segformer-b0-finetuned-pallet-detection

This model is a fine-tuned version of nvidia/mit-b0 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.0875
• Mean Iou: 0.5491
• Mean Accuracy: 0.8268
• Overall Accuracy: 0.9234
• Accuracy Background: nan
• Accuracy Ground: 0.9626
• Accuracy Pallet: 0.6910
• Iou Background: 0.0
• Iou Ground: 0.9623
• Iou Pallet: 0.6850

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: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Ground	Accuracy Pallet	Iou Background	Iou Ground	Iou Pallet
0.6288	0.1227	20	0.8578	0.2512	0.3776	0.6391	nan	0.7452	0.0099	0.0	0.7450	0.0087
0.7189	0.2454	40	0.5850	0.2915	0.4396	0.7440	nan	0.8676	0.0115	0.0	0.8631	0.0115
0.6089	0.3681	60	0.4628	0.2700	0.4061	0.6910	nan	0.8066	0.0056	0.0	0.8044	0.0056
0.3748	0.4908	80	0.4588	0.3008	0.4536	0.7592	nan	0.8832	0.0240	0.0	0.8785	0.0239
0.308	0.6135	100	0.4624	0.3028	0.4584	0.7778	nan	0.9074	0.0094	0.0	0.8991	0.0093
0.5434	0.7362	120	0.4649	0.2973	0.4498	0.7585	nan	0.8838	0.0157	0.0	0.8764	0.0157
0.3178	0.8589	140	0.5073	0.3036	0.4590	0.7704	nan	0.8968	0.0212	0.0	0.8897	0.0212
0.2856	0.9816	160	0.3759	0.3004	0.4518	0.7476	nan	0.8677	0.0358	0.0	0.8654	0.0357
0.2272	1.1043	180	0.3637	0.3340	0.5028	0.7942	nan	0.9125	0.0930	0.0	0.9092	0.0929
0.2823	1.2270	200	0.2762	0.2995	0.4498	0.7280	nan	0.8409	0.0588	0.0	0.8398	0.0586
0.2911	1.3497	220	0.4361	0.3507	0.5276	0.7997	nan	0.9101	0.1452	0.0	0.9075	0.1446
0.1527	1.4724	240	0.2464	0.3440	0.5171	0.7850	nan	0.8937	0.1405	0.0	0.8919	0.1400
0.2161	1.5951	260	0.2411	0.3386	0.5086	0.7751	nan	0.8832	0.1340	0.0	0.8824	0.1335
0.1434	1.7178	280	0.2563	0.3617	0.5436	0.8026	nan	0.9077	0.1794	0.0	0.9072	0.1780
0.3045	1.8405	300	0.3075	0.2661	0.3997	0.5917	nan	0.6696	0.1298	0.0	0.6691	0.1292
0.1123	1.9632	320	0.3347	0.3598	0.5416	0.8089	nan	0.9174	0.1658	0.0	0.9141	0.1653
0.5724	2.0859	340	0.3249	0.4045	0.6117	0.8391	nan	0.9314	0.2919	0.0	0.9239	0.2895
0.1898	2.2086	360	0.2471	0.3923	0.5927	0.8304	nan	0.9269	0.2585	0.0	0.9212	0.2558
0.1742	2.3313	380	0.2217	0.3704	0.5568	0.7857	nan	0.8786	0.2351	0.0	0.8781	0.2332
0.1968	2.4540	400	0.2207	0.3709	0.5606	0.7917	nan	0.8856	0.2355	0.0	0.8795	0.2333
0.1402	2.5767	420	0.2088	0.4216	0.6345	0.8474	nan	0.9339	0.3351	0.0	0.9325	0.3323
0.0926	2.6994	440	0.2372	0.4077	0.6139	0.8349	nan	0.9247	0.3031	0.0	0.9239	0.2993
0.1664	2.8221	460	0.2039	0.3597	0.5403	0.7742	nan	0.8692	0.2113	0.0	0.8687	0.2105
0.1059	2.9448	480	0.2024	0.3962	0.5959	0.8265	nan	0.9201	0.2716	0.0	0.9191	0.2695
0.1445	3.0675	500	0.1953	0.3809	0.5724	0.8227	nan	0.9244	0.2205	0.0	0.9236	0.2192
0.6358	3.1902	520	0.2057	0.4049	0.6088	0.8413	nan	0.9358	0.2819	0.0	0.9350	0.2796
0.0811	3.3129	540	0.1819	0.4345	0.6547	0.8526	nan	0.9330	0.3764	0.0	0.9322	0.3712
0.1276	3.4356	560	0.1660	0.4601	0.6958	0.8538	nan	0.9179	0.4737	0.0	0.9176	0.4627
0.1655	3.5583	580	0.1575	0.4330	0.6529	0.8349	nan	0.9089	0.3969	0.0	0.9086	0.3905
0.1085	3.6810	600	0.1451	0.4170	0.6265	0.8376	nan	0.9234	0.3295	0.0	0.9226	0.3283
0.0539	3.8037	620	0.1582	0.4736	0.7146	0.8778	nan	0.9441	0.4851	0.0	0.9434	0.4775
0.2292	3.9264	640	0.1490	0.4538	0.6844	0.8557	nan	0.9253	0.4435	0.0	0.9248	0.4365
0.1184	4.0491	660	0.1570	0.4417	0.6662	0.8593	nan	0.9377	0.3948	0.0	0.9337	0.3914
0.2224	4.1718	680	0.1653	0.4968	0.7524	0.8828	nan	0.9358	0.5690	0.0	0.9332	0.5572
0.17	4.2945	700	0.1645	0.3846	0.5777	0.8324	nan	0.9358	0.2196	0.0	0.9353	0.2187
0.0733	4.4172	720	0.1589	0.3817	0.5732	0.8235	nan	0.9252	0.2213	0.0	0.9247	0.2203
0.1638	4.5399	740	0.1603	0.4751	0.7191	0.8722	nan	0.9344	0.5037	0.0	0.9337	0.4917
0.16	4.6626	760	0.1490	0.3802	0.5709	0.8305	nan	0.9359	0.2060	0.0	0.9353	0.2054
0.167	4.7853	780	0.1385	0.4829	0.7305	0.8960	nan	0.9632	0.4977	0.0	0.9564	0.4924
0.0911	4.9080	800	0.1240	0.4551	0.6853	0.8657	nan	0.9390	0.4317	0.0	0.9384	0.4269
0.0534	5.0307	820	0.1394	0.4692	0.7071	0.8789	nan	0.9486	0.4656	0.0	0.9460	0.4617
0.0562	5.1534	840	0.1305	0.4792	0.7230	0.8634	nan	0.9204	0.5256	0.0	0.9202	0.5175
0.0479	5.2761	860	0.1368	0.4135	0.6212	0.8446	nan	0.9354	0.3071	0.0	0.9344	0.3061
0.1066	5.3988	880	0.1475	0.4355	0.6553	0.8526	nan	0.9327	0.3780	0.0	0.9319	0.3746
0.0827	5.5215	900	0.1358	0.4878	0.7370	0.8786	nan	0.9361	0.5378	0.0	0.9356	0.5280
0.092	5.6442	920	0.1473	0.4381	0.6589	0.8371	nan	0.9095	0.4083	0.0	0.9086	0.4058
