segformer-b0-finetuned-batch1-11Dec

This model is a fine-tuned version of PushkarA07/segformer-b0-finetuned-batch2-10Dec on the PushkarA07/batch1-tiles dataset. It achieves the following results on the evaluation set:

• Loss: 0.0087
• Mean Iou: 0.7627
• Mean Accuracy: 0.8228
• Overall Accuracy: 0.9961
• Accuracy Abnormality: 0.6472
• Iou Abnormality: 0.5292

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: 2
• eval_batch_size: 2
• 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: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Abnormality	Iou Abnormality
0.011	0.4167	10	0.0146	0.6964	0.7546	0.9948	0.5111	0.3981
0.0103	0.8333	20	0.0129	0.6798	0.6976	0.9953	0.3958	0.3644
0.0104	1.25	30	0.0123	0.6928	0.7162	0.9954	0.4331	0.3902
0.0095	1.6667	40	0.0118	0.6863	0.7016	0.9955	0.4038	0.3772
0.0073	2.0833	50	0.0114	0.7202	0.7666	0.9955	0.5346	0.4450
0.0143	2.5	60	0.0110	0.7160	0.7529	0.9956	0.5070	0.4365
0.0099	2.9167	70	0.0107	0.7154	0.7446	0.9957	0.4902	0.4352
0.0093	3.3333	80	0.0106	0.7317	0.7820	0.9956	0.5654	0.4677
0.0109	3.75	90	0.0105	0.7137	0.7391	0.9957	0.4789	0.4317
0.0047	4.1667	100	0.0105	0.7390	0.8022	0.9956	0.6062	0.4823
0.0043	4.5833	110	0.0102	0.7267	0.7622	0.9958	0.5255	0.4577
0.0053	5.0	120	0.0101	0.7289	0.7652	0.9958	0.5315	0.4620
0.0135	5.4167	130	0.0101	0.7411	0.7963	0.9957	0.5940	0.4865
0.0087	5.8333	140	0.0099	0.7296	0.7623	0.9959	0.5255	0.4632
0.0109	6.25	150	0.0099	0.7429	0.7960	0.9958	0.5934	0.4901
0.0106	6.6667	160	0.0098	0.7420	0.7898	0.9959	0.5810	0.4882
0.0067	7.0833	170	0.0098	0.7464	0.8061	0.9958	0.6138	0.4970
0.0115	7.5	180	0.0097	0.7437	0.7916	0.9959	0.5845	0.4916
0.0036	7.9167	190	0.0095	0.7452	0.7946	0.9959	0.5906	0.4944
0.015	8.3333	200	0.0094	0.7472	0.7980	0.9959	0.5973	0.4985
0.0061	8.75	210	0.0094	0.7518	0.8132	0.9959	0.6279	0.5078
0.0052	9.1667	220	0.0093	0.7449	0.7869	0.9960	0.5749	0.4938
0.0092	9.5833	230	0.0093	0.7511	0.8066	0.9959	0.6146	0.5064
0.0053	10.0	240	0.0094	0.7517	0.8094	0.9959	0.6203	0.5075
0.0058	10.4167	250	0.0093	0.7502	0.7986	0.9960	0.5985	0.5043
0.0093	10.8333	260	0.0092	0.7507	0.7991	0.9960	0.5995	0.5053
0.0077	11.25	270	0.0092	0.7535	0.8108	0.9960	0.6231	0.5111
0.0077	11.6667	280	0.0092	0.7517	0.8026	0.9960	0.6066	0.5074
0.005	12.0833	290	0.0092	0.7534	0.8068	0.9960	0.6150	0.5108
0.009	12.5	300	0.0092	0.7527	0.8046	0.9960	0.6105	0.5093
0.0084	12.9167	310	0.0092	0.7547	0.8108	0.9960	0.6231	0.5135
0.0041	13.3333	320	0.0093	0.7557	0.8142	0.9960	0.6300	0.5154
0.0099	13.75	330	0.0093	0.7514	0.8004	0.9960	0.6022	0.5067
0.0047	14.1667	340	0.0092	0.7563	0.8205	0.9959	0.6426	0.5166
0.0091	14.5833	350	0.0091	0.7539	0.8059	0.9960	0.6133	0.5118
0.0085	15.0	360	0.0091	0.7516	0.8040	0.9960	0.6094	0.5073
0.005	15.4167	370	0.0092	0.7567	0.8239	0.9959	0.6495	0.5175
0.0046	15.8333	380	0.0090	0.7528	0.8033	0.9960	0.6080	0.5095
0.0097	16.25	390	0.0092	0.7572	0.8231	0.9959	0.6480	0.5185
0.0053	16.6667	400	0.0091	0.7537	0.8059	0.9960	0.6132	0.5114
0.0037	17.0833	410	0.0091	0.7543	0.8092	0.9960	0.6198	0.5126
0.0089	17.5	420	0.0092	0.7550	0.8129	0.9960	0.6274	0.5139
0.0067	17.9167	430	0.0091	0.7542	0.8063	0.9960	0.6139	0.5123
0.0045	18.3333	440	0.0091	0.7549	0.8102	0.9960	0.6218	0.5137
0.0099	18.75	450	0.0089	0.7569	0.8163	0.9960	0.6341	0.5178
0.0063	19.1667	460	0.0089	0.7557	0.8097	0.9960	0.6208	0.5154
0.0133	19.5833	470	0.0090	0.7547	0.8069	0.9960	0.6152	0.5133
0.005	20.0	480	0.0090	0.7570	0.8191	0.9960	0.6399	0.5181
0.0015	20.4167	490	0.0090	0.7525	0.7998	0.9961	0.6008	0.5090
0.0142	20.8333	500	0.0090	0.7599	0.8307	0.9959	0.6632	0.5239
0.006	21.25	510	0.0091	0.7559	0.8139	0.9960	0.6292	0.5159
0.0075	21.6667	520	0.0089	0.7543	0.8091	0.9960	0.6196	0.5126
0.0097	22.0833	530	0.0088	0.7570	0.8185	0.9960	0.6386	0.5181
0.0069	22.5	540	0.0089	0.7524	0.8018	0.9960	0.6050	0.5088
