Yolo_temp

This model is a fine-tuned version of hustvl/yolos-tiny on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.7638
• Map: 0.4086
• Map 50: 0.6729
• Map 75: 0.4544
• Map Small: 0.6297
• Map Medium: 0.3867
• Map Large: 0.5714
• Mar 1: 0.552
• Mar 10: 0.6309
• Mar 100: 0.6406
• Mar Small: 0.8375
• Mar Medium: 0.6209
• Mar Large: 0.6167
• Map Score: 0.4086
• Mar 100 Score: 0.6406

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: 5e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: cosine
• num_epochs: 300

Training results

Training Loss	Epoch	Step	Validation Loss	Map	Map 50	Map 75	Map Small	Map Medium	Map Large	Mar 1	Mar 10	Mar 100	Mar Small	Mar Medium	Mar Large	Map Score	Mar 100 Score
No log	1.0	136	1.1190	0.0212	0.0836	0.0035	0.0113	0.0244	0.0035	0.0171	0.24	0.3234	0.4375	0.3222	0.05	0.0212	0.3234
No log	2.0	272	1.1220	0.027	0.1179	0.0035	0.0111	0.0357	0.019	0.0771	0.2571	0.3137	0.4938	0.3026	0.1167	0.027	0.3137
No log	3.0	408	0.8286	0.0631	0.1664	0.0343	0.0508	0.0677	0.0055	0.084	0.464	0.528	0.5562	0.5412	0.1167	0.0631	0.528
1.0137	4.0	544	0.9273	0.0391	0.1157	0.0198	0.0186	0.0518	0.0034	0.0777	0.4109	0.4394	0.3625	0.4641	0.0167	0.0391	0.4394
1.0137	5.0	680	0.8719	0.0689	0.1885	0.0343	0.0152	0.0935	0.0168	0.092	0.4491	0.5017	0.5437	0.5163	0.0167	0.0689	0.5017
1.0137	6.0	816	0.9032	0.0649	0.1813	0.0417	0.0234	0.0754	0.0505	0.1091	0.4269	0.504	0.675	0.5039	0.05	0.0649	0.504
1.0137	7.0	952	0.9282	0.0779	0.2322	0.0164	0.0892	0.0829	0.1916	0.1	0.4183	0.4423	0.5375	0.4418	0.2	0.0779	0.4423
0.7312	8.0	1088	0.8613	0.0911	0.2572	0.0405	0.074	0.1071	0.0842	0.1474	0.4657	0.4914	0.65	0.4908	0.0833	0.0911	0.4914
0.7312	9.0	1224	0.9555	0.0701	0.1944	0.0358	0.0473	0.0859	0.0183	0.1543	0.3937	0.4903	0.6687	0.4882	0.0667	0.0701	0.4903
0.7312	10.0	1360	0.8365	0.1276	0.3731	0.0568	0.1199	0.1394	0.0875	0.1966	0.4823	0.5251	0.6875	0.5248	0.1	0.1276	0.5251
0.7312	11.0	1496	0.8591	0.0861	0.2453	0.0455	0.0605	0.0986	0.1691	0.1389	0.5017	0.5217	0.6625	0.5196	0.2	0.0861	0.5217
0.6257	12.0	1632	0.8762	0.1149	0.3532	0.0564	0.0544	0.1419	0.1327	0.1737	0.4429	0.4474	0.575	0.4464	0.1333	0.1149	0.4474
0.6257	13.0	1768	0.9202	0.1102	0.3472	0.0552	0.1258	0.1106	0.2547	0.156	0.4103	0.4354	0.7563	0.4085	0.2667	0.1102	0.4354
0.6257	14.0	1904	0.8576	0.2085	0.5525	0.1038	0.2728	0.2086	0.2542	0.3023	0.5057	0.5229	0.6375	0.5196	0.3	0.2085	0.5229
0.5938	15.0	2040	0.7675	0.2139	0.596	0.1136	0.1226	0.2435	0.3073	0.3131	0.536	0.5663	0.7437	0.5562	0.35	0.2139	0.5663
0.5938	16.0	2176	0.8193	0.2113	0.608	0.1198	0.455	0.1983	0.3516	0.276	0.492	0.5314	0.6562	0.5248	0.3667	0.2113	0.5314
0.5938	17.0	2312	0.8709	0.1909	0.5359	0.0665	0.1196	0.2138	0.2916	0.288	0.4703	0.5411	0.6812	0.532	0.4	0.1909	0.5411
0.5938	18.0	2448	0.8031	0.2188	0.5589	0.1607	0.1529	0.24	0.4581	0.3594	0.5229	0.5669	0.7437	0.5516	0.4833	0.2188	0.5669
0.5134	19.0	2584	0.7553	0.2681	0.6746	0.1744	0.1965	0.2853	0.4031	0.3623	0.5349	0.5566	0.725	0.5399	0.5333	0.2681	0.5566
0.5134	20.0	2720	0.7715	0.2594	0.5801	0.2299	0.1862	0.2729	0.442	0.3971	0.552	0.5651	0.7312	0.5503	0.5	0.2594	0.5651
0.5134	21.0	2856	0.8279	0.2546	0.6613	0.194	0.2558	0.259	0.4845	0.372	0.5171	0.5251	0.7125	0.5046	0.55	0.2546	0.5251
0.5134	22.0	2992	0.7943	0.2713	0.6352	0.2142	0.204	0.2914	0.3931	0.3806	0.5297	0.5634	0.7188	0.5464	0.5833	0.2713	0.5634
0.4438	23.0	3128	0.8593	0.2458	0.584	0.2004	0.1889	0.2717	0.4365	0.3514	0.4971	0.5257	0.6187	0.5183	0.4667	0.2458	0.5257
0.4438	24.0	3264	0.7655	0.2909	0.6621	0.2047	0.274	0.2998	0.4655	0.4189	0.5451	0.5714	0.725	0.5569	0.5333	0.2909	0.5714
0.4438	25.0	3400	0.7782	0.3423	0.7065	0.3297	0.4088	0.3388	0.4335	0.4217	0.5646	0.5903	0.7688	0.5752	0.5	0.3423	0.5903
0.4467	26.0	3536	0.7868	0.2838	0.596	0.2758	0.2715	0.2926	0.4924	0.3994	0.5549	0.5817	0.7688	0.5641	0.5333	0.2838	0.5817
0.4467	27.0	3672	0.8256	0.3331	0.6641	0.3336	0.3905	0.3273	0.4904	0.4109	0.5086	0.5166	0.6687	0.5007	0.5167	0.3331	0.5166
0.4467	28.0	3808	0.8521	0.3204	0.62	0.3214	0.4072	0.3082	0.5205	0.3897	0.5537	0.5743	0.725	0.5588	0.5667	0.3204	0.5743
0.4467	29.0	3944	0.8260	0.3498	0.6669	0.3358	0.4208	0.3358	0.5485	0.3971	0.524	0.5434	0.675	0.5294	0.55	0.3498	0.5434
0.3771	30.0	4080	0.7580	0.3762	0.6896	0.3827	0.3813	0.3715	0.5363	0.4531	0.5771	0.588	0.7625	0.5712	0.55	0.3762	0.588
0.3771	31.0	4216	0.8198	0.3365	0.6525	0.3515	0.2761	0.3324	0.5317	0.4309	0.56	0.5731	0.7688	0.5542	0.5333	0.3365	0.5731
0.3771	32.0	4352	0.8328	0.3569	0.7363	0.2767	0.2885	0.3545	0.5026	0.4194	0.54	0.5829	0.7563	0.5667	0.5333	0.3569	0.5829
0.3771	33.0	4488	0.9149	0.2909	0.7175	0.1759	0.1777	0.2917	0.5318	0.332	0.5634	0.5874	0.7563	0.5712	0.55	0.2909	0.5874
