chickens-composite-8044444-150-epochs-w-transform-metrics-test

This model is a fine-tuned version of facebook/detr-resnet-50 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.2398
• Map: 0.824
• Map 50: 0.9727
• Map 75: 0.9165
• Map Small: 0.4223
• Map Medium: 0.8232
• Map Large: 0.9015
• Mar 1: 0.305
• Mar 10: 0.8488
• Mar 100: 0.8578
• Mar Small: 0.5127
• Mar Medium: 0.8612
• Mar Large: 0.9219
• Map Chicken: 0.8138
• Mar 100 Chicken: 0.8522
• Map Duck: 0.7742
• Mar 100 Duck: 0.8072
• Map Plant: 0.884
• Mar 100 Plant: 0.9139

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: 1e-05
• train_batch_size: 2
• eval_batch_size: 8
• 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: cosine
• num_epochs: 150

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 Chicken	Mar 100 Chicken	Map Duck	Mar 100 Duck	Map Plant	Mar 100 Plant
1.3258	1.0	500	1.4495	0.1028	0.1496	0.1164	0.0079	0.0455	0.1405	0.088	0.2289	0.2836	0.0714	0.2474	0.3068	0.0139	0.0627	0.0148	0.0629	0.2798	0.7251
1.2172	2.0	1000	1.2176	0.1438	0.2013	0.1592	0.0055	0.0876	0.2159	0.0789	0.2432	0.2699	0.0532	0.245	0.3211	0.0106	0.0346	0.0124	0.0299	0.4083	0.7451
1.1316	3.0	1500	1.1163	0.1459	0.2041	0.1661	0.0148	0.0912	0.1655	0.0757	0.2291	0.2558	0.0484	0.237	0.2575	0.0085	0.032	0.0	0.0	0.4291	0.7353
0.8258	4.0	2000	0.9967	0.2301	0.3246	0.2716	0.0105	0.1904	0.1937	0.1471	0.35	0.374	0.0571	0.3659	0.2702	0.0435	0.1123	0.1368	0.2402	0.5099	0.7694
0.8826	5.0	2500	0.9241	0.258	0.3617	0.3112	0.01	0.204	0.273	0.1345	0.3216	0.3326	0.1008	0.3088	0.2973	0.0403	0.1066	0.0816	0.1351	0.6521	0.7561
1.1515	6.0	3000	0.8450	0.3557	0.5129	0.4146	0.0094	0.3342	0.3448	0.1735	0.4761	0.4883	0.1294	0.4755	0.3812	0.2899	0.4996	0.0998	0.2093	0.6773	0.7561
0.8812	7.0	3500	0.7954	0.3922	0.5562	0.4736	0.0061	0.3716	0.4021	0.1557	0.4886	0.4982	0.073	0.4877	0.4682	0.4053	0.6456	0.0721	0.0918	0.6991	0.7572
0.7966	8.0	4000	0.7400	0.421	0.5833	0.4935	0.0221	0.3907	0.4147	0.1454	0.5	0.5065	0.1095	0.4871	0.4727	0.4963	0.6882	0.0323	0.0433	0.7345	0.7882
0.8197	9.0	4500	0.8054	0.3719	0.5572	0.4327	0.0144	0.3497	0.3799	0.1213	0.4525	0.4561	0.0484	0.4421	0.4387	0.4323	0.6368	0.0	0.001	0.6834	0.7303
0.6943	10.0	5000	0.7024	0.423	0.5892	0.501	0.0456	0.4037	0.4403	0.141	0.4909	0.4961	0.0754	0.4782	0.5038	0.5316	0.7018	0.0173	0.0155	0.72	0.7711
0.7918	11.0	5500	0.6560	0.4241	0.5829	0.5038	0.0122	0.3919	0.497	0.135	0.4891	0.4958	0.0944	0.4696	0.5622	0.5372	0.7088	0.0	0.0	0.7352	0.7786
0.7057	12.0	6000	0.6571	0.4207	0.5943	0.4955	0.0344	0.3927	0.4853	0.1325	0.4821	0.4873	0.1071	0.4669	0.5378	0.5155	0.6794	0.0139	0.0072	0.7327	0.7754
0.7291	13.0	6500	0.6155	0.442	0.5991	0.5201	0.0386	0.4151	0.4586	0.1355	0.4977	0.5045	0.1476	0.4859	0.5374	0.5666	0.7105	0.0007	0.001	0.7586	0.802
0.6841	14.0	7000	0.6251	0.4453	0.6092	0.5368	0.0301	0.4199	0.4712	0.1436	0.4932	0.4982	0.15	0.4751	0.5405	0.5808	0.7039	0.0158	0.0082	0.7392	0.7824
