llama2-7b-chat-dpo-full-hydrox-safe
This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0013
- Rewards/chosen: -0.0939
- Rewards/rejected: -28.6036
- Rewards/accuracies: 0.9992
- Rewards/margins: 28.5097
- Logps/rejected: -700.8997
- Logps/chosen: -219.0951
- Logits/rejected: -0.7196
- Logits/chosen: -0.6433
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: 5e-07
- train_batch_size: 8
- eval_batch_size: 4
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- total_train_batch_size: 64
- total_eval_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.6247 | 0.03 | 100 | 0.6155 | 0.0158 | -0.1451 | 0.8577 | 0.1608 | -416.3145 | -217.9982 | -0.2810 | -0.5546 |
| 0.3738 | 0.07 | 200 | 0.3507 | 0.1699 | -0.8998 | 0.9184 | 1.0697 | -423.8618 | -216.4572 | -0.3464 | -0.5597 |
| 0.2144 | 0.1 | 300 | 0.2152 | 0.3547 | -1.8023 | 0.9394 | 2.1570 | -432.8871 | -214.6091 | -0.3537 | -0.5335 |
| 0.1567 | 0.14 | 400 | 0.1458 | 0.4781 | -2.9967 | 0.9554 | 3.4748 | -444.8309 | -213.3745 | -0.3343 | -0.4947 |
| 0.1121 | 0.17 | 500 | 0.1250 | 0.5327 | -4.1425 | 0.9689 | 4.6752 | -456.2888 | -212.8291 | -0.3020 | -0.4604 |
| 0.1003 | 0.2 | 600 | 0.0926 | 0.3744 | -5.4423 | 0.9697 | 5.8167 | -469.2868 | -214.4121 | -0.3227 | -0.4643 |
| 0.0602 | 0.24 | 700 | 0.0769 | 0.3722 | -6.6327 | 0.9739 | 7.0049 | -481.1906 | -214.4338 | -0.3134 | -0.4460 |
| 0.0584 | 0.27 | 800 | 0.0638 | 0.4037 | -7.6613 | 0.9806 | 8.0650 | -491.4773 | -214.1189 | -0.2857 | -0.4235 |
| 0.0555 | 0.31 | 900 | 0.0557 | 0.4281 | -8.2327 | 0.9848 | 8.6608 | -497.1909 | -213.8745 | -0.2914 | -0.4270 |
| 0.0471 | 0.34 | 1000 | 0.0472 | 0.4046 | -9.7769 | 0.9891 | 10.1814 | -512.6325 | -214.1102 | -0.3491 | -0.4740 |
| 0.0673 | 0.37 | 1100 | 0.0383 | 0.3282 | -11.0251 | 0.9949 | 11.3534 | -525.1152 | -214.8733 | -0.3772 | -0.4955 |
| 0.031 | 0.41 | 1200 | 0.0325 | 0.1923 | -11.8461 | 0.9958 | 12.0384 | -533.3251 | -216.2326 | -0.4115 | -0.5142 |
| 0.0242 | 0.44 | 1300 | 0.0275 | 0.2059 | -12.9425 | 0.9966 | 13.1485 | -544.2894 | -216.0965 | -0.4212 | -0.5150 |
| 0.0143 | 0.48 | 1400 | 0.0215 | 0.0180 | -11.9692 | 0.9958 | 11.9872 | -534.5560 | -217.9758 | -0.5405 | -0.5538 |
| 0.0157 | 0.51 | 1500 | 0.0181 | -0.3479 | -14.0856 | 0.9958 | 13.7377 | -555.7203 | -221.6349 | -0.5292 | -0.5576 |
| 0.0155 | 0.54 | 1600 | 0.0286 | -0.2238 | -13.8665 | 0.9958 | 13.6427 | -553.5294 | -220.3942 | -0.4943 | -0.5256 |
| 0.0148 | 0.58 | 1700 | 0.0251 | -0.2352 | -15.8803 | 0.9975 | 15.6451 | -573.6669 | -220.5081 | -0.4799 | -0.5212 |
| 0.0094 | 0.61 | 1800 | 0.0163 | -0.1817 | -16.7316 | 0.9975 | 16.5499 | -582.1795 | -219.9725 | -0.4976 | -0.5385 |
| 0.0112 | 0.65 | 1900 | 0.0159 | -0.3917 | -18.6440 | 0.9949 | 18.2523 | -601.3036 | -222.0726 | -0.5874 | -0.6174 |
