Terjman-Large-v2.0

This model is a fine-tuned version of Helsinki-NLP/opus-mt-tc-big-en-ar on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 4.2174
• Bleu: 5.5922
• Gen Len: 12.3639

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: 0.0005
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• gradient_accumulation_steps: 2
• total_train_batch_size: 64
• optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• lr_scheduler_warmup_ratio: 0.05
• num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Bleu	Gen Len
5.7091	0.2818	1000	4.6208	1.6751	11.0442
4.4751	0.5635	2000	3.8954	3.2105	45.6684
3.8872	0.8453	3000	3.4826	4.6044	28.3214
3.6822	1.1271	4000	3.2918	5.0765	24.0017
3.7157	1.4088	5000	3.1687	4.3485	18.2415
3.3868	1.6906	6000	3.0875	6.5395	20.1395
3.4344	1.9724	7000	2.9994	5.0153	19.4541
2.9016	2.2542	8000	3.0285	6.7175	12.8844
3.1902	2.5359	9000	3.0102	5.33	12.8435
3.1222	2.8177	10000	2.9850	5.9288	15.8878
2.4111	3.0995	11000	3.0385	6.6549	14.3946
2.7917	3.3812	12000	3.0630	5.4164	21.2908
2.9785	3.6630	13000	3.1000	4.7618	15.3861
2.9419	3.9448	14000	3.0776	6.79	12.6956
2.556	4.2265	15000	3.1566	5.9548	14.4201
2.9118	4.5083	16000	3.1179	6.1051	12.6871
2.9287	4.7901	17000	3.1186	5.8292	12.5578
2.5689	5.0719	18000	3.1538	6.1599	13.3929
2.654	5.3536	19000	3.2165	5.6401	14.2687
2.6656	5.6354	20000	3.1460	5.9354	16.8418
2.6774	5.9172	21000	3.1474	5.2765	16.4371
2.4631	6.1989	22000	3.2058	5.1774	21.7415
2.3928	6.4807	23000	3.2062	6.0163	17.8503
2.4675	6.7625	24000	3.2010	5.7372	14.216
2.1843	7.0442	25000	3.2269	5.9204	14.3571
2.174	7.3260	26000	3.2315	6.1916	27.2704
2.0871	7.6078	27000	3.2224	5.2812	15.2534
2.4648	7.8895	28000	3.2453	4.3586	14.3912
2.0176	8.1713	29000	3.2207	5.2763	15.6905
2.0596	8.4531	30000	3.2442	4.9459	15.1412
2.1006	8.7349	31000	3.2239	6.2316	18.182
1.8592	9.0166	32000	3.2716	6.3071	16.0578
1.7812	9.2984	33000	3.2953	5.7082	12.5051
1.9135	9.5802	34000	3.3387	5.4711	14.9303
1.9691	9.8619	35000	3.3025	5.2453	19.6071
1.5649	10.1437	36000	3.2968	5.46	12.381
1.8979	10.4255	37000	3.3133	5.1668	15.4575
1.7104	10.7072	38000	3.3196	5.2871	16.3044
1.7178	10.9890	39000	3.2803	5.3452	15.0646
1.4212	11.2708	40000	3.3241	6.7079	16.3503
1.6208	11.5526	41000	3.3598	6.1538	12.9643
1.6371	11.8343	42000	3.3249	5.022	16.2687
1.3699	12.1161	43000	3.4188	5.7854	15.8401
1.4002	12.3979	44000	3.3946	4.0433	13.5867
1.443	12.6796	45000	3.4262	7.0729	15.4915
1.4715	12.9614	46000	3.4057	4.8983	14.3078
1.3485	13.2432	47000	3.4490	5.5586	15.7789
1.3186	13.5249	48000	3.3755	5.3413	20.5442
1.3606	13.8067	49000	3.4440	5.2075	18.7976
1.1196	14.0885	50000	3.4588	6.9244	13.0527
1.2259	14.3702	51000	3.4283	4.7976	20.148
