ampclass/AST_EGTZAN_PLUS

test_ast

This model is a fine-tuned version of MIT/ast-finetuned-audioset-10-10-0.4593 on the audiofolder dataset. It achieves the following results on the evaluation set:

• Loss: 0.6531
• Accuracy: 0.7759

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: 0.0002
• train_batch_size: 6
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 15

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
3.0547	0.02	5	3.0646	0.1264
2.8437	0.04	10	2.6112	0.1552
2.7144	0.06	15	2.3521	0.2299
2.3026	0.08	20	2.2801	0.2586
2.4449	0.1	25	2.2756	0.2069
2.2115	0.11	30	1.9326	0.3218
1.9883	0.13	35	2.1992	0.1379
1.829	0.15	40	2.2910	0.2874
1.9662	0.17	45	1.9885	0.3103
2.2471	0.19	50	2.1412	0.1954
1.8606	0.21	55	1.9203	0.3736
1.8904	0.23	60	1.8268	0.3736
1.9574	0.25	65	1.6905	0.3563
1.7038	0.27	70	1.8226	0.3506
1.9195	0.29	75	1.6539	0.3793
1.8161	0.31	80	1.7468	0.3276
1.5665	0.33	85	1.7976	0.3218
1.5756	0.34	90	1.6476	0.4368
1.5938	0.36	95	1.6349	0.3333
1.8887	0.38	100	1.6541	0.3103
1.7326	0.4	105	1.8677	0.3276
2.0043	0.42	110	2.1178	0.2989
1.4501	0.44	115	1.6649	0.4310
1.2894	0.46	120	1.5948	0.4425
1.4052	0.48	125	1.7239	0.3966
1.8974	0.5	130	1.5981	0.3218
1.7137	0.52	135	1.4834	0.3793
1.3159	0.54	140	1.3429	0.5115
1.4547	0.56	145	1.4868	0.4310
1.103	0.57	150	1.5723	0.4023
1.8516	0.59	155	1.3278	0.4713
1.3584	0.61	160	1.4963	0.4425
1.7123	0.63	165	1.4933	0.4253
1.123	0.65	170	1.3969	0.4598
1.3548	0.67	175	1.5320	0.4655
1.7216	0.69	180	1.4707	0.3966
1.3303	0.71	185	1.4343	0.3966
1.4668	0.73	190	1.3750	0.4425
1.5037	0.75	195	1.3594	0.4368
1.2836	0.77	200	1.3349	0.4828
1.5183	0.79	205	1.6031	0.3276
1.4127	0.8	210	1.4263	0.5172
1.1152	0.82	215	1.3836	0.4540
1.5974	0.84	220	1.4338	0.4770
1.6355	0.86	225	1.3150	0.5632
1.3566	0.88	230	1.5568	0.4483
1.9474	0.9	235	1.5523	0.4770
1.0851	0.92	240	1.5122	0.4770
1.1129	0.94	245	1.6792	0.4195
0.9682	0.96	250	1.5818	0.4828
1.9887	0.98	255	1.4139	0.5402
1.3416	1.0	260	1.4067	0.4655
1.4848	1.02	265	1.7022	0.4425
1.1562	1.03	270	1.6274	0.4540
1.3024	1.05	275	1.6013	0.4195
1.2188	1.07	280	1.4649	0.5172
1.5389	1.09	285	1.4483	0.4540
1.4023	1.11	290	1.3087	0.5115
1.3401	1.13	295	1.3515	0.4943
1.6219	1.15	300	1.3014	0.4598
1.2755	1.17	305	1.3620	0.4943
1.2092	1.19	310	1.1020	0.5690
1.0885	1.21	315	1.2264	0.5230
1.7791	1.23	320	1.3002	0.4885
1.1917	1.25	325	1.3064	0.4655
1.2198	1.26	330	1.2917	0.5
1.1334	1.28	335	1.4044	0.4828
0.7824	1.3	340	1.2563	0.5345
1.5005	1.32	345	1.3932	0.5402
1.3661	1.34	350	1.5288	0.5057
1.0608	1.36	355	1.6409	0.4828
1.3781	1.38	360	1.4301	0.4138
1.3579	1.4	365	1.3474	0.4713
1.536	1.42	370	1.4194	0.4310
1.3282	1.44	375	1.3651	0.5057
1.4472	1.46	380	1.1581	0.5402
1.3804	1.48	385	1.3844	0.4310
1.3419	1.49	390	1.1873	0.5115
0.9519	1.51	395	1.1381	0.5402
0.9128	1.53	400	1.3455	0.4713
1.4765	1.55	405	1.3227	0.4885
1.3164	1.57	410	1.4890	0.5345
1.1459	1.59	415	0.9928	0.6034
0.8739	1.61	420	1.1962	0.5460
1.0313	1.63	425	1.2308	0.5230
1.1317	1.65	430	1.2264	0.5460
1.022	1.67	435	1.1024	0.5920
0.9706	1.69	440	1.3729	0.5517
1.7438	1.7	445	1.3461	0.5
1.6391	1.72	450	1.1398	0.6034
