segformer-b0_DsMetalDam_Base

This model is a fine-tuned version of nvidia/mit-b0 on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.7243
• Mean Iou: 0.3715
• Mean Accuracy: 0.4884
• Overall Accuracy: 0.6415
• Accuracy Matrix: 0.4372
• Accuracy Martensite/austenite: 0.7995
• Accuracy Precipitates: 0.5009
• Accuracy Austenite: 0.0
• Accuracy Defects: 0.7044
• Iou Matrix: 0.3363
• Iou Martensite/austenite: 0.5675
• Iou Precipitates: 0.3875
• Iou Austenite: 0.0
• Iou Defects: 0.5662

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: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Matrix	Accuracy Martensite/austenite	Accuracy Precipitates	Accuracy Austenite	Accuracy Defects	Iou Matrix	Iou Martensite/austenite	Iou Precipitates	Iou Austenite	Iou Defects
1.5512	1.0	9	1.5883	0.1292	0.3692	0.3892	0.0312	0.6387	0.3358	0.0010	0.8395	0.0301	0.4325	0.1640	0.0002	0.0191
1.4729	2.0	18	1.5818	0.1485	0.4477	0.3823	0.2816	0.4134	0.6955	0.0072	0.8409	0.2069	0.3228	0.1757	0.0019	0.0350
1.3822	3.0	27	1.5274	0.1774	0.4217	0.4554	0.3343	0.5150	0.6734	0.0	0.5855	0.2366	0.3836	0.2053	0.0	0.0614
1.3561	4.0	36	1.4416	0.2053	0.4511	0.5040	0.2959	0.6353	0.6106	0.0	0.7138	0.2206	0.4440	0.2308	0.0	0.1310
1.2811	5.0	45	1.2949	0.2177	0.3940	0.5318	0.3180	0.6907	0.4486	0.0	0.5126	0.2309	0.4688	0.3068	0.0	0.0821
1.3093	6.0	54	1.2194	0.2652	0.3830	0.5376	0.4339	0.6207	0.4630	0.0	0.3974	0.2821	0.4406	0.3113	0.0	0.2920
1.2201	7.0	63	1.1818	0.2730	0.4086	0.5513	0.3284	0.7097	0.5346	0.0	0.4704	0.2397	0.4809	0.3131	0.0	0.3314
1.1416	8.0	72	1.0888	0.2763	0.4058	0.5581	0.2490	0.7793	0.5133	0.0	0.4872	0.1947	0.5074	0.3202	0.0	0.3590
1.1918	9.0	81	1.0642	0.2553	0.3626	0.5518	0.3424	0.7074	0.4990	0.0	0.2641	0.2466	0.4790	0.3103	0.0	0.2407
1.1329	10.0	90	1.1006	0.2774	0.3969	0.5567	0.3496	0.7069	0.5249	0.0	0.4029	0.2515	0.4821	0.3278	0.0	0.3257
1.1162	11.0	99	1.0095	0.2922	0.4203	0.5723	0.2232	0.8250	0.4859	0.0	0.5673	0.1812	0.5263	0.3469	0.0	0.4069
1.0042	12.0	108	1.0160	0.2978	0.4552	0.5546	0.3669	0.6829	0.5732	0.0	0.6532	0.2592	0.4749	0.3367	0.0	0.4180
1.0071	13.0	117	0.9690	0.2925	0.4422	0.5536	0.4011	0.6673	0.4835	0.0	0.6592	0.2718	0.4675	0.3417	0.0	0.3817
1.0304	14.0	126	1.0249	0.2920	0.4572	0.5524	0.3451	0.6875	0.6351	0.0	0.6183	0.2509	0.4773	0.3222	0.0	0.4094
1.039	15.0	135	0.9615	0.2904	0.4197	0.5725	0.2344	0.8151	0.5130	0.0	0.5360	0.1881	0.5253	0.3519	0.0	0.3867
1.007	16.0	144	0.9758	0.2907	0.4127	0.5601	0.4127	0.6640	0.5729	0.0	0.4138	0.2829	0.4700	0.3569	0.0	0.3436
1.0463	17.0	153	0.9280	0.2860	0.3982	0.5752	0.2554	0.8111	0.4686	0.0	0.4557	0.2013	0.5263	0.3404	0.0	0.3620
0.9771	18.0	162	0.9077	0.2810	0.4001	0.5748	0.2579	0.7988	0.5676	0.0	0.3763	0.2058	0.5221	0.3567	0.0	0.3203
0.9141	19.0	171	0.9507	0.3000	0.4356	0.5642	0.3924	0.6815	0.5984	0.0	0.5056	0.2759	0.4798	0.3552	0.0	0.3890
