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lact

AI4PD / lact

Run on huggingface.co
huggingface.co
Total runs: 11
24-hour runs: 0
7-day runs: -1
30-day runs: 5
Model's Last Updated: June 23 2023
text-generation

Introduction of lact

Model Details of lact

output

This model is a fine-tuned version of /home/woody/b114cb/b114cb10/zymCTRL/gpt2-large/config.json on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3014
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: 8e-05
  • train_batch_size: 1
  • eval_batch_size: 4
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10.0
Training results
Training Loss Epoch Step Validation Loss
3.2882 0.02 10 2.9581
2.5059 0.04 20 2.3844
2.3368 0.06 30 2.3644
2.3476 0.08 40 2.3494
2.3185 0.1 50 2.3697
2.3468 0.12 60 2.3255
2.262 0.14 70 2.2512
2.1646 0.16 80 2.1945
2.1558 0.18 90 2.1885
2.1934 0.2 100 2.1483
2.0855 0.22 110 2.1152
2.0844 0.24 120 2.0839
2.0647 0.26 130 2.0615
1.9665 0.28 140 2.0330
1.9761 0.3 150 2.0068
1.9428 0.32 160 1.9914
1.9351 0.34 170 1.9369
1.9366 0.36 180 1.9139
1.9548 0.38 190 1.8789
1.9625 0.4 200 1.8486
1.8584 0.42 210 1.8198
1.8857 0.44 220 1.8118
1.7574 0.46 230 1.7603
1.8114 0.48 240 1.7370
1.7303 0.5 250 1.7205
1.7535 0.52 260 1.7124
1.7775 0.54 270 1.7013
1.685 0.56 280 1.6612
1.5898 0.58 290 1.6578
1.7875 0.6 300 1.6458
1.628 0.62 310 1.6253
1.6186 0.64 320 1.6195
1.6899 0.66 330 1.6102
1.5908 0.68 340 1.5907
1.6514 0.7 350 1.6104
1.6027 0.72 360 1.5766
1.6319 0.74 370 1.5623
1.6103 0.76 380 1.5764
1.4518 0.78 390 1.5449
1.498 0.8 400 1.5345
1.5266 0.82 410 1.5413
1.5622 0.84 420 1.5229
1.4863 0.86 430 1.5208
1.5492 0.88 440 1.4996
1.5515 0.9 450 1.4857
1.4799 0.92 460 1.4935
1.4514 0.94 470 1.4745
1.5462 0.96 480 1.4784
1.6032 0.98 490 1.4911
1.7418 1.0 500 1.4733
1.4983 1.02 510 1.4646
1.5383 1.04 520 1.4442
1.3454 1.06 530 1.4332
1.3128 1.08 540 1.4261
1.5472 1.1 550 1.4232
1.252 1.12 560 1.3924
1.3538 1.14 570 1.3975
1.5448 1.16 580 1.3915
1.4016 1.18 590 1.4025
1.3041 1.2 600 1.3837
1.3857 1.22 610 1.3890
1.2923 1.24 620 1.3452
1.28 1.26 630 1.3492
1.4052 1.28 640 1.3254
1.3992 1.3 650 1.3670
1.5044 1.32 660 1.3153
1.2274 1.34 670 1.3142
1.2392 1.36 680 1.3150
1.365 1.38 690 1.2966
1.3024 1.4 700 1.2688
1.347 1.42 710 1.2874
1.3898 1.44 720 1.2543
1.4256 1.46 730 1.2397
1.2566 1.48 740 1.2430
1.2473 1.5 750 1.2135
1.1466 1.52 760 1.2171
1.3065 1.54 770 1.1897
1.3033 1.56 780 1.1646
1.1166 1.58 790 1.1723
1.0874 1.6 800 1.1511
1.017 1.62 810 1.1396
1.0437 1.64 820 1.1016