0.0063	22.9167	550	0.0089	0.7590	0.8267	0.9959	0.6551	0.5221
0.0107	23.3333	560	0.0090	0.7557	0.8119	0.9960	0.6253	0.5154
0.0048	23.75	570	0.0091	0.7599	0.8299	0.9959	0.6616	0.5240
0.0012	24.1667	580	0.0090	0.7575	0.8148	0.9960	0.6310	0.5191
0.0089	24.5833	590	0.0090	0.7575	0.8121	0.9961	0.6256	0.5190
0.0073	25.0	600	0.0090	0.7606	0.8310	0.9959	0.6637	0.5253
0.0102	25.4167	610	0.0090	0.7582	0.8169	0.9960	0.6353	0.5204
0.0088	25.8333	620	0.0090	0.7594	0.8239	0.9960	0.6494	0.5228
0.0082	26.25	630	0.0089	0.7578	0.8133	0.9961	0.6281	0.5195
0.0067	26.6667	640	0.0089	0.7605	0.8285	0.9960	0.6587	0.5250
0.0058	27.0833	650	0.0089	0.7585	0.8213	0.9960	0.6443	0.5210
0.0114	27.5	660	0.0089	0.7584	0.8173	0.9960	0.6361	0.5209
0.0047	27.9167	670	0.0091	0.7606	0.8383	0.9958	0.6786	0.5253
0.0025	28.3333	680	0.0090	0.7549	0.8056	0.9961	0.6125	0.5137
0.0097	28.75	690	0.0090	0.7602	0.8233	0.9960	0.6483	0.5244
0.002	29.1667	700	0.0089	0.7605	0.8261	0.9960	0.6539	0.5250
0.0077	29.5833	710	0.0089	0.7553	0.8036	0.9961	0.6084	0.5144
0.001	30.0	720	0.0088	0.7581	0.8138	0.9961	0.6291	0.5201
0.0055	30.4167	730	0.0087	0.7600	0.8204	0.9960	0.6424	0.5240
0.0064	30.8333	740	0.0087	0.7607	0.8237	0.9960	0.6491	0.5254
0.013	31.25	750	0.0090	0.7543	0.8038	0.9961	0.6089	0.5126
0.0076	31.6667	760	0.0089	0.7613	0.8254	0.9960	0.6525	0.5265
0.0079	32.0833	770	0.0087	0.7613	0.8225	0.9961	0.6465	0.5266
0.0093	32.5	780	0.0088	0.7597	0.8155	0.9961	0.6324	0.5233
0.0016	32.9167	790	0.0088	0.7624	0.8279	0.9960	0.6575	0.5289
0.0127	33.3333	800	0.0087	0.7613	0.8331	0.9959	0.6681	0.5267
0.0083	33.75	810	0.0087	0.7610	0.8223	0.9961	0.6462	0.5260
0.0064	34.1667	820	0.0087	0.7612	0.8239	0.9960	0.6493	0.5264
0.0128	34.5833	830	0.0088	0.7571	0.8084	0.9961	0.6181	0.5180
0.0055	35.0	840	0.0088	0.7578	0.8095	0.9961	0.6204	0.5195
0.0157	35.4167	850	0.0088	0.7612	0.8224	0.9961	0.6464	0.5264
0.0095	35.8333	860	0.0087	0.7589	0.8124	0.9961	0.6262	0.5218
0.0048	36.25	870	0.0088	0.7632	0.8350	0.9960	0.6718	0.5304
0.0014	36.6667	880	0.0089	0.7609	0.8257	0.9960	0.6531	0.5259
0.0064	37.0833	890	0.0088	0.7595	0.8168	0.9961	0.6350	0.5229
0.01	37.5	900	0.0088	0.7599	0.8185	0.9961	0.6384	0.5237
0.0037	37.9167	910	0.0086	0.7603	0.8189	0.9961	0.6393	0.5245
0.0101	38.3333	920	0.0086	0.7618	0.8275	0.9960	0.6567	0.5277
0.0041	38.75	930	0.0087	0.7632	0.8341	0.9960	0.6699	0.5304
0.0061	39.1667	940	0.0087	0.7610	0.8211	0.9961	0.6438	0.5259
0.0081	39.5833	950	0.0087	0.7590	0.8120	0.9961	0.6254	0.5220
0.0039	40.0	960	0.0087	0.7611	0.8222	0.9961	0.6460	0.5262
0.0071	40.4167	970	0.0086	0.7611	0.8217	0.9961	0.6449	0.5261
0.0067	40.8333	980	0.0087	0.7617	0.8251	0.9960	0.6518	0.5274
0.008	41.25	990	0.0087	0.7590	0.8140	0.9961	0.6294	0.5219
0.0083	41.6667	1000	0.0087	0.7620	0.8223	0.9961	0.6461	0.5279
0.0065	42.0833	1010	0.0088	0.7587	0.8090	0.9961	0.6193	0.5212
0.0052	42.5	1020	0.0088	0.7606	0.8203	0.9961	0.6422	0.5251
0.0055	42.9167	1030	0.0087	0.7594	0.8137	0.9961	0.6289	0.5227
0.0116	43.3333	1040	0.0087	0.7588	0.8126	0.9961	0.6266	0.5216
0.0012	43.75	1050	0.0088	0.7592	0.8178	0.9961	0.6370	0.5225
0.0086	44.1667	1060	0.0088	0.7578	0.8111	0.9961	0.6235	0.5196
0.0103	44.5833	1070	0.0087	0.7611	0.8191	0.9961	0.6397	0.5262
0.0084	45.0	1080	0.0087	0.7625	0.8263	0.9960	0.6542	0.5289
0.0	45.4167	1090	0.0087	0.7579	0.8062	0.9962	0.6136	0.5197
0.0137	45.8333	1100	0.0087	0.7617	0.8244	0.9960	0.6504	0.5274
0.0056	46.25	1110	0.0086	0.7617	0.8208	0.9961	0.6430	0.5274
0.0032	46.6667	1120	0.0087	0.7618	0.8238	0.9961	0.6491	0.5276
0.0043	47.0833	1130	0.0087	0.7605	0.8159	0.9961	0.6332	0.5249
0.0034	47.5	1140	0.0087	0.7615	0.8257	0.9960	0.6531	0.5269
0.0084	47.9167	1150	0.0088	0.7629	0.8314	0.9960	0.6645	0.5299
0.0112	48.3333	1160	0.0087	0.7595	0.8123	0.9961	0.6260	0.5229