0.9758	20.0	180	0.8953	0.2964	0.4059	0.5816	0.2442	0.8337	0.4340	0.0	0.5179	0.1968	0.5341	0.3422	0.0	0.4088
1.0676	21.0	189	0.8793	0.3041	0.4422	0.5812	0.2432	0.8160	0.5891	0.0	0.5625	0.1982	0.5313	0.3745	0.0	0.4164
0.8866	22.0	198	0.8613	0.3124	0.4256	0.5823	0.2707	0.8095	0.4947	0.0	0.5530	0.2126	0.5289	0.3716	0.0	0.4489
0.8624	23.0	207	0.8735	0.3106	0.4416	0.5821	0.2713	0.8009	0.5649	0.0	0.5707	0.2147	0.5278	0.3751	0.0	0.4355
0.8676	24.0	216	0.8519	0.3187	0.4479	0.5862	0.3065	0.7857	0.5459	0.0	0.6015	0.2376	0.5233	0.3866	0.0	0.4462
0.8489	25.0	225	0.8516	0.3187	0.4746	0.5896	0.2451	0.8259	0.6131	0.0	0.6888	0.2024	0.5391	0.3933	0.0	0.4589
0.8708	26.0	234	0.8488	0.3121	0.4236	0.5916	0.2953	0.8039	0.5542	0.0	0.4647	0.2323	0.5335	0.3924	0.0	0.4021
0.8078	27.0	243	0.8410	0.3330	0.4572	0.5829	0.4437	0.6844	0.5492	0.0	0.6089	0.3065	0.4887	0.3922	0.0	0.4777
0.8513	28.0	252	0.8205	0.3188	0.4390	0.5957	0.2030	0.8782	0.5128	0.0	0.6012	0.1741	0.5561	0.3836	0.0	0.4802
0.8317	29.0	261	0.8084	0.3317	0.4579	0.5963	0.3531	0.7764	0.4966	0.0	0.6632	0.2664	0.5272	0.3877	0.0	0.4770
0.7976	30.0	270	0.8268	0.3117	0.4407	0.5906	0.2848	0.8007	0.6299	0.0	0.4881	0.2297	0.5338	0.3736	0.0	0.4214
0.8552	31.0	279	0.7956	0.3069	0.4015	0.6010	0.2424	0.8695	0.4473	0.0	0.4483	0.2027	0.5562	0.3652	0.0	0.4101
0.7385	32.0	288	0.8094	0.3373	0.4721	0.5971	0.3541	0.7666	0.5948	0.0	0.6451	0.2704	0.5258	0.3936	0.0	0.4968
0.836	33.0	297	0.7977	0.3356	0.4574	0.6032	0.3030	0.8197	0.5372	0.0	0.6270	0.2422	0.5446	0.3971	0.0	0.4943
0.8446	34.0	306	0.7899	0.3320	0.4440	0.6061	0.2780	0.8466	0.5007	0.0	0.5946	0.2276	0.5538	0.3915	0.0	0.4869
0.8729	35.0	315	0.7816	0.3143	0.4173	0.6069	0.2157	0.8933	0.4914	0.0	0.4863	0.1877	0.5653	0.3886	0.0	0.4300
0.7898	36.0	324	0.7840	0.3259	0.4396	0.6064	0.2081	0.8961	0.4941	0.0	0.5999	0.1821	0.5662	0.3853	0.0	0.4959
0.7399	37.0	333	0.7779	0.3388	0.4548	0.6066	0.3259	0.8091	0.5485	0.0	0.5904	0.2579	0.5433	0.4009	0.0	0.4918
0.8473	38.0	342	0.7826	0.3348	0.4439	0.6089	0.2996	0.8394	0.4747	0.0	0.6055	0.2416	0.5543	0.3802	0.0	0.4979
0.7406	39.0	351	0.7963	0.3381	0.4876	0.6033	0.2974	0.8151	0.6048	0.0	0.7205	0.2418	0.5462	0.3815	0.0	0.5208
0.7831	40.0	360	0.7770	0.3403	0.4654	0.6100	0.2840	0.8465	0.5195	0.0	0.6769	0.2339	0.5561	0.3951	0.0	0.5165
0.9	41.0	369	0.7704	0.3372	0.4593	0.6103	0.2678	0.8581	0.5231	0.0	0.6476	0.2240	0.5593	0.3959	0.0	0.5066
0.7923	42.0	378	0.7691	0.3426	0.4592	0.6097	0.3703	0.7912	0.4773	0.0	0.6574	0.2831	0.5397	0.3857	0.0	0.5043
0.7476	43.0	387	0.7747	0.3378	0.4727	0.6106	0.2640	0.8526	0.6037	0.0	0.6431	0.2230	0.5599	0.4053	0.0	0.5010
0.7727	44.0	396	0.7636	0.3431	0.4612	0.6136	0.3094	0.8376	0.5015	0.0	0.6575	0.2508	0.5557	0.3950	0.0	0.5141
0.731	45.0	405	0.7659	0.3347	0.4375	0.6132	0.3083	0.8466	0.4258	0.0	0.6068	0.2496	0.5576	0.3625	0.0	0.5037