0.824	1.74	455	1.4202	0.4598
1.6423	1.76	460	1.1727	0.5575
1.0754	1.78	465	1.1190	0.5287
1.0556	1.8	470	1.3851	0.4598
1.0506	1.82	475	1.5636	0.4368
1.6747	1.84	480	1.3553	0.4770
1.3546	1.86	485	1.2009	0.5172
1.1251	1.88	490	1.0508	0.6322
1.1712	1.9	495	1.0730	0.5747
1.1422	1.92	500	0.9529	0.6552
0.7611	1.93	505	0.8788	0.6264
0.8955	1.95	510	0.9696	0.5920
1.1928	1.97	515	0.9776	0.5977
1.0149	1.99	520	1.3859	0.5172
1.3012	2.01	525	1.1792	0.5747
1.1046	2.03	530	1.3357	0.5402
0.818	2.05	535	1.2086	0.5402
0.9141	2.07	540	1.3623	0.5230
1.3053	2.09	545	1.2260	0.5920
0.8546	2.11	550	1.1197	0.5920
1.0537	2.13	555	1.2455	0.5230
1.1647	2.15	560	1.2057	0.5230
1.3766	2.16	565	1.0734	0.6149
1.0225	2.18	570	1.1239	0.5690
1.6453	2.2	575	1.2486	0.5230
1.0113	2.22	580	1.1964	0.5460
1.0514	2.24	585	1.1057	0.5287
0.9404	2.26	590	0.9725	0.5920
1.0388	2.28	595	1.1438	0.5517
1.0182	2.3	600	1.0556	0.5920
0.894	2.32	605	1.2667	0.4885
0.8542	2.34	610	1.1102	0.5230
1.1322	2.36	615	1.0165	0.5920
1.0992	2.38	620	1.0807	0.6264
0.7137	2.39	625	1.1091	0.5920
0.8266	2.41	630	1.1446	0.5517
0.7162	2.43	635	1.2635	0.5575
1.3462	2.45	640	1.2049	0.5632
1.1599	2.47	645	1.0468	0.5460
0.9418	2.49	650	1.0609	0.5862
0.6358	2.51	655	1.0026	0.6264
0.9866	2.53	660	1.2802	0.5287
0.7078	2.55	665	1.2606	0.5747
1.317	2.57	670	1.2414	0.5747
1.725	2.59	675	0.9986	0.6149
1.1582	2.61	680	1.0938	0.5575
0.9204	2.62	685	1.0172	0.5862
0.8029	2.64	690	0.9563	0.6609
1.0699	2.66	695	0.8642	0.6724
0.8689	2.68	700	0.8628	0.6667
0.8868	2.7	705	0.9248	0.6379
1.1199	2.72	710	0.8752	0.6552
0.8855	2.74	715	1.2723	0.4943
0.8273	2.76	720	1.1779	0.5805
1.1579	2.78	725	0.9605	0.6149
1.2568	2.8	730	1.0269	0.6264
1.4258	2.82	735	1.1032	0.5747
0.9129	2.84	740	0.9196	0.6552
1.1291	2.85	745	1.0082	0.5805
0.679	2.87	750	0.9393	0.6207
0.8524	2.89	755	0.9525	0.6322
0.8104	2.91	760	1.1698	0.5977
0.8986	2.93	765	1.0381	0.6379
0.7805	2.95	770	0.8879	0.6782
0.9715	2.97	775	0.8563	0.6724
0.9432	2.99	780	0.8955	0.7011
1.0624	3.01	785	0.9727	0.6322
0.9685	3.03	790	1.0077	0.6322
0.7053	3.05	795	1.0690	0.5862
0.7795	3.07	800	0.9434	0.6437
0.7404	3.08	805	0.9876	0.6264
0.6817	3.1	810	0.9224	0.6552
0.4526	3.12	815	1.0037	0.6437
0.8705	3.14	820	1.1536	0.5747
0.9392	3.16	825	1.0609	0.6322
1.0781	3.18	830	0.9658	0.6494
0.7314	3.2	835	1.0462	0.6379
0.8784	3.22	840	0.9318	0.6667
1.361	3.24	845	1.1365	0.5862
0.6983	3.26	850	1.2936	0.5690
1.051	3.28	855	1.2600	0.5460
0.6664	3.3	860	1.1139	0.6034
1.077	3.31	865	1.1130	0.6092
1.2009	3.33	870	0.9561	0.6264
0.8938	3.35	875	0.9994	0.6149
0.6466	3.37	880	0.9206	0.6724
1.0424	3.39	885	0.9985	0.6264
0.9582	3.41	890	0.9165	0.6897
0.5003	3.43	895	0.9061	0.6609
0.5526	3.45	900	0.9474	0.6667
0.5755	3.47	905	0.8715	0.6897
1.1355	3.49	910	0.8549	0.6782
1.3261	3.51	915	1.3771	0.5230
1.3727	3.52	920	0.9818	0.6207
0.6203	3.54	925	0.9016	0.6552
1.0178	3.56	930	0.9804	0.5920
0.5602	3.58	935	1.0180	0.6322
0.9365	3.6	940	0.9289	0.6379
0.8331	3.62	945	1.1076	0.6092
0.8512	3.64	950	0.8156	0.7011
0.8797	3.66	955	1.0940	0.6322
0.914	3.68	960	0.8316	0.7011
0.6969	3.7	965	0.8965	0.6839