1.2206 1.66 830 1.0841
0.9738 1.68 840 1.0760
1.1351 1.7 850 1.0562
1.0697 1.72 860 1.0556
1.0296 1.74 870 1.0342
1.0904 1.76 880 1.0047
1.01 1.78 890 1.0184
0.951 1.8 900 0.9845
1.0111 1.82 910 0.9675
1.0824 1.84 920 0.9759
0.9745 1.86 930 0.9336
0.8632 1.88 940 0.9347
0.9959 1.9 950 0.9395
0.8906 1.92 960 0.8965
1.0552 1.94 970 0.8892
0.8387 1.96 980 0.8822
1.0068 1.98 990 0.8805
1.083 2.0 1000 0.8490
0.8407 2.02 1010 0.8457
0.7468 2.04 1020 0.8285
0.8421 2.06 1030 0.8055
0.8407 2.08 1040 0.8160
0.8126 2.1 1050 0.8266
0.7318 2.12 1060 0.8151
0.9142 2.14 1070 0.7876
0.6483 2.16 1080 0.7866
0.8092 2.18 1090 0.7818
0.8235 2.2 1100 0.7708
0.7062 2.22 1110 0.7693
0.7348 2.24 1120 0.7875
0.7507 2.26 1130 0.7567
0.7588 2.28 1140 0.7565
0.605 2.3 1150 0.7298
0.8721 2.32 1160 0.7254
0.6988 2.34 1170 0.7072
0.6294 2.36 1180 0.7082
0.7117 2.38 1190 0.7113
0.8558 2.4 1200 0.6991
0.6187 2.42 1210 0.6905
0.6791 2.44 1220 0.6875
0.5447 2.46 1230 0.6869
0.7299 2.48 1240 0.6777
0.5829 2.5 1250 0.6658
0.6435 2.52 1260 0.6603
0.7303 2.54 1270 0.6578
0.7244 2.56 1280 0.6594
0.6463 2.58 1290 0.6409
0.7766 2.6 1300 0.6417
0.6012 2.62 1310 0.6461
0.5974 2.64 1320 0.6365
0.556 2.66 1330 0.6301
0.6369 2.68 1340 0.6247
0.5699 2.7 1350 0.6163
0.624 2.72 1360 0.6138
0.6774 2.74 1370 0.6135
0.5553 2.76 1380 0.6076
0.604 2.78 1390 0.5938
0.6087 2.8 1400 0.5956
0.5935 2.82 1410 0.5933
0.6042 2.84 1420 0.5911
0.6425 2.86 1430 0.5844
0.6316 2.88 1440 0.5745
0.597 2.9 1450 0.5695
0.5754 2.92 1460 0.5704
0.5197 2.94 1470 0.5697
0.6256 2.96 1480 0.5596
0.5818 2.98 1490 0.5599
0.5464 3.01 1500 0.5565
0.4616 3.03 1510 0.5629
0.6482 3.05 1520 0.5529
0.5356 3.07 1530 0.5526
0.5688 3.09 1540 0.5528
0.6018 3.11 1550 0.5408
0.5794 3.13 1560 0.5371
0.5443 3.15 1570 0.5375
0.4435 3.17 1580 0.5345
0.5087 3.19 1590 0.5293
0.518 3.21 1600 0.5336
0.5914 3.23 1610 0.5316
0.5667 3.25 1620 0.5254
0.5218 3.27 1630 0.5207
0.4267 3.29 1640 0.5270
0.5839 3.31 1650 0.5199
0.5095 3.33 1660 0.5268
0.4616 3.35 1670 0.5192
0.5027 3.37 1680 0.5106
0.441 3.39 1690 0.5150
0.4416 3.41 1700 0.5156
0.4411 3.43 1710 0.5103
0.47 3.45 1720 0.5038
0.5079 3.47 1730 0.5048
0.3913 3.49 1740 0.5082
0.4977 3.51 1750 0.4976
0.5905 3.53 1760 0.4975
0.4362 3.55 1770 0.4962
0.4309 3.57 1780 0.5008
0.4477 3.59 1790 0.4988
0.4826 3.61 1800 0.4886
0.6181 3.63 1810 0.4885
0.4738 3.65 1820 0.4879
0.4932 3.67 1830 0.4818
0.4684 3.69 1840 0.4812
0.5484 3.71 1850 0.4767
0.5086 3.73 1860 0.4791
0.3548 3.75 1870 0.4793
0.5229 3.77 1880 0.4765