0.7706	15.0	7500	0.5625	0.4656	0.625	0.5586	0.0519	0.4389	0.4879	0.1497	0.5127	0.519	0.1302	0.4962	0.548	0.6247	0.736	0.015	0.0196	0.7571	0.8014
0.5477	16.0	8000	0.6342	0.441	0.6213	0.5428	0.0194	0.4154	0.4709	0.1344	0.4847	0.4929	0.1421	0.478	0.509	0.5621	0.6754	0.0139	0.0072	0.7471	0.796
0.5659	17.0	8500	0.5588	0.486	0.6467	0.5788	0.0506	0.456	0.5136	0.1568	0.52	0.5281	0.1976	0.5092	0.5522	0.6651	0.7465	0.0316	0.0278	0.7614	0.8101
0.5889	18.0	9000	0.5632	0.5271	0.7073	0.6332	0.0837	0.499	0.5429	0.187	0.5601	0.5648	0.1543	0.5438	0.5602	0.6564	0.7184	0.1669	0.1763	0.758	0.7997
0.6217	19.0	9500	0.5608	0.5621	0.7535	0.666	0.0361	0.5417	0.5104	0.2008	0.5924	0.5971	0.1071	0.5822	0.535	0.675	0.7289	0.2595	0.2691	0.7518	0.7934
0.5486	20.0	10000	0.5374	0.5916	0.7987	0.716	0.0318	0.5746	0.5224	0.2156	0.6249	0.6302	0.1016	0.6171	0.5488	0.6805	0.7404	0.3386	0.3557	0.7556	0.7945
0.7596	21.0	10500	0.5062	0.6677	0.8908	0.815	0.1271	0.6657	0.5097	0.2509	0.7101	0.7147	0.1984	0.7203	0.5405	0.6848	0.7434	0.5532	0.5907	0.7651	0.8098
0.6202	22.0	11000	0.4852	0.6878	0.919	0.847	0.0815	0.6882	0.672	0.2688	0.7283	0.7339	0.2248	0.7411	0.6929	0.6872	0.7364	0.5974	0.6423	0.779	0.8231
0.5244	23.0	11500	0.4770	0.6907	0.9157	0.8412	0.1031	0.6915	0.6892	0.2629	0.7257	0.7324	0.2208	0.7444	0.7067	0.7031	0.7461	0.606	0.6443	0.763	0.8069
0.5388	24.0	12000	0.4780	0.6913	0.9393	0.8303	0.0933	0.6918	0.8095	0.2723	0.7367	0.7462	0.2711	0.7496	0.8402	0.6766	0.7338	0.6428	0.6969	0.7545	0.8078
0.5626	25.0	12500	0.4525	0.7036	0.942	0.8388	0.067	0.6948	0.7415	0.2692	0.7399	0.7482	0.2529	0.7493	0.7609	0.6981	0.7522	0.6246	0.667	0.7879	0.8254
0.5437	26.0	13000	0.4455	0.6936	0.942	0.8324	0.1783	0.6799	0.7869	0.2661	0.7313	0.7399	0.33	0.7337	0.8079	0.6602	0.7206	0.6347	0.6711	0.7859	0.828
0.4593	27.0	13500	0.4121	0.7152	0.9424	0.8505	0.1477	0.6971	0.8166	0.2728	0.7549	0.7608	0.3173	0.7484	0.8455	0.7176	0.768	0.6484	0.6938	0.7795	0.8205
0.443	28.0	14000	0.3894	0.7317	0.958	0.856	0.1687	0.7199	0.79	0.2815	0.7672	0.7745	0.3371	0.7672	0.8131	0.7262	0.7697	0.6736	0.7155	0.7952	0.8384
0.5382	29.0	14500	0.3988	0.7239	0.9536	0.8693	0.154	0.7142	0.784	0.2761	0.7592	0.7657	0.3257	0.7626	0.8013	0.7275	0.768	0.6591	0.7082	0.7851	0.8208
0.5577	30.0	15000	0.4155	0.7009	0.9393	0.838	0.1252	0.6847	0.7812	0.2699	0.7415	0.7478	0.2841	0.7402	0.8342	0.6869	0.7456	0.6331	0.6722	0.7827	0.8257
0.4783	31.0	15500	0.3982	0.7292	0.9532	0.8735	0.1013	0.7186	0.842	0.2801	0.768	0.7785	0.3257	0.7694	0.8752	0.7144	0.7697	0.6747	0.7268	0.7986	0.839
0.6258	32.0	16000	0.4124	0.7153	0.9477	0.8638	0.1807	0.7081	0.8077	0.2802	0.751	0.7613	0.359	0.7584	0.8379	0.6965	0.7518	0.662	0.7093	0.7876	0.8228
0.5925	33.0	16500	0.4105	0.7075	0.9482	0.8358	0.1448	0.6937	0.7069	0.2756	0.7472	0.758	0.3602	0.7468	0.7396	0.6625	0.7263	0.6728	0.7165	0.7873	0.8312
0.4881	34.0	17000	0.3894	0.7286	0.943	0.8578	0.1267	0.7228	0.7782	0.2807	0.76	0.7698	0.2954	0.7682	0.8119	0.7401	0.7846	0.6453	0.6866	0.8004	0.8382