0.7973	3.72	970	0.9823	0.6437
0.8665	3.74	975	0.9928	0.6322
0.8057	3.75	980	0.9669	0.6149
0.8764	3.77	985	1.1128	0.5920
0.9281	3.79	990	0.9737	0.6552
0.7301	3.81	995	0.9512	0.6609
0.5308	3.83	1000	1.1504	0.6149
0.6637	3.85	1005	1.2048	0.6149
0.6633	3.87	1010	1.1039	0.6264
1.0671	3.89	1015	1.1816	0.5862
0.7547	3.91	1020	0.9734	0.6264
1.3147	3.93	1025	0.8260	0.6782
1.0075	3.95	1030	0.8831	0.6609
0.5925	3.97	1035	1.0290	0.6379
0.8289	3.98	1040	0.9350	0.6724
1.0505	4.0	1045	0.9338	0.6609
0.329	4.02	1050	0.9525	0.6494
0.3039	4.04	1055	1.0120	0.6609
0.5585	4.06	1060	1.1452	0.6149
0.6825	4.08	1065	1.0479	0.6609
0.5304	4.1	1070	1.1510	0.6494
1.0301	4.12	1075	0.9221	0.6954
0.3273	4.14	1080	0.9179	0.6552
0.7577	4.16	1085	1.1157	0.6092
1.0743	4.18	1090	0.9640	0.6667
0.7973	4.2	1095	1.0485	0.6264
0.5881	4.21	1100	0.9480	0.6379
0.5461	4.23	1105	1.0176	0.6207
0.997	4.25	1110	0.9593	0.6552
0.7955	4.27	1115	1.0909	0.6379
0.6282	4.29	1120	0.9476	0.6437
0.4928	4.31	1125	0.8954	0.6609
0.6038	4.33	1130	1.0134	0.6322
0.5476	4.35	1135	1.1263	0.6207
0.6955	4.37	1140	0.9448	0.6494
0.5385	4.39	1145	0.9448	0.6552
0.4345	4.41	1150	0.9277	0.6897
0.7115	4.43	1155	1.0177	0.6609
0.6605	4.44	1160	1.2899	0.6207
0.7257	4.46	1165	1.2732	0.6034
0.8842	4.48	1170	1.1442	0.6207
0.7097	4.5	1175	0.9837	0.6494
0.6335	4.52	1180	0.9647	0.6667
0.7804	4.54	1185	0.8581	0.6609
0.5464	4.56	1190	0.8663	0.6724
0.2931	4.58	1195	1.0259	0.6552
0.5038	4.6	1200	1.8864	0.5690
1.0206	4.62	1205	1.2910	0.5747
0.5508	4.64	1210	1.1527	0.5632
1.2308	4.66	1215	1.0279	0.6092
0.388	4.67	1220	0.9293	0.6322
0.4747	4.69	1225	1.0777	0.6379
1.0655	4.71	1230	0.9733	0.6954
0.7551	4.73	1235	0.8783	0.6897
0.5262	4.75	1240	0.9285	0.6839
0.6098	4.77	1245	0.8416	0.7069
0.8836	4.79	1250	0.8214	0.6897
0.5507	4.81	1255	0.7416	0.7356
0.1952	4.83	1260	0.8377	0.6897
0.7898	4.85	1265	0.7279	0.7356
0.7374	4.87	1270	0.9925	0.6552
0.5315	4.89	1275	0.9290	0.6724
0.3167	4.9	1280	0.7473	0.7011
0.9122	4.92	1285	0.8101	0.7471
0.5306	4.94	1290	0.7988	0.7184
0.9036	4.96	1295	0.9747	0.6897
0.4449	4.98	1300	0.7531	0.7011
0.761	5.0	1305	0.8167	0.6782
0.5163	5.02	1310	1.0069	0.6667
0.2701	5.04	1315	0.8416	0.7126
0.1513	5.06	1320	0.6531	0.7759
0.3641	5.08	1325	0.8022	0.7126
0.6804	5.1	1330	0.9908	0.6954
0.9176	5.11	1335	0.8896	0.6897
0.4943	5.13	1340	0.8113	0.7299
0.4788	5.15	1345	0.9183	0.6839
0.2654	5.17	1350	0.8971	0.7184
0.5567	5.19	1355	1.0156	0.6897
0.5702	5.21	1360	0.8736	0.6897
0.7055	5.23	1365	1.0454	0.6207
0.5203	5.25	1370	1.1284	0.6322
0.512	5.27	1375	1.0252	0.6322
0.8081	5.29	1380	0.8888	0.6724
0.3513	5.31	1385	0.7673	0.7299
0.3606	5.33	1390	0.7866	0.7414
0.539	5.34	1395	0.8203	0.6839
0.5642	5.36	1400	1.1715	0.6437
0.5947	5.38	1405	0.9037	0.6609
0.4159	5.4	1410	0.8044	0.7356
0.537	5.42	1415	0.9017	0.7299
0.3371	5.44	1420	1.0497	0.6782
0.5586	5.46	1425	0.8959	0.7356
0.7869	5.48	1430	0.8901	0.7241
0.2459	5.5	1435	0.7955	0.7414
0.0927	5.52	1440	0.9925	0.6954
0.4005	5.54	1445	1.1417	0.6839
0.4054	5.56	1450	0.9589	0.7184
0.5116	5.57	1455	1.0599	0.6897
0.257	5.59	1460	1.1628	0.6667
0.2287	5.61	1465	1.2925	0.6552