0.7116	46.0	414	0.7676	0.3441	0.4876	0.6129	0.2661	0.8556	0.5915	0.0	0.7250	0.2245	0.5624	0.4085	0.0	0.5250
1.0356	47.0	423	0.7630	0.3510	0.4918	0.6110	0.3569	0.7909	0.5778	0.0	0.7335	0.2774	0.5430	0.4046	0.0	0.5298
0.7296	48.0	432	0.7647	0.3494	0.4689	0.6149	0.3232	0.8278	0.5249	0.0	0.6688	0.2592	0.5546	0.4035	0.0	0.5295
0.7581	49.0	441	0.7663	0.3480	0.4709	0.6135	0.3386	0.8105	0.5645	0.0	0.6408	0.2679	0.5499	0.4065	0.0	0.5159
0.7046	50.0	450	0.7621	0.3454	0.4617	0.6144	0.3288	0.8255	0.5053	0.0	0.6491	0.2623	0.5537	0.3936	0.0	0.5175
0.6793	51.0	459	0.7591	0.3413	0.4638	0.6157	0.2665	0.8716	0.4951	0.0	0.6859	0.2255	0.5663	0.3906	0.0	0.5242
0.833	52.0	468	0.7657	0.3471	0.4899	0.6141	0.2951	0.8370	0.5989	0.0	0.7183	0.2439	0.5581	0.4071	0.0	0.5266
0.6695	53.0	477	0.7595	0.3464	0.4687	0.6171	0.3095	0.8457	0.4802	0.0	0.7079	0.2522	0.5611	0.3841	0.0	0.5347
0.7034	54.0	486	0.7578	0.3469	0.4826	0.6154	0.3243	0.8249	0.5482	0.0	0.7156	0.2616	0.5553	0.3934	0.0	0.5243
0.7112	55.0	495	0.7549	0.3494	0.4751	0.6177	0.3144	0.8411	0.4999	0.0	0.7201	0.2555	0.5602	0.3941	0.0	0.5371
0.7294	56.0	504	0.7544	0.3516	0.4731	0.6179	0.3510	0.8165	0.4997	0.0	0.6983	0.2765	0.5539	0.3920	0.0	0.5355
0.6808	57.0	513	0.7555	0.3522	0.4727	0.6164	0.3478	0.8112	0.5476	0.0	0.6569	0.2749	0.5522	0.3968	0.0	0.5370
0.7648	58.0	522	0.7546	0.3494	0.4823	0.6179	0.2805	0.8592	0.5521	0.0	0.7197	0.2355	0.5661	0.4041	0.0	0.5416
0.6654	59.0	531	0.7508	0.3582	0.4974	0.6172	0.4066	0.7716	0.5394	0.0	0.7694	0.3064	0.5409	0.4010	0.0	0.5425
0.7075	60.0	540	0.7499	0.3571	0.4842	0.6208	0.3268	0.8335	0.5436	0.0	0.7172	0.2651	0.5609	0.4036	0.0	0.5560
0.7295	61.0	549	0.7485	0.3567	0.4861	0.6207	0.3385	0.8248	0.5452	0.0	0.7220	0.2721	0.5584	0.4016	0.0	0.5514
0.6483	62.0	558	0.7499	0.3568	0.4807	0.6204	0.3667	0.8084	0.5134	0.0	0.7147	0.2870	0.5534	0.3951	0.0	0.5485
0.8613	63.0	567	0.7504	0.3554	0.4859	0.6193	0.3356	0.8214	0.5754	0.0	0.6969	0.2703	0.5578	0.3990	0.0	0.5496
0.7036	64.0	576	0.7471	0.3583	0.4727	0.6220	0.3468	0.8257	0.5114	0.0	0.6794	0.2762	0.5594	0.3983	0.0	0.5575
0.63	65.0	585	0.7450	0.3573	0.4859	0.6216	0.3626	0.8117	0.5281	0.0	0.7271	0.2854	0.5554	0.4010	0.0	0.5448
0.7379	66.0	594	0.7464	0.3577	0.4802	0.6219	0.3714	0.8071	0.5238	0.0	0.6990	0.2901	0.5542	0.4027	0.0	0.5417
0.7054	67.0	603	0.7445	0.3561	0.4709	0.6229	0.3426	0.8304	0.5114	0.0	0.6698	0.2746	0.5612	0.3992	0.0	0.5457
0.7288	68.0	612	0.7458	0.3578	0.4938	0.6226	0.3622	0.8112	0.5490	0.0	0.7466	0.2861	0.5566	0.4036	0.0	0.5425
0.661	69.0	621	0.7474	0.3577	0.4881	0.6229	0.3506	0.8201	0.5502	0.0	0.7199	0.2796	0.5593	0.4046	0.0	0.5447
0.693	70.0	630	0.7458	0.3479	0.4479	0.6231	0.3520	0.8266	0.5018	0.0	0.5589	0.2799	0.5607	0.3923	0.0	0.5065
0.7166	71.0	639	0.7431	0.3618	0.4850	0.6230	0.3693	0.8055	0.5714	0.0	0.6789	0.2908	0.5554	0.4052	0.0	0.5577
0.6847	72.0	648	0.7412	0.3584	0.4766	0.6249	0.3466	0.8332	0.4899	0.0	0.7134	0.2778	0.5633	0.3916	0.0	0.5594