0.0641	5.7669	940	0.1328	0.4655	0.7008	0.8539	nan	0.9161	0.4856	0.0	0.9155	0.4811
0.1034	5.8896	960	0.1293	0.4711	0.7099	0.8568	nan	0.9164	0.5034	0.0	0.9161	0.4973
0.1067	6.0123	980	0.1185	0.4734	0.7142	0.8778	nan	0.9443	0.4840	0.0	0.9431	0.4771
0.1078	6.1350	1000	0.1223	0.4644	0.6998	0.8732	nan	0.9436	0.4560	0.0	0.9428	0.4503
0.0642	6.2577	1020	0.1215	0.4332	0.6511	0.8511	nan	0.9323	0.3698	0.0	0.9316	0.3679
0.0532	6.3804	1040	0.1312	0.4428	0.6661	0.8443	nan	0.9167	0.4154	0.0	0.9164	0.4120
0.1149	6.5031	1060	0.1154	0.4648	0.6998	0.8742	nan	0.9451	0.4545	0.0	0.9443	0.4503
0.0823	6.6258	1080	0.1139	0.4611	0.6945	0.8700	nan	0.9412	0.4477	0.0	0.9404	0.4429
0.0661	6.7485	1100	0.1094	0.4529	0.6812	0.8696	nan	0.9461	0.4162	0.0	0.9457	0.4131
0.0531	6.8712	1120	0.1189	0.4635	0.6988	0.8573	nan	0.9217	0.4758	0.0	0.9215	0.4690
0.1291	6.9939	1140	0.1218	0.5099	0.7713	0.8913	nan	0.9401	0.6026	0.0	0.9394	0.5904
0.0867	7.1166	1160	0.1050	0.5039	0.7600	0.8904	nan	0.9434	0.5765	0.0	0.9425	0.5692
0.0675	7.2393	1180	0.1068	0.4700	0.7075	0.8808	nan	0.9512	0.4638	0.0	0.9506	0.4593
0.1253	7.3620	1200	0.1077	0.4490	0.6752	0.8718	nan	0.9516	0.3988	0.0	0.9500	0.3969
0.0351	7.4847	1220	0.1050	0.5161	0.7802	0.9007	nan	0.9497	0.6107	0.0	0.9489	0.5993
0.0278	7.6074	1240	0.1299	0.4516	0.6803	0.8703	nan	0.9474	0.4132	0.0	0.9471	0.4078
0.0889	7.7301	1260	0.1078	0.4807	0.7232	0.8692	nan	0.9285	0.5179	0.0	0.9280	0.5140
0.1384	7.8528	1280	0.1045	0.4801	0.7231	0.8768	nan	0.9393	0.5069	0.0	0.9388	0.5015
0.0934	7.9755	1300	0.1193	0.4587	0.6895	0.8638	nan	0.9345	0.4445	0.0	0.9339	0.4423
0.0888	8.0982	1320	0.1040	0.4815	0.7245	0.8830	nan	0.9473	0.5018	0.0	0.9467	0.4979
0.0707	8.2209	1340	0.1191	0.4506	0.6771	0.8580	nan	0.9315	0.4227	0.0	0.9312	0.4206
0.1217	8.3436	1360	0.0995	0.4944	0.7451	0.8850	nan	0.9417	0.5484	0.0	0.9412	0.5421
0.045	8.4663	1380	0.0961	0.5106	0.7701	0.8918	nan	0.9412	0.5989	0.0	0.9408	0.5910
0.0878	8.5890	1400	0.0930	0.5041	0.7592	0.8928	nan	0.9471	0.5712	0.0	0.9466	0.5656
0.0226	8.7117	1420	0.1167	0.4407	0.6620	0.8601	nan	0.9405	0.3836	0.0	0.9398	0.3823
0.0583	8.8344	1440	0.1002	0.4944	0.7446	0.8848	nan	0.9417	0.5474	0.0	0.9412	0.5420
0.0286	8.9571	1460	0.1019	0.5077	0.7657	0.8968	nan	0.9501	0.5813	0.0	0.9492	0.5739
0.0344	9.0798	1480	0.0920	0.4995	0.7524	0.8921	nan	0.9488	0.5559	0.0	0.9484	0.5502
0.0788	9.2025	1500	0.0883	0.5302	0.8005	0.9159	nan	0.9628	0.6383	0.0	0.9621	0.6284
0.0469	9.3252	1520	0.0944	0.5148	0.7759	0.9011	nan	0.9519	0.5999	0.0	0.9513	0.5932
0.0546	9.4479	1540	0.0979	0.5137	0.7739	0.9119	nan	0.9679	0.5800	0.0	0.9672	0.5740
0.0684	9.5706	1560	0.0902	0.5114	0.7705	0.9040	nan	0.9581	0.5829	0.0	0.9575	0.5766
0.0508	9.6933	1580	0.0939	0.4982	0.7503	0.8903	nan	0.9472	0.5533	0.0	0.9467	0.5479
0.0578	9.8160	1600	0.1032	0.5008	0.7543	0.8957	nan	0.9531	0.5556	0.0	0.9524	0.5500
0.0475	9.9387	1620	0.1143	0.4718	0.7092	0.8709	nan	0.9365	0.4819	0.0	0.9359	0.4794
0.0622	10.0613	1640	0.0951	0.5194	0.7828	0.9067	nan	0.9570	0.6086	0.0	0.9565	0.6016
0.0312	10.1840	1660	0.1021	0.4815	0.7243	0.8881	nan	0.9546	0.4941	0.0	0.9541	0.4903
0.0618	10.3067	1680	0.1146	0.4930	0.7432	0.8695	nan	0.9208	0.5657	0.0	0.9204	0.5586
0.0572	10.4294	1700	0.0911	0.5149	0.7759	0.9094	nan	0.9636	0.5883	0.0	0.9630	0.5818
0.0429	10.5521	1720	0.0909	0.5371	0.8113	0.9118	nan	0.9526	0.6700	0.0	0.9521	0.6594
0.0519	10.6748	1740	0.0920	0.5123	0.7729	0.9034	nan	0.9563	0.5896	0.0	0.9559	0.5810
0.0541	10.7975	1760	0.0878	0.5035	0.7581	0.8994	nan	0.9568	0.5595	0.0	0.9564	0.5541
0.0469	10.9202	1780	0.0870	0.5272	0.7966	0.9029	nan	0.9461	0.6471	0.0	0.9459	0.6357
0.0514	11.0429	1800	0.0912	0.5108	0.7710	0.8943	nan	0.9444	0.5976	0.0	0.9441	0.5884
0.0429	11.1656	1820	0.0894	0.5045	0.7595	0.8941	nan	0.9488	0.5702	0.0	0.9485	0.5651
0.0709	11.2883	1840	0.0847	0.5189	0.7822	0.9067	nan	0.9572	0.6071	0.0	0.9568	0.6000
0.0683	11.4110	1860	0.0936	0.4982	0.7496	0.8917	nan	0.9494	0.5498	0.0	0.9488	0.5458
0.0282	11.5337	1880	0.0864	0.5314	0.8017	0.9107	nan	0.9550	0.6483	0.0	0.9549	0.6392
0.0436	11.6564	1900	0.0950	0.4990	0.7512	0.8867	nan	0.9417	0.5606	0.0	0.9416	0.5553
0.0258	11.7791	1920	0.0840	0.5277	0.7955	0.9111	nan	0.9580	0.6329	0.0	0.9576	0.6254
0.0433	11.9018	1940	0.0992	0.5163	0.7782	0.9007	nan	0.9504	0.6059	0.0	0.9500	0.5990
0.0235	12.0245	1960	0.1110	0.4768	0.7167	0.8736	nan	0.9373	0.4960	0.0	0.9370	0.4934