0.3765	34.0	4624	0.8246	0.3525	0.7365	0.3309	0.3927	0.3423	0.479	0.4097	0.5566	0.5709	0.7312	0.5529	0.6	0.3525	0.5709
0.3765	35.0	4760	0.8311	0.3351	0.6706	0.3072	0.3045	0.3244	0.5307	0.4189	0.5057	0.5143	0.7	0.4941	0.5333	0.3351	0.5143
0.3765	36.0	4896	0.8570	0.3209	0.6574	0.3096	0.2863	0.3076	0.4924	0.3977	0.4737	0.4834	0.675	0.4627	0.5	0.3209	0.4834
0.3701	37.0	5032	0.8585	0.2968	0.6091	0.271	0.2387	0.294	0.597	0.3914	0.528	0.5417	0.7625	0.5163	0.6	0.2968	0.5417
0.3701	38.0	5168	0.8288	0.3411	0.6981	0.3416	0.2632	0.3434	0.4828	0.428	0.5983	0.6143	0.7563	0.5993	0.6167	0.3411	0.6143
0.3701	39.0	5304	0.8351	0.3333	0.6292	0.3322	0.2936	0.3212	0.5314	0.4149	0.5274	0.5406	0.7125	0.5209	0.5833	0.3333	0.5406
0.3701	40.0	5440	0.8334	0.3605	0.6646	0.3445	0.4371	0.3434	0.498	0.4497	0.5046	0.5074	0.625	0.4941	0.5333	0.3605	0.5074
0.3431	41.0	5576	0.8007	0.3753	0.6826	0.404	0.4417	0.3584	0.5205	0.4434	0.5543	0.5697	0.7437	0.5529	0.5333	0.3753	0.5697
0.3431	42.0	5712	0.8066	0.3739	0.7129	0.3962	0.4227	0.3616	0.5307	0.4417	0.5577	0.5703	0.7188	0.5562	0.5333	0.3739	0.5703
0.3431	43.0	5848	0.7858	0.3917	0.6838	0.4664	0.4209	0.3801	0.5106	0.468	0.544	0.5509	0.75	0.5314	0.5167	0.3917	0.5509
0.3431	44.0	5984	0.8548	0.3095	0.6903	0.234	0.2454	0.3097	0.4774	0.3806	0.5531	0.5703	0.7812	0.5497	0.5333	0.3095	0.5703
0.3213	45.0	6120	0.8196	0.3461	0.6589	0.3827	0.3363	0.3366	0.5644	0.4211	0.5183	0.5246	0.7188	0.5026	0.5667	0.3461	0.5246
0.3213	46.0	6256	0.8052	0.3652	0.7005	0.3833	0.3877	0.3558	0.4812	0.4389	0.5463	0.564	0.7563	0.5438	0.5667	0.3652	0.564
0.3213	47.0	6392	0.7874	0.3809	0.7012	0.4205	0.404	0.3694	0.4924	0.4463	0.5583	0.5703	0.7625	0.5529	0.5	0.3809	0.5703
0.2998	48.0	6528	0.8310	0.3679	0.6813	0.3706	0.3711	0.3558	0.5644	0.4251	0.5457	0.5823	0.7563	0.5647	0.5667	0.3679	0.5823
0.2998	49.0	6664	0.7924	0.3787	0.743	0.3928	0.4837	0.3645	0.4926	0.4617	0.564	0.5766	0.775	0.5562	0.5667	0.3787	0.5766
0.2998	50.0	6800	0.8339	0.3482	0.7447	0.3059	0.3352	0.3431	0.4969	0.4229	0.556	0.5834	0.75	0.5686	0.5167	0.3482	0.5834
0.2998	51.0	6936	0.8143	0.3661	0.6691	0.3993	0.3919	0.3602	0.497	0.4731	0.5354	0.5583	0.725	0.5412	0.55	0.3661	0.5583
0.3162	52.0	7072	0.8649	0.339	0.726	0.2696	0.3782	0.3255	0.497	0.4217	0.5451	0.5731	0.725	0.5595	0.5167	0.339	0.5731
0.3162	53.0	7208	0.7908	0.3853	0.7065	0.3897	0.42	0.3764	0.5458	0.4829	0.5577	0.58	0.8062	0.5569	0.5667	0.3853	0.58
0.3162	54.0	7344	0.7790	0.3803	0.713	0.383	0.4536	0.3658	0.528	0.4777	0.5457	0.5543	0.7875	0.5288	0.5833	0.3803	0.5543
0.3162	55.0	7480	0.8063	0.3361	0.6896	0.2663	0.295	0.33	0.5466	0.4211	0.5406	0.5697	0.7563	0.5497	0.5833	0.3361	0.5697
0.3033	56.0	7616	0.7669	0.3767	0.711	0.3895	0.4554	0.3678	0.5407	0.4503	0.5777	0.6046	0.775	0.5882	0.5667	0.3767	0.6046
0.3033	57.0	7752	0.7772	0.3641	0.6668	0.4131	0.3907	0.358	0.5238	0.4794	0.568	0.5777	0.7063	0.5647	0.5667	0.3641	0.5777
0.3033	58.0	7888	0.8177	0.3193	0.6523	0.2875	0.4279	0.3054	0.4812	0.4154	0.5823	0.6	0.7688	0.5863	0.5	0.3193	0.6
0.2902	59.0	8024	0.7585	0.3962	0.7109	0.4111	0.5062	0.383	0.5422	0.492	0.5817	0.596	0.7625	0.5804	0.55	0.3962	0.596
0.2902	60.0	8160	0.7387	0.3941	0.6831	0.4428	0.5739	0.3798	0.5317	0.5109	0.5834	0.6063	0.8	0.5889	0.5333	0.3941	0.6063
0.2902	61.0	8296	0.7514	0.3868	0.6834	0.4473	0.4576	0.3721	0.5531	0.5057	0.5777	0.6046	0.7937	0.5863	0.5667	0.3868	0.6046
0.2902	62.0	8432	0.7499	0.3733	0.6771	0.4174	0.4907	0.3604	0.5149	0.4994	0.592	0.6166	0.8188	0.5987	0.5333	0.3733	0.6166
0.2707	63.0	8568	0.7923	0.3585	0.6856	0.3557	0.4898	0.3445	0.5458	0.4691	0.5789	0.608	0.8188	0.5876	0.5667	0.3585	0.608
0.2707	64.0	8704	0.7601	0.402	0.7499	0.4368	0.5877	0.3815	0.5812	0.5063	0.5989	0.6234	0.775	0.6092	0.5833	0.402	0.6234
0.2707	65.0	8840	0.7595	0.3811	0.7309	0.4164	0.4563	0.3721	0.5366	0.4829	0.6194	0.6371	0.75	0.6275	0.5833	0.3811	0.6371
0.2707	66.0	8976	0.7585	0.3899	0.7332	0.377	0.562	0.3682	0.5651	0.4937	0.5937	0.6154	0.7625	0.6013	0.5833	0.3899	0.6154
0.2807	67.0	9112	0.8315	0.3773	0.6703	0.4309	0.5122	0.3619	0.5149	0.4589	0.544	0.56	0.7625	0.5405	0.5167	0.3773	0.56
0.2807	68.0	9248	0.7794	0.3915	0.7152	0.4159	0.6167	0.3651	0.5264	0.4989	0.5931	0.6149	0.775	0.6007	0.55	0.3915	0.6149
0.2807	69.0	9384	0.8991	0.3249	0.6737	0.2986	0.3025	0.3304	0.3917	0.3909	0.5749	0.6114	0.775	0.5961	0.5667	0.3249	0.6114
0.2623	70.0	9520	0.7919	0.3678	0.6701	0.4015	0.4906	0.3605	0.543	0.456	0.5909	0.62	0.8	0.6013	0.6167	0.3678	0.62
0.2623	71.0	9656	0.7999	0.3693	0.6794	0.3851	0.4641	0.3598	0.4524	0.464	0.596	0.6234	0.7812	0.6098	0.55	0.3693	0.6234