0.4578 3.79 1890 0.4704
0.5277 3.81 1900 0.4691
0.4683 3.83 1910 0.4649
0.448 3.85 1920 0.4684
0.3752 3.87 1930 0.4697
0.4631 3.89 1940 0.4678
0.4277 3.91 1950 0.4608
0.3646 3.93 1960 0.4609
0.5276 3.95 1970 0.4543
0.431 3.97 1980 0.4539
0.5465 3.99 1990 0.4550
0.4954 4.01 2000 0.4523
0.4886 4.03 2010 0.4499
0.4898 4.05 2020 0.4462
0.4072 4.07 2030 0.4479
0.4565 4.09 2040 0.4458
0.3739 4.11 2050 0.4475
0.4211 4.13 2060 0.4486
0.4048 4.15 2070 0.4393
0.5064 4.17 2080 0.4351
0.4652 4.19 2090 0.4379
0.4061 4.21 2100 0.4341
0.3784 4.23 2110 0.4390
0.4142 4.25 2120 0.4354
0.3625 4.27 2130 0.4415
0.3807 4.29 2140 0.4403
0.4154 4.31 2150 0.4308
0.4509 4.33 2160 0.4298
0.4254 4.35 2170 0.4239
0.4323 4.37 2180 0.4214
0.4359 4.39 2190 0.4291
0.3759 4.41 2200 0.4224
0.4534 4.43 2210 0.4225
0.4013 4.45 2220 0.4262
0.4331 4.47 2230 0.4214
0.4373 4.49 2240 0.4198
0.4975 4.51 2250 0.4236
0.423 4.53 2260 0.4189
0.4503 4.55 2270 0.4171
0.3796 4.57 2280 0.4172
0.4063 4.59 2290 0.4125
0.3841 4.61 2300 0.4119
0.2956 4.63 2310 0.4147
0.3486 4.65 2320 0.4246
0.3585 4.67 2330 0.4117
0.4496 4.69 2340 0.4091
0.399 4.71 2350 0.4049
0.3885 4.73 2360 0.4004
0.3728 4.75 2370 0.4003
0.2698 4.77 2380 0.4009
0.3799 4.79 2390 0.4003
0.4888 4.81 2400 0.3974
0.3795 4.83 2410 0.3995
0.4249 4.85 2420 0.3968
0.4635 4.87 2430 0.4001
0.4965 4.89 2440 0.3934
0.3745 4.91 2450 0.3987
0.3601 4.93 2460 0.3986
0.2878 4.95 2470 0.3941
0.4297 4.97 2480 0.3890
0.278 4.99 2490 0.3975
0.4509 5.01 2500 0.3907
0.3202 5.03 2510 0.3872
0.3047 5.05 2520 0.3956
0.2931 5.07 2530 0.3925
0.3487 5.09 2540 0.3910
0.2792 5.11 2550 0.3901
0.3446 5.13 2560 0.3873
0.3482 5.15 2570 0.3840
0.3464 5.17 2580 0.3835
0.3212 5.19 2590 0.3846
0.3847 5.21 2600 0.3819
0.3212 5.23 2610 0.3897
0.358 5.25 2620 0.3811
0.3471 5.27 2630 0.3805
0.3348 5.29 2640 0.3868
0.342 5.31 2650 0.3769
0.4504 5.33 2660 0.3774
0.2713 5.35 2670 0.3803
0.3848 5.37 2680 0.3776
0.354 5.39 2690 0.3758
0.3796 5.41 2700 0.3760
0.3654 5.43 2710 0.3737
0.3448 5.45 2720 0.3812
0.355 5.47 2730 0.3759
0.288 5.49 2740 0.3711
0.2991 5.51 2750 0.3691
0.3443 5.53 2760 0.3708
0.3374 5.55 2770 0.3659
0.4078 5.57 2780 0.3709
0.2967 5.59 2790 0.3683
0.3532 5.61 2800 0.3638
0.4123 5.63 2810 0.3642
0.3195 5.65 2820 0.3655
0.3161 5.67 2830 0.3599
0.4152 5.69 2840 0.3621
0.2802 5.71 2850 0.3648
0.2909 5.73 2860 0.3604
0.3105 5.75 2870 0.3604
0.3291 5.77 2880 0.3553
0.3916 5.79 2890 0.3603
0.3657 5.81 2900 0.3544
0.3745 5.83 2910 0.3559
0.3281 5.85 2920 0.3517
0.2892 5.87 2930 0.3551