1.3454	14.6520	52000	3.4386	6.2805	18.3861
1.2071	14.9338	53000	3.4999	6.1639	15.4575
1.0883	15.2156	54000	3.4771	5.1804	14.318
1.0924	15.4973	55000	3.4729	6.4881	13.1497
1.3062	15.7791	56000	3.4888	6.4346	14.9303
0.9508	16.0609	57000	3.4448	5.4072	12.7296
0.9997	16.3426	58000	3.5151	6.0067	13.7891
1.0896	16.6244	59000	3.5060	5.87	14.9592
1.1456	16.9062	60000	3.4721	4.8112	12.6412
0.9323	17.1879	61000	3.6005	5.5004	13.9252
1.0008	17.4697	62000	3.5297	5.653	12.165
0.9612	17.7515	63000	3.5733	4.6506	12.602
0.8908	18.0332	64000	3.6032	4.7716	13.398
0.8792	18.3150	65000	3.6248	5.1855	13.4524
1.0069	18.5968	66000	3.5257	5.9816	14.0612
0.9801	18.8786	67000	3.5263	5.0801	13.318
0.9	19.1603	68000	3.5767	5.8642	12.3265
0.7857	19.4421	69000	3.5906	5.0489	13.2075
0.9145	19.7239	70000	3.6221	5.0626	14.1667
0.9316	20.0056	71000	3.6629	5.3033	12.2653
0.8223	20.2874	72000	3.6865	5.113	14.2568
0.8133	20.5692	73000	3.6414	6.7491	12.3418
0.7663	20.8509	74000	3.6461	5.4057	12.4762
0.7687	21.1327	75000	3.6988	4.9812	13.1037
0.7146	21.4145	76000	3.6972	4.8229	13.3044
0.6764	21.6963	77000	3.7065	5.4779	13.3146
0.8708	21.9780	78000	3.6634	4.9879	12.6412
0.6919	22.2598	79000	3.7094	6.0958	12.3741
0.6602	22.5416	80000	3.7489	5.7765	12.466
0.6252	22.8233	81000	3.7087	5.5933	12.5901
0.6636	23.1051	82000	3.7460	5.4878	14.9116
0.7271	23.3869	83000	3.7501	5.7453	12.3367
0.7436	23.6686	84000	3.7736	5.4395	12.5153
0.6545	23.9504	85000	3.7165	5.7506	15.1378
0.5805	24.2322	86000	3.7657	5.3011	13.119
0.7037	24.5139	87000	3.7930	5.1185	12.4762
0.7806	24.7957	88000	3.7498	5.3765	12.4779
0.7899	25.0775	89000	3.7972	6.0777	12.602
0.6825	25.3593	90000	3.7681	5.5679	13.0204
0.6788	25.6410	91000	3.8146	5.7538	14.631
0.7137	25.9228	92000	3.7659	5.5225	15.8793
0.5414	26.2046	93000	3.8027	5.5672	13.4881
0.5583	26.4863	94000	3.7823	6.1698	13.3146
0.6059	26.7681	95000	3.7994	5.7206	12.3197
0.6441	27.0499	96000	3.8365	5.2677	12.3759
0.5776	27.3316	97000	3.8469	6.1722	13.0119
0.6611	27.6134	98000	3.8836	5.2605	12.4116
0.5442	27.8952	99000	3.8491	5.6572	12.2109
0.5299	28.1770	100000	3.9033	6.0417	12.4507
0.5466	28.4587	101000	3.8823	5.8737	12.6071
0.6516	28.7405	102000	3.8938	5.7557	14.2296
0.484	29.0223	103000	3.9346	6.1763	13.0867
0.5312	29.3040	104000	3.9029	6.4509	12.5374
0.5909	29.5858	105000	3.9000	6.2686	12.2483
0.5426	29.8676	106000	3.8847	6.0843	12.3112
0.5757	30.1493	107000	3.9217	6.8405	12.3622
0.5239	30.4311	108000	3.8981	6.591	13.2823
0.5227	30.7129	109000	3.8752	5.7338	16.7585
0.5214	30.9946	110000	3.9323	6.1676	12.369
0.4046	31.2764	111000	3.9300	5.4601	12.3316
0.4708	31.5582	112000	3.9518	5.0917	12.4031
0.5464	31.8400	113000	3.9458	5.673	12.3844