0.2623	72.0	9792	0.7423	0.3677	0.6986	0.3822	0.4944	0.3557	0.5442	0.5063	0.6177	0.6246	0.8125	0.6072	0.5667	0.3677	0.6246
0.2623	73.0	9928	0.7671	0.3989	0.7032	0.4076	0.5965	0.3806	0.532	0.5086	0.5931	0.604	0.7875	0.5856	0.5833	0.3989	0.604
0.2589	74.0	10064	0.7607	0.383	0.6801	0.4469	0.5227	0.3703	0.4908	0.5011	0.5857	0.6069	0.7688	0.5928	0.5333	0.383	0.6069
0.2589	75.0	10200	0.8067	0.362	0.7045	0.3458	0.3737	0.3565	0.5686	0.4457	0.6097	0.6354	0.8	0.6196	0.6	0.362	0.6354
0.2589	76.0	10336	0.7946	0.3616	0.644	0.3985	0.5351	0.3463	0.4916	0.492	0.5463	0.5577	0.7125	0.5425	0.5333	0.3616	0.5577
0.2589	77.0	10472	0.7763	0.3941	0.6894	0.4644	0.5831	0.3717	0.5341	0.5114	0.5754	0.5863	0.7375	0.5719	0.55	0.3941	0.5863
0.2443	78.0	10608	0.7438	0.3894	0.6794	0.4555	0.506	0.3765	0.5457	0.5286	0.5989	0.6091	0.775	0.5928	0.5833	0.3894	0.6091
0.2443	79.0	10744	0.7490	0.3772	0.6673	0.4207	0.6064	0.3571	0.527	0.5246	0.596	0.6069	0.8313	0.585	0.5667	0.3772	0.6069
0.2443	80.0	10880	0.7588	0.3776	0.7095	0.4116	0.494	0.3657	0.5777	0.4971	0.5726	0.5851	0.725	0.5693	0.6167	0.3776	0.5851
0.2354	81.0	11016	0.7073	0.4043	0.7328	0.4231	0.467	0.3973	0.5686	0.524	0.6126	0.6326	0.7563	0.6209	0.6	0.4043	0.6326
0.2354	82.0	11152	0.7425	0.4022	0.7607	0.4346	0.6095	0.3851	0.4452	0.5217	0.6097	0.6269	0.8188	0.6092	0.5667	0.4022	0.6269
0.2354	83.0	11288	0.8075	0.3579	0.6499	0.3957	0.4929	0.3475	0.5335	0.4617	0.5714	0.5966	0.7688	0.5804	0.55	0.3579	0.5966
0.2354	84.0	11424	0.7821	0.3769	0.6763	0.4163	0.4963	0.3624	0.5403	0.4811	0.5914	0.608	0.7563	0.5941	0.5667	0.3769	0.608
0.2253	85.0	11560	0.7218	0.4061	0.7231	0.4659	0.58	0.3864	0.5475	0.52	0.5949	0.6086	0.7937	0.5908	0.5667	0.4061	0.6086
0.2253	86.0	11696	0.7615	0.4053	0.7199	0.4582	0.6439	0.3824	0.5119	0.5097	0.5771	0.592	0.725	0.5791	0.5667	0.4053	0.592
0.2253	87.0	11832	0.7698	0.3898	0.7036	0.4397	0.5703	0.3648	0.5373	0.4949	0.5954	0.6109	0.8188	0.5908	0.5667	0.3898	0.6109
0.2253	88.0	11968	0.8064	0.3734	0.677	0.3832	0.4582	0.3643	0.5304	0.4891	0.5594	0.5851	0.7	0.5739	0.5667	0.3734	0.5851
0.2384	89.0	12104	0.8068	0.3681	0.6927	0.3894	0.5453	0.3458	0.5354	0.48	0.5629	0.58	0.8	0.5575	0.5667	0.3681	0.58
0.2384	90.0	12240	0.7570	0.415	0.6988	0.4862	0.5882	0.396	0.5278	0.532	0.5949	0.6051	0.8188	0.585	0.55	0.415	0.6051
0.2384	91.0	12376	0.7608	0.4034	0.6938	0.4697	0.6024	0.3796	0.5884	0.5229	0.5874	0.596	0.8125	0.5725	0.6167	0.4034	0.596
0.2182	92.0	12512	0.7264	0.4037	0.6902	0.4801	0.6213	0.3791	0.5854	0.5446	0.6177	0.6383	0.85	0.6163	0.6333	0.4037	0.6383
0.2182	93.0	12648	0.7562	0.3799	0.6619	0.4314	0.5017	0.3678	0.4908	0.5189	0.5966	0.6103	0.7937	0.5941	0.5333	0.3799	0.6103
0.2182	94.0	12784	0.7633	0.3742	0.6517	0.4106	0.542	0.3583	0.5686	0.4909	0.5914	0.6166	0.7937	0.5987	0.6	0.3742	0.6166
0.2182	95.0	12920	0.7400	0.3864	0.7056	0.4112	0.516	0.371	0.5686	0.5143	0.5983	0.6211	0.8062	0.6026	0.6	0.3864	0.6211
0.1992	96.0	13056	0.7486	0.3991	0.7161	0.4374	0.6123	0.3764	0.5547	0.5229	0.604	0.6137	0.85	0.5895	0.6	0.3991	0.6137
0.1992	97.0	13192	0.7300	0.3976	0.701	0.4407	0.5746	0.3763	0.572	0.544	0.6217	0.6291	0.8313	0.6085	0.6167	0.3976	0.6291
0.1992	98.0	13328	0.7726	0.372	0.6729	0.4145	0.5118	0.3586	0.5686	0.5063	0.5926	0.6206	0.8	0.6026	0.6	0.372	0.6206
0.1992	99.0	13464	0.7752	0.3859	0.6532	0.4379	0.563	0.367	0.571	0.5229	0.5971	0.6177	0.7875	0.6	0.6167	0.3859	0.6177
0.2072	100.0	13600	0.7810	0.3752	0.6735	0.4141	0.5903	0.3522	0.5749	0.516	0.5766	0.588	0.7875	0.5667	0.6	0.3752	0.588
0.2072	101.0	13736	0.7948	0.379	0.6885	0.4247	0.4995	0.3694	0.4667	0.5057	0.5669	0.5989	0.8062	0.581	0.5	0.379	0.5989
0.2072	102.0	13872	0.7539	0.4077	0.6836	0.4579	0.5975	0.3866	0.5535	0.5377	0.6051	0.6177	0.7875	0.6013	0.5833	0.4077	0.6177
0.2009	103.0	14008	0.7777	0.3761	0.6732	0.4257	0.4811	0.3647	0.5403	0.5137	0.5851	0.5943	0.7688	0.5771	0.5667	0.3761	0.5943
0.2009	104.0	14144	0.7947	0.3649	0.6701	0.3721	0.5283	0.3524	0.5054	0.4926	0.5949	0.6257	0.8	0.6098	0.5667	0.3649	0.6257
0.2009	105.0	14280	0.7705	0.3897	0.7087	0.4215	0.5782	0.3697	0.5338	0.5183	0.6029	0.616	0.8188	0.5967	0.5667	0.3897	0.616
0.2009	106.0	14416	0.7998	0.3483	0.6732	0.3906	0.5332	0.3317	0.5083	0.4777	0.5606	0.5829	0.75	0.5667	0.55	0.3483	0.5829
0.2194	107.0	14552	0.7488	0.4075	0.6935	0.4614	0.5876	0.3861	0.5557	0.5366	0.6006	0.6097	0.8062	0.5895	0.6	0.4075	0.6097
0.2194	108.0	14688	0.7643	0.4005	0.7013	0.4421	0.6181	0.3765	0.5304	0.5211	0.5943	0.612	0.7812	0.5961	0.5667	0.4005	0.612
0.2194	109.0	14824	0.7854	0.3681	0.6644	0.4154	0.4617	0.3563	0.5671	0.5046	0.6069	0.6223	0.8	0.6046	0.6	0.3681	0.6223
0.2194	110.0	14960	0.7900	0.4001	0.7644	0.4169	0.5974	0.3764	0.5403	0.5	0.6006	0.6097	0.7875	0.5928	0.5667	0.4001	0.6097