0.0254	12.1472	1980	0.1039	0.5066	0.7641	0.8846	nan	0.9335	0.5947	0.0	0.9330	0.5868
0.0581	12.2699	2000	0.0892	0.5060	0.7611	0.8878	nan	0.9392	0.5830	0.0	0.9389	0.5791
0.0233	12.3926	2020	0.1076	0.5048	0.7594	0.8852	nan	0.9363	0.5826	0.0	0.9359	0.5787
0.0447	12.5153	2040	0.0838	0.5317	0.8011	0.9151	nan	0.9614	0.6409	0.0	0.9608	0.6341
0.0876	12.6380	2060	0.0855	0.5227	0.7870	0.9109	nan	0.9612	0.6128	0.0	0.9606	0.6073
0.044	12.7607	2080	0.0816	0.5299	0.7989	0.9131	nan	0.9595	0.6384	0.0	0.9590	0.6308
0.0427	12.8834	2100	0.0861	0.5261	0.7925	0.9080	nan	0.9548	0.6302	0.0	0.9542	0.6241
0.0458	13.0061	2120	0.1022	0.4944	0.7439	0.8971	nan	0.9594	0.5284	0.0	0.9589	0.5242
0.0633	13.1288	2140	0.0875	0.5107	0.7690	0.9021	nan	0.9561	0.5818	0.0	0.9557	0.5764
0.0543	13.2515	2160	0.0896	0.5093	0.7667	0.8949	nan	0.9470	0.5864	0.0	0.9467	0.5813
0.0183	13.3742	2180	0.0924	0.4932	0.7417	0.8965	nan	0.9594	0.5239	0.0	0.9588	0.5209
0.0432	13.4969	2200	0.0801	0.5383	0.8113	0.9137	nan	0.9552	0.6673	0.0	0.9550	0.6598
0.1578	13.6196	2220	0.0973	0.4854	0.7298	0.8898	nan	0.9547	0.5050	0.0	0.9543	0.5018
0.0318	13.7423	2240	0.0876	0.5287	0.7968	0.9041	nan	0.9476	0.6461	0.0	0.9473	0.6388
0.0203	13.8650	2260	0.0903	0.5274	0.7954	0.9135	nan	0.9614	0.6295	0.0	0.9608	0.6214
0.0264	13.9877	2280	0.0926	0.5083	0.7657	0.9006	nan	0.9553	0.5760	0.0	0.9550	0.5699
0.0187	14.1104	2300	0.0932	0.5303	0.8011	0.9011	nan	0.9417	0.6605	0.0	0.9415	0.6494
0.022	14.2331	2320	0.0968	0.4984	0.7504	0.8920	nan	0.9494	0.5514	0.0	0.9491	0.5462
0.0207	14.3558	2340	0.1010	0.4976	0.7487	0.8880	nan	0.9446	0.5528	0.0	0.9441	0.5487
0.0642	14.4785	2360	0.0978	0.5072	0.7636	0.8939	nan	0.9469	0.5803	0.0	0.9465	0.5751
0.0376	14.6012	2380	0.0939	0.5043	0.7591	0.8932	nan	0.9476	0.5706	0.0	0.9473	0.5656
0.0424	14.7239	2400	0.0781	0.5437	0.8199	0.9133	nan	0.9513	0.6885	0.0	0.9509	0.6801
0.0567	14.8466	2420	0.0820	0.5346	0.8051	0.9190	nan	0.9652	0.6450	0.0	0.9646	0.6393
0.0507	14.9693	2440	0.0900	0.5312	0.8005	0.9033	nan	0.9450	0.6560	0.0	0.9447	0.6488
0.0219	15.0920	2460	0.0912	0.5100	0.7676	0.8989	nan	0.9522	0.5829	0.0	0.9519	0.5781
0.02	15.2147	2480	0.0972	0.5057	0.7612	0.8937	nan	0.9475	0.5750	0.0	0.9472	0.5699
0.0323	15.3374	2500	0.0837	0.5403	0.8142	0.9127	nan	0.9528	0.6756	0.0	0.9524	0.6684
0.0162	15.4601	2520	0.0857	0.5291	0.7958	0.9115	nan	0.9584	0.6333	0.0	0.9577	0.6295
0.0206	15.5828	2540	0.0884	0.5360	0.8090	0.9156	nan	0.9588	0.6592	0.0	0.9585	0.6495
0.0233	15.7055	2560	0.0818	0.5391	0.8122	0.9155	nan	0.9575	0.6669	0.0	0.9570	0.6603
0.0401	15.8282	2580	0.0918	0.5312	0.7991	0.9013	nan	0.9429	0.6553	0.0	0.9425	0.6511
0.0424	15.9509	2600	0.0864	0.5297	0.7972	0.9042	nan	0.9476	0.6468	0.0	0.9473	0.6417
0.0412	16.0736	2620	0.0958	0.5134	0.7730	0.8929	nan	0.9416	0.6045	0.0	0.9412	0.5991
0.0237	16.1963	2640	0.0909	0.5212	0.7850	0.9026	nan	0.9504	0.6195	0.0	0.9500	0.6134
0.0281	16.3190	2660	0.0792	0.5404	0.8142	0.9173	nan	0.9592	0.6692	0.0	0.9586	0.6626
0.0227	16.4417	2680	0.0761	0.5399	0.8129	0.9178	nan	0.9603	0.6656	0.0	0.9597	0.6601
0.0313	16.5644	2700	0.0874	0.5135	0.7724	0.9064	nan	0.9608	0.5840	0.0	0.9603	0.5803
0.0237	16.6871	2720	0.0932	0.5084	0.7651	0.8887	nan	0.9388	0.5915	0.0	0.9385	0.5867
0.09	16.8098	2740	0.0881	0.5245	0.7905	0.9037	nan	0.9497	0.6313	0.0	0.9492	0.6244
0.0388	16.9325	2760	0.0802	0.5397	0.8131	0.9204	nan	0.9640	0.6623	0.0	0.9633	0.6557
0.0214	17.0552	2780	0.0812	0.5280	0.7952	0.9057	nan	0.9505	0.6398	0.0	0.9503	0.6337
0.0279	17.1779	2800	0.0827	0.5306	0.7990	0.9149	nan	0.9620	0.6361	0.0	0.9615	0.6302
0.0394	17.3006	2820	0.0844	0.5243	0.7895	0.9116	nan	0.9612	0.6179	0.0	0.9605	0.6124
0.0312	17.4233	2840	0.0811	0.5572	0.8419	0.9204	nan	0.9522	0.7317	0.0	0.9520	0.7196
0.0409	17.5460	2860	0.0820	0.5335	0.8033	0.9159	nan	0.9616	0.6450	0.0	0.9611	0.6393
0.0523	17.6687	2880	0.0820	0.5403	0.8148	0.9172	nan	0.9588	0.6707	0.0	0.9583	0.6627
0.0329	17.7914	2900	0.0870	0.5197	0.7828	0.9130	nan	0.9659	0.5996	0.0	0.9653	0.5939
0.0412	17.9141	2920	0.1020	0.4830	0.7260	0.8876	nan	0.9533	0.4988	0.0	0.9524	0.4967
0.0278	18.0368	2940	0.1000	0.5357	0.8075	0.9011	nan	0.9390	0.6759	0.0	0.9388	0.6684
0.0183	18.1595	2960	0.1061	0.5256	0.7919	0.8935	nan	0.9348	0.6490	0.0	0.9347	0.6421
0.0296	18.2822	2980	0.0944	0.5091	0.7658	0.9018	nan	0.9570	0.5747	0.0	0.9565	0.5709
0.0288	18.4049	3000	0.0884	0.5509	0.8313	0.9135	nan	0.9469	0.7158	0.0	0.9464	0.7065