0.4997	35.0	17500	0.4187	0.6981	0.9429	0.8356	0.1088	0.6881	0.7562	0.2702	0.7402	0.7487	0.264	0.7429	0.793	0.6582	0.725	0.6499	0.6938	0.7861	0.8272
0.5615	36.0	18000	0.3873	0.7175	0.9394	0.8574	0.1488	0.7163	0.8008	0.2718	0.7508	0.762	0.2957	0.7638	0.8383	0.7029	0.761	0.6459	0.6773	0.8037	0.8477
0.4264	37.0	18500	0.3824	0.7249	0.9506	0.8461	0.1428	0.7257	0.7932	0.277	0.7608	0.771	0.294	0.7772	0.8397	0.7128	0.7671	0.6637	0.7021	0.7982	0.8439
0.483	38.0	19000	0.4033	0.7047	0.948	0.8554	0.1284	0.6928	0.7695	0.2696	0.7413	0.7532	0.3059	0.7505	0.8006	0.6985	0.7478	0.6188	0.667	0.7967	0.8448
0.494	39.0	19500	0.3950	0.7128	0.9568	0.8444	0.1775	0.6964	0.7949	0.2714	0.7482	0.7608	0.3522	0.7512	0.828	0.7056	0.7592	0.6511	0.7	0.7815	0.8231
0.4404	40.0	20000	0.3621	0.748	0.9601	0.8748	0.1922	0.7384	0.8074	0.2814	0.784	0.7923	0.3511	0.7915	0.8372	0.746	0.7943	0.7071	0.7495	0.7909	0.8332
0.4331	41.0	20500	0.3805	0.7126	0.9569	0.8584	0.1783	0.7077	0.8299	0.2718	0.7491	0.7585	0.2976	0.7608	0.8553	0.6886	0.7434	0.6482	0.6928	0.8009	0.8393
0.4512	42.0	21000	0.3552	0.734	0.9532	0.8672	0.1147	0.7298	0.8301	0.2789	0.7722	0.7826	0.2963	0.782	0.8568	0.7234	0.7811	0.6643	0.7155	0.8144	0.8512
0.5316	43.0	21500	0.3719	0.7167	0.9517	0.8343	0.203	0.7047	0.855	0.2734	0.756	0.7657	0.3625	0.7612	0.8785	0.7022	0.7662	0.6293	0.6742	0.8184	0.8566
0.4831	44.0	22000	0.3764	0.7162	0.9592	0.8589	0.164	0.6979	0.7871	0.2724	0.7591	0.7676	0.347	0.7586	0.8204	0.6976	0.7632	0.6524	0.7021	0.7987	0.8376
0.4695	45.0	22500	0.3649	0.7209	0.953	0.8495	0.2409	0.7035	0.8185	0.2745	0.7626	0.7713	0.4152	0.7601	0.8455	0.6928	0.7575	0.6664	0.7144	0.8034	0.8419
0.4496	46.0	23000	0.3299	0.7595	0.961	0.8566	0.1556	0.7544	0.8008	0.2878	0.7909	0.8002	0.3222	0.8011	0.835	0.7521	0.8031	0.7055	0.7361	0.821	0.8616
0.5266	47.0	23500	0.3426	0.7417	0.9492	0.8594	0.1904	0.7334	0.8306	0.2857	0.7793	0.7896	0.3432	0.7875	0.8591	0.7259	0.789	0.6848	0.7216	0.8144	0.8581
0.4198	48.0	24000	0.3321	0.7541	0.958	0.8727	0.2462	0.741	0.8369	0.2848	0.7888	0.7966	0.3871	0.7899	0.8648	0.7331	0.7908	0.704	0.7361	0.8254	0.863
0.3626	49.0	24500	0.3264	0.7526	0.9569	0.8613	0.1831	0.7531	0.7752	0.2867	0.7845	0.7938	0.331	0.7976	0.8121	0.757	0.8079	0.6785	0.7144	0.8224	0.859
0.5079	50.0	25000	0.3391	0.7483	0.9632	0.877	0.2876	0.743	0.825	0.2848	0.7823	0.7915	0.3716	0.7893	0.8643	0.7183	0.7732	0.6981	0.7371	0.8285	0.8642
0.4655	51.0	25500	0.3227	0.769	0.9639	0.8888	0.1495	0.7743	0.7826	0.2865	0.8006	0.8104	0.3386	0.8163	0.8161	0.7759	0.8219	0.711	0.7495	0.8203	0.8598
0.4147	52.0	26000	0.3369	0.7476	0.9649	0.8747	0.2097	0.7431	0.7928	0.2805	0.7806	0.7893	0.3446	0.7865	0.8191	0.7364	0.7807	0.6806	0.7227	0.826	0.8645
0.3522	53.0	26500	0.3338	0.7504	0.964	0.8823	0.2502	0.7382	0.8241	0.2841	0.7822	0.7902	0.3556	0.7838	0.8573	0.7311	0.7803	0.6929	0.7278	0.8272	0.8624
