0.6196	0.2909	0.3594	0.8263	nan	0.8324	0.9575	0.4449	0.7033	0.2118	nan	0.5429	0.7663	0.9303	0.8130	0.8663	0.6410	0.4806	nan	0.3105	0.0	0.9070	0.8422	0.9533	0.0	0.0003	0.2967	nan	0.7152	0.8339	0.4395	0.5971	0.1967	nan	0.3424	0.4626	0.8118	0.5921	0.6851	0.4348	0.3573	nan	0.1962	0.0	0.8257	0.7030	0.9052	0.0	0.0003	0.2106
0.3504	78.0	8346	0.6247	0.2922	0.3619	0.8247	nan	0.8006	0.9578	0.5332	0.7212	0.2136	nan	0.5429	0.7341	0.9289	0.8002	0.8618	0.6497	0.5024	nan	0.3099	0.0	0.9055	0.8445	0.9527	0.0033	0.0001	0.3181	nan	0.7070	0.8371	0.4919	0.5959	0.1987	nan	0.3374	0.4822	0.8088	0.6018	0.6794	0.4163	0.3502	nan	0.1966	0.0	0.8206	0.6979	0.9049	0.0033	0.0001	0.2206
0.3709	79.0	8453	0.6803	0.2818	0.3500	0.8166	nan	0.7629	0.9723	0.3020	0.6977	0.1991	nan	0.4933	0.7466	0.9353	0.8054	0.8670	0.6464	0.4921	nan	0.2991	0.0	0.8757	0.8284	0.9524	0.0	0.0022	0.3215	nan	0.6812	0.8240	0.2973	0.5912	0.1838	nan	0.3097	0.4756	0.8020	0.6098	0.6728	0.4096	0.3542	nan	0.2012	0.0	0.8114	0.6698	0.9051	0.0	0.0022	0.2171
0.3532	80.0	8560	0.6412	0.2815	0.3516	0.8215	nan	0.8034	0.9612	0.1927	0.6961	0.2207	nan	0.5446	0.7542	0.9325	0.8143	0.8510	0.6525	0.4994	nan	0.3074	0.0	0.9072	0.8406	0.9520	0.0007	0.0009	0.3195	nan	0.6997	0.8310	0.1914	0.6028	0.2025	nan	0.3294	0.4726	0.8045	0.5957	0.6790	0.3941	0.3501	nan	0.2035	0.0	0.8226	0.7003	0.9067	0.0007	0.0009	0.2204
0.3513	81.0	8667	0.6388	0.2895	0.3601	0.8227	nan	0.8165	0.9576	0.4547	0.7157	0.1742	nan	0.5641	0.7379	0.9286	0.8280	0.8690	0.6528	0.4827	nan	0.3254	0.0	0.8852	0.8476	0.9534	0.0	0.0007	0.3290	nan	0.7090	0.8337	0.4437	0.5928	0.1670	nan	0.3401	0.4856	0.8124	0.6017	0.6822	0.4042	0.3555	nan	0.2050	0.0	0.8166	0.6827	0.9063	0.0	0.0007	0.2232
0.3438	82.0	8774	0.6426	0.2911	0.3586	0.8234	nan	0.7734	0.9676	0.4843	0.7218	0.1995	nan	0.5135	0.7416	0.9261	0.8324	0.8715	0.6413	0.4855	nan	0.3109	0.0003	0.9030	0.8308	0.9539	0.0008	0.0026	0.3159	nan	0.6947	0.8323	0.4725	0.5955	0.1833	nan	0.3291	0.4860	0.8148	0.5984	0.6767	0.4125	0.3598	nan	0.2065	0.0003	0.8221	0.6988	0.9061	0.0008	0.0025	0.2237
0.3762	83.0	8881	0.6236	0.2928	0.3572	0.8255	nan	0.8097	0.9590	0.5049	0.7227	0.1915	nan	0.5247	0.7128	0.9251	0.8140	0.8951	0.6149	0.4820	nan	0.2984	0.0	0.9029	0.8431	0.9487	0.0	0.0008	0.2797	nan	0.7071	0.8352	0.4922	0.5990	0.1802	nan	0.3353	0.4960	0.8068	0.6066	0.6702	0.4386	0.3645	nan	0.2033	0.0	0.8218	0.6990	0.9062	0.0	0.0008	0.2079
0.3554	84.0	8988	0.6204	0.2926	0.3602	0.8258	nan	0.8356	0.9568	0.5143	0.7163	0.1900	nan	0.5317	0.7199	0.9423	0.8232	0.8502	0.6523	0.4924	nan	0.3046	0.0069	0.9066	0.8344	0.9574	0.0	0.0010	0.2895	nan	0.7124	0.8371	0.4980	0.6030	0.1783	nan	0.3335	0.4977	0.7987	0.6029	0.6769	0.4206	0.3576	nan	0.1979	0.0069	0.8219	0.6997	0.9064	0.0	0.0009	0.2132
0.3487	85.0	9095	0.6594	0.2896	0.3577	0.8209	nan	0.7672	0.9690	0.4642	0.7010	0.1993	nan	0.5182	0.7358	0.9356	0.8172	0.8631	0.6468	0.5110	nan	0.3199	0.0010	0.8948	0.8442	0.9519	0.0	0.0025	0.3044	nan	0.6970	0.8253	0.4511	0.5961	0.1825	nan	0.3255	0.4867	0.8036	0.6099	0.6744	0.4129	0.3571	nan	0.2032	0.0010	0.8216	0.6943	0.9073	0.0	0.0025	0.2136