0.0469	18.5276	3020	0.0937	0.5228	0.7870	0.8961	nan	0.9404	0.6336	0.0	0.9399	0.6286
0.0399	18.6503	3040	0.0923	0.5106	0.7679	0.8984	nan	0.9513	0.5845	0.0	0.9505	0.5811
0.0142	18.7730	3060	0.0840	0.5439	0.8205	0.9141	nan	0.9520	0.6890	0.0	0.9516	0.6801
0.0374	18.8957	3080	0.0854	0.5288	0.7963	0.9004	nan	0.9427	0.6500	0.0	0.9424	0.6439
0.024	19.0184	3100	0.0895	0.5201	0.7826	0.8963	nan	0.9425	0.6226	0.0	0.9421	0.6182
0.0653	19.1411	3120	0.0788	0.5576	0.8410	0.9207	nan	0.9530	0.7289	0.0	0.9525	0.7204
0.0241	19.2638	3140	0.0777	0.5462	0.8229	0.9205	nan	0.9602	0.6856	0.0	0.9597	0.6788
0.0278	19.3865	3160	0.1060	0.5211	0.7842	0.9001	nan	0.9472	0.6211	0.0	0.9468	0.6163
0.0521	19.5092	3180	0.0844	0.5367	0.8089	0.9147	nan	0.9577	0.6601	0.0	0.9572	0.6530
0.0207	19.6319	3200	0.1017	0.5121	0.7706	0.8902	nan	0.9387	0.6024	0.0	0.9385	0.5979
0.03	19.7546	3220	0.0796	0.5439	0.8208	0.9129	nan	0.9503	0.6914	0.0	0.9501	0.6815
0.0231	19.8773	3240	0.0848	0.5547	0.8371	0.9139	nan	0.9451	0.7292	0.0	0.9446	0.7195
0.0344	20.0	3260	0.0837	0.5391	0.8122	0.9126	nan	0.9534	0.6711	0.0	0.9529	0.6644
0.0256	20.1227	3280	0.0772	0.5567	0.8401	0.9186	nan	0.9505	0.7298	0.0	0.9502	0.7198
0.0238	20.2454	3300	0.1001	0.5191	0.7813	0.8946	nan	0.9406	0.6221	0.0	0.9401	0.6172
0.0268	20.3681	3320	0.0885	0.5286	0.7956	0.9005	nan	0.9431	0.6481	0.0	0.9428	0.6429
0.0221	20.4908	3340	0.0912	0.5504	0.8305	0.9097	nan	0.9419	0.7191	0.0	0.9415	0.7097
0.0247	20.6135	3360	0.0917	0.5467	0.8236	0.9127	nan	0.9490	0.6982	0.0	0.9485	0.6915
0.0397	20.7362	3380	0.0914	0.5342	0.8047	0.9090	nan	0.9513	0.6581	0.0	0.9507	0.6519
0.0793	20.8589	3400	0.0897	0.5279	0.7950	0.9038	nan	0.9479	0.6421	0.0	0.9475	0.6363
0.0481	20.9816	3420	0.0996	0.5127	0.7710	0.8946	nan	0.9447	0.5973	0.0	0.9443	0.5939
0.0215	21.1043	3440	0.1023	0.5287	0.7959	0.8989	nan	0.9407	0.6511	0.0	0.9404	0.6456
0.0234	21.2270	3460	0.0937	0.5304	0.7987	0.9078	nan	0.9520	0.6453	0.0	0.9517	0.6395
0.0286	21.3497	3480	0.0956	0.5320	0.8015	0.9051	nan	0.9471	0.6558	0.0	0.9467	0.6493
0.0203	21.4724	3500	0.0932	0.5215	0.7848	0.9057	nan	0.9547	0.6149	0.0	0.9543	0.6101
0.0756	21.5951	3520	0.0915	0.5302	0.7978	0.9159	nan	0.9639	0.6318	0.0	0.9630	0.6275
0.0292	21.7178	3540	0.0927	0.5364	0.8081	0.9079	nan	0.9485	0.6678	0.0	0.9480	0.6613
0.0167	21.8405	3560	0.0847	0.5462	0.8226	0.9155	nan	0.9532	0.6919	0.0	0.9528	0.6859
0.0426	21.9632	3580	0.0828	0.5584	0.8422	0.9262	nan	0.9603	0.7240	0.0	0.9599	0.7154
0.0281	22.0859	3600	0.0866	0.5361	0.8071	0.9165	nan	0.9609	0.6532	0.0	0.9604	0.6480
0.0299	22.2086	3620	0.0865	0.5402	0.8139	0.9081	nan	0.9464	0.6814	0.0	0.9462	0.6744
0.0288	22.3313	3640	0.0957	0.5338	0.8032	0.9021	nan	0.9422	0.6641	0.0	0.9418	0.6596
0.0376	22.4540	3660	0.0930	0.5243	0.7888	0.9022	nan	0.9482	0.6294	0.0	0.9480	0.6249
0.0231	22.5767	3680	0.0869	0.5464	0.8232	0.9157	nan	0.9532	0.6932	0.0	0.9529	0.6863
0.0323	22.6994	3700	0.0840	0.5418	0.8158	0.9080	nan	0.9455	0.6860	0.0	0.9453	0.6802
0.0201	22.8221	3720	0.0827	0.5393	0.8117	0.9133	nan	0.9545	0.6688	0.0	0.9542	0.6637
0.0367	22.9448	3740	0.0897	0.5485	0.8266	0.9160	nan	0.9523	0.7008	0.0	0.9519	0.6936
0.2495	23.0675	3760	0.0880	0.5298	0.7978	0.9080	nan	0.9527	0.6429	0.0	0.9523	0.6370
0.0116	23.1902	3780	0.0922	0.5216	0.7847	0.9098	nan	0.9606	0.6088	0.0	0.9599	0.6049
0.0165	23.3129	3800	0.0820	0.5620	0.8489	0.9260	nan	0.9574	0.7404	0.0	0.9570	0.7291
0.0462	23.4356	3820	0.0841	0.5562	0.8390	0.9159	nan	0.9471	0.7308	0.0	0.9467	0.7220
0.0265	23.5583	3840	0.0864	0.5447	0.8208	0.9199	nan	0.9602	0.6813	0.0	0.9598	0.6743
0.021	23.6810	3860	0.0885	0.5344	0.8051	0.9163	nan	0.9614	0.6488	0.0	0.9609	0.6424
0.0249	23.8037	3880	0.0824	0.5511	0.8312	0.9246	nan	0.9625	0.7000	0.0	0.9619	0.6913
0.0294	23.9264	3900	0.0823	0.5420	0.8166	0.9185	nan	0.9599	0.6734	0.0	0.9594	0.6666
0.0388	24.0491	3920	0.0866	0.5361	0.8072	0.9139	nan	0.9572	0.6572	0.0	0.9567	0.6516
0.0162	24.1718	3940	0.0850	0.5355	0.8067	0.9178	nan	0.9629	0.6504	0.0	0.9625	0.6440
0.0188	24.2945	3960	0.0918	0.5258	0.7918	0.9162	nan	0.9667	0.6168	0.0	0.9662	0.6112
0.0268	24.4172	3980	0.0918	0.5223	0.7863	0.9096	nan	0.9597	0.6129	0.0	0.9592	0.6078
0.0194	24.5399	4000	0.0873	0.5355	0.8063	0.9153	nan	0.9596	0.6531	0.0	0.9589	0.6474
0.0266	24.6626	4020	0.0801	0.5390	0.8113	0.9172	nan	0.9602	0.6624	0.0	0.9597	0.6573
0.0377	24.7853	4040	0.0878	0.5296	0.7967	0.9177	nan	0.9669	0.6265	0.0	0.9663	0.6226