0.5069	54.0	27000	0.3415	0.742	0.9592	0.8822	0.161	0.7375	0.768	0.2819	0.7726	0.7821	0.3387	0.7823	0.7963	0.7358	0.7833	0.6772	0.7155	0.8129	0.8474
0.4392	55.0	27500	0.3394	0.743	0.9635	0.8703	0.1928	0.7382	0.7685	0.2788	0.7778	0.7882	0.3948	0.7849	0.8008	0.715	0.7715	0.691	0.7309	0.8229	0.8621
0.3583	56.0	28000	0.3197	0.7741	0.9549	0.8902	0.1839	0.7766	0.826	0.292	0.8031	0.8146	0.3824	0.8209	0.8559	0.761	0.8057	0.7256	0.766	0.8358	0.8723
0.4463	57.0	28500	0.3288	0.7552	0.9614	0.8838	0.2159	0.7462	0.8201	0.2843	0.7881	0.801	0.4111	0.7975	0.8501	0.7623	0.8114	0.6776	0.7309	0.8256	0.8607
0.3672	58.0	29000	0.3026	0.7795	0.9689	0.878	0.2143	0.7773	0.8153	0.2964	0.8114	0.8214	0.3852	0.8216	0.8528	0.7779	0.8219	0.732	0.7753	0.8287	0.8671
0.3754	59.0	29500	0.3061	0.7658	0.9601	0.8813	0.1573	0.761	0.8092	0.2903	0.7974	0.8059	0.3337	0.8084	0.8381	0.7717	0.814	0.6843	0.7309	0.8414	0.8728
0.5756	60.0	30000	0.3290	0.7457	0.9618	0.8737	0.1866	0.7343	0.7888	0.2792	0.7776	0.7897	0.3741	0.7858	0.8148	0.7412	0.786	0.6674	0.7196	0.8287	0.8636
0.3744	61.0	30500	0.3089	0.7651	0.9677	0.8934	0.2155	0.7577	0.8068	0.2882	0.7962	0.8077	0.4148	0.8063	0.8347	0.7644	0.8118	0.7017	0.7464	0.8291	0.8647
0.45	62.0	31000	0.3171	0.7538	0.9736	0.8901	0.2144	0.7503	0.7972	0.2835	0.7896	0.7982	0.4362	0.798	0.8175	0.7557	0.7987	0.676	0.7278	0.8298	0.8682
0.4322	63.0	31500	0.3263	0.7569	0.9686	0.8958	0.2233	0.744	0.8092	0.2863	0.7881	0.7998	0.4005	0.7923	0.8367	0.7421	0.7868	0.7049	0.7474	0.8237	0.865
0.3976	64.0	32000	0.3135	0.7689	0.9586	0.8947	0.2697	0.7697	0.8111	0.2865	0.8001	0.8066	0.3951	0.8119	0.8434	0.7767	0.8118	0.7075	0.7474	0.8225	0.8604
0.4146	65.0	32500	0.3080	0.7638	0.9691	0.8854	0.3276	0.7586	0.8485	0.2831	0.7994	0.8059	0.4362	0.8056	0.8737	0.7392	0.7864	0.7146	0.7567	0.8374	0.8746
0.3933	66.0	33000	0.3147	0.7686	0.9718	0.8914	0.3364	0.7589	0.8308	0.2871	0.8003	0.8072	0.4403	0.8031	0.8662	0.7434	0.7904	0.7271	0.7588	0.8354	0.8725
0.3177	67.0	33500	0.3117	0.7689	0.9674	0.8938	0.3073	0.7627	0.8084	0.2878	0.7971	0.8053	0.42	0.8056	0.837	0.7578	0.7961	0.7195	0.7577	0.8292	0.8621
0.4222	68.0	34000	0.3019	0.7821	0.9568	0.8939	0.2657	0.7769	0.8733	0.2948	0.8094	0.8188	0.363	0.8194	0.9045	0.7759	0.8167	0.7297	0.767	0.8407	0.8728
0.3707	69.0	34500	0.3024	0.7882	0.9666	0.8876	0.2674	0.7788	0.8222	0.2924	0.8138	0.8227	0.4344	0.8215	0.8503	0.7807	0.8211	0.7386	0.7711	0.8452	0.876
0.3954	70.0	35000	0.2981	0.7838	0.9702	0.8976	0.2649	0.773	0.8496	0.2922	0.8091	0.818	0.4121	0.8157	0.8765	0.7846	0.8202	0.7261	0.7567	0.8406	0.8772
0.4	71.0	35500	0.3075	0.7771	0.9684	0.8829	0.2776	0.7716	0.8157	0.2932	0.8027	0.8117	0.4168	0.8131	0.8481	0.7657	0.8039	0.7289	0.7598	0.8368	0.8714
0.4862	72.0	36000	0.2756	0.8	0.9711	0.8878	0.2811	0.7969	0.8532	0.2989	0.8256	0.8366	0.4486	0.8378	0.8932	0.7937	0.8311	0.7594	0.7959	0.8469	0.8827
0.3944	73.0	36500	0.2948	0.7764	0.971	0.8765	0.3132	0.7653	0.8221	0.2897	0.8053	0.8147	0.4729	0.8098	0.8608	0.7571	0.8022	0.7261	0.7588	0.846	0.8832