0.7217	73.0	657	0.7428	0.3580	0.4788	0.6233	0.3724	0.8082	0.5306	0.0	0.6829	0.2924	0.5559	0.3947	0.0	0.5472
0.6895	74.0	666	0.7433	0.3578	0.4790	0.6246	0.3621	0.8191	0.5164	0.0	0.6973	0.2867	0.5594	0.3981	0.0	0.5448
0.6974	75.0	675	0.7425	0.3548	0.4890	0.6245	0.3250	0.8404	0.5512	0.0	0.7284	0.2660	0.5662	0.4029	0.0	0.5392
0.7003	76.0	684	0.7416	0.3586	0.4817	0.6255	0.3655	0.8181	0.5183	0.0	0.7067	0.2889	0.5607	0.3951	0.0	0.5483
0.671	77.0	693	0.7426	0.3583	0.4853	0.6259	0.3290	0.8429	0.5271	0.0	0.7273	0.2684	0.5675	0.4017	0.0	0.5537
0.71	78.0	702	0.7385	0.3645	0.4968	0.6238	0.4247	0.7692	0.5601	0.0	0.7301	0.3198	0.5449	0.4076	0.0	0.5503
0.8038	79.0	711	0.7399	0.3575	0.4772	0.6262	0.3659	0.8228	0.4836	0.0	0.7140	0.2887	0.5618	0.3907	0.0	0.5465
0.6548	80.0	720	0.7413	0.3580	0.4965	0.6242	0.3565	0.8156	0.5732	0.0	0.7370	0.2845	0.5601	0.4006	0.0	0.5447
0.7145	81.0	729	0.7367	0.3653	0.4881	0.6270	0.3804	0.8093	0.5267	0.0	0.7243	0.2979	0.5586	0.4025	0.0	0.5676
0.684	82.0	738	0.7372	0.3637	0.4830	0.6273	0.3676	0.8196	0.5215	0.0	0.7063	0.2910	0.5622	0.3975	0.0	0.5678
0.8255	83.0	747	0.7369	0.3624	0.4724	0.6272	0.3959	0.8032	0.4954	0.0	0.6677	0.3059	0.5568	0.3919	0.0	0.5571
0.7086	84.0	756	0.7390	0.3586	0.4771	0.6271	0.3347	0.8449	0.4951	0.0	0.7109	0.2721	0.5682	0.3956	0.0	0.5569
0.7032	85.0	765	0.7396	0.3617	0.5005	0.6262	0.3870	0.7989	0.5646	0.0	0.7521	0.3020	0.5565	0.4030	0.0	0.5473
0.6183	86.0	774	0.7368	0.3630	0.4899	0.6276	0.3995	0.7969	0.5314	0.0	0.7216	0.3081	0.5566	0.4010	0.0	0.5493
0.5582	87.0	783	0.7373	0.3617	0.4815	0.6278	0.3882	0.8056	0.5307	0.0	0.6832	0.3027	0.5589	0.3982	0.0	0.5484
0.6318	88.0	792	0.7387	0.3626	0.4823	0.6279	0.4180	0.7893	0.4895	0.0	0.7145	0.3173	0.5544	0.3871	0.0	0.5540
0.6429	89.0	801	0.7357	0.3641	0.4916	0.6283	0.3926	0.8019	0.5388	0.0	0.7244	0.3053	0.5584	0.4019	0.0	0.5547
0.5478	90.0	810	0.7347	0.3646	0.4952	0.6295	0.3824	0.8112	0.5371	0.0	0.7454	0.3002	0.5617	0.4063	0.0	0.5547
0.6188	91.0	819	0.7356	0.3643	0.4954	0.6288	0.3798	0.8104	0.5499	0.0	0.7367	0.2988	0.5610	0.4075	0.0	0.5543
0.7857	92.0	828	0.7367	0.3643	0.4831	0.6287	0.3911	0.8050	0.5305	0.0	0.6889	0.3047	0.5592	0.3995	0.0	0.5581
0.6172	93.0	837	0.7358	0.3647	0.4815	0.6299	0.4137	0.7934	0.5149	0.0	0.6857	0.3167	0.5568	0.3973	0.0	0.5528
0.739	94.0	846	0.7360	0.3627	0.4819	0.6307	0.3723	0.8229	0.5187	0.0	0.6955	0.2956	0.5656	0.3981	0.0	0.5542
0.6934	95.0	855	0.7377	0.3607	0.4813	0.6293	0.3455	0.8385	0.5226	0.0	0.6998	0.2805	0.5687	0.3950	0.0	0.5595
0.698	96.0	864	0.7381	0.3650	0.4870	0.6289	0.3900	0.8042	0.5491	0.0	0.6917	0.3048	0.5598	0.3991	0.0	0.5615
0.6227	97.0	873	0.7356	0.3661	0.4766	0.6298	0.4475	0.7722	0.4960	0.0	0.6675	0.3331	0.5508	0.3882	0.0	0.5584
0.6114	98.0	882	0.7335	0.3665	0.4871	0.6312	0.4205	0.7914	0.5089	0.0	0.7145	0.3211	0.5572	0.3940	0.0	0.5605
