UTI_L3_150steps_1e7rate_05beta_CSFTDPO
This model is a fine-tuned version of tsavage68/UTI_L3_1000steps_1e5rate_SFT on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2407
- Rewards/chosen: 0.3257
- Rewards/rejected: -1.3197
- Rewards/accuracies: 0.9900
- Rewards/margins: 1.6454
- Logps/rejected: -65.8341
- Logps/chosen: -31.8276
- Logits/rejected: -1.3243
- Logits/chosen: -1.3092
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: 1e-07
- train_batch_size: 2
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 4
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- training_steps: 150
Training results
Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
---|---|---|---|---|---|---|---|---|---|---|---|
0.6936 | 0.3333 | 25 | 0.6887 | -0.0007 | -0.0109 | 0.5300 | 0.0102 | -63.2166 | -32.4804 | -1.3231 | -1.3079 |
0.6544 | 0.6667 | 50 | 0.6317 | 0.0212 | -0.1104 | 0.8500 | 0.1316 | -63.4155 | -32.4367 | -1.3229 | -1.3078 |
0.5537 | 1.0 | 75 | 0.5050 | 0.0832 | -0.3693 | 0.9400 | 0.4525 | -63.9333 | -32.3125 | -1.3234 | -1.3083 |
0.3404 | 1.3333 | 100 | 0.3397 | 0.1907 | -0.8797 | 0.9800 | 1.0704 | -64.9540 | -32.0976 | -1.3239 | -1.3089 |
0.2243 | 1.6667 | 125 | 0.2475 | 0.3167 | -1.2899 | 0.9900 | 1.6066 | -65.7744 | -31.8456 | -1.3242 | -1.3092 |
0.2382 | 2.0 | 150 | 0.2407 | 0.3257 | -1.3197 | 0.9900 | 1.6454 | -65.8341 | -31.8276 | -1.3243 | -1.3092 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.0.0+cu117
- Datasets 2.19.2
- Tokenizers 0.19.1
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Model tree for tsavage68/UTI_L3_150steps_1e7rate_05beta_CSFTDPO
Base model
meta-llama/Meta-Llama-3-8B-Instruct
Finetuned
tsavage68/UTI_L3_1000steps_1e5rate_SFT