0.006	48.75	1170	0.0087	0.7624	0.8270	0.9960	0.6556	0.5287
0.0107	49.1667	1180	0.0087	0.7598	0.8138	0.9961	0.6291	0.5236
0.0083	49.5833	1190	0.0088	0.7610	0.8215	0.9961	0.6446	0.5259
0.0046	50.0	1200	0.0087	0.7615	0.8214	0.9961	0.6443	0.5269
0.0075	50.4167	1210	0.0087	0.7630	0.8297	0.9960	0.6610	0.5300
0.005	50.8333	1220	0.0086	0.7624	0.8254	0.9961	0.6524	0.5288
0.0049	51.25	1230	0.0087	0.7624	0.8259	0.9961	0.6535	0.5288
0.0013	51.6667	1240	0.0087	0.7629	0.8285	0.9960	0.6587	0.5297
0.0107	52.0833	1250	0.0088	0.7586	0.8092	0.9961	0.6198	0.5210
0.0084	52.5	1260	0.0089	0.7578	0.8140	0.9961	0.6294	0.5196
0.0101	52.9167	1270	0.0087	0.7641	0.8411	0.9959	0.6841	0.5323
0.0026	53.3333	1280	0.0088	0.7586	0.8137	0.9961	0.6288	0.5212
0.0092	53.75	1290	0.0087	0.7617	0.8275	0.9960	0.6567	0.5274
0.004	54.1667	1300	0.0086	0.7613	0.8210	0.9961	0.6435	0.5266
0.0103	54.5833	1310	0.0086	0.7601	0.8166	0.9961	0.6347	0.5242
0.0034	55.0	1320	0.0087	0.7604	0.8160	0.9961	0.6335	0.5246
0.0085	55.4167	1330	0.0086	0.7612	0.8231	0.9960	0.6479	0.5264
0.0012	55.8333	1340	0.0087	0.7607	0.8168	0.9961	0.6350	0.5252
0.0044	56.25	1350	0.0087	0.7616	0.8201	0.9961	0.6416	0.5270
0.0036	56.6667	1360	0.0088	0.7621	0.8303	0.9960	0.6623	0.5282
0.0056	57.0833	1370	0.0089	0.7569	0.8078	0.9961	0.6169	0.5177
0.0063	57.5	1380	0.0089	0.7588	0.8141	0.9961	0.6296	0.5215
0.0103	57.9167	1390	0.0087	0.7613	0.8227	0.9961	0.6469	0.5265
0.0022	58.3333	1400	0.0086	0.7609	0.8196	0.9961	0.6407	0.5258
0.0032	58.75	1410	0.0087	0.7602	0.8201	0.9961	0.6418	0.5243
0.0082	59.1667	1420	0.0087	0.7598	0.8172	0.9961	0.6359	0.5235
0.0035	59.5833	1430	0.0086	0.7606	0.8186	0.9961	0.6386	0.5252
0.0062	60.0	1440	0.0086	0.7609	0.8176	0.9961	0.6366	0.5257
0.0031	60.4167	1450	0.0087	0.7616	0.8204	0.9961	0.6423	0.5270
0.0086	60.8333	1460	0.0086	0.7614	0.8198	0.9961	0.6410	0.5267
0.0078	61.25	1470	0.0086	0.7621	0.8225	0.9961	0.6465	0.5282
0.0059	61.6667	1480	0.0086	0.7633	0.8296	0.9960	0.6609	0.5306
0.0077	62.0833	1490	0.0086	0.7610	0.8178	0.9961	0.6370	0.5259
0.007	62.5	1500	0.0086	0.7588	0.8106	0.9961	0.6225	0.5214
0.0088	62.9167	1510	0.0088	0.7629	0.8276	0.9960	0.6568	0.5297
0.0035	63.3333	1520	0.0088	0.7619	0.8241	0.9961	0.6498	0.5278
0.009	63.75	1530	0.0088	0.7610	0.8221	0.9961	0.6458	0.5260
0.0102	64.1667	1540	0.0088	0.7581	0.8090	0.9961	0.6194	0.5201
0.0061	64.5833	1550	0.0086	0.7631	0.8290	0.9960	0.6597	0.5302
0.0034	65.0	1560	0.0087	0.7583	0.8073	0.9962	0.6159	0.5204
0.006	65.4167	1570	0.0088	0.7625	0.8251	0.9961	0.6518	0.5289
0.0045	65.8333	1580	0.0086	0.7627	0.8303	0.9960	0.6624	0.5294
0.0117	66.25	1590	0.0085	0.7617	0.8199	0.9961	0.6412	0.5272
0.0038	66.6667	1600	0.0085	0.7617	0.8223	0.9961	0.6461	0.5273
0.0101	67.0833	1610	0.0086	0.7615	0.8167	0.9961	0.6349	0.5269
0.0013	67.5	1620	0.0086	0.7602	0.8134	0.9961	0.6282	0.5242
0.0035	67.9167	1630	0.0086	0.7620	0.8236	0.9961	0.6488	0.5280
0.0068	68.3333	1640	0.0086	0.7604	0.8162	0.9961	0.6337	0.5246
0.0081	68.75	1650	0.0087	0.7611	0.8210	0.9961	0.6435	0.5261
0.0006	69.1667	1660	0.0087	0.7628	0.8310	0.9960	0.6637	0.5295
0.0091	69.5833	1670	0.0086	0.7600	0.8157	0.9961	0.6329	0.5239
0.0074	70.0	1680	0.0087	0.7632	0.8339	0.9960	0.6697	0.5303
0.0062	70.4167	1690	0.0086	0.7611	0.8209	0.9961	0.6434	0.5261
0.0055	70.8333	1700	0.0087	0.7629	0.8313	0.9960	0.6644	0.5299
0.0089	71.25	1710	0.0086	0.7617	0.8220	0.9961	0.6456	0.5274
0.0082	71.6667	1720	0.0086	0.7622	0.8222	0.9961	0.6459	0.5284
0.0138	72.0833	1730	0.0086	0.7612	0.8168	0.9961	0.6349	0.5263
0.0083	72.5	1740	0.0087	0.7618	0.8204	0.9961	0.6422	0.5276
0.003	72.9167	1750	0.0086	0.7623	0.8226	0.9961	0.6466	0.5285
0.0063	73.3333	1760	0.0086	0.7606	0.8146	0.9961	0.6305	0.5252
0.0049	73.75	1770	0.0086	0.7633	0.8269	0.9961	0.6554	0.5305
0.003	74.1667	1780	0.0086	0.7627	0.8225	0.9961	0.6465	0.5293
