segformer-b1-from-scratch-run5

This model is a fine-tuned version of on the samitizerxu/kelp_data_rgbaa_swin_nir dataset. It achieves the following results on the evaluation set:

• Iou Kelp: 0.2882
• Loss: 0.7179

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: 0.0001
• train_batch_size: 22
• eval_batch_size: 22
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: cosine
• num_epochs: 80

Training results

Training Loss	Epoch	Step	Iou Kelp	Validation Loss
1.0	0.15	30	0.0113	0.9806
0.9993	0.29	60	0.0159	0.9691
0.9692	0.44	90	0.0179	0.9640
0.9912	0.59	120	0.0204	0.9532
0.9902	0.73	150	0.0099	0.9747
0.9912	0.88	180	0.0262	0.9330
0.9741	1.02	210	0.0155	0.9581
0.9737	1.17	240	0.0199	0.9319
0.9805	1.32	270	0.0233	0.9140
0.9574	1.46	300	0.0234	0.8942
0.8296	1.61	330	0.0119	0.9535
0.8707	1.76	360	0.0233	0.9085
0.976	1.9	390	0.0367	0.8714
0.9776	2.05	420	0.0424	0.8187
0.9663	2.2	450	0.0376	0.8124
0.9994	2.34	480	0.0323	0.8721
0.946	2.49	510	0.0466	0.8020
0.9993	2.63	540	0.0382	0.8266
0.9805	2.78	570	0.0249	0.9105
0.9506	2.93	600	0.0286	0.9019
0.9739	3.07	630	0.0267	0.9255
0.9843	3.22	660	0.0380	0.8543
0.9563	3.37	690	0.0339	0.8385
0.9353	3.51	720	0.0396	0.8547
0.9492	3.66	750	0.0392	0.7916
0.953	3.8	780	0.0445	0.7976
0.9752	3.95	810	0.0165	0.9435
0.9769	4.1	840	0.0536	0.7686
1.0	4.24	870	0.0238	0.9143
0.9739	4.39	900	0.0213	0.8626
0.9086	4.54	930	0.0415	0.8102
0.9557	4.68	960	0.0385	0.8055
1.0	4.83	990	0.0540	0.8136
1.0	4.98	1020	0.0258	0.8799
1.0	5.12	1050	0.0507	0.7994
0.9086	5.27	1080	0.0451	0.8493
0.9297	5.41	1110	0.0311	0.9036
0.963	5.56	1140	0.0549	0.7996
0.9109	5.71	1170	0.0461	0.7831
0.9822	5.85	1200	0.0306	0.8125
0.9447	6.0	1230	0.0151	0.9378
0.9725	6.15	1260	0.0192	0.8890
0.9619	6.29	1290	0.0401	0.8039
0.9653	6.44	1320	0.0457	0.7751
0.9357	6.59	1350	0.0498	0.7531
1.0	6.73	1380	0.0497	0.7618
0.9841	6.88	1410	0.0509	0.8379
1.0	7.02	1440	0.0223	0.9015
0.9479	7.17	1470	0.0827	0.8138
0.9955	7.32	1500	0.0177	0.8841
0.9758	7.46	1530	0.0217	0.9615
0.9912	7.61	1560	0.0395	0.7983
0.9923	7.76	1590	0.0205	0.8603
0.9387	7.9	1620	0.0489	0.7513
0.928	8.05	1650	0.0400	0.8886
0.9157	8.2	1680	0.0448	0.7630
0.9896	8.34	1710	0.0388	0.7792
0.9032	8.49	1740	0.0533	0.7399
0.9841	8.63	1770	0.0580	0.8018
0.969	8.78	1800	0.0576	0.7661
0.9661	8.93	1830	0.0486	0.7812
0.9758	9.07	1860	0.0491	0.7958
0.8972	9.22	1890	0.0392	0.7631
0.9413	9.37	1920	0.0467	0.8068
0.88	9.51	1950	0.0374	0.8465
0.9017	9.66	1980	0.0412	0.7847
0.9079	9.8	2010	0.0473	0.9055
0.8876	9.95	2040	0.0488	0.7668
0.9484	10.1	2070	0.0456	0.7815
0.9387	10.24	2100	0.0328	0.8699