| 0.007 | 0.68 | 2000 | 0.0106 | -0.1240 | -16.5280 | 0.9975 | 16.4040 | -580.1437 | -219.3957 | -0.5555 | -0.5702 |
| 0.0083 | 0.71 | 2100 | 0.0167 | -0.3388 | -18.5238 | 0.9975 | 18.1849 | -600.1016 | -221.5440 | -0.5802 | -0.5848 |
| 0.0058 | 0.75 | 2200 | 0.0166 | 0.1875 | -16.4876 | 0.9975 | 16.6751 | -579.7398 | -216.2812 | -0.5300 | -0.5517 |
| 0.0031 | 0.78 | 2300 | 0.0167 | -0.4853 | -19.1077 | 0.9966 | 18.6224 | -605.9405 | -223.0087 | -0.5945 | -0.5932 |
| 0.0041 | 0.82 | 2400 | 0.0148 | -0.1266 | -19.3544 | 0.9983 | 19.2278 | -608.4083 | -219.4222 | -0.5528 | -0.5695 |
| 0.0129 | 0.85 | 2500 | 0.0277 | -0.6526 | -21.0389 | 0.9983 | 20.3863 | -625.2532 | -224.6820 | -0.6317 | -0.6223 |
| 0.0169 | 0.88 | 2600 | 0.0158 | -0.6507 | -22.0352 | 0.9983 | 21.3845 | -635.2158 | -224.6625 | -0.6147 | -0.6148 |
| 0.005 | 0.92 | 2700 | 0.0148 | -0.7455 | -22.5637 | 0.9983 | 21.8181 | -640.5008 | -225.6113 | -0.6401 | -0.6379 |
| 0.0075 | 0.95 | 2800 | 0.0429 | -0.6179 | -21.7587 | 0.9983 | 21.1408 | -632.4512 | -224.3349 | -0.6580 | -0.6338 |
| 0.0053 | 0.99 | 2900 | 0.0452 | -0.3093 | -21.3611 | 0.9983 | 21.0518 | -628.4748 | -221.2488 | -0.6473 | -0.6362 |
| 0.0033 | 1.02 | 3000 | 0.0399 | -0.4299 | -20.6185 | 0.9992 | 20.1886 | -621.0488 | -222.4544 | -0.6812 | -0.6500 |
| 0.1239 | 1.05 | 3100 | 0.0098 | -0.4156 | -21.6528 | 0.9992 | 21.2371 | -631.3915 | -222.3120 | -0.6612 | -0.6328 |
| 0.0029 | 1.09 | 3200 | 0.0041 | -0.4823 | -24.1370 | 0.9992 | 23.6547 | -656.2342 | -222.9791 | -0.6460 | -0.6310 |
| 0.0015 | 1.12 | 3300 | 0.0037 | -0.6250 | -25.4442 | 0.9975 | 24.8192 | -669.3063 | -224.4059 | -0.6623 | -0.6482 |
| 0.002 | 1.16 | 3400 | 0.0039 | -0.1881 | -23.5637 | 0.9983 | 23.3756 | -650.5010 | -220.0367 | -0.6331 | -0.6142 |
| 0.0027 | 1.19 | 3500 | 0.0039 | -0.3251 | -24.0619 | 0.9992 | 23.7368 | -655.4830 | -221.4067 | -0.6644 | -0.6402 |
| 0.0015 | 1.22 | 3600 | 0.0031 | -0.4337 | -26.8013 | 0.9983 | 26.3676 | -682.8770 | -222.4931 | -0.6421 | -0.6330 |
| 0.0067 | 1.26 | 3700 | 0.0030 | -0.1107 | -22.8513 | 0.9992 | 22.7406 | -643.3767 | -219.2624 | -0.6412 | -0.6162 |
| 0.002 | 1.29 | 3800 | 0.0029 | -0.4330 | -24.7254 | 0.9992 | 24.2925 | -662.1182 | -222.4855 | -0.6750 | -0.6447 |
| 0.004 | 1.33 | 3900 | 0.0026 | -0.5258 | -25.6407 | 0.9992 | 25.1150 | -671.2714 | -223.4133 | -0.6613 | -0.6319 |
| 0.0032 | 1.36 | 4000 | 0.0025 | -0.8592 | -27.4389 | 0.9975 | 26.5797 | -689.2528 | -226.7478 | -0.6796 | -0.6569 |
| 0.0293 | 1.39 | 4100 | 0.0032 | -0.6286 | -26.4388 | 0.9992 | 25.8102 | -679.2518 | -224.4421 | -0.6657 | -0.6341 |
| 0.002 | 1.43 | 4200 | 0.0026 | -0.6449 | -26.1156 | 0.9992 | 25.4707 | -676.0200 | -224.6045 | -0.6907 | -0.6546 |