0.1827	111.0	15096	0.7698	0.3824	0.6838	0.4151	0.5569	0.3653	0.5346	0.516	0.5811	0.5994	0.8	0.5797	0.5667	0.3824	0.5994
0.1827	112.0	15232	0.7956	0.3778	0.6583	0.4293	0.5404	0.3587	0.535	0.5046	0.5749	0.5897	0.7812	0.5706	0.5667	0.3778	0.5897
0.1827	113.0	15368	0.7441	0.407	0.7073	0.4257	0.6232	0.3821	0.5551	0.54	0.6063	0.6177	0.8125	0.598	0.6	0.407	0.6177
0.1746	114.0	15504	0.7559	0.4045	0.7049	0.4225	0.603	0.384	0.5106	0.532	0.6091	0.6217	0.8188	0.6039	0.55	0.4045	0.6217
0.1746	115.0	15640	0.7570	0.4131	0.6916	0.4689	0.5949	0.3898	0.5427	0.5371	0.5886	0.5994	0.7812	0.581	0.5833	0.4131	0.5994
0.1746	116.0	15776	0.7711	0.4065	0.6989	0.4762	0.5932	0.3866	0.5403	0.5246	0.588	0.5954	0.7875	0.5765	0.5667	0.4065	0.5954
0.1746	117.0	15912	0.7801	0.3993	0.68	0.453	0.5479	0.3853	0.5329	0.5354	0.5937	0.6	0.775	0.583	0.5667	0.3993	0.6
0.1745	118.0	16048	0.7881	0.3908	0.7117	0.4317	0.5661	0.3745	0.4836	0.5149	0.6086	0.6223	0.825	0.6046	0.5333	0.3908	0.6223
0.1745	119.0	16184	0.7548	0.4025	0.6937	0.471	0.5487	0.388	0.5403	0.5274	0.5874	0.5989	0.7875	0.5804	0.5667	0.4025	0.5989
0.1745	120.0	16320	0.7533	0.4143	0.7186	0.476	0.5935	0.3957	0.5403	0.5423	0.6171	0.6257	0.8438	0.6052	0.5667	0.4143	0.6257
0.1745	121.0	16456	0.7714	0.3832	0.7023	0.3986	0.4733	0.3756	0.5005	0.5183	0.6034	0.6149	0.8062	0.5954	0.6	0.3832	0.6149
0.1649	122.0	16592	0.7512	0.4144	0.7131	0.4439	0.4883	0.4043	0.5686	0.54	0.6103	0.6206	0.7875	0.6039	0.6	0.4144	0.6206
0.1649	123.0	16728	0.7480	0.4184	0.7197	0.4861	0.5702	0.4003	0.5403	0.5497	0.6046	0.6154	0.8	0.598	0.5667	0.4184	0.6154
0.1649	124.0	16864	0.7756	0.4003	0.7024	0.4305	0.6179	0.3741	0.544	0.5286	0.6086	0.6246	0.8375	0.6039	0.5833	0.4003	0.6246
0.1597	125.0	17000	0.7629	0.4235	0.7185	0.4928	0.595	0.4024	0.5523	0.54	0.6103	0.6177	0.7937	0.6007	0.5833	0.4235	0.6177
0.1597	126.0	17136	0.7790	0.4162	0.7094	0.482	0.6265	0.3937	0.5403	0.5389	0.6086	0.6183	0.825	0.5987	0.5667	0.4162	0.6183
0.1597	127.0	17272	0.7874	0.4189	0.771	0.4785	0.6083	0.3967	0.5238	0.5331	0.6029	0.6074	0.8313	0.5856	0.5667	0.4189	0.6074
0.1597	128.0	17408	0.7762	0.3986	0.6928	0.4618	0.6161	0.3746	0.5583	0.532	0.6046	0.6166	0.8188	0.5961	0.6	0.3986	0.6166
0.1499	129.0	17544	0.7674	0.4083	0.7042	0.4653	0.5818	0.3898	0.5714	0.5331	0.6057	0.6251	0.8062	0.6065	0.6167	0.4083	0.6251
0.1499	130.0	17680	0.7875	0.3848	0.6908	0.4222	0.5389	0.3655	0.5119	0.5149	0.5926	0.5994	0.8375	0.5758	0.5667	0.3848	0.5994
0.1499	131.0	17816	0.7576	0.4078	0.6845	0.481	0.6124	0.387	0.5431	0.5463	0.6137	0.624	0.8125	0.6059	0.5833	0.4078	0.624
0.1499	132.0	17952	0.7704	0.3948	0.7032	0.4286	0.5662	0.3735	0.5358	0.5234	0.5994	0.6171	0.7812	0.6013	0.5833	0.3948	0.6171
0.1484	133.0	18088	0.7755	0.3942	0.6799	0.4231	0.6197	0.3715	0.5774	0.5354	0.6274	0.6406	0.825	0.6229	0.6	0.3942	0.6406
0.1484	134.0	18224	0.7642	0.4101	0.6836	0.4803	0.6415	0.3833	0.5403	0.5457	0.6051	0.612	0.8	0.5941	0.5667	0.4101	0.612
0.1484	135.0	18360	0.7781	0.386	0.6922	0.4137	0.5849	0.3624	0.5593	0.5183	0.6029	0.6251	0.8	0.6078	0.6	0.386	0.6251
0.1484	136.0	18496	0.7815	0.3934	0.7037	0.4002	0.5949	0.3689	0.5758	0.5223	0.6	0.6114	0.8	0.5922	0.6	0.3934	0.6114
0.1466	137.0	18632	0.7487	0.4029	0.7003	0.4531	0.5427	0.385	0.5786	0.5343	0.616	0.6217	0.8188	0.6013	0.6167	0.4029	0.6217
0.1466	138.0	18768	0.7922	0.3429	0.6464	0.3753	0.5008	0.3321	0.5427	0.5063	0.5811	0.5943	0.8	0.5732	0.5833	0.3429	0.5943
0.1466	139.0	18904	0.7444	0.3809	0.6654	0.432	0.5968	0.3634	0.5587	0.5434	0.6074	0.6189	0.825	0.598	0.6	0.3809	0.6189
0.1497	140.0	19040	0.7393	0.3868	0.6805	0.4141	0.5342	0.3734	0.5523	0.544	0.6183	0.6297	0.8438	0.6092	0.5833	0.3868	0.6297
0.1497	141.0	19176	0.7576	0.3895	0.6712	0.4381	0.6128	0.3695	0.5523	0.5383	0.62	0.632	0.8313	0.6131	0.5833	0.3895	0.632
0.1497	142.0	19312	0.7614	0.3735	0.6699	0.4018	0.6077	0.3574	0.5403	0.5269	0.6006	0.6103	0.8	0.5922	0.5667	0.3735	0.6103
0.1497	143.0	19448	0.7534	0.3953	0.6702	0.4439	0.6703	0.3656	0.5758	0.5446	0.6074	0.6166	0.8188	0.5961	0.6	0.3953	0.6166
0.1267	144.0	19584	0.7814	0.3754	0.683	0.406	0.5987	0.3534	0.5403	0.5109	0.6166	0.6349	0.7937	0.6209	0.5667	0.3754	0.6349
0.1267	145.0	19720	0.7809	0.383	0.6679	0.4214	0.5386	0.3663	0.5844	0.5286	0.5994	0.6154	0.7875	0.598	0.6	0.383	0.6154
0.1267	146.0	19856	0.7552	0.3984	0.6836	0.4336	0.5906	0.3787	0.5538	0.5451	0.612	0.6251	0.8125	0.6065	0.6	0.3984	0.6251
0.1267	147.0	19992	0.7734	0.3865	0.6754	0.4109	0.5768	0.3663	0.5686	0.5263	0.6114	0.6291	0.8	0.6124	0.6	0.3865	0.6291
0.1262	148.0	20128	0.7699	0.3828	0.6831	0.3876	0.5875	0.3634	0.5758	0.5274	0.6103	0.6263	0.8125	0.6078	0.6	0.3828	0.6263