1.0	10.39	2130	0.0403	0.7867
0.9391	10.54	2160	0.0797	0.9083
0.9452	10.68	2190	0.0460	0.8210
0.8905	10.83	2220	0.0407	0.7891
0.895	10.98	2250	0.0361	0.7920
0.9687	11.12	2280	0.0537	0.7589
0.9743	11.27	2310	0.0471	0.7990
0.9809	11.41	2340	0.0497	0.7483
0.9844	11.56	2370	0.0231	0.8341
0.9677	11.71	2400	0.0355	0.8333
0.9875	11.85	2430	0.0475	0.7670
0.8915	12.0	2460	0.0685	0.9265
1.0	12.15	2490	0.0460	0.7805
0.9952	12.29	2520	0.0452	0.7596
0.968	12.44	2550	0.0476	0.8224
0.9221	12.59	2580	0.0270	0.8552
1.0	12.73	2610	0.0482	0.8761
0.9677	12.88	2640	0.0233	0.9088
0.9399	13.02	2670	0.0155	0.8832
0.9534	13.17	2700	0.0445	0.7967
0.9264	13.32	2730	0.0687	0.7580
0.9594	13.46	2760	0.0649	0.7650
0.9733	13.61	2790	0.1277	0.7837
0.9397	13.76	2820	0.0871	0.7793
0.9999	13.9	2850	0.1863	0.7651
0.9368	14.05	2880	0.0573	0.8260
0.9296	14.2	2910	0.1523	0.8077
0.9407	14.34	2940	0.0486	0.7525
0.9448	14.49	2970	0.1615	0.8279
0.9695	14.63	3000	0.1231	0.8339
1.0	14.78	3030	0.0798	0.7823
0.9565	14.93	3060	0.2063	0.7564
0.9434	15.07	3090	0.2314	0.7536
0.978	15.22	3120	0.2240	0.7475
0.9401	15.37	3150	0.1385	0.7721
0.9665	15.51	3180	0.1396	0.7992
0.9607	15.66	3210	0.0736	0.7447
0.9512	15.8	3240	0.1348	0.7992
0.9181	15.95	3270	0.0985	0.7430
0.9417	16.1	3300	0.0462	0.7904
0.9385	16.24	3330	0.1473	0.8078
0.9384	16.39	3360	0.0561	0.7395
0.9326	16.54	3390	0.2212	0.7423
0.9799	16.68	3420	0.1509	0.8205
0.8899	16.83	3450	0.0716	0.7786
0.9754	16.98	3480	0.2254	0.7361
0.9647	17.12	3510	0.1768	0.8012
0.9362	17.27	3540	0.1584	0.8134
0.9779	17.41	3570	0.1196	0.7518
0.9326	17.56	3600	0.1921	0.7676
0.9614	17.71	3630	0.2033	0.7342
0.9622	17.85	3660	0.1299	0.7386
0.8703	18.0	3690	0.1533	0.8180
0.9459	18.15	3720	0.1504	0.7256
0.9859	18.29	3750	0.1865	0.7652
1.0	18.44	3780	0.1511	0.8045
0.9593	18.59	3810	0.2293	0.7607
0.9583	18.73	3840	0.1890	0.7308
0.9058	18.88	3870	0.1851	0.7870
0.953	19.02	3900	0.2030	0.7624
0.924	19.17	3930	0.1239	0.7849
0.9019	19.32	3960	0.2305	0.7485
0.9314	19.46	3990	0.1032	0.7293
0.8895	19.61	4020	0.1637	0.7956
0.9486	19.76	4050	0.0799	0.9128
0.8784	19.9	4080	0.0754	0.7671
0.9142	20.05	4110	0.1488	0.7567
1.0	20.2	4140	0.2080	0.7380
0.9176	20.34	4170	0.1782	0.7515
0.9215	20.49	4200	0.0930	0.7288
0.963	20.63	4230	0.1857	0.7506
0.9146	20.78	4260	0.2212	0.7408
0.9294	20.93	4290	0.2064	0.7323
0.8854	21.07	4320	0.2075	0.7473
0.9865	21.22	4350	0.1653	0.8171
0.9438	21.37	4380	0.1411	0.7523
0.9429	21.51	4410	0.2108	0.7613
0.9502	21.66	4440	0.2271	0.7374
0.9093	21.8	4470	0.1920	0.7653
0.9336	21.95	4500	0.0891	0.7500
0.9152	22.1	4530	0.1585	0.8189