0.3581	74.0	37000	0.2841	0.79	0.9709	0.901	0.3747	0.7752	0.8603	0.2955	0.8245	0.8336	0.5056	0.8245	0.8912	0.7733	0.8228	0.7485	0.7938	0.8483	0.8841
0.4114	75.0	37500	0.3027	0.7876	0.9665	0.8956	0.3452	0.7811	0.8481	0.2944	0.8162	0.8254	0.4776	0.8238	0.8813	0.7753	0.8171	0.75	0.7866	0.8376	0.8725
0.3524	76.0	38000	0.2774	0.8019	0.9669	0.8993	0.3286	0.7904	0.8576	0.3026	0.8325	0.8422	0.4741	0.8391	0.8858	0.8009	0.8417	0.7617	0.8021	0.8431	0.8829
0.3696	77.0	38500	0.2794	0.7996	0.9665	0.8968	0.2717	0.7941	0.8639	0.3006	0.8271	0.8378	0.4351	0.839	0.8956	0.7828	0.8254	0.7629	0.799	0.8532	0.889
0.4521	78.0	39000	0.2840	0.7874	0.9643	0.8887	0.309	0.7841	0.8069	0.2966	0.8159	0.8252	0.446	0.8286	0.8454	0.7665	0.814	0.7391	0.7711	0.8566	0.8905
0.408	79.0	39500	0.2931	0.781	0.9736	0.8996	0.338	0.7757	0.8284	0.2924	0.8105	0.8209	0.4787	0.8207	0.8706	0.7646	0.8096	0.7383	0.7732	0.8399	0.8798
0.407	80.0	40000	0.2896	0.7899	0.9661	0.8926	0.2783	0.7868	0.8533	0.2952	0.8179	0.8269	0.4105	0.8322	0.8838	0.7781	0.8175	0.7476	0.7825	0.844	0.8806
0.3787	81.0	40500	0.2987	0.785	0.9641	0.903	0.3313	0.7732	0.8315	0.2909	0.8152	0.8235	0.4644	0.8196	0.853	0.7599	0.807	0.7483	0.7794	0.8468	0.8841
0.5486	82.0	41000	0.2717	0.8044	0.9717	0.8995	0.321	0.8003	0.8397	0.2978	0.8282	0.8389	0.4363	0.8421	0.8717	0.792	0.8316	0.7632	0.7918	0.8581	0.8934
0.3667	83.0	41500	0.2861	0.7927	0.9671	0.9075	0.3308	0.7884	0.8494	0.2959	0.8201	0.8279	0.4811	0.8286	0.8695	0.7646	0.8092	0.7556	0.7856	0.858	0.889
0.3308	84.0	42000	0.2853	0.7904	0.969	0.9019	0.349	0.7802	0.8418	0.2958	0.8188	0.827	0.4798	0.8284	0.8622	0.774	0.8149	0.7391	0.7742	0.8582	0.8919
0.5384	85.0	42500	0.2897	0.7874	0.9632	0.9013	0.3242	0.7807	0.8498	0.2927	0.818	0.8255	0.4692	0.8267	0.8806	0.7721	0.8175	0.7396	0.7732	0.8504	0.8858
0.3107	86.0	43000	0.2720	0.802	0.9671	0.891	0.3156	0.8007	0.8421	0.297	0.8282	0.8374	0.4338	0.8408	0.8744	0.8001	0.8395	0.7502	0.7825	0.8557	0.8902
0.3186	87.0	43500	0.2684	0.8023	0.9688	0.9073	0.3675	0.7995	0.8198	0.2955	0.8299	0.8398	0.5105	0.8417	0.8509	0.7962	0.8377	0.75	0.7835	0.8606	0.8983
0.3108	88.0	44000	0.2636	0.8033	0.972	0.9095	0.3473	0.8027	0.8541	0.2968	0.8316	0.8409	0.4879	0.8437	0.8805	0.7949	0.8355	0.7539	0.7876	0.861	0.8994
0.3512	89.0	44500	0.2755	0.8006	0.9701	0.9125	0.3356	0.7962	0.8639	0.2967	0.8256	0.834	0.4579	0.8368	0.8794	0.7964	0.8338	0.7427	0.7742	0.8627	0.8939
0.3915	90.0	45000	0.2700	0.808	0.9657	0.9233	0.3649	0.8039	0.8509	0.2993	0.8332	0.8414	0.4452	0.8448	0.8725	0.795	0.8346	0.7641	0.7918	0.8649	0.8977
0.3837	91.0	45500	0.2740	0.8022	0.9682	0.9052	0.3671	0.7965	0.8576	0.2964	0.8295	0.8388	0.4827	0.8401	0.8745	0.7923	0.8325	0.7551	0.7918	0.8594	0.8922
0.3216	92.0	46000	0.2698	0.8058	0.9737	0.894	0.3404	0.8006	0.8636	0.2993	0.8297	0.8396	0.4484	0.8412	0.8727	0.7913	0.8294	0.7615	0.7928	0.8646	0.8965