0.1262	149.0	20264	0.7653	0.4006	0.6726	0.4411	0.6164	0.3796	0.5547	0.5474	0.6126	0.6189	0.8188	0.5987	0.6	0.4006	0.6189
0.1262	150.0	20400	0.7662	0.3979	0.6736	0.4545	0.6371	0.3725	0.5686	0.5434	0.6023	0.612	0.8188	0.5908	0.6	0.3979	0.612
0.1193	151.0	20536	0.7615	0.4011	0.6728	0.4621	0.6309	0.3754	0.5586	0.5349	0.6149	0.6246	0.8062	0.6065	0.6	0.4011	0.6246
0.1193	152.0	20672	0.7955	0.3881	0.6759	0.4555	0.5756	0.3658	0.5419	0.5143	0.5886	0.6149	0.8313	0.5941	0.5667	0.3881	0.6149
0.1193	153.0	20808	0.7649	0.3882	0.6848	0.4391	0.56	0.3731	0.5222	0.5229	0.596	0.624	0.8375	0.6033	0.5833	0.3882	0.624
0.1193	154.0	20944	0.7521	0.4062	0.6895	0.4566	0.6339	0.3838	0.5523	0.5486	0.6091	0.6251	0.825	0.6059	0.5833	0.4062	0.6251
0.1174	155.0	21080	0.7652	0.3881	0.6888	0.4379	0.5601	0.3738	0.5403	0.5366	0.6217	0.6343	0.825	0.617	0.5667	0.3881	0.6343
0.1174	156.0	21216	0.7586	0.4054	0.6972	0.4547	0.5818	0.3876	0.5686	0.5491	0.6183	0.6326	0.8188	0.6144	0.6	0.4054	0.6326
0.1174	157.0	21352	0.7752	0.3966	0.6756	0.4597	0.617	0.3719	0.5686	0.5366	0.616	0.6263	0.8125	0.6078	0.6	0.3966	0.6263
0.1174	158.0	21488	0.7720	0.3945	0.6761	0.4465	0.5872	0.3786	0.5403	0.5389	0.6063	0.612	0.8062	0.5935	0.5667	0.3945	0.612
0.1083	159.0	21624	0.7882	0.3998	0.6935	0.4506	0.6027	0.3839	0.5403	0.532	0.6171	0.628	0.7937	0.6131	0.5667	0.3998	0.628
0.1083	160.0	21760	0.7753	0.3996	0.6771	0.4252	0.588	0.3842	0.5403	0.5423	0.6051	0.6183	0.8125	0.6	0.5667	0.3996	0.6183
0.1083	161.0	21896	0.7619	0.4035	0.6856	0.451	0.5872	0.3854	0.5686	0.5491	0.6109	0.6194	0.8062	0.6007	0.6	0.4035	0.6194
0.1054	162.0	22032	0.7590	0.3942	0.6943	0.4082	0.5835	0.3772	0.5714	0.5417	0.6217	0.6371	0.8062	0.6203	0.6167	0.3942	0.6371
0.1054	163.0	22168	0.7502	0.3912	0.6672	0.4262	0.5932	0.3743	0.5854	0.5491	0.6194	0.6326	0.8188	0.6131	0.6333	0.3912	0.6326
0.1054	164.0	22304	0.7646	0.3916	0.6656	0.4334	0.5744	0.3762	0.5714	0.5423	0.6269	0.6394	0.8188	0.6216	0.6167	0.3916	0.6394
0.1054	165.0	22440	0.7774	0.3878	0.6708	0.4486	0.5704	0.3724	0.5686	0.5377	0.6314	0.6383	0.8188	0.6209	0.6	0.3878	0.6383
0.1001	166.0	22576	0.7637	0.3941	0.6726	0.4265	0.6099	0.3735	0.5438	0.5429	0.6171	0.6263	0.8313	0.6065	0.5833	0.3941	0.6263
0.1001	167.0	22712	0.7769	0.3984	0.6722	0.4522	0.6021	0.3765	0.5854	0.5377	0.6086	0.6171	0.8188	0.5954	0.6333	0.3984	0.6171
0.1001	168.0	22848	0.7804	0.3959	0.6706	0.432	0.6062	0.3738	0.5587	0.5331	0.6194	0.6314	0.8125	0.6137	0.6	0.3959	0.6314
0.1001	169.0	22984	0.7694	0.389	0.6643	0.4195	0.6249	0.3645	0.5686	0.5366	0.616	0.6291	0.8313	0.6092	0.6	0.389	0.6291
0.1008	170.0	23120	0.7592	0.3987	0.6704	0.4256	0.5632	0.3779	0.5814	0.5463	0.6206	0.628	0.85	0.6046	0.6333	0.3987	0.628
0.1008	171.0	23256	0.7649	0.4092	0.6787	0.4619	0.5768	0.3922	0.5591	0.5434	0.6234	0.6331	0.825	0.6144	0.6	0.4092	0.6331
0.1008	172.0	23392	0.8011	0.3879	0.6995	0.4179	0.5982	0.3658	0.5338	0.5114	0.6194	0.64	0.8188	0.6242	0.5667	0.3879	0.64
0.0973	173.0	23528	0.7919	0.3889	0.6738	0.4337	0.5919	0.3653	0.5378	0.5183	0.6069	0.6257	0.8125	0.6078	0.5833	0.3889	0.6257
0.0973	174.0	23664	0.7782	0.3862	0.6566	0.441	0.6039	0.3618	0.5854	0.5354	0.604	0.6149	0.8188	0.5928	0.6333	0.3862	0.6149
0.0973	175.0	23800	0.7717	0.3977	0.6612	0.4355	0.6298	0.3733	0.571	0.5451	0.6154	0.6246	0.8438	0.602	0.6167	0.3977	0.6246
0.0973	176.0	23936	0.7726	0.3923	0.6726	0.4412	0.6244	0.3696	0.5714	0.536	0.6034	0.6131	0.8188	0.5915	0.6167	0.3923	0.6131
0.0938	177.0	24072	0.7804	0.3948	0.6674	0.4498	0.5913	0.3767	0.571	0.5406	0.6011	0.6149	0.8125	0.5941	0.6167	0.3948	0.6149
0.0938	178.0	24208	0.7399	0.4144	0.698	0.4419	0.6167	0.3982	0.5854	0.5611	0.6383	0.6451	0.8313	0.6261	0.6333	0.4144	0.6451
0.0938	179.0	24344	0.7639	0.4099	0.6766	0.4607	0.6514	0.3841	0.5523	0.5514	0.6091	0.6183	0.8062	0.6	0.5833	0.4099	0.6183
0.0938	180.0	24480	0.7489	0.4105	0.6864	0.4387	0.6045	0.3921	0.5714	0.5514	0.6314	0.6406	0.825	0.6222	0.6167	0.4105	0.6406
0.0857	181.0	24616	0.7638	0.4094	0.674	0.4382	0.6183	0.3881	0.5686	0.5497	0.6217	0.6326	0.825	0.6137	0.6	0.4094	0.6326
0.0857	182.0	24752	0.7764	0.3999	0.6743	0.446	0.5964	0.3802	0.5523	0.5411	0.6069	0.6177	0.8062	0.5993	0.5833	0.3999	0.6177
0.0857	183.0	24888	0.7770	0.3967	0.6654	0.444	0.6082	0.3743	0.5523	0.5446	0.6114	0.6229	0.8188	0.6039	0.5833	0.3967	0.6229
0.0791	184.0	25024	0.7768	0.3973	0.6707	0.4439	0.6179	0.3749	0.5523	0.5417	0.62	0.6343	0.8188	0.617	0.5833	0.3973	0.6343
0.0791	185.0	25160	0.7832	0.3924	0.6718	0.4263	0.5698	0.375	0.5523	0.5406	0.6034	0.6143	0.7937	0.5967	0.5833	0.3924	0.6143
0.0791	186.0	25296	0.7882	0.3903	0.6629	0.4292	0.5865	0.3709	0.5782	0.5337	0.6011	0.6189	0.8188	0.5974	0.6333	0.3903	0.6189