0.9153	22.24	4560	0.2616	0.7239
0.8398	22.39	4590	0.2169	0.7510
0.9471	22.54	4620	0.2007	0.7289
0.9388	22.68	4650	0.2111	0.7689
0.9369	22.83	4680	0.2244	0.7177
0.9456	22.98	4710	0.1363	0.8247
0.9103	23.12	4740	0.2565	0.7335
1.0	23.27	4770	0.2031	0.7671
1.0	23.41	4800	0.1743	0.7442
0.879	23.56	4830	0.2156	0.7588
0.9668	23.71	4860	0.1453	0.8305
0.9327	23.85	4890	0.2714	0.7287
0.9298	24.0	4920	0.1491	0.8436
0.8313	24.15	4950	0.2105	0.7345
1.0	24.29	4980	0.1543	0.7511
0.9413	24.44	5010	0.1346	0.8504
0.9714	24.59	5040	0.2286	0.7357
0.9781	24.73	5070	0.1691	0.7408
0.9206	24.88	5100	0.1191	0.8582
0.9842	25.02	5130	0.1090	0.8746
0.9483	25.17	5160	0.1126	0.8713
0.8986	25.32	5190	0.0498	0.8127
0.9028	25.46	5220	0.2617	0.7342
1.0	25.61	5250	0.1516	0.7367
0.9594	25.76	5280	0.1723	0.7631
0.9518	25.9	5310	0.2255	0.7521
0.9613	26.05	5340	0.2086	0.7372
0.9985	26.2	5370	0.0610	0.8180
0.9332	26.34	5400	0.1802	0.7751
0.9743	26.49	5430	0.0532	0.8143
0.9815	26.63	5460	0.2184	0.7518
0.9564	26.78	5490	0.2248	0.7409
1.0	26.93	5520	0.1170	0.7504
0.9314	27.07	5550	0.2421	0.7435
0.9167	27.22	5580	0.2353	0.7439
0.9736	27.37	5610	0.1749	0.7347
0.9719	27.51	5640	0.1793	0.8076
1.0	27.66	5670	0.1879	0.7665
0.9733	27.8	5700	0.1642	0.7411
0.9041	27.95	5730	0.2878	0.7266
0.9057	28.1	5760	0.1770	0.8027
0.9485	28.24	5790	0.2226	0.7363
0.9641	28.39	5820	0.1740	0.8032
0.902	28.54	5850	0.2688	0.7523
0.9047	28.68	5880	0.2600	0.7308
0.997	28.83	5910	0.2428	0.7456
0.9589	28.98	5940	0.1723	0.7825
0.9256	29.12	5970	0.2057	0.7671
1.0	29.27	6000	0.2344	0.7409
0.9693	29.41	6030	0.1468	0.7332
0.9322	29.56	6060	0.1429	0.8253
0.9293	29.71	6090	0.2103	0.7393
0.9505	29.85	6120	0.1712	0.7898
0.9734	30.0	6150	0.2007	0.7613
0.9671	30.15	6180	0.2440	0.7532
1.0	30.29	6210	0.2503	0.7384
0.9586	30.44	6240	0.2954	0.7336
1.0	30.59	6270	0.2176	0.7586
0.9319	30.73	6300	0.1855	0.7958
0.8779	30.88	6330	0.1568	0.8000
0.8768	31.02	6360	0.2701	0.7234
1.0	31.17	6390	0.0853	0.9075
0.9749	31.32	6420	0.1562	0.7665
0.944	31.46	6450	0.1985	0.7785
0.9689	31.61	6480	0.2687	0.7234
0.9315	31.76	6510	0.2228	0.7221
0.9432	31.9	6540	0.1555	0.8126
0.9546	32.05	6570	0.1912	0.7635
0.9304	32.2	6600	0.2084	0.7409
0.9279	32.34	6630	0.2351	0.7482
0.9695	32.49	6660	0.2192	0.7500
0.9107	32.63	6690	0.2510	0.7437
1.0	32.78	6720	0.1856	0.7742
0.9125	32.93	6750	0.2278	0.7341
0.9135	33.07	6780	0.2615	0.7241
0.9368	33.22	6810	0.2067	0.7403
0.9319	33.37	6840	0.1821	0.7769
0.9346	33.51	6870	0.2333	0.7359
0.924	33.66	6900	0.2411	0.7335
0.906	33.8	6930	0.2797	0.7204
0.9535	33.95	6960	0.2573	0.7397