0.4121 5.89 2940 0.3489
0.2908 5.91 2950 0.3532
0.3677 5.93 2960 0.3469
0.341 5.95 2970 0.3503
0.2319 5.97 2980 0.3497
0.2624 5.99 2990 0.3468
0.3324 6.01 3000 0.3480
0.2114 6.03 3010 0.3530
0.256 6.05 3020 0.3501
0.2716 6.07 3030 0.3490
0.2921 6.09 3040 0.3466
0.2924 6.11 3050 0.3531
0.3267 6.13 3060 0.3455
0.3488 6.15 3070 0.3428
0.301 6.17 3080 0.3455
0.2656 6.19 3090 0.3450
0.2377 6.21 3100 0.3474
0.2344 6.23 3110 0.3461
0.2816 6.25 3120 0.3489
0.2675 6.27 3130 0.3427
0.3315 6.29 3140 0.3393
0.335 6.31 3150 0.3406
0.2418 6.33 3160 0.3385
0.215 6.35 3170 0.3393
0.2279 6.37 3180 0.3427
0.2907 6.39 3190 0.3379
0.2184 6.41 3200 0.3438
0.3484 6.43 3210 0.3364
0.2327 6.45 3220 0.3406
0.2571 6.47 3230 0.3400
0.2864 6.49 3240 0.3367
0.2383 6.51 3250 0.3377
0.187 6.53 3260 0.3346
0.2453 6.55 3270 0.3349
0.296 6.57 3280 0.3339
0.2601 6.59 3290 0.3335
0.2927 6.61 3300 0.3340
0.2796 6.63 3310 0.3303
0.2393 6.65 3320 0.3351
0.2764 6.67 3330 0.3288
0.2547 6.69 3340 0.3327
0.3247 6.71 3350 0.3279
0.3217 6.73 3360 0.3283
0.2881 6.75 3370 0.3307
0.2897 6.77 3380 0.3281
0.3096 6.79 3390 0.3257
0.2463 6.81 3400 0.3244
0.2404 6.83 3410 0.3254
0.2907 6.85 3420 0.3227
0.2749 6.87 3430 0.3226
0.2262 6.89 3440 0.3226
0.2799 6.91 3450 0.3233
0.2764 6.93 3460 0.3198
0.2644 6.95 3470 0.3231
0.2733 6.97 3480 0.3188
0.2861 6.99 3490 0.3192
0.1757 7.01 3500 0.3243
0.2588 7.03 3510 0.3238
0.2132 7.05 3520 0.3207
0.2787 7.07 3530 0.3272
0.2786 7.09 3540 0.3229
0.2854 7.11 3550 0.3232
0.1982 7.13 3560 0.3237
0.2022 7.15 3570 0.3254
0.2592 7.17 3580 0.3258
0.2299 7.19 3590 0.3207
0.2054 7.21 3600 0.3197
0.208 7.23 3610 0.3216
0.2432 7.25 3620 0.3228
0.2452 7.27 3630 0.3181
0.264 7.29 3640 0.3238
0.2019 7.31 3650 0.3178
0.2299 7.33 3660 0.3218
0.2465 7.35 3670 0.3172
0.2466 7.37 3680 0.3167
0.2824 7.39 3690 0.3143
0.2314 7.41 3700 0.3143
0.2822 7.43 3710 0.3143
0.2254 7.45 3720 0.3139
0.2454 7.47 3730 0.3218
0.2656 7.49 3740 0.3116
0.2172 7.51 3750 0.3154
0.2408 7.53 3760 0.3127
0.1761 7.55 3770 0.3149
0.2232 7.57 3780 0.3114
0.2902 7.59 3790 0.3136
0.2485 7.61 3800 0.3146
0.1901 7.63 3810 0.3094
0.2962 7.65 3820 0.3120
0.2093 7.67 3830 0.3133
0.368 7.69 3840 0.3064
0.2849 7.71 3850 0.3091
0.1948 7.73 3860 0.3075
0.2241 7.75 3870 0.3078
0.1935 7.77 3880 0.3045
0.2045 7.79 3890 0.3065
0.159 7.81 3900 0.3082
0.1714 7.83 3910 0.3057
0.1984 7.85 3920 0.3059
0.2397 7.87 3930 0.3037
0.1884 7.89 3940 0.3054
0.2585 7.91 3950 0.3030
0.2476 7.93 3960 0.3058
0.2525 7.95 3970 0.3033
0.2001 7.97 3980 0.3062