0.0791	187.0	25432	0.7638	0.4042	0.6714	0.4521	0.6037	0.3846	0.5523	0.5474	0.6257	0.6366	0.8125	0.6203	0.5833	0.4042	0.6366
0.0795	188.0	25568	0.7665	0.3989	0.6679	0.4418	0.6321	0.374	0.5523	0.5423	0.6314	0.6434	0.8313	0.6261	0.5833	0.3989	0.6434
0.0795	189.0	25704	0.7595	0.4029	0.6625	0.4572	0.6031	0.381	0.5686	0.5491	0.6274	0.6366	0.825	0.6183	0.6	0.4029	0.6366
0.0795	190.0	25840	0.7596	0.4007	0.662	0.4575	0.5943	0.3807	0.5686	0.5469	0.6246	0.6314	0.8313	0.6118	0.6	0.4007	0.6314
0.0795	191.0	25976	0.7644	0.4094	0.6772	0.4607	0.6246	0.3876	0.5686	0.548	0.6274	0.6389	0.8188	0.6216	0.6	0.4094	0.6389
0.0719	192.0	26112	0.7590	0.4063	0.6712	0.4678	0.6123	0.3847	0.5686	0.5469	0.616	0.6257	0.825	0.6059	0.6	0.4063	0.6257
0.0719	193.0	26248	0.7573	0.4047	0.6717	0.4539	0.607	0.383	0.5714	0.5486	0.6217	0.6337	0.8188	0.615	0.6167	0.4047	0.6337
0.0719	194.0	26384	0.7583	0.4099	0.6807	0.4657	0.6235	0.3887	0.5523	0.5463	0.6246	0.6366	0.825	0.619	0.5833	0.4099	0.6366
0.0663	195.0	26520	0.7631	0.4047	0.6757	0.4428	0.6062	0.3834	0.571	0.5503	0.6206	0.6291	0.8188	0.6098	0.6167	0.4047	0.6291
0.0663	196.0	26656	0.7657	0.4035	0.6707	0.4564	0.5908	0.3857	0.5686	0.5497	0.6286	0.6377	0.8125	0.6209	0.6	0.4035	0.6377
0.0663	197.0	26792	0.7515	0.4053	0.6863	0.4513	0.6015	0.3838	0.5786	0.5543	0.6314	0.64	0.8125	0.6229	0.6167	0.4053	0.64
0.0663	198.0	26928	0.7675	0.3993	0.6666	0.4469	0.6112	0.3772	0.5758	0.5457	0.624	0.6349	0.8062	0.6183	0.6	0.3993	0.6349
0.0596	199.0	27064	0.7539	0.4095	0.6757	0.4622	0.6182	0.3876	0.5686	0.5543	0.6257	0.6343	0.825	0.6157	0.6	0.4095	0.6343
0.0596	200.0	27200	0.7739	0.3988	0.6696	0.4405	0.6295	0.3772	0.5686	0.5463	0.62	0.6297	0.8313	0.6098	0.6	0.3988	0.6297
0.0596	201.0	27336	0.7643	0.4047	0.6703	0.4531	0.6214	0.3815	0.5686	0.5486	0.6229	0.6314	0.8313	0.6118	0.6	0.4047	0.6314
0.0596	202.0	27472	0.7800	0.4017	0.6801	0.4435	0.607	0.3787	0.5523	0.5429	0.6206	0.632	0.8062	0.6157	0.5833	0.4017	0.632
0.0591	203.0	27608	0.7762	0.3976	0.668	0.4376	0.6168	0.3774	0.5926	0.548	0.6189	0.6291	0.825	0.6085	0.6333	0.3976	0.6291
0.0591	204.0	27744	0.7765	0.3987	0.6729	0.4393	0.6366	0.3746	0.5523	0.5434	0.624	0.6371	0.8438	0.6176	0.5833	0.3987	0.6371
0.0591	205.0	27880	0.7557	0.4117	0.6754	0.4671	0.6308	0.3891	0.5714	0.5583	0.6291	0.6343	0.8438	0.6131	0.6167	0.4117	0.6343
0.0609	206.0	28016	0.7641	0.4088	0.6807	0.4599	0.6272	0.3865	0.5782	0.552	0.6234	0.6286	0.825	0.6078	0.6333	0.4088	0.6286
0.0609	207.0	28152	0.7651	0.4064	0.6731	0.4553	0.6231	0.3839	0.5686	0.5457	0.6171	0.6263	0.8313	0.6059	0.6	0.4064	0.6263
0.0609	208.0	28288	0.7487	0.4086	0.6707	0.4619	0.6171	0.3868	0.5714	0.5531	0.628	0.6366	0.8313	0.617	0.6167	0.4086	0.6366
0.0609	209.0	28424	0.7605	0.4086	0.6833	0.4645	0.6086	0.3862	0.5686	0.5526	0.6217	0.6286	0.825	0.6092	0.6	0.4086	0.6286
0.052	210.0	28560	0.7645	0.4042	0.6783	0.4302	0.6097	0.3832	0.5523	0.5491	0.624	0.6337	0.825	0.6157	0.5833	0.4042	0.6337
0.052	211.0	28696	0.7635	0.4098	0.6719	0.4652	0.6122	0.3897	0.5686	0.5526	0.6206	0.6303	0.8188	0.6118	0.6	0.4098	0.6303
0.052	212.0	28832	0.7652	0.4079	0.6712	0.4603	0.6159	0.3857	0.5686	0.552	0.6251	0.6354	0.825	0.617	0.6	0.4079	0.6354
0.052	213.0	28968	0.7684	0.4005	0.673	0.4489	0.6078	0.3794	0.5686	0.5411	0.6189	0.636	0.8188	0.6183	0.6	0.4005	0.636
0.0496	214.0	29104	0.7507	0.4065	0.6747	0.4415	0.6184	0.388	0.5714	0.556	0.6274	0.6354	0.8375	0.615	0.6167	0.4065	0.6354
0.0496	215.0	29240	0.7597	0.411	0.6728	0.4515	0.6141	0.3904	0.5686	0.56	0.6337	0.6446	0.8375	0.6261	0.6	0.411	0.6446
0.0496	216.0	29376	0.7696	0.4013	0.6734	0.4591	0.603	0.3798	0.5782	0.5469	0.6223	0.6343	0.8188	0.615	0.6333	0.4013	0.6343
0.0477	217.0	29512	0.7673	0.4042	0.6703	0.4667	0.5919	0.3838	0.5782	0.5474	0.6211	0.6297	0.8188	0.6098	0.6333	0.4042	0.6297
0.0477	218.0	29648	0.7629	0.4052	0.6731	0.4607	0.6012	0.3845	0.5714	0.5491	0.6229	0.6343	0.8188	0.6157	0.6167	0.4052	0.6343
0.0477	219.0	29784	0.7652	0.4056	0.6733	0.4536	0.6211	0.3831	0.5686	0.5503	0.6217	0.632	0.8313	0.6124	0.6	0.4056	0.632
0.0477	220.0	29920	0.7694	0.4035	0.6759	0.4578	0.6202	0.3843	0.5714	0.5503	0.6263	0.6377	0.8313	0.6183	0.6167	0.4035	0.6377
0.0452	221.0	30056	0.7701	0.4059	0.6746	0.4603	0.6217	0.3836	0.5714	0.5503	0.6257	0.6389	0.825	0.6203	0.6167	0.4059	0.6389
0.0452	222.0	30192	0.7611	0.4056	0.6734	0.4454	0.6102	0.3842	0.5686	0.552	0.6314	0.6411	0.8188	0.6242	0.6	0.4056	0.6411
0.0452	223.0	30328	0.7612	0.4065	0.6701	0.4588	0.6393	0.3843	0.5523	0.5526	0.6269	0.6366	0.8438	0.617	0.5833	0.4065	0.6366
0.0452	224.0	30464	0.7645	0.411	0.6763	0.464	0.6166	0.3889	0.5782	0.5543	0.6291	0.6383	0.825	0.619	0.6333	0.411	0.6383