1.0	34.1	6990	0.2879	0.7343
0.954	34.24	7020	0.2346	0.7485
1.0	34.39	7050	0.2236	0.7693
0.9394	34.54	7080	0.1759	0.8031
0.9565	34.68	7110	0.2617	0.7312
0.8503	34.83	7140	0.2641	0.7242
0.972	34.98	7170	0.1391	0.8332
0.9649	35.12	7200	0.2151	0.7580
0.8979	35.27	7230	0.2225	0.7461
1.0	35.41	7260	0.2244	0.7377
0.991	35.56	7290	0.2535	0.7342
0.9386	35.71	7320	0.2251	0.7418
0.9713	35.85	7350	0.2228	0.7413
0.9144	36.0	7380	0.2504	0.7246
0.9671	36.15	7410	0.2861	0.7296
0.9592	36.29	7440	0.2213	0.7549
0.9221	36.44	7470	0.2016	0.7553
0.9356	36.59	7500	0.2195	0.7601
0.9307	36.73	7530	0.2693	0.7245
0.9438	36.88	7560	0.2046	0.7261
0.9795	37.02	7590	0.2259	0.7469
0.968	37.17	7620	0.2694	0.7147
1.0	37.32	7650	0.2124	0.7730
0.9625	37.46	7680	0.2393	0.7445
0.9369	37.61	7710	0.2405	0.7297
0.9485	37.76	7740	0.2747	0.7195
0.9435	37.9	7770	0.2444	0.7238
0.8679	38.05	7800	0.2206	0.7571
0.9141	38.2	7830	0.2558	0.7293
0.9181	38.34	7860	0.2639	0.7231
0.9758	38.49	7890	0.2669	0.7359
0.8926	38.63	7920	0.2901	0.7186
0.9481	38.78	7950	0.2450	0.7468
0.9166	38.93	7980	0.2456	0.7255
0.9843	39.07	8010	0.2393	0.7301
0.9967	39.22	8040	0.2511	0.7281
0.9758	39.37	8070	0.1683	0.8029
0.9653	39.51	8100	0.2242	0.7202
0.9674	39.66	8130	0.2313	0.7519
0.969	39.8	8160	0.1742	0.8009
0.9378	39.95	8190	0.2418	0.7351
0.9701	40.1	8220	0.1953	0.7794
0.9354	40.24	8250	0.2204	0.7590
0.9513	40.39	8280	0.2566	0.7284
0.9694	40.54	8310	0.2831	0.7253
0.9387	40.68	8340	0.2340	0.7466
1.0	40.83	8370	0.2740	0.7188
0.9896	40.98	8400	0.2137	0.7603
0.9121	41.12	8430	0.2520	0.7363
0.9439	41.27	8460	0.2480	0.7289
0.9783	41.41	8490	0.3102	0.7184
0.9649	41.56	8520	0.2420	0.7474
0.8501	41.71	8550	0.2764	0.7276
0.933	41.85	8580	0.2677	0.7236
0.9667	42.0	8610	0.2438	0.7404
0.9402	42.15	8640	0.2467	0.7377
0.8646	42.29	8670	0.2617	0.7296
0.9862	42.44	8700	0.1372	0.8366
0.9906	42.59	8730	0.2985	0.7230
0.9926	42.73	8760	0.2264	0.7557
0.99	42.88	8790	0.2942	0.7208
0.8906	43.02	8820	0.2748	0.7257
0.8935	43.17	8850	0.2368	0.7472
0.9676	43.32	8880	0.2767	0.7245
0.9665	43.46	8910	0.1487	0.8215
0.9117	43.61	8940	0.2589	0.7253
0.9734	43.76	8970	0.2316	0.7457
0.9331	43.9	9000	0.2410	0.7375
0.9791	44.05	9030	0.2859	0.7256
0.9654	44.2	9060	0.2524	0.7349
0.9711	44.34	9090	0.2870	0.7174
0.8592	44.49	9120	0.1605	0.8222
0.9246	44.63	9150	0.2367	0.7370
0.9544	44.78	9180	0.2447	0.7372
0.9318	44.93	9210	0.1873	0.7707
0.9579	45.07	9240	0.2717	0.7123
0.9325	45.22	9270	0.2947	0.7169
0.9246	45.37	9300	0.2441	0.7357
0.9772	45.51	9330	0.2280	0.7449
0.8828	45.66	9360	0.1924	0.7817
1.0	45.8	9390	0.1880	0.7764