0.0047	74.5833	1790	0.0087	0.7617	0.8176	0.9961	0.6367	0.5273
0.0082	75.0	1800	0.0086	0.7628	0.8233	0.9961	0.6481	0.5295
0.0046	75.4167	1810	0.0086	0.7615	0.8180	0.9961	0.6375	0.5269
0.0053	75.8333	1820	0.0086	0.7625	0.8215	0.9961	0.6444	0.5290
0.0093	76.25	1830	0.0086	0.7607	0.8148	0.9961	0.6310	0.5253
0.0074	76.6667	1840	0.0087	0.7630	0.8241	0.9961	0.6496	0.5300
0.015	77.0833	1850	0.0086	0.7618	0.8201	0.9961	0.6417	0.5275
0.0069	77.5	1860	0.0087	0.7619	0.8216	0.9961	0.6448	0.5276
0.0071	77.9167	1870	0.0087	0.7627	0.8250	0.9961	0.6517	0.5294
0.0023	78.3333	1880	0.0087	0.7608	0.8157	0.9961	0.6328	0.5255
0.0133	78.75	1890	0.0086	0.7631	0.8275	0.9961	0.6566	0.5302
0.0032	79.1667	1900	0.0086	0.7618	0.8194	0.9961	0.6403	0.5276
0.0065	79.5833	1910	0.0087	0.7625	0.8223	0.9961	0.6462	0.5289
0.0072	80.0	1920	0.0087	0.7611	0.8187	0.9961	0.6388	0.5261
0.0058	80.4167	1930	0.0087	0.7620	0.8226	0.9961	0.6468	0.5280
0.0068	80.8333	1940	0.0087	0.7623	0.8224	0.9961	0.6463	0.5286
0.0059	81.25	1950	0.0087	0.7609	0.8157	0.9961	0.6328	0.5256
0.0069	81.6667	1960	0.0087	0.7626	0.8235	0.9961	0.6486	0.5290
0.0052	82.0833	1970	0.0087	0.7615	0.8196	0.9961	0.6407	0.5270
0.0064	82.5	1980	0.0087	0.7621	0.8230	0.9961	0.6476	0.5281
0.0065	82.9167	1990	0.0087	0.7615	0.8182	0.9961	0.6379	0.5269
0.0064	83.3333	2000	0.0086	0.7629	0.8241	0.9961	0.6498	0.5298
0.0072	83.75	2010	0.0087	0.7629	0.8237	0.9961	0.6489	0.5298
0.0061	84.1667	2020	0.0086	0.7629	0.8281	0.9960	0.6578	0.5297
0.0047	84.5833	2030	0.0086	0.7621	0.8219	0.9961	0.6453	0.5282
0.0066	85.0	2040	0.0087	0.7620	0.8206	0.9961	0.6427	0.5279
0.0041	85.4167	2050	0.0087	0.7625	0.8236	0.9961	0.6488	0.5290
0.0092	85.8333	2060	0.0087	0.7614	0.8190	0.9961	0.6394	0.5268
0.0093	86.25	2070	0.0087	0.7606	0.8156	0.9961	0.6327	0.5251
0.0041	86.6667	2080	0.0088	0.7587	0.8107	0.9961	0.6227	0.5213
0.0044	87.0833	2090	0.0087	0.7622	0.8234	0.9961	0.6483	0.5283
0.0059	87.5	2100	0.0087	0.7613	0.8226	0.9961	0.6468	0.5266
0.0065	87.9167	2110	0.0087	0.7614	0.8202	0.9961	0.6420	0.5268
0.0072	88.3333	2120	0.0087	0.7627	0.8238	0.9961	0.6492	0.5294
0.0039	88.75	2130	0.0086	0.7595	0.8110	0.9961	0.6232	0.5229
0.004	89.1667	2140	0.0086	0.7629	0.8250	0.9961	0.6515	0.5297
0.0059	89.5833	2150	0.0086	0.7612	0.8199	0.9961	0.6412	0.5263
0.0037	90.0	2160	0.0087	0.7633	0.8291	0.9960	0.6598	0.5305
0.0117	90.4167	2170	0.0087	0.7603	0.8135	0.9961	0.6284	0.5245
0.0037	90.8333	2180	0.0087	0.7633	0.8328	0.9960	0.6673	0.5307
0.007	91.25	2190	0.0087	0.7618	0.8234	0.9961	0.6484	0.5275
0.0052	91.6667	2200	0.0087	0.7613	0.8193	0.9961	0.6400	0.5265
0.0022	92.0833	2210	0.0087	0.7622	0.8230	0.9961	0.6474	0.5283
0.0054	92.5	2220	0.0087	0.7624	0.8245	0.9961	0.6506	0.5287
0.0077	92.9167	2230	0.0086	0.7622	0.8223	0.9961	0.6461	0.5284
0.0065	93.3333	2240	0.0087	0.7632	0.8279	0.9961	0.6575	0.5303
0.0074	93.75	2250	0.0086	0.7612	0.8174	0.9961	0.6361	0.5263
0.0015	94.1667	2260	0.0087	0.7623	0.8220	0.9961	0.6454	0.5286
0.003	94.5833	2270	0.0086	0.7618	0.8189	0.9961	0.6392	0.5275
0.0104	95.0	2280	0.0086	0.7617	0.8175	0.9961	0.6365	0.5272
0.0048	95.4167	2290	0.0087	0.7625	0.8240	0.9961	0.6495	0.5289
0.0081	95.8333	2300	0.0087	0.7601	0.8133	0.9961	0.6280	0.5240
0.0091	96.25	2310	0.0086	0.7622	0.8221	0.9961	0.6458	0.5284
0.0017	96.6667	2320	0.0086	0.7622	0.8221	0.9961	0.6458	0.5284
0.0112	97.0833	2330	0.0086	0.7622	0.8239	0.9961	0.6495	0.5284
0.0029	97.5	2340	0.0086	0.7621	0.8258	0.9960	0.6532	0.5282
0.0088	97.9167	2350	0.0087	0.7616	0.8188	0.9961	0.6390	0.5270
0.0025	98.3333	2360	0.0087	0.7630	0.8251	0.9961	0.6518	0.5299
0.0051	98.75	2370	0.0088	0.7591	0.8080	0.9962	0.6172	0.5221
0.0042	99.1667	2380	0.0086	0.7634	0.8287	0.9960	0.6590	0.5307
0.0053	99.5833	2390	0.0086	0.7615	0.8189	0.9961	0.6392	0.5270