0.8024	5.63	1470	1.0764	0.6954
0.4949	5.65	1475	1.1143	0.6897
0.4655	5.67	1480	1.3536	0.6494
0.7536	5.69	1485	1.0325	0.7184
0.326	5.71	1490	1.1129	0.7011
0.5502	5.73	1495	1.3975	0.6552
0.7814	5.75	1500	1.4793	0.6437
0.8521	5.77	1505	1.2535	0.6379
0.452	5.79	1510	1.3426	0.6207
1.1244	5.8	1515	1.1075	0.6839
0.5211	5.82	1520	1.0719	0.6667
0.4944	5.84	1525	1.1987	0.6494
0.619	5.86	1530	1.0626	0.6839
0.3932	5.88	1535	1.3715	0.6149
1.001	5.9	1540	1.1620	0.6207
0.4258	5.92	1545	1.0936	0.6724
0.6611	5.94	1550	1.1293	0.6494
0.6265	5.96	1555	0.9372	0.6667
0.5634	5.98	1560	0.8595	0.7299
0.3986	6.0	1565	0.9496	0.6839
0.2532	6.02	1570	1.0735	0.6724
0.1247	6.03	1575	1.0142	0.6552
0.2655	6.05	1580	0.9764	0.7011
0.5073	6.07	1585	1.0659	0.7011
0.5426	6.09	1590	1.1734	0.6667
0.3363	6.11	1595	1.0996	0.6667
0.1399	6.13	1600	1.1618	0.6609
0.1777	6.15	1605	1.0963	0.6839
0.2072	6.17	1610	1.0916	0.7126
0.3631	6.19	1615	1.2277	0.6724
0.2738	6.21	1620	1.0606	0.7126
0.2884	6.23	1625	1.3723	0.5920
0.5021	6.25	1630	1.4172	0.5977
0.1844	6.26	1635	1.0074	0.6897
0.5767	6.28	1640	1.0853	0.7011
0.5302	6.3	1645	0.8779	0.7356
0.3801	6.32	1650	0.8229	0.7241
0.3961	6.34	1655	0.7615	0.7701
0.2774	6.36	1660	0.8031	0.7299
0.4219	6.38	1665	0.8798	0.7126
0.4269	6.4	1670	0.7993	0.7759
0.0621	6.42	1675	0.8599	0.7299
0.1985	6.44	1680	1.0500	0.6724
0.2481	6.46	1685	1.2009	0.6494
0.3036	6.48	1690	1.1416	0.6667
0.4456	6.49	1695	0.9774	0.7069
0.1675	6.51	1700	1.0156	0.7126
0.0375	6.53	1705	1.1146	0.7126
0.4738	6.55	1710	1.2218	0.6897
0.2477	6.57	1715	1.1307	0.7011
0.4616	6.59	1720	1.2160	0.6609
0.2249	6.61	1725	1.1174	0.6839
0.3522	6.63	1730	1.5798	0.6609
1.0043	6.65	1735	1.6364	0.6724
0.6924	6.67	1740	1.2206	0.7069
0.4349	6.69	1745	1.3870	0.6379
0.5771	6.7	1750	1.1230	0.6839
0.7905	6.72	1755	0.8128	0.7529
0.3866	6.74	1760	0.9596	0.7356
0.4893	6.76	1765	0.9293	0.7356
0.0439	6.78	1770	0.8708	0.7356
0.1671	6.8	1775	0.9393	0.7126
0.3718	6.82	1780	1.0530	0.7299
0.5083	6.84	1785	1.0124	0.7184
0.4628	6.86	1790	1.1633	0.7011
0.3202	6.88	1795	0.9683	0.7529
0.1311	6.9	1800	0.9268	0.7529
0.4311	6.92	1805	0.8894	0.7471
0.4067	6.93	1810	0.9294	0.7529
0.1898	6.95	1815	1.1521	0.7184
0.695	6.97	1820	0.9606	0.7356
0.0965	6.99	1825	1.0009	0.7356
0.5734	7.01	1830	0.9491	0.7126
0.4251	7.03	1835	0.9267	0.7471
0.027	7.05	1840	0.8665	0.7529
0.0263	7.07	1845	0.9959	0.7529
0.0401	7.09	1850	1.1048	0.7241
0.1228	7.11	1855	1.3275	0.7011
0.0653	7.13	1860	1.5583	0.6954
0.3934	7.15	1865	1.6237	0.6839
0.0691	7.16	1870	1.5921	0.6782
0.2809	7.18	1875	1.4757	0.6897
0.0979	7.2	1880	1.3468	0.7011
0.1615	7.22	1885	1.4109	0.6724
0.3491	7.24	1890	1.2932	0.7184
0.0214	7.26	1895	1.2771	0.7529
0.2161	7.28	1900	1.2839	0.7011
0.129	7.3	1905	1.3631	0.7126
0.174	7.32	1910	1.1275	0.7356
0.0376	7.34	1915	1.2306	0.7529
0.7968	7.36	1920	1.3550	0.7644
0.1575	7.38	1925	1.4990	0.7184
0.1735	7.39	1930	1.6739	0.6897
0.4192	7.41	1935	1.6104	0.6552
0.3096	7.43	1940	1.5216	0.6954
0.3327	7.45	1945	1.6830	0.6782
0.276	7.47	1950	1.4199	0.7184
0.0554	7.49	1955	1.2516	0.7126
0.2187	7.51	1960	1.1917	0.7241
0.2532	7.53	1965	1.1683	0.7356