0.3808	93.0	46500	0.2834	0.7832	0.9649	0.8966	0.3481	0.7796	0.8617	0.2891	0.8137	0.8225	0.4492	0.8247	0.8733	0.7735	0.8184	0.7219	0.7598	0.8542	0.8893
0.4463	94.0	47000	0.2720	0.8029	0.9683	0.896	0.3484	0.7967	0.836	0.2989	0.8282	0.8394	0.4786	0.8408	0.8642	0.7937	0.8333	0.7655	0.8	0.8497	0.885
0.3548	95.0	47500	0.2720	0.8029	0.9716	0.9152	0.3798	0.8008	0.8577	0.2958	0.8311	0.8397	0.5203	0.8432	0.8773	0.7945	0.8346	0.7543	0.7907	0.8599	0.8936
0.396	96.0	48000	0.2735	0.8003	0.9705	0.9095	0.375	0.7942	0.863	0.2977	0.827	0.8385	0.5043	0.8391	0.8905	0.7894	0.8311	0.7524	0.7928	0.8591	0.8916
0.424	97.0	48500	0.2673	0.7994	0.9742	0.9125	0.4045	0.7918	0.8614	0.2929	0.8257	0.8355	0.5294	0.832	0.8928	0.7848	0.8263	0.7457	0.7835	0.8678	0.8968
0.3468	98.0	49000	0.2518	0.8156	0.9747	0.9192	0.3678	0.8131	0.8647	0.3008	0.8399	0.8495	0.4881	0.8532	0.89	0.8002	0.8382	0.7718	0.8062	0.8747	0.904
0.3835	99.0	49500	0.2703	0.7944	0.9748	0.9169	0.3729	0.7933	0.8509	0.2911	0.8209	0.8295	0.4898	0.8333	0.8776	0.7866	0.8263	0.7333	0.767	0.8634	0.8951
0.499	100.0	50000	0.2582	0.811	0.9757	0.9167	0.3739	0.8101	0.8642	0.2979	0.836	0.8467	0.5243	0.85	0.8938	0.7986	0.8368	0.7574	0.7969	0.877	0.9064
0.4067	101.0	50500	0.2530	0.8125	0.9685	0.9179	0.3733	0.8088	0.8878	0.2982	0.8379	0.849	0.5092	0.8488	0.9123	0.812	0.85	0.7471	0.7897	0.8785	0.9072
0.4467	102.0	51000	0.2668	0.8024	0.9672	0.9127	0.3878	0.7976	0.8682	0.2978	0.8295	0.8389	0.4976	0.8377	0.9024	0.791	0.8333	0.7463	0.7825	0.87	0.9009
0.3025	103.0	51500	0.2481	0.8182	0.9701	0.9189	0.3928	0.8116	0.8758	0.3017	0.8428	0.8528	0.5133	0.8518	0.902	0.8124	0.85	0.7613	0.7969	0.881	0.9116
0.2758	104.0	52000	0.2630	0.8078	0.9699	0.9124	0.3751	0.8054	0.8835	0.2982	0.8365	0.8461	0.5049	0.8474	0.9112	0.7963	0.8373	0.7562	0.7959	0.871	0.9052
0.3517	105.0	52500	0.2664	0.8041	0.9683	0.9128	0.3931	0.8011	0.8829	0.2962	0.8308	0.8404	0.4978	0.8432	0.91	0.7847	0.825	0.7588	0.7938	0.8689	0.9023
0.2906	106.0	53000	0.2545	0.8094	0.967	0.9151	0.3886	0.8038	0.8793	0.2985	0.8338	0.844	0.5008	0.8435	0.8997	0.7964	0.8368	0.7547	0.7897	0.877	0.9055
0.3454	107.0	53500	0.2541	0.8125	0.9708	0.9065	0.389	0.8083	0.8838	0.3014	0.8363	0.8465	0.4857	0.8484	0.9074	0.805	0.8395	0.7618	0.7959	0.8706	0.904
0.3432	108.0	54000	0.2567	0.8133	0.9673	0.9154	0.4185	0.8071	0.8756	0.3013	0.8385	0.8481	0.5214	0.8482	0.8986	0.8017	0.8395	0.767	0.801	0.8711	0.9038
0.4038	109.0	54500	0.2582	0.8065	0.9706	0.9082	0.3954	0.7986	0.9028	0.3001	0.8322	0.8429	0.4938	0.84	0.9283	0.8001	0.8404	0.7512	0.7876	0.8684	0.9009
0.3918	110.0	55000	0.2604	0.8122	0.9683	0.9129	0.4252	0.8073	0.8937	0.2996	0.8383	0.8482	0.5379	0.8493	0.9186	0.8036	0.8417	0.7662	0.799	0.8669	0.904
0.362	111.0	55500	0.2574	0.8129	0.9684	0.9126	0.4005	0.8052	0.8564	0.3015	0.8385	0.8481	0.4965	0.8454	0.8864	0.809	0.8474	0.7638	0.7979	0.8659	0.8988
0.321	112.0	56000	0.2501	0.8189	0.968	0.9192	0.4027	0.8143	0.8606	0.3037	0.842	0.8519	0.486	0.8528	0.8876	0.8122	0.8513	0.7682	0.7979	0.8762	0.9064