0.0052	100.0	2400	0.0087	0.7620	0.8206	0.9961	0.6427	0.5278
0.0066	100.4167	2410	0.0087	0.7625	0.8239	0.9961	0.6494	0.5289
0.0065	100.8333	2420	0.0087	0.7623	0.8222	0.9961	0.6460	0.5286
0.0023	101.25	2430	0.0087	0.7612	0.8177	0.9961	0.6368	0.5263
0.0016	101.6667	2440	0.0088	0.7613	0.8183	0.9961	0.6381	0.5266
0.0033	102.0833	2450	0.0087	0.7632	0.8266	0.9961	0.6548	0.5303
0.013	102.5	2460	0.0087	0.7600	0.8154	0.9961	0.6322	0.5238
0.0056	102.9167	2470	0.0087	0.7621	0.8209	0.9961	0.6433	0.5281
0.0019	103.3333	2480	0.0087	0.7596	0.8110	0.9961	0.6233	0.5230
0.0054	103.75	2490	0.0087	0.7635	0.8309	0.9960	0.6635	0.5310
0.0093	104.1667	2500	0.0086	0.7619	0.8199	0.9961	0.6413	0.5277
0.0079	104.5833	2510	0.0086	0.7648	0.8353	0.9960	0.6723	0.5335
0.0039	105.0	2520	0.0086	0.7632	0.8250	0.9961	0.6517	0.5303
0.0044	105.4167	2530	0.0086	0.7626	0.8244	0.9961	0.6503	0.5291
0.0071	105.8333	2540	0.0087	0.7610	0.8148	0.9961	0.6310	0.5258
0.0097	106.25	2550	0.0087	0.7630	0.8247	0.9961	0.6509	0.5300
0.009	106.6667	2560	0.0087	0.7621	0.8207	0.9961	0.6428	0.5281
0.0038	107.0833	2570	0.0087	0.7609	0.8166	0.9961	0.6346	0.5257
0.0113	107.5	2580	0.0087	0.7605	0.8145	0.9961	0.6304	0.5249
0.0093	107.9167	2590	0.0088	0.7620	0.8196	0.9961	0.6407	0.5280
0.0044	108.3333	2600	0.0087	0.7627	0.8222	0.9961	0.6459	0.5293
0.007	108.75	2610	0.0087	0.7628	0.8246	0.9961	0.6508	0.5296
0.006	109.1667	2620	0.0087	0.7627	0.8224	0.9961	0.6464	0.5293
0.0115	109.5833	2630	0.0088	0.7623	0.8211	0.9961	0.6438	0.5285
0.0084	110.0	2640	0.0088	0.7620	0.8204	0.9961	0.6423	0.5278
0.0096	110.4167	2650	0.0087	0.7629	0.8237	0.9961	0.6490	0.5297
0.0069	110.8333	2660	0.0087	0.7612	0.8180	0.9961	0.6374	0.5264
0.0012	111.25	2670	0.0087	0.7639	0.8310	0.9960	0.6637	0.5318
0.0043	111.6667	2680	0.0087	0.7616	0.8195	0.9961	0.6405	0.5271
0.0091	112.0833	2690	0.0087	0.7637	0.8293	0.9961	0.6603	0.5314
0.0051	112.5	2700	0.0087	0.7612	0.8175	0.9961	0.6364	0.5264
0.0033	112.9167	2710	0.0087	0.7618	0.8201	0.9961	0.6418	0.5275
0.0053	113.3333	2720	0.0087	0.7623	0.8214	0.9961	0.6443	0.5285
0.0094	113.75	2730	0.0088	0.7626	0.8230	0.9961	0.6476	0.5292
0.008	114.1667	2740	0.0087	0.7629	0.8232	0.9961	0.6479	0.5296
0.0085	114.5833	2750	0.0087	0.7610	0.8140	0.9962	0.6293	0.5259
0.0058	115.0	2760	0.0088	0.7613	0.8177	0.9961	0.6369	0.5264
0.0058	115.4167	2770	0.0087	0.7616	0.8185	0.9961	0.6385	0.5270
0.0036	115.8333	2780	0.0087	0.7630	0.8233	0.9961	0.6481	0.5299
0.0045	116.25	2790	0.0087	0.7606	0.8152	0.9961	0.6318	0.5251
0.0026	116.6667	2800	0.0088	0.7617	0.8187	0.9961	0.6389	0.5273
0.0084	117.0833	2810	0.0088	0.7617	0.8183	0.9961	0.6381	0.5272
0.0065	117.5	2820	0.0088	0.7620	0.8195	0.9961	0.6404	0.5280
0.006	117.9167	2830	0.0087	0.7622	0.8201	0.9961	0.6417	0.5283
0.0124	118.3333	2840	0.0085	0.7628	0.8235	0.9961	0.6486	0.5294
0.0061	118.75	2850	0.0085	0.7616	0.8192	0.9961	0.6398	0.5271
0.0123	119.1667	2860	0.0085	0.7620	0.8198	0.9961	0.6410	0.5280
0.0058	119.5833	2870	0.0086	0.7626	0.8206	0.9961	0.6427	0.5290
0.0055	120.0	2880	0.0086	0.7629	0.8228	0.9961	0.6471	0.5297
0.0005	120.4167	2890	0.0086	0.7622	0.8195	0.9961	0.6404	0.5283
0.0032	120.8333	2900	0.0086	0.7625	0.8219	0.9961	0.6452	0.5290
0.0064	121.25	2910	0.0087	0.7624	0.8207	0.9961	0.6428	0.5287
0.0045	121.6667	2920	0.0087	0.7617	0.8180	0.9961	0.6375	0.5273
0.0089	122.0833	2930	0.0087	0.7625	0.8229	0.9961	0.6473	0.5289
0.0066	122.5	2940	0.0087	0.7614	0.8168	0.9961	0.6349	0.5267
0.0127	122.9167	2950	0.0087	0.7634	0.8265	0.9961	0.6545	0.5307
0.0072	123.3333	2960	0.0086	0.7622	0.8189	0.9961	0.6391	0.5282
0.0093	123.75	2970	0.0086	0.7631	0.8232	0.9961	0.6479	0.5300
0.0094	124.1667	2980	0.0086	0.7631	0.8225	0.9961	0.6465	0.5301
0.0074	124.5833	2990	0.0086	0.7619	0.8179	0.9961	0.6373	0.5277
0.0087	125.0	3000	0.0086	0.7630	0.8236	0.9961	0.6488	0.5300