0.0149	24.9080	4060	0.0913	0.5284	0.7952	0.9132	nan	0.9611	0.6294	0.0	0.9607	0.6244
0.0243	25.0307	4080	0.0869	0.5497	0.8288	0.9288	nan	0.9695	0.6882	0.0	0.9689	0.6803
0.0311	25.1534	4100	0.0832	0.5352	0.8053	0.9203	nan	0.9670	0.6436	0.0	0.9666	0.6390
0.0443	25.2761	4120	0.0920	0.5207	0.7833	0.9065	nan	0.9566	0.6099	0.0	0.9562	0.6060
0.0362	25.3988	4140	0.0834	0.5365	0.8073	0.9227	nan	0.9695	0.6450	0.0	0.9690	0.6404
0.0203	25.5215	4160	0.0865	0.5271	0.7933	0.9148	nan	0.9641	0.6224	0.0	0.9636	0.6177
0.0231	25.6442	4180	0.0912	0.5292	0.7964	0.9155	nan	0.9639	0.6288	0.0	0.9632	0.6244
0.0203	25.7669	4200	0.0861	0.5409	0.8150	0.9180	nan	0.9599	0.6701	0.0	0.9594	0.6634
0.0194	25.8896	4220	0.0928	0.5173	0.7780	0.9085	nan	0.9615	0.5945	0.0	0.9609	0.5911
0.0249	26.0123	4240	0.0887	0.5329	0.8017	0.9125	nan	0.9575	0.6460	0.0	0.9570	0.6418
0.0128	26.1350	4260	0.0802	0.5514	0.8304	0.9230	nan	0.9606	0.7003	0.0	0.9603	0.6938
0.021	26.2577	4280	0.0805	0.5469	0.8233	0.9207	nan	0.9603	0.6864	0.0	0.9599	0.6809
0.0319	26.3804	4300	0.0800	0.5519	0.8312	0.9240	nan	0.9617	0.7008	0.0	0.9614	0.6942
0.024	26.5031	4320	0.0775	0.5558	0.8374	0.9267	nan	0.9629	0.7119	0.0	0.9626	0.7049
0.0189	26.6258	4340	0.0827	0.5388	0.8112	0.9188	nan	0.9625	0.6600	0.0	0.9622	0.6541
0.0141	26.7485	4360	0.0870	0.5400	0.8131	0.9217	nan	0.9658	0.6605	0.0	0.9654	0.6546
0.0233	26.8712	4380	0.0849	0.5386	0.8112	0.9183	nan	0.9618	0.6605	0.0	0.9615	0.6544
0.0138	26.9939	4400	0.0897	0.5352	0.8057	0.9181	nan	0.9637	0.6477	0.0	0.9634	0.6421
0.0348	27.1166	4420	0.0894	0.5279	0.7942	0.9135	nan	0.9619	0.6266	0.0	0.9615	0.6223
0.0322	27.2393	4440	0.0834	0.5460	0.8222	0.9199	nan	0.9596	0.6847	0.0	0.9592	0.6788
0.025	27.3620	4460	0.0872	0.5386	0.8107	0.9207	nan	0.9654	0.6559	0.0	0.9649	0.6508
0.0164	27.4847	4480	0.0844	0.5371	0.8086	0.9154	nan	0.9587	0.6585	0.0	0.9584	0.6531
0.0245	27.6074	4500	0.0824	0.5477	0.8249	0.9151	nan	0.9517	0.6981	0.0	0.9514	0.6917
0.0174	27.7301	4520	0.0860	0.5298	0.7970	0.9121	nan	0.9589	0.6352	0.0	0.9585	0.6307
0.022	27.8528	4540	0.0748	0.5717	0.8626	0.9321	nan	0.9603	0.7649	0.0	0.9601	0.7551
0.0329	27.9755	4560	0.0831	0.5411	0.8143	0.9190	nan	0.9616	0.6670	0.0	0.9612	0.6622
0.0151	28.0982	4580	0.0813	0.5577	0.8410	0.9287	nan	0.9644	0.7177	0.0	0.9640	0.7090
0.0225	28.2209	4600	0.0910	0.5338	0.8037	0.9165	nan	0.9623	0.6450	0.0	0.9620	0.6393
0.0294	28.3436	4620	0.0827	0.5551	0.8367	0.9260	nan	0.9623	0.7112	0.0	0.9619	0.7035
0.025	28.4663	4640	0.0857	0.5365	0.8076	0.9168	nan	0.9612	0.6540	0.0	0.9608	0.6487
0.0315	28.5890	4660	0.0830	0.5498	0.8276	0.9230	nan	0.9617	0.6935	0.0	0.9614	0.6880
0.037	28.7117	4680	0.0849	0.5473	0.8239	0.9171	nan	0.9549	0.6930	0.0	0.9545	0.6875
0.0232	28.8344	4700	0.0821	0.5559	0.8380	0.9225	nan	0.9567	0.7193	0.0	0.9564	0.7113
0.0236	28.9571	4720	0.0817	0.5624	0.8478	0.9279	nan	0.9605	0.7350	0.0	0.9601	0.7269
0.0292	29.0798	4740	0.0806	0.5641	0.8502	0.9297	nan	0.9621	0.7383	0.0	0.9616	0.7308
0.0325	29.2025	4760	0.0853	0.5440	0.8189	0.9174	nan	0.9573	0.6806	0.0	0.9570	0.6750
0.0163	29.3252	4780	0.0892	0.5486	0.8263	0.9097	nan	0.9436	0.7090	0.0	0.9433	0.7024
0.0124	29.4479	4800	0.0798	0.5513	0.8303	0.9211	nan	0.9579	0.7028	0.0	0.9575	0.6963
0.0595	29.5706	4820	0.0845	0.5439	0.8187	0.9130	nan	0.9512	0.6862	0.0	0.9510	0.6806
0.0104	29.6933	4840	0.0851	0.5519	0.8325	0.9219	nan	0.9583	0.7066	0.0	0.9580	0.6976
0.0177	29.8160	4860	0.0898	0.5314	0.7992	0.9110	nan	0.9565	0.6419	0.0	0.9561	0.6380
0.0243	29.9387	4880	0.0786	0.5606	0.8442	0.9270	nan	0.9606	0.7278	0.0	0.9602	0.7215
0.024	30.0613	4900	0.0847	0.5428	0.8167	0.9169	nan	0.9576	0.6758	0.0	0.9571	0.6712
0.0532	30.1840	4920	0.0845	0.5529	0.8333	0.9240	nan	0.9609	0.7057	0.0	0.9604	0.6985
0.0203	30.3067	4940	0.0807	0.5552	0.8363	0.9226	nan	0.9576	0.7150	0.0	0.9572	0.7084
0.0358	30.4294	4960	0.0845	0.5515	0.8305	0.9201	nan	0.9565	0.7044	0.0	0.9562	0.6983
0.0202	30.5521	4980	0.0830	0.5535	0.8337	0.9229	nan	0.9591	0.7083	0.0	0.9587	0.7018
0.0248	30.6748	5000	0.0804	0.5609	0.8457	0.9263	nan	0.9590	0.7325	0.0	0.9586	0.7240
0.0491	30.7975	5020	0.0840	0.5416	0.8156	0.9186	nan	0.9604	0.6707	0.0	0.9600	0.6649
0.0327	30.9202	5040	0.0858	0.5574	0.8404	0.9276	nan	0.9630	0.7178	0.0	0.9625	0.7098
0.0178	31.0429	5060	0.0863	0.5457	0.8214	0.9207	nan	0.9610	0.6819	0.0	0.9605	0.6766