0.5058	32.1217	114000	3.9858	5.7958	12.5085
0.4773	32.4035	115000	4.0046	5.3235	12.5527
0.5515	32.6853	116000	3.9291	5.7086	12.3707
0.5617	32.9670	117000	3.9472	6.0259	12.5391
0.4717	33.2488	118000	3.9546	5.31	13.3044
0.453	33.5306	119000	3.9866	5.3223	12.5442
0.4299	33.8123	120000	3.9729	5.9574	12.5374
0.485	34.0941	121000	3.9677	5.4835	12.4558
0.3856	34.3759	122000	3.9672	6.433	12.3588
0.3966	34.6577	123000	3.9938	5.5857	12.3759
0.4719	34.9394	124000	3.9698	5.3294	12.4915
0.386	35.2212	125000	3.9844	5.6156	12.5697
0.505	35.5030	126000	4.0194	5.6851	12.5459
0.3879	35.7847	127000	3.9993	6.0431	12.3929
0.4216	36.0665	128000	4.0755	5.3128	12.7143
0.4429	36.3483	129000	4.0022	5.4492	12.6105
0.4668	36.6300	130000	3.9904	5.9034	12.8061
0.4041	36.9118	131000	3.9880	5.0601	12.3469
0.4432	37.1936	132000	4.0306	5.5354	12.3793
0.4285	37.4753	133000	4.0258	5.1167	12.2925
0.523	37.7571	134000	4.0267	5.8047	12.4524
0.3715	38.0389	135000	4.0438	5.7597	12.4354
0.3674	38.3207	136000	3.9930	6.1216	12.4541
0.3793	38.6024	137000	4.0552	6.1108	13.3435
0.3747	38.8842	138000	4.0168	5.5696	12.5221
0.389	39.1660	139000	4.0175	6.3965	12.3129
0.4061	39.4477	140000	4.0798	5.1006	12.3639
0.3338	39.7295	141000	4.0164	6.1101	12.5527
0.3705	40.0113	142000	4.0444	5.792	12.5816
0.3427	40.2930	143000	4.0447	6.168	12.3299
0.3149	40.5748	144000	4.0265	5.8231	12.5136
0.3472	40.8566	145000	4.0345	5.7867	12.4082
0.3223	41.1383	146000	4.0590	5.6241	12.3231
0.3431	41.4201	147000	4.0349	5.5822	12.4269
0.4395	41.7019	148000	4.0302	6.5229	12.4847
0.3938	41.9837	149000	4.0265	5.342	12.6378
0.2599	42.2654	150000	4.0707	5.9793	12.2704
0.3762	42.5472	151000	4.0224	5.6363	12.4201
0.3179	42.8290	152000	4.0305	5.9502	12.398
0.3543	43.1107	153000	4.0813	5.2724	12.5544
0.2945	43.3925	154000	4.0662	5.7222	12.6173
0.3365	43.6743	155000	4.0486	5.8204	12.3844
0.3968	43.9560	156000	4.0360	6.4448	12.3946
0.2953	44.2378	157000	4.0809	5.8909	12.3316
0.3124	44.5196	158000	4.0680	6.0724	12.3673
0.3541	44.8014	159000	4.1235	5.4862	12.4643
0.3498	45.0831	160000	4.1072	5.4988	12.4218
0.2302	45.3649	161000	4.0866	6.1131	12.4949
0.3334	45.6467	162000	4.0705	5.4186	12.2636
0.2553	45.9284	163000	4.0683	5.1222	12.4235
0.3323	46.2102	164000	4.0826	5.6747	12.3435
0.3727	46.4920	165000	4.1045	5.2927	12.4915
0.2719	46.7737	166000	4.0688	5.7933	12.602
0.2438	47.0555	167000	4.0558	5.8802	12.4201
0.299	47.3373	168000	4.0920	5.8004	12.4677
0.2265	47.6190	169000	4.0865	5.3323	12.2959
0.3394	47.9008	170000	4.0811	6.06	12.4728
0.3171	48.1826	171000	4.1194	5.5842	12.2602
0.2449	48.4644	172000	4.1103	5.6735	12.3963
0.251	48.7461	173000	4.1100	5.8379	12.4286
0.2751	49.0279	174000	4.1099	6.2188	12.335