0.0005	125.4167	3010	0.0086	0.7628	0.8224	0.9961	0.6463	0.5295
0.0121	125.8333	3020	0.0086	0.7627	0.8213	0.9961	0.6440	0.5292
0.0037	126.25	3030	0.0087	0.7631	0.8250	0.9961	0.6517	0.5301
0.0026	126.6667	3040	0.0087	0.7628	0.8231	0.9961	0.6477	0.5294
0.0102	127.0833	3050	0.0087	0.7615	0.8161	0.9961	0.6337	0.5269
0.0047	127.5	3060	0.0087	0.7616	0.8186	0.9961	0.6387	0.5272
0.0053	127.9167	3070	0.0086	0.7627	0.8228	0.9961	0.6471	0.5294
0.007	128.3333	3080	0.0086	0.7630	0.8242	0.9961	0.6500	0.5299
0.0071	128.75	3090	0.0086	0.7635	0.8242	0.9961	0.6500	0.5309
0.006	129.1667	3100	0.0087	0.7611	0.8151	0.9961	0.6316	0.5261
0.0023	129.5833	3110	0.0087	0.7630	0.8230	0.9961	0.6475	0.5298
0.0027	130.0	3120	0.0086	0.7630	0.8251	0.9961	0.6518	0.5299
0.0062	130.4167	3130	0.0086	0.7613	0.8174	0.9961	0.6363	0.5265
0.006	130.8333	3140	0.0086	0.7612	0.8180	0.9961	0.6374	0.5263
0.0056	131.25	3150	0.0086	0.7622	0.8189	0.9961	0.6392	0.5282
0.0053	131.6667	3160	0.0086	0.7629	0.8214	0.9961	0.6443	0.5296
0.0039	132.0833	3170	0.0086	0.7625	0.8207	0.9961	0.6428	0.5288
0.0026	132.5	3180	0.0086	0.7636	0.8251	0.9961	0.6518	0.5311
0.0089	132.9167	3190	0.0086	0.7632	0.8232	0.9961	0.6479	0.5303
0.006	133.3333	3200	0.0086	0.7624	0.8193	0.9961	0.6400	0.5287
0.0039	133.75	3210	0.0085	0.7630	0.8256	0.9961	0.6527	0.5300
0.0051	134.1667	3220	0.0085	0.7614	0.8179	0.9961	0.6373	0.5268
0.0097	134.5833	3230	0.0085	0.7614	0.8178	0.9961	0.6370	0.5267
0.0023	135.0	3240	0.0086	0.7642	0.8290	0.9961	0.6597	0.5323
0.0067	135.4167	3250	0.0086	0.7617	0.8178	0.9961	0.6370	0.5272
0.0079	135.8333	3260	0.0086	0.7622	0.8210	0.9961	0.6435	0.5283
0.0032	136.25	3270	0.0086	0.7626	0.8240	0.9961	0.6496	0.5292
0.0038	136.6667	3280	0.0086	0.7605	0.8141	0.9961	0.6296	0.5248
0.0002	137.0833	3290	0.0086	0.7638	0.8295	0.9961	0.6608	0.5315
0.0027	137.5	3300	0.0086	0.7621	0.8204	0.9961	0.6423	0.5281
0.0076	137.9167	3310	0.0085	0.7634	0.8310	0.9960	0.6638	0.5309
0.007	138.3333	3320	0.0085	0.7617	0.8203	0.9961	0.6420	0.5273
0.0109	138.75	3330	0.0085	0.7617	0.8198	0.9961	0.6411	0.5273
0.0069	139.1667	3340	0.0085	0.7630	0.8275	0.9961	0.6567	0.5299
0.0096	139.5833	3350	0.0086	0.7622	0.8221	0.9961	0.6458	0.5284
0.0097	140.0	3360	0.0086	0.7624	0.8252	0.9961	0.6520	0.5287
0.0017	140.4167	3370	0.0086	0.7604	0.8129	0.9961	0.6271	0.5246
0.0078	140.8333	3380	0.0086	0.7636	0.8261	0.9961	0.6538	0.5311
0.0066	141.25	3390	0.0086	0.7631	0.8255	0.9961	0.6525	0.5302
0.0077	141.6667	3400	0.0086	0.7620	0.8214	0.9961	0.6442	0.5280
0.0129	142.0833	3410	0.0087	0.7616	0.8202	0.9961	0.6418	0.5271
0.0011	142.5	3420	0.0086	0.7614	0.8192	0.9961	0.6398	0.5268
0.008	142.9167	3430	0.0086	0.7618	0.8203	0.9961	0.6421	0.5275
0.0062	143.3333	3440	0.0087	0.7634	0.8276	0.9961	0.6569	0.5307
0.0146	143.75	3450	0.0086	0.7619	0.8206	0.9961	0.6427	0.5277
0.006	144.1667	3460	0.0086	0.7620	0.8212	0.9961	0.6439	0.5279
0.0035	144.5833	3470	0.0087	0.7624	0.8217	0.9961	0.6450	0.5287
0.007	145.0	3480	0.0087	0.7629	0.8263	0.9961	0.6542	0.5298
0.0126	145.4167	3490	0.0086	0.7617	0.8178	0.9961	0.6370	0.5274
0.0013	145.8333	3500	0.0086	0.7620	0.8223	0.9961	0.6461	0.5280
0.0043	146.25	3510	0.0086	0.7624	0.8232	0.9961	0.6479	0.5288
0.012	146.6667	3520	0.0086	0.7618	0.8185	0.9961	0.6384	0.5276
0.0071	147.0833	3530	0.0086	0.7617	0.8197	0.9961	0.6408	0.5274
0.0055	147.5	3540	0.0087	0.7623	0.8223	0.9961	0.6462	0.5286
0.0096	147.9167	3550	0.0087	0.7627	0.8240	0.9961	0.6495	0.5294
0.0074	148.3333	3560	0.0087	0.7625	0.8232	0.9961	0.6480	0.5289
0.004	148.75	3570	0.0087	0.7618	0.8199	0.9961	0.6413	0.5274
0.0047	149.1667	3580	0.0087	0.7617	0.8191	0.9961	0.6396	0.5272
0.0085	149.5833	3590	0.0086	0.7619	0.8189	0.9961	0.6393	0.5277
0.0084	150.0	3600	0.0087	0.7617	0.8187	0.9961	0.6388	0.5273