0.0473	31.1656	5080	0.0775	0.5709	0.8612	0.9338	nan	0.9633	0.7592	0.0	0.9628	0.7498
0.0398	31.2883	5100	0.0870	0.5515	0.8310	0.9137	nan	0.9472	0.7148	0.0	0.9468	0.7078
0.0228	31.4110	5120	0.0913	0.5441	0.8199	0.9131	nan	0.9509	0.6889	0.0	0.9504	0.6819
0.0351	31.5337	5140	0.0900	0.5366	0.8078	0.9125	nan	0.9550	0.6605	0.0	0.9546	0.6553
0.0383	31.6564	5160	0.0828	0.5529	0.8327	0.9239	nan	0.9609	0.7044	0.0	0.9605	0.6982
0.0235	31.7791	5180	0.0824	0.5476	0.8243	0.9207	nan	0.9598	0.6888	0.0	0.9594	0.6835
0.0159	31.9018	5200	0.0843	0.5477	0.8249	0.9187	nan	0.9568	0.6930	0.0	0.9564	0.6867
0.0201	32.0245	5220	0.0821	0.5566	0.8384	0.9245	nan	0.9595	0.7174	0.0	0.9591	0.7108
0.03	32.1472	5240	0.0791	0.5572	0.8394	0.9246	nan	0.9592	0.7197	0.0	0.9589	0.7126
0.0224	32.2699	5260	0.0788	0.5548	0.8357	0.9231	nan	0.9585	0.7130	0.0	0.9583	0.7061
0.0404	32.3926	5280	0.0849	0.5452	0.8207	0.9170	nan	0.9560	0.6854	0.0	0.9557	0.6798
0.0556	32.5153	5300	0.0819	0.5469	0.8234	0.9187	nan	0.9575	0.6893	0.0	0.9571	0.6835
0.0159	32.6380	5320	0.0867	0.5386	0.8106	0.9166	nan	0.9597	0.6614	0.0	0.9594	0.6563
0.0253	32.7607	5340	0.0901	0.5377	0.8090	0.9172	nan	0.9611	0.6569	0.0	0.9609	0.6522
0.0571	32.8834	5360	0.0980	0.5258	0.7909	0.9092	nan	0.9573	0.6245	0.0	0.9569	0.6206
0.0165	33.0061	5380	0.0924	0.5359	0.8070	0.9131	nan	0.9562	0.6577	0.0	0.9560	0.6518
0.013	33.1288	5400	0.0842	0.5439	0.8194	0.9200	nan	0.9609	0.6779	0.0	0.9605	0.6712
0.0268	33.2515	5420	0.0883	0.5312	0.7995	0.9130	nan	0.9591	0.6399	0.0	0.9587	0.6349
0.0285	33.3742	5440	0.0823	0.5537	0.8341	0.9252	nan	0.9621	0.7061	0.0	0.9618	0.6992
0.0128	33.4969	5460	0.0850	0.5324	0.8010	0.9131	nan	0.9586	0.6434	0.0	0.9584	0.6389
0.0112	33.6196	5480	0.0833	0.5588	0.8420	0.9271	nan	0.9617	0.7223	0.0	0.9614	0.7149
0.0196	33.7423	5500	0.0850	0.5500	0.8279	0.9228	nan	0.9614	0.6945	0.0	0.9610	0.6889
0.0088	33.8650	5520	0.0889	0.5418	0.8153	0.9197	nan	0.9622	0.6684	0.0	0.9618	0.6636
0.0142	33.9877	5540	0.0861	0.5516	0.8310	0.9223	nan	0.9593	0.7027	0.0	0.9591	0.6959
0.0457	34.1104	5560	0.0864	0.5443	0.8193	0.9214	nan	0.9629	0.6758	0.0	0.9625	0.6705
0.0269	34.2331	5580	0.0868	0.5495	0.8277	0.9235	nan	0.9623	0.6931	0.0	0.9619	0.6866
0.0412	34.3558	5600	0.0865	0.5413	0.8148	0.9182	nan	0.9602	0.6694	0.0	0.9599	0.6639
0.0159	34.4785	5620	0.0861	0.5550	0.8371	0.9262	nan	0.9624	0.7118	0.0	0.9621	0.7029
0.0207	34.6012	5640	0.0862	0.5458	0.8223	0.9209	nan	0.9609	0.6838	0.0	0.9605	0.6770
0.0139	34.7239	5660	0.0849	0.5439	0.8191	0.9205	nan	0.9617	0.6764	0.0	0.9612	0.6706
0.0187	34.8466	5680	0.0867	0.5474	0.8244	0.9191	nan	0.9575	0.6914	0.0	0.9572	0.6849
0.0143	34.9693	5700	0.0830	0.5539	0.8345	0.9256	nan	0.9626	0.7064	0.0	0.9623	0.6995
0.0166	35.0920	5720	0.0837	0.5531	0.8332	0.9245	nan	0.9616	0.7048	0.0	0.9613	0.6980
0.048	35.2147	5740	0.0884	0.5422	0.8168	0.9186	nan	0.9599	0.6736	0.0	0.9597	0.6671
0.0078	35.3374	5760	0.0906	0.5477	0.8252	0.9230	nan	0.9628	0.6877	0.0	0.9623	0.6807
0.0081	35.4601	5780	0.0954	0.5309	0.7992	0.9118	nan	0.9575	0.6408	0.0	0.9571	0.6355
0.0791	35.5828	5800	0.0914	0.5352	0.8052	0.9179	nan	0.9637	0.6467	0.0	0.9632	0.6424
0.0171	35.7055	5820	0.0841	0.5516	0.8307	0.9233	nan	0.9609	0.7006	0.0	0.9605	0.6944
0.0118	35.8282	5840	0.0855	0.5515	0.8311	0.9220	nan	0.9589	0.7033	0.0	0.9586	0.6960
0.027	35.9509	5860	0.0892	0.5516	0.8314	0.9271	nan	0.9659	0.6968	0.0	0.9656	0.6891
0.0256	36.0736	5880	0.0885	0.5483	0.8262	0.9234	nan	0.9629	0.6894	0.0	0.9627	0.6821
0.0233	36.1963	5900	0.0899	0.5441	0.8194	0.9197	nan	0.9604	0.6784	0.0	0.9601	0.6722
0.0295	36.3190	5920	0.0860	0.5492	0.8269	0.9203	nan	0.9582	0.6956	0.0	0.9579	0.6895
0.0243	36.4417	5940	0.0863	0.5472	0.8240	0.9222	nan	0.9621	0.6859	0.0	0.9618	0.6798
0.0256	36.5644	5960	0.0894	0.5369	0.8083	0.9172	nan	0.9614	0.6552	0.0	0.9611	0.6496
0.0334	36.6871	5980	0.0885	0.5428	0.8176	0.9195	nan	0.9609	0.6744	0.0	0.9606	0.6678
0.0281	36.8098	6000	0.0850	0.5481	0.8253	0.9210	nan	0.9599	0.6908	0.0	0.9595	0.6847
0.0239	36.9325	6020	0.0875	0.5499	0.8281	0.9234	nan	0.9620	0.6942	0.0	0.9617	0.6880
0.0097	37.0552	6040	0.0833	0.5552	0.8365	0.9246	nan	0.9604	0.7127	0.0	0.9601	0.7056
0.0326	37.1779	6060	0.0940	0.5347	0.8047	0.9157	nan	0.9607	0.6486	0.0	0.9604	0.6437
0.0164	37.3006	6080	0.0931	0.5397	0.8126	0.9198	nan	0.9634	0.6618	0.0	0.9631	0.6559
0.0133	37.4233	6100	0.0885	0.5463	0.8226	0.9213	nan	0.9613	0.6840	0.0	0.9610	0.6780