0.2092	49.3097	175000	4.1246	5.4312	12.5
0.3027	49.5914	176000	4.1020	5.9656	12.4235
0.2726	49.8732	177000	4.0975	5.8563	12.352
0.3355	50.1550	178000	4.1400	5.5961	12.4048
0.3318	50.4367	179000	4.1176	5.552	12.2398
0.258	50.7185	180000	4.1026	5.5698	12.5612
0.2844	51.0003	181000	4.1100	5.8385	12.3844
0.3333	51.2821	182000	4.1544	5.279	12.5357
0.3354	51.5638	183000	4.1294	5.8542	12.3401
0.3696	51.8456	184000	4.1218	6.1838	12.6973
0.2531	52.1274	185000	4.1469	5.7601	12.4643
0.3164	52.4091	186000	4.1404	5.7835	12.483
0.2798	52.6909	187000	4.1363	5.5416	12.4558
0.3451	52.9727	188000	4.1060	5.9834	12.199
0.2367	53.2544	189000	4.1065	5.5443	12.2517
0.3097	53.5362	190000	4.1561	5.0586	12.2721
0.3095	53.8180	191000	4.1224	5.0179	12.3605
0.3136	54.0997	192000	4.1166	5.3843	12.2092
0.3378	54.3815	193000	4.1014	5.3635	12.4354
0.2455	54.6633	194000	4.1045	5.6129	12.2993
0.2602	54.9451	195000	4.1279	5.4261	12.3265
0.1915	55.2268	196000	4.1436	5.7783	12.3707
0.3043	55.5086	197000	4.1118	6.2683	12.2789
0.2176	55.7904	198000	4.1652	6.6306	12.4779
0.248	56.0721	199000	4.1313	5.9143	12.4575
0.206	56.3539	200000	4.1675	5.5853	12.2568
0.2585	56.6357	201000	4.1577	6.0128	12.2109
0.2898	56.9174	202000	4.1651	5.4022	12.3605
0.2148	57.1992	203000	4.1522	6.0579	12.4116
0.2166	57.4810	204000	4.1468	5.7765	12.3503
0.1717	57.7628	205000	4.1773	5.4721	12.3844
0.2307	58.0445	206000	4.1929	5.5199	12.4728
0.2147	58.3263	207000	4.1864	5.8921	12.398
0.3206	58.6081	208000	4.1580	5.5847	12.3759
0.2578	58.8898	209000	4.1650	6.0606	12.6327
0.2452	59.1716	210000	4.1734	5.9271	12.4898
0.3153	59.4534	211000	4.1873	5.6806	12.4014
0.2537	59.7351	212000	4.1678	6.0832	12.4779
0.2766	60.0169	213000	4.1804	5.8076	12.5629
0.2737	60.2987	214000	4.1697	6.2846	12.466
0.2482	60.5804	215000	4.1712	5.6849	12.5425
0.1802	60.8622	216000	4.1557	5.8134	12.6003
0.2827	61.1440	217000	4.1656	6.0754	12.3776
0.2857	61.4258	218000	4.1624	5.9286	12.5391
0.291	61.7075	219000	4.1544	6.145	12.4507
0.2214	61.9893	220000	4.1949	5.9543	12.4949
0.2436	62.2711	221000	4.1727	6.1127	12.4303
0.2582	62.5528	222000	4.2067	5.7992	12.5136
0.23	62.8346	223000	4.1694	5.4996	12.4286
0.209	63.1164	224000	4.1618	5.8511	12.3997
0.2134	63.3981	225000	4.1621	5.2983	12.4354
0.2226	63.6799	226000	4.1655	5.6395	12.4235
0.2861	63.9617	227000	4.1641	5.9785	12.2517
0.2351	64.2434	228000	4.1837	5.8553	12.3639
0.2261	64.5252	229000	4.1830	6.0539	12.4898
0.2255	64.8070	230000	4.1711	6.0776	12.3299
0.2613	65.0888	231000	4.1731	5.8676	12.233
0.1856	65.3705	232000	4.1887	5.5836	12.4524
0.312	65.6523	233000	4.1753	6.0583	12.2619
0.2257	65.9341	234000	4.1714	5.8171	12.3078
0.1503	66.2158	235000	4.1956	5.426	12.3759