0.2872	7.55	1970	1.3119	0.7184
0.1039	7.57	1975	1.4758	0.6839
0.3423	7.59	1980	1.3956	0.7414
0.0705	7.61	1985	1.6385	0.6724
0.0537	7.62	1990	1.8519	0.6667
0.3629	7.64	1995	1.7972	0.6724
0.7452	7.66	2000	1.5262	0.6839
0.4275	7.68	2005	1.3043	0.7126
0.1486	7.7	2010	1.1594	0.7184
0.1045	7.72	2015	1.1599	0.7069
0.5649	7.74	2020	1.1550	0.7414
0.1445	7.76	2025	1.3098	0.7184
0.0164	7.78	2030	1.5065	0.7069
0.1815	7.8	2035	1.5009	0.7126
0.8265	7.82	2040	1.1351	0.7471
0.3273	7.84	2045	1.1326	0.7241
0.0314	7.85	2050	1.1731	0.7126
0.1498	7.87	2055	1.2958	0.7126
0.0174	7.89	2060	1.4961	0.7126
0.142	7.91	2065	1.4059	0.7299
0.3848	7.93	2070	1.1554	0.7356
0.1568	7.95	2075	1.1746	0.7471
0.0018	7.97	2080	1.2763	0.7356
0.209	7.99	2085	1.4092	0.7471
0.1243	8.01	2090	1.3923	0.7069
0.1023	8.03	2095	1.2922	0.7126
0.0129	8.05	2100	1.3523	0.7126
0.0224	8.07	2105	1.5483	0.7126
0.2608	8.08	2110	1.3695	0.7299
0.0016	8.1	2115	1.4524	0.7356
0.0384	8.12	2120	1.5808	0.7184
0.1079	8.14	2125	1.8028	0.6897
0.314	8.16	2130	1.6579	0.6954
0.0119	8.18	2135	1.4466	0.7471
0.0145	8.2	2140	1.4530	0.7356
0.2998	8.22	2145	1.4055	0.7414
0.007	8.24	2150	1.3814	0.7069
0.0243	8.26	2155	1.4891	0.7241
0.0201	8.28	2160	1.6388	0.7126
0.0394	8.3	2165	1.6442	0.7069
0.049	8.31	2170	1.4437	0.7126
0.0045	8.33	2175	1.6671	0.7126
0.0227	8.35	2180	1.8115	0.7069
0.0484	8.37	2185	1.5887	0.7356
0.2142	8.39	2190	1.5693	0.7414
0.038	8.41	2195	1.6501	0.7069
0.1527	8.43	2200	1.6355	0.7184
0.0143	8.45	2205	1.5244	0.7471
0.019	8.47	2210	1.5005	0.7471
0.007	8.49	2215	1.5428	0.7414
0.2862	8.51	2220	1.5085	0.7299
0.1645	8.52	2225	1.4945	0.7471
0.0377	8.54	2230	1.4357	0.7529
0.0011	8.56	2235	1.5021	0.7471
0.0195	8.58	2240	1.4816	0.7586
0.0038	8.6	2245	1.5893	0.7356
0.0028	8.62	2250	1.6429	0.7414
0.2262	8.64	2255	1.6774	0.7414
0.4226	8.66	2260	1.4581	0.7356
0.0025	8.68	2265	1.3616	0.7241
0.0549	8.7	2270	1.3944	0.7529
0.2475	8.72	2275	1.4398	0.7356
0.0432	8.74	2280	1.4616	0.7299
0.0076	8.75	2285	1.4266	0.7299
0.1605	8.77	2290	1.3677	0.7471
0.0192	8.79	2295	1.3509	0.7414
0.0123	8.81	2300	1.3890	0.7471
0.0292	8.83	2305	1.5051	0.7184
0.1464	8.85	2310	1.6223	0.7241
0.3433	8.87	2315	1.6564	0.7184
0.1714	8.89	2320	1.6226	0.7299
0.0059	8.91	2325	1.8199	0.7069
0.0172	8.93	2330	2.0601	0.6667
0.9032	8.95	2335	1.9112	0.6897
0.2749	8.97	2340	1.5850	0.7126
0.0033	8.98	2345	1.4470	0.7184
0.1976	9.0	2350	1.5511	0.7471
0.0023	9.02	2355	1.6997	0.7356
0.0125	9.04	2360	1.8851	0.7011
0.0023	9.06	2365	2.0493	0.6839
0.1226	9.08	2370	1.6172	0.7414
0.0011	9.1	2375	1.6243	0.7414
0.001	9.12	2380	1.7072	0.7299
0.0176	9.14	2385	1.7006	0.7356
0.0291	9.16	2390	1.6260	0.7356
0.0003	9.18	2395	1.6397	0.7241
0.0002	9.2	2400	1.6500	0.7184
0.0002	9.21	2405	1.6548	0.7184
0.0002	9.23	2410	1.6624	0.7184
0.0014	9.25	2415	1.6636	0.7126
0.0007	9.27	2420	1.6674	0.7184
0.171	9.29	2425	1.6712	0.7241
0.0019	9.31	2430	1.6812	0.7241
0.1125	9.33	2435	1.6472	0.7241
0.0084	9.35	2440	1.6843	0.7356
0.0039	9.37	2445	1.7159	0.7471
0.1233	9.39	2450	1.6939	0.7586
0.0015	9.41	2455	1.6599	0.7586
0.0031	9.43	2460	1.6476	0.7356
0.0059	9.44	2465	1.7214	0.7356