0.965	45.95	9420	0.2047	0.7718
0.8838	46.1	9450	0.3006	0.7133
0.9389	46.24	9480	0.3049	0.7202
1.0	46.39	9510	0.2433	0.7447
0.8744	46.54	9540	0.2295	0.7597
0.9409	46.68	9570	0.3002	0.7158
0.9968	46.83	9600	0.3180	0.7143
0.9477	46.98	9630	0.2468	0.7354
0.9456	47.12	9660	0.2122	0.7599
0.9736	47.27	9690	0.1841	0.7891
1.0	47.41	9720	0.2437	0.7326
0.962	47.56	9750	0.2870	0.7117
0.9701	47.71	9780	0.2834	0.7185
0.9076	47.85	9810	0.2544	0.7319
0.9523	48.0	9840	0.2267	0.7449
0.9756	48.15	9870	0.2744	0.7278
0.9834	48.29	9900	0.2268	0.7490
0.9497	48.44	9930	0.2304	0.7419
0.9165	48.59	9960	0.2443	0.7343
0.9806	48.73	9990	0.2997	0.7207
0.9385	48.88	10020	0.2309	0.7585
0.9478	49.02	10050	0.2892	0.7166
0.8437	49.17	10080	0.2779	0.7271
0.9555	49.32	10110	0.2222	0.7608
0.9454	49.46	10140	0.3031	0.7174
0.9652	49.61	10170	0.2557	0.7330
0.9245	49.76	10200	0.2834	0.7204
1.0	49.9	10230	0.2456	0.7373
0.9409	50.05	10260	0.2573	0.7292
0.9049	50.2	10290	0.2108	0.7541
0.9896	50.34	10320	0.2984	0.7091
0.9276	50.49	10350	0.2964	0.7121
0.9667	50.63	10380	0.2647	0.7291
1.0	50.78	10410	0.2924	0.7133
0.953	50.93	10440	0.2362	0.7387
0.9264	51.07	10470	0.2518	0.7360
0.9296	51.22	10500	0.2864	0.7140
0.9208	51.37	10530	0.2373	0.7532
0.9694	51.51	10560	0.2979	0.7149
0.967	51.66	10590	0.2769	0.7216
0.9104	51.8	10620	0.2801	0.7152
0.9527	51.95	10650	0.2503	0.7264
0.9278	52.1	10680	0.2726	0.7268
0.8901	52.24	10710	0.2575	0.7256
0.9937	52.39	10740	0.2722	0.7199
0.9339	52.54	10770	0.2886	0.7134
0.9213	52.68	10800	0.2749	0.7174
0.906	52.83	10830	0.2202	0.7493
0.9951	52.98	10860	0.2620	0.7222
0.9361	53.12	10890	0.2363	0.7350
0.9203	53.27	10920	0.1988	0.7694
0.9692	53.41	10950	0.2775	0.7180
0.9276	53.56	10980	0.2771	0.7177
0.9969	53.71	11010	0.2272	0.7428
0.9394	53.85	11040	0.2408	0.7346
0.9047	54.0	11070	0.2492	0.7222
0.9347	54.15	11100	0.2611	0.7305
0.897	54.29	11130	0.2466	0.7344
0.962	54.44	11160	0.2592	0.7253
0.9222	54.59	11190	0.2809	0.7191
0.9178	54.73	11220	0.2713	0.7226
0.9096	54.88	11250	0.2551	0.7270
0.9233	55.02	11280	0.2410	0.7422
0.9365	55.17	11310	0.3120	0.7069
0.9768	55.32	11340	0.2473	0.7372
0.9893	55.46	11370	0.2216	0.7537
0.9699	55.61	11400	0.2307	0.7431
0.9793	55.76	11430	0.2926	0.7134
1.0	55.9	11460	0.2622	0.7226
0.9781	56.05	11490	0.2244	0.7454
0.9388	56.2	11520	0.2631	0.7280
0.9066	56.34	11550	0.2486	0.7369
0.9717	56.49	11580	0.2524	0.7297
0.9385	56.63	11610	0.2806	0.7155
0.9443	56.78	11640	0.2134	0.7768
0.951	56.93	11670	0.2856	0.7134
0.9419	57.07	11700	0.3246	0.7086
0.9639	57.22	11730	0.3028	0.7070
0.9031	57.37	11760	0.2565	0.7317