0.1848	66.4976	236000	4.1898	5.6991	12.4014
0.3011	66.7794	237000	4.1736	5.8647	12.2874
0.1732	67.0611	238000	4.1728	6.1514	12.3656
0.234	67.3429	239000	4.1752	6.0253	12.3605
0.2339	67.6247	240000	4.1823	5.9876	12.3537
0.2308	67.9065	241000	4.1771	5.8004	12.318
0.1786	68.1882	242000	4.1900	5.7665	12.3776
0.2798	68.4700	243000	4.1912	5.3805	12.4813
0.1909	68.7518	244000	4.1957	5.5789	12.3316
0.2507	69.0335	245000	4.1827	6.3051	12.3571
0.2624	69.3153	246000	4.1974	5.5198	12.4864
0.1791	69.5971	247000	4.1976	5.7578	12.3656
0.1775	69.8788	248000	4.1961	5.6335	12.3963
0.2513	70.1606	249000	4.2038	5.6398	12.4779
0.2948	70.4424	250000	4.2009	5.393	12.3997
0.2242	70.7241	251000	4.1999	6.0895	12.4048
0.2233	71.0059	252000	4.1914	5.9331	12.3844
0.2887	71.2877	253000	4.2089	5.74	12.3895
0.1813	71.5695	254000	4.1956	5.9129	12.3231
0.1833	71.8512	255000	4.2093	6.0013	12.3656
0.2388	72.1330	256000	4.2115	6.1846	12.4014
0.1976	72.4148	257000	4.1903	6.3826	12.3588
0.2634	72.6965	258000	4.1972	6.386	12.3776
0.2941	72.9783	259000	4.1984	6.2805	12.3095
0.216	73.2601	260000	4.2034	6.3926	12.4269
0.1399	73.5418	261000	4.1849	5.9895	12.369
0.2904	73.8236	262000	4.2011	6.1283	12.4065
0.2138	74.1054	263000	4.1925	6.066	12.4507
0.1536	74.3872	264000	4.2179	6.1395	12.381
0.2372	74.6689	265000	4.2120	6.0845	12.3299
0.2804	74.9507	266000	4.2006	6.1166	12.2636
0.1871	75.2325	267000	4.1990	5.8443	12.3469
0.1961	75.5142	268000	4.2011	6.0937	12.3759
0.2312	75.7960	269000	4.1971	5.5331	12.4048
0.1819	76.0778	270000	4.2077	6.038	12.4473
0.2367	76.3595	271000	4.2041	6.2777	12.2483
0.1884	76.6413	272000	4.1892	5.9922	12.3401
0.1694	76.9231	273000	4.1823	6.2656	12.4048
0.1893	77.2048	274000	4.2002	5.9031	12.3793
0.2318	77.4866	275000	4.2000	5.7382	12.3912
0.2575	77.7684	276000	4.2083	5.768	12.3912
0.2384	78.0502	277000	4.2102	5.9539	12.3248
0.268	78.3319	278000	4.1935	5.707	12.3401
0.2658	78.6137	279000	4.2094	5.7808	12.3776
0.2589	78.8955	280000	4.2178	5.5411	12.4116
0.2225	79.1772	281000	4.2021	5.7789	12.3367
0.2213	79.4590	282000	4.2116	5.767	12.369
0.2081	79.7408	283000	4.2114	5.7176	12.3078
0.2786	80.0225	284000	4.2036	6.129	12.4099
0.2541	80.3043	285000	4.2132	5.5592	12.4235
0.2255	80.5861	286000	4.2178	5.7686	12.4031
0.2093	80.8679	287000	4.2179	5.4645	12.4201
0.17	81.1496	288000	4.1991	5.7745	12.466
0.2063	81.4314	289000	4.2089	6.1465	12.3827
0.1792	81.7132	290000	4.2184	5.7794	12.4048
0.2161	81.9949	291000	4.2161	5.6144	12.4201
0.2446	82.2767	292000	4.2256	5.4788	12.3861
0.2079	82.5585	293000	4.2191	6.1511	12.3588
0.2454	82.8402	294000	4.2200	5.961	12.3759
0.2071	83.1220	295000	4.2177	5.7499	12.3027