0.1826	9.46	2470	1.7813	0.7184
0.1108	9.48	2475	1.7746	0.7184
0.0244	9.5	2480	1.7001	0.7356
0.0004	9.52	2485	1.7654	0.7241
0.0017	9.54	2490	1.8155	0.7184
0.0048	9.56	2495	1.7586	0.7241
0.0001	9.58	2500	1.7479	0.7356
0.0007	9.6	2505	1.7489	0.7299
0.1523	9.62	2510	1.7377	0.7299
0.0032	9.64	2515	1.6583	0.7299
0.0094	9.66	2520	1.5357	0.7414
0.001	9.67	2525	1.4893	0.7356
0.0053	9.69	2530	1.4711	0.7414
0.0027	9.71	2535	1.4847	0.7356
0.0031	9.73	2540	1.5292	0.7184
0.0168	9.75	2545	1.5313	0.7184
0.0443	9.77	2550	1.5085	0.7414
0.0237	9.79	2555	1.5778	0.7299
0.0026	9.81	2560	1.7101	0.7414
0.0227	9.83	2565	1.7191	0.7529
0.0001	9.85	2570	1.7181	0.7529
0.0013	9.87	2575	1.7266	0.7586
0.0153	9.89	2580	1.7212	0.7586
0.3362	9.9	2585	1.6476	0.7529
0.0002	9.92	2590	1.6618	0.7471
0.0041	9.94	2595	1.5420	0.7586
0.0002	9.96	2600	1.5039	0.7586
0.0215	9.98	2605	1.5121	0.7471
0.1991	10.0	2610	1.5479	0.7356
0.0005	10.02	2615	1.6146	0.7356
0.1721	10.04	2620	1.6754	0.7299
0.0144	10.06	2625	1.7273	0.7069
0.0424	10.08	2630	1.7387	0.7126
0.001	10.1	2635	1.6673	0.7184
0.0187	10.11	2640	1.5967	0.7759
0.0001	10.13	2645	1.6524	0.7414
0.0003	10.15	2650	1.6943	0.7356
0.0047	10.17	2655	1.7339	0.7414
0.0105	10.19	2660	1.7606	0.7414
0.0015	10.21	2665	1.7689	0.7356
0.0002	10.23	2670	1.7912	0.7069
0.002	10.25	2675	1.7775	0.7011
0.1839	10.27	2680	1.5834	0.7471
0.0004	10.29	2685	1.5184	0.7471
0.0001	10.31	2690	1.5531	0.7471
0.0001	10.33	2695	1.5977	0.7471
0.2095	10.34	2700	1.6474	0.7529
0.0044	10.36	2705	1.7372	0.7299
0.0242	10.38	2710	1.7031	0.7184
0.0119	10.4	2715	1.6392	0.7414
0.0003	10.42	2720	1.6991	0.7299
0.0001	10.44	2725	1.7589	0.7414
0.0003	10.46	2730	1.8095	0.7414
0.0113	10.48	2735	1.7476	0.7356
0.0253	10.5	2740	1.7330	0.7471
0.0001	10.52	2745	1.6786	0.7529
0.0001	10.54	2750	1.6547	0.7471
0.0841	10.56	2755	1.5616	0.7356
0.0003	10.57	2760	1.4815	0.7586
0.0064	10.59	2765	1.4246	0.7644
0.0001	10.61	2770	1.4092	0.7529
0.0015	10.63	2775	1.4108	0.7529
0.0002	10.65	2780	1.4260	0.7471
0.0005	10.67	2785	1.4420	0.7529
0.2767	10.69	2790	1.4646	0.7414
0.0721	10.71	2795	1.5204	0.7586
0.0009	10.73	2800	1.6007	0.7586
0.0003	10.75	2805	1.6685	0.7529
0.3266	10.77	2810	1.7353	0.7529
0.0028	10.79	2815	1.7476	0.7529
0.0	10.8	2820	1.7377	0.7471
0.0001	10.82	2825	1.7389	0.7529
0.0004	10.84	2830	1.7408	0.7529
0.0794	10.86	2835	1.7412	0.7471
0.0001	10.88	2840	1.7476	0.7414
0.0022	10.9	2845	1.7501	0.7356
0.0007	10.92	2850	1.7450	0.7471
0.0162	10.94	2855	1.6571	0.7414
0.0002	10.96	2860	1.5867	0.7356
0.0004	10.98	2865	1.5567	0.7529
0.007	11.0	2870	1.5519	0.7529
0.222	11.02	2875	1.5496	0.7644
0.175	11.03	2880	1.5766	0.7644
0.0004	11.05	2885	1.6118	0.7471
0.0047	11.07	2890	1.6357	0.7471
0.0002	11.09	2895	1.6462	0.7529
0.0007	11.11	2900	1.6495	0.7529
0.0003	11.13	2905	1.6477	0.7644
0.002	11.15	2910	1.6445	0.7644
0.0001	11.17	2915	1.6509	0.7701
0.0026	11.19	2920	1.6434	0.7759
0.0001	11.21	2925	1.6255	0.7701
0.0003	11.23	2930	1.6109	0.7759
0.0004	11.25	2935	1.6028	0.7759
0.0044	11.26	2940	1.6084	0.7701
0.0001	11.28	2945	1.6189	0.7701
0.0003	11.3	2950	1.6271	0.7701