| 0.0007 | 1.46 | 4300 | 0.0026 | -0.4135 | -25.3743 | 0.9992 | 24.9609 | -668.6074 | -222.2907 | -0.6704 | -0.6348 |
| 0.001 | 1.5 | 4400 | 0.0025 | -0.1706 | -25.4135 | 0.9992 | 25.2428 | -668.9984 | -219.8623 | -0.6670 | -0.6312 |
| 0.0018 | 1.53 | 4500 | 0.0026 | -0.3368 | -23.9768 | 0.9992 | 23.6400 | -654.6318 | -221.5240 | -0.6866 | -0.6345 |
| 0.0035 | 1.56 | 4600 | 0.0025 | 0.0146 | -23.9455 | 0.9992 | 23.9602 | -654.3195 | -218.0095 | -0.6725 | -0.6253 |
| 0.003 | 1.6 | 4700 | 0.0024 | 0.0616 | -23.3292 | 0.9992 | 23.3908 | -648.1558 | -217.5395 | -0.6644 | -0.6168 |
| 0.0028 | 1.63 | 4800 | 0.0026 | -0.5134 | -26.9070 | 0.9992 | 26.3937 | -683.9343 | -223.2894 | -0.7161 | -0.6634 |
| 0.0047 | 1.67 | 4900 | 0.0025 | -0.0916 | -24.8206 | 0.9992 | 24.7290 | -663.0701 | -219.0718 | -0.6444 | -0.6038 |
| 0.0003 | 1.7 | 5000 | 0.0025 | 0.1584 | -23.8425 | 0.9992 | 24.0009 | -653.2887 | -216.5716 | -0.6169 | -0.5785 |
| 0.0074 | 1.73 | 5100 | 0.0026 | 0.4581 | -22.1966 | 0.9992 | 22.6546 | -636.8298 | -213.5752 | -0.6477 | -0.5976 |
| 0.002 | 1.77 | 5200 | 0.0023 | 0.1663 | -23.7774 | 0.9983 | 23.9437 | -652.6381 | -216.4931 | -0.6778 | -0.6312 |
| 0.0005 | 1.8 | 5300 | 0.0021 | 0.0885 | -24.4639 | 0.9983 | 24.5525 | -659.5032 | -217.2705 | -0.6907 | -0.6445 |
| 0.0009 | 1.84 | 5400 | 0.0020 | 0.3259 | -23.8153 | 0.9983 | 24.1412 | -653.0168 | -214.8967 | -0.6674 | -0.6177 |
| 0.0004 | 1.87 | 5500 | 0.0027 | 0.0547 | -25.4516 | 0.9992 | 25.5063 | -669.3798 | -217.6091 | -0.7239 | -0.6630 |
| 0.0078 | 1.9 | 5600 | 0.0027 | -0.2841 | -27.2416 | 0.9992 | 26.9575 | -687.2796 | -220.9968 | -0.7328 | -0.6718 |
| 0.0053 | 1.94 | 5700 | 0.0031 | 0.3394 | -23.3205 | 0.9992 | 23.6599 | -648.0685 | -214.7619 | -0.7018 | -0.6326 |
| 0.0028 | 1.97 | 5800 | 0.0022 | 0.3456 | -23.6389 | 0.9992 | 23.9845 | -651.2528 | -214.7000 | -0.6865 | -0.6247 |
| 0.0003 | 2.01 | 5900 | 0.0022 | 0.0137 | -25.1376 | 0.9992 | 25.1513 | -666.2399 | -218.0188 | -0.7179 | -0.6544 |
| 0.0003 | 2.04 | 6000 | 0.0022 | -0.0273 | -25.5899 | 0.9992 | 25.5627 | -670.7634 | -218.4287 | -0.7175 | -0.6559 |
| 0.0005 | 2.07 | 6100 | 0.0021 | -0.0506 | -26.3022 | 0.9992 | 26.2516 | -677.8860 | -218.6621 | -0.7035 | -0.6425 |
| 0.0033 | 2.11 | 6200 | 0.0020 | -0.1977 | -27.1231 | 0.9992 | 26.9254 | -686.0947 | -220.1329 | -0.6936 | -0.6406 |
| 0.0048 | 2.14 | 6300 | 0.0018 | 0.1836 | -25.2467 | 0.9992 | 25.4303 | -667.3306 | -216.3201 | -0.6888 | -0.6298 |
| 0.0007 | 2.18 | 6400 | 0.0018 | -0.0446 | -26.3563 | 0.9992 | 26.3117 | -678.4270 | -218.6022 | -0.7075 | -0.6494 |
| 0.0003 | 2.21 | 6500 | 0.0018 | -0.1020 | -27.0392 | 0.9992 | 26.9372 | -685.2560 | -219.1755 | -0.7007 | -0.6418 |
| 0.0013 | 2.24 | 6600 | 0.0017 | -0.0434 | -26.1507 | 0.9992 | 26.1073 | -676.3707 | -218.5897 | -0.7076 | -0.6401 |