0.6977	99.0	891	0.7338	0.3630	0.4901	0.6311	0.3615	0.8281	0.5436	0.0	0.7170	0.2905	0.5676	0.4025	0.0	0.5541
0.7309	100.0	900	0.7338	0.3644	0.4889	0.6315	0.4106	0.7974	0.5208	0.0	0.7158	0.3162	0.5597	0.3961	0.0	0.5498
0.7108	101.0	909	0.7337	0.3599	0.4680	0.6322	0.3796	0.8242	0.4902	0.0	0.6462	0.2999	0.5669	0.3913	0.0	0.5413
0.7682	102.0	918	0.7330	0.3622	0.4798	0.6314	0.3857	0.8149	0.5208	0.0	0.6778	0.3038	0.5638	0.3949	0.0	0.5487
0.6808	103.0	927	0.7332	0.3626	0.4796	0.6323	0.3851	0.8187	0.5031	0.0	0.6910	0.3035	0.5654	0.3930	0.0	0.5511
0.6521	104.0	936	0.7330	0.3657	0.4901	0.6325	0.3984	0.8079	0.5184	0.0	0.7260	0.3108	0.5629	0.3967	0.0	0.5579
0.6283	105.0	945	0.7321	0.3644	0.4803	0.6326	0.4219	0.7968	0.4753	0.0	0.7073	0.3227	0.5594	0.3807	0.0	0.5592
0.7336	106.0	954	0.7320	0.3654	0.4859	0.6319	0.4307	0.7869	0.4960	0.0	0.7159	0.3270	0.5562	0.3862	0.0	0.5574
0.6893	107.0	963	0.7309	0.3646	0.4888	0.6324	0.4103	0.8003	0.5106	0.0	0.7228	0.3174	0.5605	0.3900	0.0	0.5553
0.7615	108.0	972	0.7340	0.3612	0.4905	0.6317	0.3489	0.8365	0.5567	0.0	0.7101	0.2846	0.5709	0.3971	0.0	0.5531
0.7895	109.0	981	0.7329	0.3627	0.4812	0.6336	0.3760	0.8290	0.4860	0.0	0.7152	0.2994	0.5694	0.3836	0.0	0.5614
0.6942	110.0	990	0.7334	0.3652	0.4785	0.6342	0.4203	0.8024	0.4607	0.0	0.7090	0.3225	0.5626	0.3740	0.0	0.5668
0.6813	111.0	999	0.7316	0.3664	0.4777	0.6349	0.3985	0.8148	0.4989	0.0	0.6762	0.3119	0.5662	0.3927	0.0	0.5610
0.6465	112.0	1008	0.7285	0.3689	0.4926	0.6344	0.4150	0.7992	0.5243	0.0	0.7248	0.3208	0.5615	0.3985	0.0	0.5637
0.5932	113.0	1017	0.7278	0.3690	0.4867	0.6346	0.4235	0.7965	0.4997	0.0	0.7140	0.3244	0.5610	0.3932	0.0	0.5665
0.635	114.0	1026	0.7286	0.3692	0.4905	0.6338	0.4212	0.7936	0.5272	0.0	0.7102	0.3235	0.5600	0.3965	0.0	0.5660
0.6586	115.0	1035	0.7269	0.3663	0.4817	0.6351	0.3897	0.8194	0.5158	0.0	0.6834	0.3077	0.5678	0.3984	0.0	0.5577
0.6688	116.0	1044	0.7261	0.3687	0.4938	0.6350	0.4115	0.8025	0.5260	0.0	0.7290	0.3193	0.5636	0.3974	0.0	0.5633
0.6359	117.0	1053	0.7283	0.3667	0.4854	0.6348	0.4321	0.7925	0.4862	0.0	0.7165	0.3289	0.5604	0.3853	0.0	0.5588
0.7393	118.0	1062	0.7264	0.3694	0.4924	0.6357	0.4296	0.7918	0.5212	0.0	0.7194	0.3286	0.5608	0.3982	0.0	0.5592
0.6211	119.0	1071	0.7285	0.3669	0.4826	0.6365	0.3999	0.8164	0.5007	0.0	0.6962	0.3135	0.5680	0.3949	0.0	0.5579
0.6577	120.0	1080	0.7318	0.3640	0.4754	0.6357	0.3982	0.8175	0.4897	0.0	0.6717	0.3121	0.5677	0.3890	0.0	0.5510
0.625	121.0	1089	0.7282	0.3657	0.4855	0.6355	0.4058	0.8099	0.5055	0.0	0.7065	0.3165	0.5657	0.3916	0.0	0.5548
0.6061	122.0	1098	0.7270	0.3671	0.4936	0.6358	0.4209	0.8004	0.4964	0.0	0.7502	0.3242	0.5634	0.3881	0.0	0.5597
0.6852	123.0	1107	0.7263	0.3673	0.4934	0.6357	0.4270	0.7952	0.5050	0.0	0.7398	0.3275	0.5618	0.3903	0.0	0.5570
0.5813	124.0	1116	0.7274	0.3691	0.4884	0.6352	0.4584	0.7737	0.4981	0.0	0.7116	0.3422	0.5553	0.3883	0.0	0.5598