0.0049	150.4167	3610	0.0087	0.7639	0.8285	0.9961	0.6587	0.5318
0.0066	150.8333	3620	0.0086	0.7620	0.8187	0.9961	0.6389	0.5279
0.0042	151.25	3630	0.0086	0.7626	0.8244	0.9961	0.6503	0.5291
0.0079	151.6667	3640	0.0087	0.7624	0.8223	0.9961	0.6462	0.5287
0.0032	152.0833	3650	0.0087	0.7620	0.8199	0.9961	0.6412	0.5279
0.0008	152.5	3660	0.0087	0.7625	0.8218	0.9961	0.6451	0.5290
0.0057	152.9167	3670	0.0087	0.7623	0.8213	0.9961	0.6440	0.5285
0.0062	153.3333	3680	0.0087	0.7624	0.8219	0.9961	0.6453	0.5287
0.0041	153.75	3690	0.0087	0.7620	0.8197	0.9961	0.6408	0.5278
0.0015	154.1667	3700	0.0087	0.7625	0.8227	0.9961	0.6469	0.5289
0.0067	154.5833	3710	0.0087	0.7624	0.8207	0.9961	0.6429	0.5287
0.0111	155.0	3720	0.0086	0.7631	0.8224	0.9961	0.6462	0.5302
0.0063	155.4167	3730	0.0086	0.7622	0.8202	0.9961	0.6419	0.5283
0.0064	155.8333	3740	0.0086	0.7624	0.8205	0.9961	0.6424	0.5287
0.0072	156.25	3750	0.0086	0.7625	0.8230	0.9961	0.6476	0.5290
0.0113	156.6667	3760	0.0086	0.7627	0.8236	0.9961	0.6488	0.5294
0.0022	157.0833	3770	0.0087	0.7626	0.8227	0.9961	0.6469	0.5292
0.0101	157.5	3780	0.0086	0.7627	0.8236	0.9961	0.6487	0.5294
0.0018	157.9167	3790	0.0087	0.7625	0.8213	0.9961	0.6440	0.5289
0.0068	158.3333	3800	0.0087	0.7625	0.8226	0.9961	0.6467	0.5289
0.0064	158.75	3810	0.0087	0.7626	0.8215	0.9961	0.6446	0.5290
0.0054	159.1667	3820	0.0086	0.7618	0.8190	0.9961	0.6394	0.5275
0.0065	159.5833	3830	0.0087	0.7615	0.8180	0.9961	0.6374	0.5268
0.0061	160.0	3840	0.0086	0.7637	0.8289	0.9961	0.6594	0.5314
0.0056	160.4167	3850	0.0085	0.7623	0.8215	0.9961	0.6446	0.5286
0.0103	160.8333	3860	0.0086	0.7622	0.8212	0.9961	0.6440	0.5283
0.0031	161.25	3870	0.0086	0.7622	0.8224	0.9961	0.6463	0.5283
0.0063	161.6667	3880	0.0087	0.7612	0.8171	0.9961	0.6355	0.5264
0.0087	162.0833	3890	0.0087	0.7628	0.8236	0.9961	0.6488	0.5295
0.0061	162.5	3900	0.0087	0.7621	0.8206	0.9961	0.6427	0.5281
0.0094	162.9167	3910	0.0087	0.7622	0.8210	0.9961	0.6435	0.5283
0.0105	163.3333	3920	0.0087	0.7632	0.8244	0.9961	0.6503	0.5304
0.0064	163.75	3930	0.0086	0.7626	0.8224	0.9961	0.6464	0.5291
0.0062	164.1667	3940	0.0086	0.7631	0.8251	0.9961	0.6518	0.5302
0.0081	164.5833	3950	0.0086	0.7630	0.8249	0.9961	0.6514	0.5300
0.0038	165.0	3960	0.0086	0.7629	0.8255	0.9961	0.6526	0.5297
0.0079	165.4167	3970	0.0086	0.7620	0.8202	0.9961	0.6419	0.5280
0.006	165.8333	3980	0.0086	0.7628	0.8241	0.9961	0.6497	0.5294
0.0033	166.25	3990	0.0086	0.7622	0.8207	0.9961	0.6429	0.5283
0.0052	166.6667	4000	0.0086	0.7626	0.8228	0.9961	0.6471	0.5291
0.0052	167.0833	4010	0.0086	0.7623	0.8215	0.9961	0.6445	0.5285
0.0088	167.5	4020	0.0086	0.7620	0.8201	0.9961	0.6418	0.5280
0.0027	167.9167	4030	0.0086	0.7630	0.8236	0.9961	0.6487	0.5299
0.0035	168.3333	4040	0.0086	0.7627	0.8226	0.9961	0.6468	0.5293
0.0078	168.75	4050	0.0086	0.7627	0.8217	0.9961	0.6449	0.5294
0.0057	169.1667	4060	0.0086	0.7625	0.8235	0.9961	0.6485	0.5290
0.0054	169.5833	4070	0.0087	0.7621	0.8217	0.9961	0.6450	0.5281
0.003	170.0	4080	0.0086	0.7631	0.8263	0.9961	0.6542	0.5302
0.0127	170.4167	4090	0.0086	0.7626	0.8245	0.9961	0.6505	0.5292
0.0056	170.8333	4100	0.0086	0.7628	0.8238	0.9961	0.6491	0.5296
0.0016	171.25	4110	0.0086	0.7627	0.8226	0.9961	0.6467	0.5293
0.0101	171.6667	4120	0.0086	0.7633	0.8267	0.9961	0.6551	0.5306
0.0084	172.0833	4130	0.0086	0.7626	0.8230	0.9961	0.6476	0.5292
0.0039	172.5	4140	0.0087	0.7621	0.8215	0.9961	0.6445	0.5281
0.0074	172.9167	4150	0.0087	0.7627	0.8257	0.9961	0.6530	0.5293
0.0044	173.3333	4160	0.0086	0.7623	0.8224	0.9961	0.6462	0.5286
0.0093	173.75	4170	0.0087	0.7623	0.8217	0.9961	0.6448	0.5286
0.0022	174.1667	4180	0.0088	0.7628	0.8260	0.9961	0.6537	0.5295
0.0098	174.5833	4190	0.0088	0.7622	0.8221	0.9961	0.6458	0.5284
0.0153	175.0	4200	0.0087	0.7618	0.8179	0.9961	0.6373	0.5276
0.0055	175.4167	4210	0.0087	0.7623	0.8229	0.9961	0.6473	0.5285