0.0383	225.0	30600	0.7579	0.4113	0.675	0.4643	0.6349	0.3884	0.5686	0.5526	0.6309	0.6417	0.8313	0.6235	0.6	0.4113	0.6417
0.0383	226.0	30736	0.7604	0.4054	0.674	0.445	0.6168	0.3825	0.5714	0.5491	0.6223	0.6331	0.8313	0.6131	0.6167	0.4054	0.6331
0.0383	227.0	30872	0.7583	0.4112	0.6715	0.4553	0.6216	0.3876	0.5714	0.5571	0.6286	0.6389	0.8438	0.6183	0.6167	0.4112	0.6389
0.0353	228.0	31008	0.7665	0.4061	0.672	0.4391	0.6362	0.3819	0.5686	0.5503	0.624	0.6349	0.85	0.6137	0.6	0.4061	0.6349
0.0353	229.0	31144	0.7611	0.4111	0.6739	0.4539	0.6339	0.3885	0.5714	0.5554	0.6309	0.6383	0.85	0.617	0.6167	0.4111	0.6383
0.0353	230.0	31280	0.7675	0.4051	0.674	0.4419	0.6191	0.3827	0.5714	0.5469	0.6286	0.6394	0.8375	0.6196	0.6167	0.4051	0.6394
0.0353	231.0	31416	0.7569	0.4104	0.6755	0.4612	0.6186	0.3884	0.5686	0.552	0.628	0.6383	0.8375	0.619	0.6	0.4104	0.6383
0.0317	232.0	31552	0.7602	0.4059	0.6723	0.4348	0.6073	0.3841	0.5714	0.5549	0.6286	0.6366	0.8438	0.6157	0.6167	0.4059	0.6366
0.0317	233.0	31688	0.7707	0.407	0.6795	0.4519	0.6167	0.3853	0.5686	0.552	0.6269	0.636	0.8375	0.6163	0.6	0.407	0.636
0.0317	234.0	31824	0.7666	0.4054	0.6734	0.4565	0.6288	0.3833	0.5714	0.5503	0.6263	0.636	0.8375	0.6157	0.6167	0.4054	0.636
0.0317	235.0	31960	0.7645	0.4068	0.672	0.4442	0.6254	0.3838	0.5686	0.5497	0.6263	0.6377	0.8438	0.6176	0.6	0.4068	0.6377
0.0285	236.0	32096	0.7693	0.4084	0.674	0.4501	0.6285	0.3873	0.5714	0.5503	0.6291	0.64	0.8313	0.6209	0.6167	0.4084	0.64
0.0285	237.0	32232	0.7614	0.4099	0.6722	0.4586	0.6091	0.3905	0.5782	0.5537	0.6251	0.6366	0.8125	0.6183	0.6333	0.4099	0.6366
0.0285	238.0	32368	0.7600	0.4091	0.6732	0.4627	0.629	0.3869	0.5686	0.5509	0.6274	0.6389	0.825	0.6209	0.6	0.4091	0.6389
0.0272	239.0	32504	0.7607	0.4071	0.6737	0.4456	0.6314	0.3857	0.5714	0.5503	0.6269	0.6371	0.8375	0.617	0.6167	0.4071	0.6371
0.0272	240.0	32640	0.7634	0.408	0.6724	0.4487	0.6353	0.3861	0.5714	0.5531	0.6309	0.6411	0.85	0.6203	0.6167	0.408	0.6411
0.0272	241.0	32776	0.7658	0.4092	0.6731	0.4629	0.6195	0.3871	0.5714	0.5514	0.6291	0.64	0.8375	0.6203	0.6167	0.4092	0.64
0.0272	242.0	32912	0.7603	0.4092	0.6744	0.4514	0.633	0.3868	0.5686	0.5509	0.6303	0.64	0.8313	0.6216	0.6	0.4092	0.64
0.024	243.0	33048	0.7691	0.4109	0.6744	0.46	0.6157	0.3897	0.5714	0.5543	0.6297	0.6394	0.8313	0.6203	0.6167	0.4109	0.6394
0.024	244.0	33184	0.7624	0.4091	0.6705	0.4637	0.6167	0.3879	0.5686	0.5537	0.6251	0.636	0.8313	0.617	0.6	0.4091	0.636
0.024	245.0	33320	0.7675	0.4067	0.672	0.4603	0.6208	0.3836	0.5714	0.5491	0.6274	0.6383	0.8313	0.619	0.6167	0.4067	0.6383
0.024	246.0	33456	0.7719	0.4085	0.6725	0.464	0.6195	0.3857	0.5782	0.552	0.6246	0.6349	0.825	0.615	0.6333	0.4085	0.6349
0.0215	247.0	33592	0.7650	0.4106	0.6737	0.4649	0.623	0.389	0.5714	0.5537	0.6303	0.6394	0.8313	0.6203	0.6167	0.4106	0.6394
0.0215	248.0	33728	0.7716	0.4096	0.6732	0.4612	0.6248	0.3877	0.5714	0.5531	0.6303	0.6411	0.8313	0.6222	0.6167	0.4096	0.6411
0.0215	249.0	33864	0.7654	0.4086	0.6724	0.453	0.6268	0.3871	0.5714	0.5526	0.6286	0.6383	0.825	0.6196	0.6167	0.4086	0.6383
0.0194	250.0	34000	0.7696	0.4076	0.6725	0.4469	0.6464	0.3842	0.5714	0.5497	0.6263	0.6366	0.8313	0.617	0.6167	0.4076	0.6366
0.0194	251.0	34136	0.7668	0.4065	0.6737	0.4396	0.628	0.3837	0.5714	0.5509	0.6297	0.6394	0.8313	0.6203	0.6167	0.4065	0.6394
0.0194	252.0	34272	0.7679	0.4075	0.6721	0.4616	0.6297	0.3845	0.5714	0.5509	0.6269	0.6371	0.825	0.6183	0.6167	0.4075	0.6371
0.0194	253.0	34408	0.7725	0.4078	0.6737	0.4595	0.6194	0.3859	0.5714	0.552	0.6297	0.64	0.8313	0.6209	0.6167	0.4078	0.64
0.0174	254.0	34544	0.7710	0.4078	0.6708	0.4567	0.6167	0.3856	0.5714	0.5537	0.6297	0.64	0.8313	0.6209	0.6167	0.4078	0.64
0.0174	255.0	34680	0.7640	0.4072	0.6706	0.4496	0.6228	0.3851	0.5714	0.5531	0.6274	0.6371	0.8313	0.6176	0.6167	0.4072	0.6371
0.0174	256.0	34816	0.7606	0.4096	0.6714	0.4605	0.6242	0.3875	0.5714	0.5537	0.6269	0.6366	0.8313	0.617	0.6167	0.4096	0.6366
0.0174	257.0	34952	0.7629	0.4094	0.6716	0.4634	0.6188	0.3869	0.5714	0.5509	0.6297	0.6389	0.8313	0.6196	0.6167	0.4094	0.6389
0.0142	258.0	35088	0.7637	0.4074	0.6731	0.4526	0.6257	0.3856	0.5714	0.552	0.632	0.6417	0.8313	0.6229	0.6167	0.4074	0.6417
0.0142	259.0	35224	0.7601	0.4078	0.671	0.4548	0.6316	0.3857	0.5714	0.5526	0.6286	0.6389	0.8375	0.619	0.6167	0.4078	0.6389
0.0142	260.0	35360	0.7595	0.4078	0.6725	0.4533	0.6257	0.3859	0.5714	0.552	0.6297	0.6394	0.8375	0.6196	0.6167	0.4078	0.6394
0.0142	261.0	35496	0.7633	0.408	0.6741	0.4519	0.6245	0.3867	0.5714	0.552	0.632	0.6423	0.8375	0.6229	0.6167	0.408	0.6423
0.0133	262.0	35632	0.7593	0.4099	0.6719	0.4615	0.6254	0.3875	0.5714	0.5543	0.6303	0.64	0.8313	0.6209	0.6167	0.4099	0.64