0.2528	11.32	2955	1.6438	0.7701
0.0001	11.34	2960	1.6641	0.7701
0.0035	11.36	2965	1.6825	0.7759
0.0005	11.38	2970	1.7031	0.7586
0.2952	11.4	2975	1.6997	0.7586
0.0001	11.42	2980	1.6980	0.7471
0.0004	11.44	2985	1.6984	0.7529
0.0015	11.46	2990	1.6949	0.7471
0.0248	11.48	2995	1.6735	0.7586
0.0	11.49	3000	1.6583	0.7586
0.0129	11.51	3005	1.6416	0.7586
0.1049	11.53	3010	1.6352	0.7586
0.0001	11.55	3015	1.6312	0.7586
0.0001	11.57	3020	1.6293	0.7586
0.0004	11.59	3025	1.5770	0.7586
0.0001	11.61	3030	1.5391	0.7759
0.0005	11.63	3035	1.5513	0.7701
0.0007	11.65	3040	1.5458	0.7644
0.0002	11.67	3045	1.5148	0.7586
0.0084	11.69	3050	1.4827	0.7759
0.0002	11.7	3055	1.4733	0.7701
0.0001	11.72	3060	1.4765	0.7816
0.0005	11.74	3065	1.4811	0.7816
0.0037	11.76	3070	1.4523	0.7816
0.0001	11.78	3075	1.4756	0.7759
0.0001	11.8	3080	1.4983	0.7759
0.0002	11.82	3085	1.5151	0.7759
0.0009	11.84	3090	1.5200	0.7759
0.0001	11.86	3095	1.5113	0.7931
0.0001	11.88	3100	1.5138	0.7931
0.001	11.9	3105	1.4401	0.7931
0.0001	11.92	3110	1.4551	0.7931
0.0001	11.93	3115	1.4636	0.7874
0.0007	11.95	3120	1.4636	0.7816
0.0002	11.97	3125	1.4628	0.7989
0.0001	11.99	3130	1.4630	0.7931
0.0001	12.01	3135	1.4634	0.7931
0.0001	12.03	3140	1.4633	0.7931
0.0001	12.05	3145	1.4636	0.7931
0.1353	12.07	3150	1.4747	0.7931
0.0001	12.09	3155	1.4828	0.7931
0.0001	12.11	3160	1.4878	0.7874
0.001	12.13	3165	1.4896	0.7874
0.0719	12.15	3170	1.5221	0.7701
0.0002	12.16	3175	1.5954	0.7644
0.0001	12.18	3180	1.6369	0.7586
0.0005	12.2	3185	1.6582	0.7586
0.0001	12.22	3190	1.6685	0.7586
0.0001	12.24	3195	1.6744	0.7586
0.0001	12.26	3200	1.6779	0.7586
0.0921	12.28	3205	1.6831	0.7586
0.0002	12.3	3210	1.6987	0.7529
0.0005	12.32	3215	1.7060	0.7529
0.0006	12.34	3220	1.7057	0.7471
0.0004	12.36	3225	1.7048	0.7529
0.0	12.38	3230	1.7054	0.7529
0.0683	12.39	3235	1.7124	0.7529
0.0834	12.41	3240	1.7345	0.7529
0.0007	12.43	3245	1.7520	0.7471
0.0005	12.45	3250	1.7615	0.7471
0.1469	12.47	3255	1.7582	0.7529
0.0001	12.49	3260	1.7567	0.7471
0.0013	12.51	3265	1.7564	0.7471
0.0009	12.53	3270	1.7548	0.7414
0.0014	12.55	3275	1.7479	0.7414
0.0358	12.57	3280	1.7233	0.7414
0.0002	12.59	3285	1.6970	0.7471
0.0001	12.61	3290	1.6799	0.7529
0.012	12.62	3295	1.6490	0.7529
0.0055	12.64	3300	1.6285	0.7644
0.0002	12.66	3305	1.6173	0.7586
0.0001	12.68	3310	1.6176	0.7471
0.0	12.7	3315	1.6216	0.7356
0.0001	12.72	3320	1.6241	0.7356
0.0009	12.74	3325	1.6175	0.7299
0.0001	12.76	3330	1.5911	0.7356
0.0	12.78	3335	1.5767	0.7241
0.0003	12.8	3340	1.5663	0.7241
0.0001	12.82	3345	1.5604	0.7299
0.0002	12.84	3350	1.5551	0.7356
0.0001	12.85	3355	1.5520	0.7414
0.0002	12.87	3360	1.5491	0.7414
0.0001	12.89	3365	1.5480	0.7414
0.0003	12.91	3370	1.5460	0.7414
0.0001	12.93	3375	1.5454	0.7414
0.0001	12.95	3380	1.5440	0.7471
0.0001	12.97	3385	1.5427	0.7471
0.0002	12.99	3390	1.5425	0.7471
0.0	13.01	3395	1.5423	0.7529
0.0002	13.03	3400	1.5405	0.7529
0.0001	13.05	3405	1.5386	0.7529
0.0001	13.07	3410	1.5375	0.7529
0.0001	13.08	3415	1.5361	0.7529
0.0001	13.1	3420	1.5363	0.7529
0.0	13.12	3425	1.5363	0.7529
0.0001	13.14	3430	1.5357	0.7529
0.0001	13.16	3435	1.5358	0.7529
0.0001	13.18	3440	1.5360	0.7529