0.574	125.0	1125	0.7286	0.3709	0.4927	0.6360	0.4571	0.7743	0.5140	0.0	0.7181	0.3421	0.5562	0.3948	0.0	0.5616
0.5654	126.0	1134	0.7271	0.3704	0.4944	0.6365	0.4271	0.7944	0.5265	0.0	0.7241	0.3283	0.5623	0.3966	0.0	0.5645
0.752	127.0	1143	0.7296	0.3699	0.4898	0.6356	0.4380	0.7845	0.5376	0.0	0.6890	0.3335	0.5590	0.3964	0.0	0.5606
0.6302	128.0	1152	0.7285	0.3662	0.4790	0.6369	0.4160	0.8071	0.4914	0.0	0.6806	0.3223	0.5660	0.3861	0.0	0.5567
0.5796	129.0	1161	0.7269	0.3708	0.4927	0.6368	0.4431	0.7855	0.5133	0.0	0.7217	0.3361	0.5599	0.3937	0.0	0.5643
0.6812	130.0	1170	0.7262	0.3697	0.4914	0.6367	0.4177	0.8017	0.5234	0.0	0.7143	0.3236	0.5647	0.3939	0.0	0.5664
0.697	131.0	1179	0.7279	0.3699	0.4867	0.6359	0.4454	0.7822	0.5159	0.0	0.6899	0.3372	0.5584	0.3890	0.0	0.5649
0.6548	132.0	1188	0.7272	0.3675	0.4791	0.6369	0.4214	0.8014	0.5116	0.0	0.6612	0.3255	0.5645	0.3912	0.0	0.5564
0.5771	133.0	1197	0.7253	0.3682	0.4862	0.6374	0.4105	0.8082	0.5232	0.0	0.6892	0.3208	0.5667	0.3935	0.0	0.5599
0.752	134.0	1206	0.7288	0.3660	0.4800	0.6377	0.4117	0.8125	0.4810	0.0	0.6946	0.3208	0.5681	0.3803	0.0	0.5610
0.6518	135.0	1215	0.7263	0.3692	0.4846	0.6370	0.4468	0.7849	0.5021	0.0	0.6892	0.3383	0.5599	0.3867	0.0	0.5613
0.6085	136.0	1224	0.7282	0.3703	0.4884	0.6379	0.4335	0.7941	0.5133	0.0	0.7009	0.3320	0.5634	0.3932	0.0	0.5631
0.6856	137.0	1233	0.7282	0.3679	0.4839	0.6381	0.4121	0.8109	0.5008	0.0	0.6957	0.3209	0.5682	0.3913	0.0	0.5593
0.6196	138.0	1242	0.7267	0.3723	0.4961	0.6368	0.4753	0.7626	0.5182	0.0	0.7244	0.3512	0.5538	0.3930	0.0	0.5637
0.5814	139.0	1251	0.7267	0.3716	0.4933	0.6367	0.4790	0.7603	0.5157	0.0	0.7114	0.3528	0.5531	0.3926	0.0	0.5598
0.6441	140.0	1260	0.7269	0.3676	0.4866	0.6383	0.4210	0.8054	0.4959	0.0	0.7108	0.3254	0.5670	0.3886	0.0	0.5569
0.5908	141.0	1269	0.7244	0.3676	0.4824	0.6377	0.4312	0.7970	0.5006	0.0	0.6831	0.3310	0.5636	0.3876	0.0	0.5557
0.6087	142.0	1278	0.7250	0.3682	0.4840	0.6384	0.4230	0.8027	0.5135	0.0	0.6809	0.3274	0.5661	0.3910	0.0	0.5562
0.5682	143.0	1287	0.7279	0.3706	0.4898	0.6379	0.4746	0.7685	0.4871	0.0	0.7190	0.3511	0.5563	0.3839	0.0	0.5616
0.6818	144.0	1296	0.7252	0.3715	0.4938	0.6378	0.4689	0.7693	0.5142	0.0	0.7167	0.3490	0.5564	0.3915	0.0	0.5604
0.6846	145.0	1305	0.7252	0.3705	0.4883	0.6384	0.4519	0.7830	0.5090	0.0	0.6977	0.3412	0.5608	0.3904	0.0	0.5602
0.5883	146.0	1314	0.7250	0.3693	0.4810	0.6383	0.4572	0.7805	0.5	0.0	0.6673	0.3437	0.5597	0.3880	0.0	0.5551
0.6346	147.0	1323	0.7270	0.3682	0.4823	0.6389	0.4201	0.8065	0.5055	0.0	0.6796	0.3261	0.5675	0.3893	0.0	0.5580
0.5825	148.0	1332	0.7278	0.3691	0.4853	0.6393	0.4299	0.8009	0.4991	0.0	0.6964	0.3311	0.5663	0.3885	0.0	0.5595
0.5932	149.0	1341	0.7262	0.3685	0.4848	0.6392	0.4372	0.7962	0.4946	0.0	0.6959	0.3349	0.5648	0.3845	0.0	0.5582