0.1933	83.4038	296000	4.2114	5.678	12.4405
0.2021	83.6855	297000	4.2143	5.9974	12.3282
0.1171	83.9673	298000	4.2149	6.1963	12.2653
0.2037	84.2491	299000	4.2155	5.8778	12.3741
0.2334	84.5309	300000	4.2185	6.118	12.3503
0.2249	84.8126	301000	4.2220	5.5555	12.352
0.165	85.0944	302000	4.2190	5.7333	12.466
0.221	85.3762	303000	4.2166	5.7269	12.381
0.2096	85.6579	304000	4.2178	6.0586	12.3741
0.1987	85.9397	305000	4.2190	5.7207	12.4048
0.167	86.2215	306000	4.2173	6.0351	12.3707
0.2393	86.5032	307000	4.2182	5.7082	12.3929
0.1534	86.7850	308000	4.2126	6.0868	12.352
0.2111	87.0668	309000	4.2144	5.7289	12.4252
0.1406	87.3485	310000	4.2186	5.6563	12.3622
0.2101	87.6303	311000	4.2136	6.1556	12.284
0.299	87.9121	312000	4.2133	6.1065	12.4048
0.1847	88.1939	313000	4.2171	5.6516	12.415
0.21	88.4756	314000	4.2103	5.5123	12.3724
0.21	88.7574	315000	4.2190	5.6371	12.3622
0.2084	89.0392	316000	4.2176	5.8385	12.3418
0.2804	89.3209	317000	4.2187	5.7461	12.2976
0.1835	89.6027	318000	4.2159	5.6402	12.3571
0.2133	89.8845	319000	4.2195	5.6875	12.335
0.1721	90.1662	320000	4.2174	5.7841	12.3912
0.2426	90.4480	321000	4.2199	5.6429	12.3588
0.2258	90.7298	322000	4.2182	5.7101	12.3724
0.1557	91.0116	323000	4.2216	5.8473	12.3299
0.2095	91.2933	324000	4.2167	5.6265	12.3844
0.1772	91.5751	325000	4.2194	5.6292	12.3639
0.1749	91.8569	326000	4.2198	5.6485	12.4167
0.1701	92.1386	327000	4.2191	5.6476	12.3707
0.175	92.4204	328000	4.2155	5.645	12.3724
0.1707	92.7022	329000	4.2192	5.6179	12.3759
0.2148	92.9839	330000	4.2193	5.7088	12.3929
0.1856	93.2657	331000	4.2184	5.7813	12.4184
0.1708	93.5475	332000	4.2202	6.0236	12.3759
0.2343	93.8292	333000	4.2163	5.6981	12.3605
0.1501	94.1110	334000	4.2171	5.646	12.3724
0.1712	94.3928	335000	4.2171	5.5863	12.3435
0.1829	94.6746	336000	4.2179	5.6682	12.369
0.2103	94.9563	337000	4.2161	5.6451	12.3469
0.2558	95.2381	338000	4.2193	5.6779	12.3605
0.1588	95.5199	339000	4.2154	5.631	12.3571
0.2006	95.8016	340000	4.2179	5.6801	12.3588
0.1557	96.0834	341000	4.2189	5.6284	12.3486
0.1578	96.3652	342000	4.2187	5.6162	12.3673
0.2362	96.6469	343000	4.2175	5.6229	12.3469
0.1842	96.9287	344000	4.2155	5.6873	12.3707
0.1538	97.2105	345000	4.2186	5.6718	12.3673
0.1835	97.4923	346000	4.2176	5.6941	12.3776
0.2025	97.7740	347000	4.2179	5.6932	12.3741
0.237	98.0558	348000	4.2172	5.7099	12.3639
0.2197	98.3376	349000	4.2184	5.6963	12.369
0.2156	98.6193	350000	4.2177	5.6641	12.3282
0.2155	98.9011	351000	4.2173	5.6229	12.3946
0.257	99.1829	352000	4.2169	5.6288	12.3861
0.2328	99.4646	353000	4.2171	5.6672	12.398
0.1887	99.7464	354000	4.2174	5.5922	12.3639

Framework versions

• Transformers 4.48.0.dev0
• Pytorch 2.5.1+cu124
• Datasets 3.1.0
• Tokenizers 0.21.0