0.1985 7.99 3990 0.3039
0.1984 8.02 4000 0.3139
0.2008 8.04 4010 0.3099
0.2159 8.06 4020 0.3085
0.2305 8.08 4030 0.3108
0.2007 8.1 4040 0.3050
0.2124 8.12 4050 0.3115
0.1435 8.14 4060 0.3084
0.1968 8.16 4070 0.3087
0.2507 8.18 4080 0.3084
0.1703 8.2 4090 0.3061
0.2511 8.22 4100 0.3106
0.1698 8.24 4110 0.3134
0.2518 8.26 4120 0.3101
0.1489 8.28 4130 0.3090
0.1759 8.3 4140 0.3098
0.1939 8.32 4150 0.3056
0.2168 8.34 4160 0.3106
0.2119 8.36 4170 0.3051
0.1793 8.38 4180 0.3056
0.2434 8.4 4190 0.3050
0.2601 8.42 4200 0.3065
0.1791 8.44 4210 0.3051
0.1404 8.46 4220 0.3058
0.222 8.48 4230 0.3059
0.1809 8.5 4240 0.3070
0.1745 8.52 4250 0.3066
0.2236 8.54 4260 0.3012
0.1965 8.56 4270 0.3037
0.1836 8.58 4280 0.3051
0.1912 8.6 4290 0.3017
0.2207 8.62 4300 0.3025
0.2481 8.64 4310 0.2997
0.1506 8.66 4320 0.3003
0.2216 8.68 4330 0.3035
0.1866 8.7 4340 0.3014
0.2025 8.72 4350 0.3035
0.1521 8.74 4360 0.2992
0.1598 8.76 4370 0.3034
0.185 8.78 4380 0.3017
0.2427 8.8 4390 0.2972
0.2343 8.82 4400 0.2979
0.1994 8.84 4410 0.2994
0.2671 8.86 4420 0.2986
0.1158 8.88 4430 0.2991
0.2127 8.9 4440 0.3000
0.1691 8.92 4450 0.2981
0.2103 8.94 4460 0.2979
0.1392 8.96 4470 0.2982
0.1712 8.98 4480 0.2943
0.2435 9.0 4490 0.2958
0.1715 9.02 4500 0.3055
0.1641 9.04 4510 0.3048
0.1529 9.06 4520 0.3029
0.1566 9.08 4530 0.3047
0.1382 9.1 4540 0.3027
0.1605 9.12 4550 0.3023
0.2167 9.14 4560 0.3055
0.1506 9.16 4570 0.3037
0.192 9.18 4580 0.3039
0.139 9.2 4590 0.3030
0.1974 9.22 4600 0.3038
0.167 9.24 4610 0.3037
0.2409 9.26 4620 0.3034
0.1494 9.28 4630 0.3048
0.1762 9.3 4640 0.3037
0.183 9.32 4650 0.3042
0.1773 9.34 4660 0.3043
0.1509 9.36 4670 0.3053
0.1994 9.38 4680 0.3045
0.1928 9.4 4690 0.3036
0.1158 9.42 4700 0.3038
0.1503 9.44 4710 0.3019
0.1556 9.46 4720 0.3029
0.1327 9.48 4730 0.3050
0.1772 9.5 4740 0.3057
0.1555 9.52 4750 0.3028
0.1363 9.54 4760 0.3014
0.139 9.56 4770 0.3010
0.1639 9.58 4780 0.3013
0.1669 9.6 4790 0.3015
0.144 9.62 4800 0.3023
0.1925 9.64 4810 0.3034
0.1615 9.66 4820 0.3025
0.1625 9.68 4830 0.3019
0.1355 9.7 4840 0.3023
0.1671 9.72 4850 0.3019
0.1447 9.74 4860 0.3021
0.1465 9.76 4870 0.3024
0.1794 9.78 4880 0.3021
0.156 9.8 4890 0.3011
0.1018 9.82 4900 0.3005
0.1403 9.84 4910 0.3011
0.1126 9.86 4920 0.3006
0.1595 9.88 4930 0.3007
0.1415 9.9 4940 0.3012
0.1651 9.92 4950 0.3015
0.1558 9.94 4960 0.3015
0.1734 9.96 4970 0.3014
0.1909 9.98 4980 0.3014
0.1246 10.0 4990 0.3014
Framework versions
  • Transformers 4.26.1
  • Pytorch 1.12.1+cu116
  • Datasets 2.10.0
  • Tokenizers 0.12.1