0.1681	13.2	3445	1.5371	0.7529
0.0	13.22	3450	1.5422	0.7471
0.0001	13.24	3455	1.5465	0.7529
0.0001	13.26	3460	1.5489	0.7586
0.0	13.28	3465	1.5508	0.7586
0.0	13.3	3470	1.5522	0.7586
0.0001	13.31	3475	1.5528	0.7586
0.0012	13.33	3480	1.5519	0.7586
0.116	13.35	3485	1.5588	0.7586
0.0017	13.37	3490	1.5605	0.7586
0.0001	13.39	3495	1.5600	0.7586
0.0	13.41	3500	1.5588	0.7586
0.0001	13.43	3505	1.5591	0.7586
0.1047	13.45	3510	1.5658	0.7586
0.0023	13.47	3515	1.5687	0.7586
0.0001	13.49	3520	1.5699	0.7586
0.0001	13.51	3525	1.5699	0.7586
0.0001	13.52	3530	1.5700	0.7586
0.0001	13.54	3535	1.5702	0.7586
0.0001	13.56	3540	1.5701	0.7586
0.0001	13.58	3545	1.5687	0.7586
0.0001	13.6	3550	1.5693	0.7586
0.0001	13.62	3555	1.5690	0.7586
0.0001	13.64	3560	1.5686	0.7586
0.0002	13.66	3565	1.5688	0.7586
0.0001	13.68	3570	1.5691	0.7586
0.0001	13.7	3575	1.5693	0.7586
0.0001	13.72	3580	1.5690	0.7586
0.0	13.74	3585	1.5693	0.7586
0.0631	13.75	3590	1.5680	0.7586
0.0	13.77	3595	1.5654	0.7586
0.0001	13.79	3600	1.5650	0.7586
0.0001	13.81	3605	1.5651	0.7644
0.0407	13.83	3610	1.5672	0.7586
0.0001	13.85	3615	1.5693	0.7586
0.0	13.87	3620	1.5712	0.7586
0.0	13.89	3625	1.5720	0.7586
0.0001	13.91	3630	1.5723	0.7586
0.0002	13.93	3635	1.5724	0.7586
0.0	13.95	3640	1.5720	0.7529
0.0	13.97	3645	1.5717	0.7529
0.0947	13.98	3650	1.5742	0.7529
0.0042	14.0	3655	1.5714	0.7529
0.0791	14.02	3660	1.5750	0.7471
0.0	14.04	3665	1.5759	0.7471
0.0001	14.06	3670	1.5765	0.7471
0.0	14.08	3675	1.5765	0.7471
0.0001	14.1	3680	1.5768	0.7471
0.0001	14.12	3685	1.5765	0.7471
0.0765	14.14	3690	1.5836	0.7529
0.0	14.16	3695	1.5884	0.7586
0.0	14.18	3700	1.5915	0.7586
0.0001	14.2	3705	1.5935	0.7586
0.0001	14.21	3710	1.5939	0.7586
0.0	14.23	3715	1.5943	0.7586
0.0647	14.25	3720	1.5930	0.7644
0.0003	14.27	3725	1.5921	0.7644
0.0001	14.29	3730	1.5918	0.7644
0.0001	14.31	3735	1.5916	0.7644
0.0002	14.33	3740	1.5907	0.7644
0.0075	14.35	3745	1.5858	0.7644
0.0	14.37	3750	1.5811	0.7586
0.0033	14.39	3755	1.5730	0.7586
0.0814	14.41	3760	1.5698	0.7586
0.0001	14.43	3765	1.5691	0.7586
0.0002	14.44	3770	1.5679	0.7586
0.0002	14.46	3775	1.5678	0.7586
0.0001	14.48	3780	1.5681	0.7586
0.0001	14.5	3785	1.5676	0.7586
0.0058	14.52	3790	1.5640	0.7586
0.0002	14.54	3795	1.5616	0.7529
0.0001	14.56	3800	1.5598	0.7471
0.0001	14.58	3805	1.5595	0.7471
0.0001	14.6	3810	1.5584	0.7529
0.0001	14.62	3815	1.5580	0.7529
0.0001	14.64	3820	1.5573	0.7529
0.0001	14.66	3825	1.5569	0.7529
0.0001	14.67	3830	1.5564	0.7529
0.0001	14.69	3835	1.5567	0.7529
0.0001	14.71	3840	1.5568	0.7529
0.0205	14.73	3845	1.5572	0.7529
0.0	14.75	3850	1.5574	0.7529
0.0001	14.77	3855	1.5579	0.7529
0.0	14.79	3860	1.5574	0.7529
0.0002	14.81	3865	1.5573	0.7529
0.0001	14.83	3870	1.5574	0.7529
0.0	14.85	3875	1.5576	0.7529
0.0002	14.87	3880	1.5580	0.7529
0.0	14.89	3885	1.5582	0.7529
0.0001	14.9	3890	1.5581	0.7529
0.0001	14.92	3895	1.5581	0.7529
0.0001	14.94	3900	1.5582	0.7529
0.0	14.96	3905	1.5580	0.7529
0.0969	14.98	3910	1.5585	0.7529
0.0	15.0	3915	1.5588	0.7529

Framework versions

• Transformers 4.33.3
• Pytorch 2.1.0+cu121
• Datasets 2.14.5
• Tokenizers 0.13.3