0.4514	113.0	56500	0.2479	0.8246	0.968	0.9158	0.3999	0.823	0.8624	0.3052	0.8488	0.8581	0.4849	0.8611	0.9002	0.8149	0.8522	0.784	0.8144	0.875	0.9078
0.373	114.0	57000	0.2444	0.8199	0.9683	0.9222	0.3971	0.8164	0.8793	0.3038	0.8447	0.8536	0.4862	0.8543	0.909	0.8077	0.8496	0.7743	0.8041	0.8777	0.9072
0.2791	115.0	57500	0.2639	0.7969	0.972	0.9146	0.4228	0.7907	0.8981	0.2962	0.8262	0.8351	0.5179	0.8325	0.922	0.7874	0.8294	0.7398	0.7784	0.8635	0.8977
0.3787	116.0	58000	0.2659	0.8032	0.9685	0.9167	0.382	0.7967	0.8761	0.2984	0.8297	0.8387	0.4848	0.8373	0.8987	0.7956	0.8338	0.7443	0.7814	0.8696	0.9009
0.368	117.0	58500	0.2533	0.8154	0.9683	0.92	0.4096	0.8114	0.9057	0.3032	0.843	0.8532	0.4967	0.8514	0.927	0.8017	0.8425	0.7644	0.8062	0.8803	0.911
0.2714	118.0	59000	0.2525	0.8163	0.9671	0.9233	0.4065	0.8136	0.893	0.3026	0.8407	0.8496	0.48	0.8525	0.9158	0.8053	0.8434	0.7693	0.8	0.8745	0.9055
0.3878	119.0	59500	0.2498	0.8199	0.9668	0.9214	0.3979	0.8193	0.8989	0.302	0.8439	0.8538	0.4843	0.8568	0.9223	0.8079	0.8504	0.7695	0.799	0.8822	0.9121
0.335	120.0	60000	0.2511	0.8164	0.9706	0.9206	0.4013	0.8135	0.898	0.3002	0.8404	0.8491	0.4906	0.8504	0.9176	0.8044	0.8461	0.7665	0.7918	0.8784	0.9095
0.3062	121.0	60500	0.2500	0.8148	0.9717	0.9214	0.3963	0.8109	0.8758	0.3007	0.8413	0.8496	0.4932	0.8507	0.8987	0.808	0.8465	0.7658	0.799	0.8705	0.9035
0.3787	122.0	61000	0.2432	0.8252	0.9719	0.9315	0.421	0.8199	0.8788	0.3037	0.8479	0.8559	0.5075	0.8563	0.9011	0.8116	0.8465	0.7849	0.8113	0.8792	0.9098
0.3067	123.0	61500	0.2471	0.8182	0.9737	0.9127	0.409	0.813	0.8976	0.3021	0.8429	0.8523	0.5124	0.8522	0.9162	0.8067	0.8434	0.7726	0.8082	0.8754	0.9052
0.3869	124.0	62000	0.2395	0.8252	0.9748	0.9183	0.3996	0.8215	0.9094	0.3048	0.8487	0.86	0.489	0.861	0.9274	0.8142	0.8513	0.7769	0.8155	0.8846	0.9133
0.2933	125.0	62500	0.2452	0.8177	0.9751	0.9128	0.4009	0.814	0.9069	0.3004	0.8426	0.8524	0.4887	0.8539	0.9259	0.81	0.8461	0.765	0.801	0.8781	0.9101
0.2843	126.0	63000	0.2433	0.8201	0.975	0.9189	0.4255	0.818	0.8811	0.3013	0.8439	0.8539	0.5219	0.856	0.9016	0.8068	0.8443	0.7691	0.8031	0.8845	0.9142
0.2707	127.0	63500	0.2418	0.8194	0.972	0.9179	0.4057	0.8184	0.9003	0.3022	0.8457	0.8555	0.504	0.8583	0.9217	0.8134	0.8509	0.7654	0.8031	0.8794	0.9124
0.323	128.0	64000	0.2434	0.8196	0.9715	0.9161	0.4199	0.8163	0.9008	0.3005	0.846	0.8556	0.5219	0.856	0.9217	0.8136	0.85	0.766	0.8052	0.8793	0.9116
0.3649	129.0	64500	0.2445	0.817	0.9719	0.9154	0.425	0.8123	0.88	0.3018	0.8419	0.852	0.526	0.8518	0.9008	0.8075	0.8443	0.7638	0.801	0.8796	0.9107
0.3522	130.0	65000	0.2426	0.8204	0.9718	0.9152	0.4168	0.8196	0.8845	0.3019	0.8447	0.8549	0.5141	0.858	0.9049	0.807	0.8443	0.773	0.8072	0.8811	0.9133
0.3731	131.0	65500	0.2398	0.8253	0.9719	0.9183	0.4157	0.8234	0.8846	0.3034	0.8488	0.8593	0.5229	0.8612	0.9049	0.8182	0.8544	0.776	0.8113	0.8817	0.9121