0.6176	150.0	1350	0.7251	0.3701	0.4913	0.6395	0.4204	0.8054	0.5200	0.0	0.7106	0.3268	0.5681	0.3922	0.0	0.5633
0.5667	151.0	1359	0.7284	0.3705	0.4822	0.6391	0.4632	0.7792	0.4854	0.0	0.6830	0.3463	0.5604	0.3835	0.0	0.5620
0.6323	152.0	1368	0.7260	0.3693	0.4837	0.6389	0.4411	0.7916	0.5078	0.0	0.6778	0.3366	0.5636	0.3880	0.0	0.5584
0.6236	153.0	1377	0.7260	0.3676	0.4787	0.6393	0.4280	0.8036	0.4883	0.0	0.6737	0.3302	0.5668	0.3832	0.0	0.5577
0.6992	154.0	1386	0.7258	0.3699	0.4863	0.6399	0.4224	0.8067	0.5027	0.0	0.6997	0.3279	0.5681	0.3900	0.0	0.5635
0.5579	155.0	1395	0.7244	0.3721	0.4896	0.6396	0.4479	0.7867	0.5191	0.0	0.6942	0.3405	0.5622	0.3953	0.0	0.5625
0.6495	156.0	1404	0.7243	0.3700	0.4839	0.6403	0.4390	0.7973	0.4916	0.0	0.6913	0.3364	0.5657	0.3861	0.0	0.5621
0.5734	157.0	1413	0.7239	0.3712	0.4916	0.6400	0.4386	0.7940	0.5170	0.0	0.7082	0.3364	0.5648	0.3925	0.0	0.5625
0.6394	158.0	1422	0.7243	0.3679	0.4808	0.6399	0.4216	0.8080	0.4974	0.0	0.6767	0.3276	0.5684	0.3868	0.0	0.5565
0.5794	159.0	1431	0.7248	0.3700	0.4865	0.6397	0.4424	0.7928	0.5021	0.0	0.6954	0.3378	0.5644	0.3868	0.0	0.5610
0.6577	160.0	1440	0.7259	0.3705	0.4827	0.6396	0.4717	0.7726	0.5011	0.0	0.6680	0.3515	0.5587	0.3861	0.0	0.5563
0.4969	161.0	1449	0.7261	0.3682	0.4775	0.6404	0.4482	0.7915	0.4907	0.0	0.6571	0.3406	0.5646	0.3843	0.0	0.5518
0.5783	162.0	1458	0.7243	0.3691	0.4828	0.6397	0.4436	0.7918	0.5047	0.0	0.6740	0.3383	0.5641	0.3879	0.0	0.5551
0.682	163.0	1467	0.7239	0.3687	0.4827	0.6401	0.4349	0.7980	0.5092	0.0	0.6715	0.3346	0.5660	0.3887	0.0	0.5544
0.6954	164.0	1476	0.7241	0.3700	0.4905	0.6403	0.4274	0.8029	0.5115	0.0	0.7107	0.3310	0.5677	0.3902	0.0	0.5613
0.6062	165.0	1485	0.7256	0.3697	0.4918	0.6403	0.4352	0.7989	0.4982	0.0	0.7267	0.3345	0.5666	0.3873	0.0	0.5603
0.6114	166.0	1494	0.7248	0.3701	0.4945	0.6403	0.4263	0.8033	0.5138	0.0	0.7290	0.3303	0.5679	0.3915	0.0	0.5608
0.6039	167.0	1503	0.7241	0.3713	0.4903	0.6406	0.4404	0.7952	0.5044	0.0	0.7114	0.3372	0.5658	0.3888	0.0	0.5645
0.7731	168.0	1512	0.7253	0.3702	0.4849	0.6409	0.4367	0.7996	0.4946	0.0	0.6935	0.3357	0.5669	0.3859	0.0	0.5623
0.6694	169.0	1521	0.7253	0.3696	0.4868	0.6407	0.4223	0.8079	0.5059	0.0	0.6977	0.3284	0.5692	0.3898	0.0	0.5605
0.609	170.0	1530	0.7255	0.3677	0.4826	0.6406	0.4173	0.8124	0.4968	0.0	0.6868	0.3259	0.5702	0.3872	0.0	0.5550
0.6578	171.0	1539	0.7256	0.3686	0.4864	0.6403	0.4219	0.8073	0.5078	0.0	0.6951	0.3283	0.5687	0.3892	0.0	0.5569
0.6081	172.0	1548	0.7249	0.3705	0.4899	0.6405	0.4372	0.7965	0.5126	0.0	0.7030	0.3360	0.5661	0.3904	0.0	0.5602
0.6578	173.0	1557	0.7254	0.3677	0.4796	0.6409	0.4170	0.8135	0.4944	0.0	0.6730	0.3258	0.5710	0.3847	0.0	0.5569
0.6539	174.0	1566	0.7242	0.3696	0.4876	0.6407	0.4320	0.8016	0.5024	0.0	0.7018	0.3334	0.5677	0.3865	0.0	0.5606
0.5803	175.0	1575	0.7246	0.3705	0.4856	0.6408	0.4557	0.7867	0.4913	0.0	0.6941	0.3448	0.5635	0.3829	0.0	0.5611