0.9709	57.51	11790	0.2863	0.7257
0.9698	57.66	11820	0.3146	0.7110
0.9678	57.8	11850	0.2709	0.7236
0.8802	57.95	11880	0.2832	0.7182
0.9881	58.1	11910	0.2397	0.7376
0.9417	58.24	11940	0.2842	0.7126
1.0	58.39	11970	0.2598	0.7271
0.9558	58.54	12000	0.2954	0.7106
0.9581	58.68	12030	0.2863	0.7150
0.975	58.83	12060	0.2503	0.7396
0.8941	58.98	12090	0.3105	0.7083
0.9497	59.12	12120	0.2750	0.7273
0.9427	59.27	12150	0.2863	0.7192
0.9784	59.41	12180	0.2806	0.7193
0.9475	59.56	12210	0.2807	0.7195
0.8317	59.71	12240	0.2774	0.7245
0.9697	59.85	12270	0.2771	0.7228
0.9692	60.0	12300	0.2914	0.7155
0.9834	60.15	12330	0.2790	0.7221
0.8969	60.29	12360	0.2851	0.7178
0.9812	60.44	12390	0.2558	0.7320
0.8812	60.59	12420	0.2558	0.7304
0.9679	60.73	12450	0.2966	0.7115
0.839	60.88	12480	0.2884	0.7135
0.9388	61.02	12510	0.3028	0.7106
0.9713	61.17	12540	0.3106	0.7115
0.907	61.32	12570	0.2940	0.7130
0.8798	61.46	12600	0.3048	0.7087
0.9661	61.61	12630	0.2852	0.7155
0.8974	61.76	12660	0.2835	0.7172
0.9523	61.9	12690	0.2897	0.7153
0.9747	62.05	12720	0.2649	0.7262
1.0	62.2	12750	0.2828	0.7170
0.9701	62.34	12780	0.2471	0.7406
0.9084	62.49	12810	0.2735	0.7241
0.9404	62.63	12840	0.2667	0.7271
0.9866	62.78	12870	0.2522	0.7383
0.911	62.93	12900	0.2566	0.7334
0.9561	63.07	12930	0.3086	0.7067
1.0	63.22	12960	0.2825	0.7172
0.9011	63.37	12990	0.2818	0.7161
0.971	63.51	13020	0.2675	0.7287
0.9452	63.66	13050	0.3012	0.7075
0.9689	63.8	13080	0.3054	0.7071
0.8509	63.95	13110	0.2755	0.7193
0.9464	64.1	13140	0.2613	0.7269
0.8899	64.24	13170	0.2685	0.7216
0.9468	64.39	13200	0.2877	0.7116
0.968	64.54	13230	0.2873	0.7159
0.9616	64.68	13260	0.2841	0.7149
0.9487	64.83	13290	0.2798	0.7165
0.9479	64.98	13320	0.2840	0.7135
0.9099	65.12	13350	0.2594	0.7313
0.8809	65.27	13380	0.2758	0.7177
0.9643	65.41	13410	0.3070	0.7063
0.9287	65.56	13440	0.2868	0.7142
0.9509	65.71	13470	0.2747	0.7185
0.9495	65.85	13500	0.2450	0.7375
0.8864	66.0	13530	0.2709	0.7233
0.9703	66.15	13560	0.2661	0.7300
0.9289	66.29	13590	0.2732	0.7249
0.9736	66.44	13620	0.2927	0.7135
0.9569	66.59	13650	0.2860	0.7182
0.9636	66.73	13680	0.2636	0.7287
0.9668	66.88	13710	0.2694	0.7231
0.8278	67.02	13740	0.2912	0.7118
0.9101	67.17	13770	0.3011	0.7095
0.9701	67.32	13800	0.2967	0.7109
0.9373	67.46	13830	0.2961	0.7108
0.9626	67.61	13860	0.2806	0.7148
0.9618	67.76	13890	0.2870	0.7129
0.9522	67.9	13920	0.2679	0.7235
0.9013	68.05	13950	0.2906	0.7134
0.9284	68.2	13980	0.2956	0.7137
1.0	68.34	14010	0.2874	0.7199
0.9377	68.49	14040	0.2857	0.7191
0.9778	68.63	14070	0.2841	0.7191
0.9189	68.78	14100	0.2869	0.7189