0.3208	132.0	66000	0.2410	0.8252	0.9718	0.9181	0.4215	0.8234	0.8849	0.3036	0.8484	0.8576	0.5227	0.8606	0.9051	0.8168	0.8526	0.7746	0.8062	0.8842	0.9139
0.3514	133.0	66500	0.2463	0.8214	0.9719	0.9197	0.426	0.8183	0.9069	0.3018	0.8448	0.8539	0.5194	0.8559	0.9255	0.8111	0.8465	0.7707	0.8031	0.8825	0.9121
0.3643	134.0	67000	0.2414	0.8235	0.9728	0.9229	0.4333	0.8209	0.9016	0.3031	0.8475	0.8573	0.5306	0.8588	0.9222	0.8128	0.8491	0.7732	0.8082	0.8844	0.9145
0.3888	135.0	67500	0.2433	0.8235	0.9719	0.9216	0.4276	0.8219	0.901	0.3027	0.848	0.8581	0.5227	0.8604	0.9216	0.813	0.8509	0.7746	0.8103	0.883	0.913
0.3093	136.0	68000	0.2406	0.823	0.9719	0.9179	0.4344	0.8217	0.9009	0.3034	0.8477	0.8572	0.5249	0.8595	0.9216	0.8112	0.8504	0.7739	0.8082	0.884	0.913
0.3101	137.0	68500	0.2417	0.8229	0.9727	0.9197	0.4321	0.8214	0.8839	0.3032	0.847	0.8565	0.5241	0.8593	0.9047	0.8129	0.8509	0.7724	0.8062	0.8832	0.9124
0.2872	138.0	69000	0.2437	0.8209	0.9726	0.9197	0.4247	0.8188	0.9006	0.302	0.8453	0.8552	0.5184	0.8577	0.9215	0.8078	0.8461	0.7724	0.8072	0.8826	0.9124
0.3664	139.0	69500	0.2422	0.8231	0.9726	0.9185	0.4299	0.8198	0.9026	0.3035	0.848	0.8576	0.516	0.8594	0.9226	0.8106	0.85	0.7738	0.8082	0.885	0.9145
0.345	140.0	70000	0.2415	0.8243	0.9726	0.918	0.4296	0.8219	0.9019	0.3041	0.8492	0.8582	0.5216	0.8608	0.9222	0.8119	0.8509	0.7759	0.8093	0.8851	0.9145
0.2741	141.0	70500	0.2404	0.825	0.9727	0.918	0.43	0.8237	0.9018	0.3047	0.8496	0.8585	0.516	0.8614	0.9223	0.8106	0.8496	0.7792	0.8113	0.8853	0.9147
0.4387	142.0	71000	0.2400	0.8252	0.9727	0.918	0.4245	0.8249	0.9016	0.3048	0.8496	0.8585	0.5137	0.8622	0.9222	0.8141	0.8513	0.7767	0.8093	0.8847	0.915
0.3424	143.0	71500	0.2410	0.8246	0.9726	0.9145	0.4218	0.8233	0.901	0.3048	0.8489	0.8577	0.5079	0.8617	0.9216	0.8132	0.8504	0.7774	0.8093	0.8831	0.9133
0.2974	144.0	72000	0.2409	0.824	0.9726	0.9164	0.4222	0.823	0.901	0.3049	0.8488	0.8576	0.5103	0.8615	0.9216	0.8141	0.8513	0.7754	0.8082	0.8826	0.9133
0.4419	145.0	72500	0.2415	0.8235	0.9727	0.9165	0.4223	0.8225	0.9011	0.3048	0.8483	0.8573	0.5127	0.8613	0.9217	0.8126	0.8504	0.7745	0.8072	0.8835	0.9142
0.3411	146.0	73000	0.2407	0.8239	0.9727	0.9165	0.4216	0.8227	0.9015	0.3048	0.8485	0.8576	0.5127	0.8611	0.9219	0.8134	0.8518	0.7742	0.8072	0.8839	0.9139
0.3353	147.0	73500	0.2400	0.8236	0.9727	0.9165	0.4223	0.8227	0.9015	0.3048	0.8484	0.8573	0.5127	0.8607	0.9219	0.8126	0.8509	0.7742	0.8072	0.884	0.9139
0.4092	148.0	74000	0.2398	0.824	0.9727	0.9165	0.4223	0.8232	0.9015	0.305	0.8488	0.8578	0.5127	0.8612	0.9219	0.8139	0.8522	0.7742	0.8072	0.884	0.9139
0.3577	149.0	74500	0.2398	0.824	0.9727	0.9165	0.4223	0.8232	0.9015	0.305	0.8488	0.8578	0.5127	0.8612	0.9219	0.8138	0.8522	0.7742	0.8072	0.884	0.9139
0.3363	150.0	75000	0.2398	0.824	0.9727	0.9165	0.4223	0.8232	0.9015	0.305	0.8488	0.8578	0.5127	0.8612	0.9219	0.8138	0.8522	0.7742	0.8072	0.884	0.9139

Framework versions

• Transformers 4.46.1
• Pytorch 2.5.0+cu121
• Datasets 2.19.2
• Tokenizers 0.20.1