0.5508	176.0	1584	0.7246	0.3724	0.4915	0.6401	0.4733	0.7709	0.5125	0.0	0.7008	0.3530	0.5586	0.3884	0.0	0.5622
0.5749	177.0	1593	0.7257	0.3708	0.4844	0.6405	0.4731	0.7743	0.4904	0.0	0.6842	0.3527	0.5598	0.3830	0.0	0.5587
0.6148	178.0	1602	0.7238	0.3675	0.4753	0.6404	0.4627	0.7789	0.5194	0.0	0.6157	0.3480	0.5612	0.3926	0.0	0.5358
0.6422	179.0	1611	0.7246	0.3712	0.4827	0.6410	0.4554	0.7865	0.5001	0.0	0.6715	0.3446	0.5635	0.3885	0.0	0.5595
0.7724	180.0	1620	0.7267	0.3700	0.4807	0.6414	0.4405	0.7988	0.4888	0.0	0.6756	0.3376	0.5672	0.3846	0.0	0.5607
0.6327	181.0	1629	0.7259	0.3710	0.4856	0.6411	0.4465	0.7930	0.4969	0.0	0.6917	0.3404	0.5655	0.3869	0.0	0.5621
0.6396	182.0	1638	0.7244	0.3727	0.4894	0.6411	0.4584	0.7843	0.5001	0.0	0.7040	0.3462	0.5629	0.3883	0.0	0.5660
0.6478	183.0	1647	0.7247	0.3703	0.4846	0.6411	0.4349	0.8017	0.4913	0.0	0.6951	0.3349	0.5676	0.3854	0.0	0.5638
0.6523	184.0	1656	0.7239	0.3699	0.4823	0.6411	0.4275	0.8054	0.5057	0.0	0.6728	0.3314	0.5687	0.3900	0.0	0.5592
0.6826	185.0	1665	0.7247	0.3692	0.4839	0.6412	0.4177	0.8126	0.5003	0.0	0.6888	0.3264	0.5708	0.3880	0.0	0.5609
0.6565	186.0	1674	0.7254	0.3706	0.4851	0.6412	0.4357	0.8014	0.4889	0.0	0.6993	0.3352	0.5677	0.3843	0.0	0.5658
0.6469	187.0	1683	0.7256	0.3700	0.4831	0.6412	0.4385	0.7999	0.4859	0.0	0.6912	0.3366	0.5673	0.3825	0.0	0.5635
0.5834	188.0	1692	0.7245	0.3720	0.4912	0.6412	0.4457	0.7926	0.5055	0.0	0.7125	0.3403	0.5656	0.3885	0.0	0.5656
0.6621	189.0	1701	0.7242	0.3716	0.4916	0.6412	0.4432	0.7946	0.5021	0.0	0.7181	0.3391	0.5661	0.3875	0.0	0.5654
0.7131	190.0	1710	0.7242	0.3708	0.4913	0.6412	0.4295	0.8037	0.5059	0.0	0.7173	0.3325	0.5686	0.3883	0.0	0.5646
0.6508	191.0	1719	0.7233	0.3735	0.4928	0.6408	0.4645	0.7785	0.5088	0.0	0.7123	0.3490	0.5613	0.3897	0.0	0.5675
0.5806	192.0	1728	0.7250	0.3721	0.4877	0.6412	0.4595	0.7848	0.4909	0.0	0.7035	0.3467	0.5633	0.3841	0.0	0.5666
0.6532	193.0	1737	0.7255	0.3700	0.4845	0.6415	0.4318	0.8047	0.4898	0.0	0.6960	0.3335	0.5689	0.3841	0.0	0.5637
0.7422	194.0	1746	0.7274	0.3699	0.4827	0.6415	0.4398	0.7999	0.4822	0.0	0.6915	0.3374	0.5675	0.3815	0.0	0.5631
0.6449	195.0	1755	0.7256	0.3701	0.4826	0.6415	0.4368	0.8014	0.4888	0.0	0.6859	0.3360	0.5679	0.3837	0.0	0.5628
0.6197	196.0	1764	0.7240	0.3712	0.4860	0.6414	0.4396	0.7975	0.5044	0.0	0.6887	0.3375	0.5670	0.3889	0.0	0.5628
0.5627	197.0	1773	0.7252	0.3713	0.4855	0.6415	0.4503	0.7919	0.4883	0.0	0.6972	0.3425	0.5653	0.3837	0.0	0.5650
0.5694	198.0	1782	0.7249	0.3744	0.4922	0.6405	0.4833	0.7659	0.5002	0.0	0.7118	0.3573	0.5574	0.3875	0.0	0.5696
0.6385	199.0	1791	0.7242	0.3725	0.4905	0.6414	0.4462	0.7927	0.5049	0.0	0.7087	0.3407	0.5656	0.3890	0.0	0.5673
0.6515	200.0	1800	0.7243	0.3715	0.4884	0.6415	0.4372	0.7995	0.5009	0.0	0.7044	0.3363	0.5675	0.3875	0.0	0.5662

Framework versions

• Transformers 4.33.2
• Pytorch 2.0.1+cu118
• Datasets 2.14.5
• Tokenizers 0.13.3