0.0133	263.0	35768	0.7619	0.4076	0.673	0.4527	0.618	0.3862	0.5714	0.5509	0.6297	0.6389	0.8313	0.6196	0.6167	0.4076	0.6389
0.0133	264.0	35904	0.7638	0.4075	0.6727	0.4608	0.623	0.3856	0.5714	0.5509	0.6291	0.6389	0.8313	0.6196	0.6167	0.4075	0.6389
0.0116	265.0	36040	0.7598	0.4082	0.6778	0.4533	0.6245	0.3862	0.5714	0.552	0.6291	0.6389	0.8313	0.6196	0.6167	0.4082	0.6389
0.0116	266.0	36176	0.7631	0.4078	0.6724	0.4518	0.6168	0.3861	0.5714	0.5526	0.6309	0.6406	0.8313	0.6216	0.6167	0.4078	0.6406
0.0116	267.0	36312	0.7640	0.4094	0.6733	0.4614	0.6266	0.3873	0.5714	0.552	0.6291	0.6389	0.8313	0.6196	0.6167	0.4094	0.6389
0.0116	268.0	36448	0.7677	0.4104	0.6732	0.4554	0.6316	0.3886	0.5714	0.5537	0.6314	0.6417	0.8375	0.6222	0.6167	0.4104	0.6417
0.0091	269.0	36584	0.7642	0.4088	0.6731	0.4535	0.627	0.3866	0.5714	0.5514	0.6309	0.6406	0.8375	0.6209	0.6167	0.4088	0.6406
0.0091	270.0	36720	0.7685	0.4096	0.6735	0.4523	0.636	0.3877	0.5714	0.5531	0.6309	0.6411	0.8313	0.6222	0.6167	0.4096	0.6411
0.0091	271.0	36856	0.7673	0.4116	0.6733	0.4641	0.6362	0.389	0.5714	0.5543	0.6309	0.6406	0.8375	0.6209	0.6167	0.4116	0.6406
0.0091	272.0	36992	0.7669	0.4093	0.6732	0.4534	0.6257	0.3872	0.5714	0.5531	0.6314	0.6411	0.8375	0.6216	0.6167	0.4093	0.6411
0.0083	273.0	37128	0.7651	0.4091	0.6736	0.4534	0.6375	0.3865	0.5714	0.5531	0.6309	0.64	0.8375	0.6203	0.6167	0.4091	0.64
0.0083	274.0	37264	0.7657	0.4081	0.6735	0.4534	0.6266	0.3862	0.5714	0.552	0.6303	0.6394	0.8313	0.6203	0.6167	0.4081	0.6394
0.0083	275.0	37400	0.7646	0.4093	0.6736	0.4615	0.624	0.3871	0.5714	0.5526	0.6309	0.64	0.8313	0.6209	0.6167	0.4093	0.64
0.0069	276.0	37536	0.7640	0.4086	0.6732	0.4534	0.6257	0.3869	0.5714	0.552	0.6297	0.64	0.8375	0.6203	0.6167	0.4086	0.64
0.0069	277.0	37672	0.7649	0.409	0.6724	0.4621	0.6268	0.3868	0.5714	0.552	0.6303	0.6394	0.8313	0.6203	0.6167	0.409	0.6394
0.0069	278.0	37808	0.7651	0.4099	0.6735	0.4618	0.627	0.3874	0.5714	0.5526	0.6309	0.64	0.8375	0.6203	0.6167	0.4099	0.64
0.0069	279.0	37944	0.7642	0.4103	0.6744	0.4623	0.64	0.3873	0.5714	0.5526	0.6303	0.64	0.8375	0.6203	0.6167	0.4103	0.64
0.0059	280.0	38080	0.7640	0.41	0.6735	0.4543	0.6257	0.3883	0.5714	0.5543	0.6331	0.6429	0.8375	0.6235	0.6167	0.41	0.6429
0.0059	281.0	38216	0.7645	0.4086	0.673	0.4542	0.6285	0.3868	0.5714	0.5526	0.632	0.6411	0.8375	0.6216	0.6167	0.4086	0.6411
0.0059	282.0	38352	0.7671	0.4094	0.6726	0.4621	0.6257	0.3871	0.5714	0.5526	0.6309	0.6406	0.8375	0.6209	0.6167	0.4094	0.6406
0.0059	283.0	38488	0.7639	0.409	0.6729	0.4542	0.64	0.3866	0.5714	0.5526	0.6309	0.6406	0.8375	0.6209	0.6167	0.409	0.6406
0.0049	284.0	38624	0.7644	0.4085	0.673	0.4544	0.6285	0.3865	0.5714	0.5514	0.6303	0.6394	0.8375	0.6196	0.6167	0.4085	0.6394
0.0049	285.0	38760	0.7642	0.4085	0.6733	0.4549	0.6297	0.3866	0.5714	0.5514	0.6303	0.6394	0.8375	0.6196	0.6167	0.4085	0.6394
0.0049	286.0	38896	0.7641	0.4086	0.673	0.4543	0.6285	0.3866	0.5714	0.5514	0.6309	0.64	0.8375	0.6203	0.6167	0.4086	0.64
0.0044	287.0	39032	0.7642	0.4092	0.6729	0.4543	0.64	0.3865	0.5714	0.552	0.6303	0.64	0.8375	0.6203	0.6167	0.4092	0.64
0.0044	288.0	39168	0.7640	0.4086	0.6729	0.4544	0.6297	0.3865	0.5714	0.5514	0.6303	0.64	0.8375	0.6203	0.6167	0.4086	0.64
0.0044	289.0	39304	0.7639	0.4084	0.6729	0.4542	0.6297	0.3865	0.5714	0.5514	0.6303	0.64	0.8375	0.6203	0.6167	0.4084	0.64
0.0044	290.0	39440	0.7638	0.4089	0.6733	0.4556	0.6285	0.3871	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4089	0.6406
0.0037	291.0	39576	0.7639	0.4087	0.6728	0.4551	0.6297	0.3866	0.5714	0.5514	0.6303	0.64	0.8375	0.6203	0.6167	0.4087	0.64
0.0037	292.0	39712	0.7641	0.4085	0.6729	0.4542	0.6297	0.3866	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4085	0.6406
0.0037	293.0	39848	0.7638	0.4088	0.6729	0.4551	0.6297	0.3868	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4088	0.6406
0.0037	294.0	39984	0.7638	0.4086	0.6729	0.4544	0.6297	0.3865	0.5714	0.5514	0.6303	0.64	0.8375	0.6203	0.6167	0.4086	0.64
0.0033	295.0	40120	0.7639	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406
0.0033	296.0	40256	0.7639	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406
0.0033	297.0	40392	0.7638	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406
0.0031	298.0	40528	0.7638	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406
0.0031	299.0	40664	0.7638	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406
0.0031	300.0	40800	0.7638	0.4086	0.6729	0.4544	0.6297	0.3867	0.5714	0.552	0.6309	0.6406	0.8375	0.6209	0.6167	0.4086	0.6406

Framework versions

• Transformers 4.42.4
• Pytorch 2.3.1+cu121
• Datasets 2.20.0
• Tokenizers 0.19.1