README.md

metadata

license: bsd-3-clause
base_model: MIT/ast-finetuned-audioset-10-10-0.4593
tags:
  - generated_from_trainer
datasets:
  - audiofolder
metrics:
  - accuracy
model-index:
  - name: test_ast
    results:
      - task:
          name: Audio Classification
          type: audio-classification
        dataset:
          name: audiofolder
          type: audiofolder
          config: default
          split: train
          args: default
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.7758620689655172

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