0.9416	68.93	14130	0.2784	0.7224
0.8688	69.07	14160	0.2864	0.7187
0.9559	69.22	14190	0.2796	0.7229
0.9967	69.37	14220	0.2831	0.7202
0.9331	69.51	14250	0.2996	0.7146
0.8874	69.66	14280	0.2989	0.7145
0.9949	69.8	14310	0.3045	0.7119
0.9415	69.95	14340	0.3014	0.7126
0.9696	70.1	14370	0.2985	0.7150
0.9685	70.24	14400	0.2933	0.7168
0.919	70.39	14430	0.2898	0.7175
0.9707	70.54	14460	0.2823	0.7201
0.9462	70.68	14490	0.2843	0.7195
0.85	70.83	14520	0.2899	0.7176
0.9442	70.98	14550	0.2917	0.7160
0.8982	71.12	14580	0.2885	0.7180
0.9435	71.27	14610	0.2866	0.7199
0.9786	71.41	14640	0.2839	0.7208
0.8984	71.56	14670	0.2809	0.7225
0.9419	71.71	14700	0.2902	0.7179
0.9325	71.85	14730	0.2931	0.7157
1.0	72.0	14760	0.3010	0.7121
1.0	72.15	14790	0.3040	0.7111
0.942	72.29	14820	0.3027	0.7122
0.955	72.44	14850	0.2971	0.7135
0.9204	72.59	14880	0.2830	0.7211
0.9359	72.73	14910	0.2871	0.7189
0.9656	72.88	14940	0.2920	0.7164
0.894	73.02	14970	0.2935	0.7158
0.9308	73.17	15000	0.2901	0.7179
0.9698	73.32	15030	0.2937	0.7154
0.9481	73.46	15060	0.2961	0.7142
0.8752	73.61	15090	0.2926	0.7154
0.9822	73.76	15120	0.2941	0.7142
0.8797	73.9	15150	0.2936	0.7153
1.0	74.05	15180	0.2867	0.7178
0.9081	74.2	15210	0.2901	0.7171
0.894	74.34	15240	0.2810	0.7220
0.9254	74.49	15270	0.2791	0.7218
0.9925	74.63	15300	0.2806	0.7212
0.9774	74.78	15330	0.2751	0.7237
0.9542	74.93	15360	0.2804	0.7206
0.9294	75.07	15390	0.2848	0.7184
0.9539	75.22	15420	0.2828	0.7203
0.9277	75.37	15450	0.2838	0.7201
1.0	75.51	15480	0.2790	0.7223
0.9104	75.66	15510	0.2835	0.7206
0.9232	75.8	15540	0.2823	0.7213
0.9011	75.95	15570	0.2880	0.7175
0.9345	76.1	15600	0.2819	0.7213
0.9263	76.24	15630	0.2850	0.7186
0.917	76.39	15660	0.2829	0.7206
0.9744	76.54	15690	0.2906	0.7161
0.9647	76.68	15720	0.2846	0.7202
0.9842	76.83	15750	0.2864	0.7192
0.9	76.98	15780	0.2855	0.7189
0.9378	77.12	15810	0.2848	0.7191
0.9141	77.27	15840	0.2875	0.7181
0.8811	77.41	15870	0.2855	0.7194
0.9341	77.56	15900	0.2885	0.7175
0.87	77.71	15930	0.2898	0.7161
0.9022	77.85	15960	0.2843	0.7198
0.9914	78.0	15990	0.2853	0.7197
0.9486	78.15	16020	0.2858	0.7185
0.9524	78.29	16050	0.2912	0.7158
0.9248	78.44	16080	0.2873	0.7183
0.9667	78.59	16110	0.2861	0.7193
0.9646	78.73	16140	0.2884	0.7176
0.9311	78.88	16170	0.2893	0.7171
0.9647	79.02	16200	0.2826	0.7207
1.0	79.17	16230	0.2860	0.7189
1.0	79.32	16260	0.2878	0.7186
0.9798	79.46	16290	0.2874	0.7180
0.9361	79.61	16320	0.2874	0.7184
0.8783	79.76	16350	0.2906	0.7160
0.9166	79.9	16380	0.2882	0.7179

Framework versions

• Transformers 4.37.1
• Pytorch 2.1.2
• Datasets 2.16.1
• Tokenizers 0.15.1