0.0141	37.5460	6120	0.0910	0.5458	0.8221	0.9199	nan	0.9596	0.6846	0.0	0.9593	0.6781
0.0149	37.6687	6140	0.0831	0.5571	0.8395	0.9236	nan	0.9577	0.7214	0.0	0.9575	0.7140
0.0178	37.7914	6160	0.0847	0.5521	0.8315	0.9218	nan	0.9585	0.7045	0.0	0.9582	0.6982
0.0092	37.9141	6180	0.0891	0.5458	0.8219	0.9195	nan	0.9592	0.6847	0.0	0.9589	0.6787
0.0248	38.0368	6200	0.0866	0.5450	0.8207	0.9201	nan	0.9605	0.6809	0.0	0.9603	0.6747
0.016	38.1595	6220	0.0835	0.5541	0.8349	0.9246	nan	0.9610	0.7088	0.0	0.9608	0.7016
0.0255	38.2822	6240	0.0880	0.5452	0.8213	0.9196	nan	0.9595	0.6831	0.0	0.9593	0.6764
0.0201	38.4049	6260	0.0887	0.5405	0.8135	0.9191	nan	0.9620	0.6649	0.0	0.9617	0.6597
0.0184	38.5276	6280	0.0888	0.5466	0.8233	0.9218	nan	0.9618	0.6848	0.0	0.9616	0.6781
0.0195	38.6503	6300	0.0925	0.5376	0.8090	0.9164	nan	0.9601	0.6580	0.0	0.9598	0.6529
0.0235	38.7730	6320	0.0903	0.5376	0.8090	0.9171	nan	0.9611	0.6569	0.0	0.9608	0.6520
0.0336	38.8957	6340	0.0896	0.5432	0.8180	0.9191	nan	0.9602	0.6759	0.0	0.9598	0.6699
0.0208	39.0184	6360	0.0871	0.5485	0.8261	0.9186	nan	0.9561	0.6960	0.0	0.9559	0.6897
0.0277	39.1411	6380	0.0858	0.5438	0.8186	0.9196	nan	0.9606	0.6766	0.0	0.9603	0.6711
0.0337	39.2638	6400	0.0874	0.5427	0.8169	0.9181	nan	0.9592	0.6746	0.0	0.9589	0.6693
0.0229	39.3865	6420	0.0889	0.5425	0.8165	0.9187	nan	0.9603	0.6726	0.0	0.9599	0.6674
0.0163	39.5092	6440	0.0895	0.5446	0.8199	0.9207	nan	0.9617	0.6781	0.0	0.9613	0.6726
0.0312	39.6319	6460	0.0834	0.5515	0.8306	0.9223	nan	0.9595	0.7016	0.0	0.9593	0.6952
0.0139	39.7546	6480	0.0849	0.5501	0.8283	0.9255	nan	0.9650	0.6917	0.0	0.9646	0.6856
0.0276	39.8773	6500	0.0850	0.5442	0.8194	0.9210	nan	0.9623	0.6765	0.0	0.9620	0.6706
0.0202	40.0	6520	0.0831	0.5524	0.8321	0.9260	nan	0.9642	0.7001	0.0	0.9638	0.6933
0.027	40.1227	6540	0.0795	0.5607	0.8451	0.9289	nan	0.9629	0.7273	0.0	0.9626	0.7196
0.0178	40.2454	6560	0.0880	0.5440	0.8191	0.9152	nan	0.9543	0.6839	0.0	0.9540	0.6781
0.0389	40.3681	6580	0.0905	0.5453	0.8212	0.9165	nan	0.9552	0.6872	0.0	0.9549	0.6811
0.0113	40.4908	6600	0.0928	0.5411	0.8144	0.9143	nan	0.9548	0.6739	0.0	0.9546	0.6686
0.0189	40.6135	6620	0.0895	0.5461	0.8223	0.9185	nan	0.9576	0.6869	0.0	0.9573	0.6809
0.0196	40.7362	6640	0.0820	0.5564	0.8383	0.9260	nan	0.9616	0.7150	0.0	0.9613	0.7079
0.0376	40.8589	6660	0.0847	0.5443	0.8189	0.9213	nan	0.9629	0.6750	0.0	0.9625	0.6704
0.0143	40.9816	6680	0.0826	0.5590	0.8424	0.9284	nan	0.9633	0.7215	0.0	0.9630	0.7139
0.0175	41.1043	6700	0.0857	0.5511	0.8300	0.9238	nan	0.9618	0.6981	0.0	0.9615	0.6917
0.0212	41.2270	6720	0.0871	0.5494	0.8275	0.9220	nan	0.9603	0.6946	0.0	0.9601	0.6882
0.0183	41.3497	6740	0.0855	0.5490	0.8268	0.9211	nan	0.9594	0.6942	0.0	0.9591	0.6879
0.0297	41.4724	6760	0.0855	0.5564	0.8385	0.9221	nan	0.9560	0.7210	0.0	0.9557	0.7135
0.0148	41.5951	6780	0.0906	0.5393	0.8116	0.9160	nan	0.9583	0.6648	0.0	0.9580	0.6600
0.0202	41.7178	6800	0.0852	0.5597	0.8435	0.9253	nan	0.9585	0.7285	0.0	0.9583	0.7209
0.0197	41.8405	6820	0.0900	0.5523	0.8317	0.9198	nan	0.9555	0.7079	0.0	0.9552	0.7016
0.0128	41.9632	6840	0.0897	0.5477	0.8243	0.9199	nan	0.9587	0.6899	0.0	0.9583	0.6847
0.0089	42.0859	6860	0.0908	0.5498	0.8281	0.9194	nan	0.9564	0.6998	0.0	0.9561	0.6934
0.0163	42.2086	6880	0.0882	0.5489	0.8263	0.9198	nan	0.9577	0.6949	0.0	0.9574	0.6892
0.014	42.3313	6900	0.0869	0.5527	0.8321	0.9226	nan	0.9594	0.7048	0.0	0.9590	0.6992
0.0312	42.4540	6920	0.0856	0.5502	0.8284	0.9208	nan	0.9584	0.6984	0.0	0.9580	0.6927
0.0107	42.5767	6940	0.0851	0.5543	0.8348	0.9236	nan	0.9596	0.7100	0.0	0.9593	0.7037
0.0225	42.6994	6960	0.0866	0.5480	0.8250	0.9206	nan	0.9595	0.6905	0.0	0.9591	0.6850
0.0098	42.8221	6980	0.0838	0.5562	0.8378	0.9265	nan	0.9625	0.7130	0.0	0.9622	0.7063
0.0219	42.9448	7000	0.0843	0.5542	0.8346	0.9232	nan	0.9592	0.7101	0.0	0.9590	0.7037
0.0123	43.0675	7020	0.0876	0.5434	0.8177	0.9181	nan	0.9588	0.6767	0.0	0.9585	0.6718
0.0204	43.1902	7040	0.0891	0.5402	0.8128	0.9160	nan	0.9579	0.6677	0.0	0.9575	0.6629
0.0205	43.3129	7060	0.0872	0.5491	0.8268	0.9222	nan	0.9610	0.6927	0.0	0.9607	0.6865
0.0148	43.4356	7080	0.0861	0.5521	0.8316	0.9222	nan	0.9591	0.7041	0.0	0.9588	0.6974
0.0348	43.5583	7100	0.0842	0.5538	0.8339	0.9238	nan	0.9604	0.7074	0.0	0.9600	0.7013
0.013	43.6810	7120	0.0847	0.5543	0.8347	0.9242	nan	0.9605	0.7089	0.0	0.9602	0.7027
0.0176	43.8037	7140	0.0798	0.5641	0.8501	0.9308	nan	0.9636	0.7366	0.0	0.9633	0.7289