Runs of AI4PD lact on huggingface.co

11
Total runs
0
24-hour runs
0
3-day runs
-1
7-day runs
5
30-day runs

More Information About lact huggingface.co Model

lact huggingface.co

lact huggingface.co is an AI model on huggingface.co that provides lact's model effect (), which can be used instantly with this AI4PD lact model. huggingface.co supports a free trial of the lact model, and also provides paid use of the lact. Support call lact model through api, including Node.js, Python, http.

lact huggingface.co Url

https://huggingface.co/AI4PD/lact

AI4PD lact online free

lact huggingface.co is an online trial and call api platform, which integrates lact's modeling effects, including api services, and provides a free online trial of lact, you can try lact online for free by clicking the link below.

AI4PD lact online free url in huggingface.co:

https://huggingface.co/AI4PD/lact

lact install

lact is an open source model from GitHub that offers a free installation service, and any user can find lact on GitHub to install. At the same time, huggingface.co provides the effect of lact install, users can directly use lact installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

lact install url in huggingface.co:

https://huggingface.co/AI4PD/lact

Url of lact

lact huggingface.co Url

Provider of lact huggingface.co

AI4PD
ORGANIZATIONS
huggingface.co

Other API from AI4PD

 huggingface.co
AI4PD/ZymCTRL

Total runs: 1.5K
Run Growth: 0
Growth Rate: 0.00%
Updated:March 11 2025
huggingface.co
AI4PD/Mol2Pro-base

Total runs: 7
Run Growth: 2
Growth Rate: 28.57%
Updated:February 10 2026
huggingface.co
AI4PD/REXzyme

Total runs: 3
Run Growth: -3
Growth Rate: -100.00%
Updated:June 16 2025
huggingface.co
AI4PD/mol2pro

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:October 16 2023
huggingface.co
AI4PD/REXzyme_aa

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:January 19 2024
huggingface.co
AI4PD/ProtGPT2

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:May 23 2023