0.0058	175.8333	4220	0.0087	0.7620	0.8213	0.9961	0.6440	0.5279
0.0059	176.25	4230	0.0087	0.7622	0.8226	0.9961	0.6467	0.5282
0.0069	176.6667	4240	0.0087	0.7625	0.8236	0.9961	0.6488	0.5289
0.0089	177.0833	4250	0.0087	0.7629	0.8246	0.9961	0.6507	0.5298
0.0083	177.5	4260	0.0087	0.7627	0.8226	0.9961	0.6467	0.5293
0.0131	177.9167	4270	0.0087	0.7620	0.8191	0.9961	0.6397	0.5280
0.0072	178.3333	4280	0.0087	0.7625	0.8218	0.9961	0.6451	0.5289
0.0011	178.75	4290	0.0087	0.7629	0.8239	0.9961	0.6493	0.5297
0.0045	179.1667	4300	0.0087	0.7626	0.8219	0.9961	0.6454	0.5291
0.0109	179.5833	4310	0.0087	0.7619	0.8188	0.9961	0.6391	0.5278
0.0055	180.0	4320	0.0087	0.7624	0.8214	0.9961	0.6443	0.5287
0.0048	180.4167	4330	0.0086	0.7630	0.8237	0.9961	0.6490	0.5299
0.0088	180.8333	4340	0.0086	0.7628	0.8221	0.9961	0.6457	0.5296
0.0035	181.25	4350	0.0086	0.7622	0.8211	0.9961	0.6437	0.5284
0.0096	181.6667	4360	0.0086	0.7627	0.8223	0.9961	0.6461	0.5293
0.0103	182.0833	4370	0.0087	0.7623	0.8208	0.9961	0.6430	0.5285
0.0031	182.5	4380	0.0087	0.7616	0.8175	0.9961	0.6365	0.5270
0.0058	182.9167	4390	0.0086	0.7635	0.8270	0.9961	0.6555	0.5309
0.0061	183.3333	4400	0.0087	0.7631	0.8251	0.9961	0.6518	0.5301
0.0044	183.75	4410	0.0087	0.7625	0.8214	0.9961	0.6443	0.5289
0.0058	184.1667	4420	0.0087	0.7619	0.8185	0.9961	0.6385	0.5277
0.0035	184.5833	4430	0.0087	0.7625	0.8212	0.9961	0.6439	0.5289
0.0093	185.0	4440	0.0087	0.7631	0.8248	0.9961	0.6512	0.5301
0.0025	185.4167	4450	0.0087	0.7630	0.8241	0.9961	0.6496	0.5299
0.0018	185.8333	4460	0.0087	0.7624	0.8210	0.9961	0.6435	0.5287
0.0036	186.25	4470	0.0087	0.7626	0.8226	0.9961	0.6467	0.5291
0.0085	186.6667	4480	0.0087	0.7625	0.8224	0.9961	0.6464	0.5289
0.0064	187.0833	4490	0.0087	0.7623	0.8203	0.9961	0.6420	0.5286
0.0027	187.5	4500	0.0087	0.7622	0.8213	0.9961	0.6441	0.5283
0.0032	187.9167	4510	0.0087	0.7621	0.8207	0.9961	0.6428	0.5281
0.006	188.3333	4520	0.0087	0.7626	0.8233	0.9961	0.6482	0.5291
0.0124	188.75	4530	0.0087	0.7630	0.8246	0.9961	0.6508	0.5299
0.0015	189.1667	4540	0.0087	0.7630	0.8251	0.9961	0.6518	0.5300
0.0084	189.5833	4550	0.0087	0.7622	0.8215	0.9961	0.6446	0.5283
0.0037	190.0	4560	0.0087	0.7623	0.8222	0.9961	0.6459	0.5285
0.0017	190.4167	4570	0.0087	0.7624	0.8226	0.9961	0.6467	0.5288
0.0099	190.8333	4580	0.0087	0.7624	0.8211	0.9961	0.6437	0.5286
0.006	191.25	4590	0.0087	0.7623	0.8212	0.9961	0.6438	0.5286
0.0037	191.6667	4600	0.0087	0.7623	0.8210	0.9961	0.6435	0.5285
0.005	192.0833	4610	0.0087	0.7621	0.8218	0.9961	0.6451	0.5282
0.0069	192.5	4620	0.0087	0.7621	0.8208	0.9961	0.6430	0.5281
0.0037	192.9167	4630	0.0087	0.7629	0.8246	0.9961	0.6507	0.5298
0.0006	193.3333	4640	0.0087	0.7626	0.8224	0.9961	0.6464	0.5291
0.0035	193.75	4650	0.0087	0.7626	0.8225	0.9961	0.6465	0.5292
0.0108	194.1667	4660	0.0087	0.7630	0.8253	0.9961	0.6522	0.5300
0.0095	194.5833	4670	0.0087	0.7623	0.8210	0.9961	0.6435	0.5284
0.0061	195.0	4680	0.0087	0.7625	0.8224	0.9961	0.6463	0.5290
0.0063	195.4167	4690	0.0087	0.7625	0.8227	0.9961	0.6469	0.5289
0.0083	195.8333	4700	0.0087	0.7625	0.8212	0.9961	0.6438	0.5289
0.0045	196.25	4710	0.0087	0.7625	0.8219	0.9961	0.6453	0.5290
0.0073	196.6667	4720	0.0087	0.7625	0.8221	0.9961	0.6457	0.5288
0.0056	197.0833	4730	0.0087	0.7625	0.8225	0.9961	0.6466	0.5289
0.0129	197.5	4740	0.0087	0.7623	0.8219	0.9961	0.6454	0.5286
0.008	197.9167	4750	0.0087	0.7624	0.8227	0.9961	0.6469	0.5288
0.0025	198.3333	4760	0.0087	0.7625	0.8214	0.9961	0.6443	0.5289
0.0069	198.75	4770	0.0087	0.7629	0.8230	0.9961	0.6474	0.5296
0.0043	199.1667	4780	0.0087	0.7625	0.8218	0.9961	0.6450	0.5289
0.0058	199.5833	4790	0.0087	0.7621	0.8199	0.9961	0.6413	0.5282
0.0043	200.0	4800	0.0087	0.7627	0.8228	0.9961	0.6472	0.5292

Framework versions

• Transformers 4.46.3
• Pytorch 2.5.1+cu121
• Datasets 3.2.0
• Tokenizers 0.20.3