| 0.0002 | 2.28 | 6700 | 0.0018 | 0.1488 | -25.4695 | 0.9992 | 25.6182 | -669.5585 | -216.6682 | -0.6911 | -0.6184 |
| 0.0003 | 2.31 | 6800 | 0.0018 | -0.0762 | -26.7830 | 0.9992 | 26.7068 | -682.6938 | -218.9181 | -0.7238 | -0.6530 |
| 0.0095 | 2.35 | 6900 | 0.0018 | -0.2520 | -27.9261 | 0.9992 | 27.6741 | -694.1253 | -220.6760 | -0.7267 | -0.6572 |
| 0.0012 | 2.38 | 7000 | 0.0017 | -0.1979 | -27.7144 | 0.9992 | 27.5165 | -692.0080 | -220.1350 | -0.7207 | -0.6516 |
| 0.0004 | 2.41 | 7100 | 0.0017 | -0.2063 | -28.2831 | 0.9992 | 28.0768 | -697.6947 | -220.2186 | -0.7147 | -0.6448 |
| 0.0002 | 2.45 | 7200 | 0.0017 | -0.2423 | -28.5426 | 0.9992 | 28.3004 | -700.2905 | -220.5785 | -0.7291 | -0.6572 |
| 0.0049 | 2.48 | 7300 | 0.0017 | -0.0938 | -27.3084 | 0.9992 | 27.2146 | -687.9479 | -219.0937 | -0.7313 | -0.6487 |
| 0.0024 | 2.52 | 7400 | 0.0016 | -0.0596 | -27.3730 | 0.9992 | 27.3134 | -688.5939 | -218.7520 | -0.7289 | -0.6467 |
| 0.0013 | 2.55 | 7500 | 0.0016 | 0.0102 | -27.3445 | 0.9992 | 27.3547 | -688.3093 | -218.0539 | -0.7271 | -0.6462 |
| 0.0014 | 2.58 | 7600 | 0.0016 | -0.1696 | -28.7332 | 0.9992 | 28.5636 | -702.1956 | -219.8516 | -0.7393 | -0.6604 |
| 0.0002 | 2.62 | 7700 | 0.0015 | -0.1083 | -28.2952 | 0.9992 | 28.1869 | -697.8158 | -219.2384 | -0.7264 | -0.6502 |
| 0.0001 | 2.65 | 7800 | 0.0015 | -0.0892 | -28.2958 | 0.9992 | 28.2066 | -697.8219 | -219.0480 | -0.7246 | -0.6479 |
| 0.0025 | 2.69 | 7900 | 0.0015 | -0.1066 | -28.4335 | 0.9992 | 28.3270 | -699.1990 | -219.2214 | -0.7196 | -0.6447 |
| 0.0002 | 2.72 | 8000 | 0.0015 | -0.1453 | -28.8184 | 0.9992 | 28.6731 | -703.0482 | -219.6090 | -0.7264 | -0.6518 |
| 0.0002 | 2.75 | 8100 | 0.0015 | -0.1058 | -28.6632 | 0.9992 | 28.5575 | -701.4964 | -219.2135 | -0.7190 | -0.6438 |
| 0.0003 | 2.79 | 8200 | 0.0015 | -0.1407 | -28.8865 | 0.9992 | 28.7459 | -703.7291 | -219.5624 | -0.7227 | -0.6488 |
| 0.0002 | 2.82 | 8300 | 0.0014 | -0.1528 | -28.9232 | 0.9992 | 28.7704 | -704.0963 | -219.6839 | -0.7272 | -0.6534 |
| 0.0001 | 2.86 | 8400 | 0.0013 | -0.1196 | -28.7573 | 0.9992 | 28.6377 | -702.4371 | -219.3522 | -0.7244 | -0.6492 |
| 0.0003 | 2.89 | 8500 | 0.0013 | -0.1542 | -28.9522 | 0.9992 | 28.7980 | -704.3861 | -219.6977 | -0.7276 | -0.6518 |
| 0.0016 | 2.92 | 8600 | 0.0013 | -0.0885 | -28.6082 | 0.9992 | 28.5197 | -700.9456 | -219.0408 | -0.7181 | -0.6426 |
| 0.0014 | 2.96 | 8700 | 0.0013 | -0.0904 | -28.5887 | 0.9992 | 28.4983 | -700.7510 | -219.0594 | -0.7190 | -0.6429 |
| 0.0005 | 2.99 | 8800 | 0.0013 | -0.0898 | -28.5857 | 0.9992 | 28.4959 | -700.7208 | -219.0538 | -0.7194 | -0.6430 |
Framework versions
- Transformers 4.35.0
- Pytorch 2.1.1+cu121
- Datasets 2.14.6
- Tokenizers 0.14.1
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