0.0154	43.9264	7160	0.0814	0.5538	0.8340	0.9264	nan	0.9639	0.7041	0.0	0.9635	0.6979
0.0225	44.0491	7180	0.0826	0.5574	0.8399	0.9270	nan	0.9623	0.7174	0.0	0.9620	0.7101
0.0179	44.1718	7200	0.0846	0.5521	0.8316	0.9221	nan	0.9588	0.7044	0.0	0.9586	0.6978
0.0204	44.2945	7220	0.0903	0.5446	0.8199	0.9171	nan	0.9566	0.6833	0.0	0.9563	0.6775
0.0355	44.4172	7240	0.0885	0.5517	0.8311	0.9193	nan	0.9551	0.7072	0.0	0.9548	0.7002
0.0105	44.5399	7260	0.0833	0.5569	0.8392	0.9261	nan	0.9613	0.7171	0.0	0.9610	0.7097
0.0202	44.6626	7280	0.0895	0.5486	0.8262	0.9195	nan	0.9574	0.6950	0.0	0.9571	0.6887
0.0109	44.7853	7300	0.0872	0.5487	0.8261	0.9216	nan	0.9604	0.6919	0.0	0.9600	0.6862
0.0098	44.9080	7320	0.0847	0.5530	0.8331	0.9234	nan	0.9601	0.7060	0.0	0.9598	0.6994
0.0329	45.0307	7340	0.0841	0.5521	0.8315	0.9229	nan	0.9600	0.7030	0.0	0.9597	0.6965
0.0196	45.1534	7360	0.0854	0.5479	0.8248	0.9212	nan	0.9603	0.6893	0.0	0.9600	0.6836
0.0144	45.2761	7380	0.0814	0.5523	0.8316	0.9240	nan	0.9615	0.7018	0.0	0.9612	0.6957
0.0229	45.3988	7400	0.0869	0.5516	0.8307	0.9224	nan	0.9597	0.7016	0.0	0.9594	0.6953
0.0282	45.5215	7420	0.0854	0.5517	0.8307	0.9242	nan	0.9622	0.6992	0.0	0.9619	0.6931
0.0143	45.6442	7440	0.0841	0.5499	0.8281	0.9238	nan	0.9627	0.6935	0.0	0.9624	0.6874
0.0206	45.7669	7460	0.0872	0.5501	0.8284	0.9216	nan	0.9595	0.6973	0.0	0.9592	0.6909
0.0111	45.8896	7480	0.0875	0.5485	0.8258	0.9212	nan	0.9599	0.6916	0.0	0.9597	0.6858
0.013	46.0123	7500	0.0859	0.5509	0.8294	0.9237	nan	0.9620	0.6969	0.0	0.9617	0.6910
0.0224	46.1350	7520	0.0855	0.5466	0.8227	0.9228	nan	0.9634	0.6820	0.0	0.9631	0.6767
0.0173	46.2577	7540	0.0861	0.5432	0.8176	0.9216	nan	0.9638	0.6714	0.0	0.9635	0.6662
0.0121	46.3804	7560	0.0858	0.5520	0.8315	0.9246	nan	0.9625	0.7005	0.0	0.9622	0.6939
0.0253	46.5031	7580	0.0865	0.5485	0.8258	0.9228	nan	0.9621	0.6894	0.0	0.9618	0.6836
0.0153	46.6258	7600	0.0861	0.5455	0.8212	0.9207	nan	0.9612	0.6812	0.0	0.9609	0.6755
0.0133	46.7485	7620	0.0882	0.5440	0.8188	0.9211	nan	0.9626	0.6750	0.0	0.9623	0.6697
0.0238	46.8712	7640	0.0863	0.5469	0.8234	0.9220	nan	0.9621	0.6847	0.0	0.9618	0.6789
0.0212	46.9939	7660	0.0848	0.5516	0.8307	0.9237	nan	0.9615	0.6999	0.0	0.9612	0.6934
0.0095	47.1166	7680	0.0848	0.5534	0.8334	0.9257	nan	0.9632	0.7036	0.0	0.9629	0.6972
0.0201	47.2393	7700	0.0903	0.5420	0.8156	0.9195	nan	0.9617	0.6696	0.0	0.9614	0.6647
0.0805	47.3620	7720	0.0892	0.5387	0.8105	0.9177	nan	0.9612	0.6598	0.0	0.9609	0.6551
0.0129	47.4847	7740	0.0859	0.5479	0.8250	0.9218	nan	0.9612	0.6889	0.0	0.9609	0.6829
0.0244	47.6074	7760	0.0889	0.5459	0.8220	0.9196	nan	0.9592	0.6848	0.0	0.9590	0.6787
0.0253	47.7301	7780	0.0874	0.5445	0.8197	0.9203	nan	0.9611	0.6782	0.0	0.9608	0.6728
0.0204	47.8528	7800	0.0837	0.5460	0.8218	0.9233	nan	0.9645	0.6791	0.0	0.9641	0.6740
0.022	47.9755	7820	0.0841	0.5489	0.8265	0.9228	nan	0.9618	0.6911	0.0	0.9616	0.6852
0.0087	48.0982	7840	0.0885	0.5480	0.8251	0.9218	nan	0.9610	0.6891	0.0	0.9608	0.6831
0.0117	48.2209	7860	0.0846	0.5518	0.8310	0.9251	nan	0.9633	0.6987	0.0	0.9629	0.6923
0.0267	48.3436	7880	0.0878	0.5480	0.8251	0.9228	nan	0.9624	0.6878	0.0	0.9621	0.6818
0.0238	48.4663	7900	0.0862	0.5482	0.8255	0.9226	nan	0.9621	0.6889	0.0	0.9618	0.6829
0.0174	48.5890	7920	0.0895	0.5439	0.8188	0.9201	nan	0.9612	0.6763	0.0	0.9610	0.6706
0.0852	48.7117	7940	0.0903	0.5364	0.8069	0.9170	nan	0.9617	0.6522	0.0	0.9614	0.6479
0.0116	48.8344	7960	0.0862	0.5489	0.8264	0.9229	nan	0.9621	0.6908	0.0	0.9618	0.6850
0.0089	48.9571	7980	0.0842	0.5516	0.8305	0.9243	nan	0.9624	0.6986	0.0	0.9621	0.6925
0.0192	49.0798	8000	0.0838	0.5540	0.8344	0.9256	nan	0.9626	0.7062	0.0	0.9624	0.6998
0.0144	49.2025	8020	0.0866	0.5460	0.8218	0.9222	nan	0.9629	0.6807	0.0	0.9626	0.6754
0.0132	49.3252	8040	0.0879	0.5481	0.8251	0.9224	nan	0.9619	0.6883	0.0	0.9617	0.6826
0.0165	49.4479	8060	0.0854	0.5451	0.8205	0.9210	nan	0.9618	0.6791	0.0	0.9615	0.6739
0.0308	49.5706	8080	0.0845	0.5498	0.8278	0.9241	nan	0.9632	0.6924	0.0	0.9629	0.6865
0.011	49.6933	8100	0.0872	0.5461	0.8221	0.9226	nan	0.9634	0.6808	0.0	0.9631	0.6753
0.0315	49.8160	8120	0.0902	0.5455	0.8213	0.9200	nan	0.9601	0.6826	0.0	0.9598	0.6768
0.0205	49.9387	8140	0.0875	0.5491	0.8268	0.9234	nan	0.9626	0.6910	0.0	0.9623	0.6850

Framework versions

• Transformers 4.46.3
• Pytorch 2.5.1+cu121
• Datasets 3.1.0
• Tokenizers 0.20.3