0.3468	86.0	9202	0.6435	0.2907	0.3575	0.8235	nan	0.7826	0.9657	0.4728	0.7203	0.1937	nan	0.5081	0.7477	0.9356	0.8153	0.8529	0.6556	0.4829	nan	0.2799	0.0105	0.9134	0.8304	0.9586	0.0	0.0027	0.3115	nan	0.6985	0.8314	0.4648	0.5951	0.1789	nan	0.3240	0.4859	0.8046	0.6060	0.6771	0.4088	0.3645	nan	0.1973	0.0105	0.8227	0.6983	0.9058	0.0	0.0027	0.2240
0.3356	87.0	9309	0.6325	0.2915	0.3588	0.8239	nan	0.8079	0.9583	0.4851	0.7259	0.1781	nan	0.5302	0.7306	0.9335	0.8163	0.8729	0.6523	0.4900	nan	0.3063	0.0036	0.9002	0.8408	0.9509	0.0	0.0009	0.2984	nan	0.7024	0.8341	0.4787	0.5970	0.1693	nan	0.3268	0.4966	0.8092	0.6061	0.6782	0.4270	0.3659	nan	0.1994	0.0036	0.8213	0.6906	0.9072	0.0	0.0009	0.2148
0.3267	88.0	9416	0.6458	0.2922	0.3608	0.8224	nan	0.7689	0.9637	0.5278	0.7246	0.2057	nan	0.5207	0.7432	0.9444	0.8204	0.8583	0.6439	0.4994	nan	0.3088	0.0116	0.9025	0.8384	0.9534	0.0	0.0015	0.3079	nan	0.6970	0.8302	0.5031	0.5897	0.1866	nan	0.3228	0.4921	0.7972	0.6021	0.6772	0.4236	0.3668	nan	0.1998	0.0116	0.8244	0.6972	0.9072	0.0	0.0015	0.2199
0.3475	89.0	9523	0.6439	0.2929	0.3595	0.8235	nan	0.7797	0.9686	0.5232	0.7121	0.2060	nan	0.5025	0.7513	0.9309	0.8195	0.8753	0.6299	0.4862	nan	0.3016	0.0098	0.8929	0.8369	0.9597	0.0	0.0050	0.3119	nan	0.7043	0.8287	0.5034	0.5956	0.1887	nan	0.3236	0.4834	0.8078	0.6081	0.6746	0.4355	0.3693	nan	0.2003	0.0098	0.8218	0.6869	0.9045	0.0	0.0049	0.2200
0.3542	90.0	9630	0.6406	0.2932	0.3614	0.8235	nan	0.7847	0.9657	0.5082	0.7136	0.2246	nan	0.5308	0.7454	0.9361	0.8195	0.8771	0.6400	0.4947	nan	0.3222	0.0132	0.8829	0.8332	0.9605	0.0026	0.0041	0.3042	nan	0.7037	0.8325	0.4961	0.5978	0.2039	nan	0.3275	0.4864	0.8043	0.6095	0.6743	0.4320	0.3688	nan	0.2007	0.0132	0.8208	0.6869	0.9041	0.0026	0.0041	0.2135
0.3245	91.0	9737	0.6404	0.2923	0.3600	0.8244	nan	0.7975	0.9656	0.4968	0.7113	0.2049	nan	0.5296	0.7346	0.9382	0.8267	0.8748	0.6308	0.5084	nan	0.3184	0.0135	0.8915	0.8359	0.9555	0.0015	0.0029	0.2813	nan	0.7089	0.8328	0.4836	0.5989	0.1913	nan	0.3269	0.4893	0.8023	0.6017	0.6761	0.4318	0.3666	nan	0.1972	0.0135	0.8226	0.6915	0.9061	0.0014	0.0028	0.2073
0.3499	92.0	9844	0.6488	0.2927	0.3602	0.8242	nan	0.7809	0.9674	0.5054	0.7202	0.2233	nan	0.4903	0.7277	0.9354	0.8196	0.8797	0.6368	0.5167	nan	0.3238	0.0010	0.8892	0.8311	0.9543	0.0050	0.0057	0.3121	nan	0.7061	0.8333	0.4873	0.5967	0.2035	nan	0.3269	0.4917	0.8035	0.6087	0.6747	0.4200	0.3602	nan	0.2026	0.0010	0.8229	0.6952	0.9058	0.0048	0.0056	0.2164
0.3812	93.0	9951	0.6471	0.2922	0.3591	0.8242	nan	0.7854	0.9684	0.4782	0.7145	0.2062	nan	0.5043	0.7384	0.9310	0.8195	0.8727	0.6443	0.4948	nan	0.3225	0.0050	0.8957	0.8288	0.9580	0.0011	0.0050	0.3184	nan	0.7061	0.8311	0.4685	0.5976	0.1912	nan	0.3267	0.4881	0.8080	0.6105	0.6774	0.4210	0.3671	nan	0.2029	0.0050	0.8246	0.6943	0.9054	0.0011	0.0049	0.2181
0.332	93.4579	10000	0.6297	0.2929	0.3596	0.8258	nan	0.8004	0.9633	0.4712	0.7162	0.2144	nan	0.5198	0.7283	0.9294	0.8214	0.8748	0.6330	0.5052	nan	0.3136	0.0060	0.9049	0.8358	0.9535	0.0048	0.0047	0.3048	nan	0.7100	0.8352	0.4607	0.6011	0.1991	nan	0.3290	0.4932	0.8095	0.6046	0.6769	0.4285	0.3652	nan	0.1997	0.0060	0.8243	0.6989	0.9067	0.0047	0.0047	0.2153

Framework versions

Transformers 4.46.3
Pytorch 2.5.1+cu124
Datasets 3.1.0
Tokenizers 0.20.3