AA_preference_cocour_new_step10_0_70
This model is a fine-tuned version of llava-hf/llava-v1.6-mistral-7b-hf on the AA_preference_cocour_new_step10_0_70 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5221
- Rewards/chosen: 0.8511
- Rewards/rejected: -1.7632
- Rewards/accuracies: 0.7827
- Rewards/margins: 2.6143
- Logps/rejected: -233.5941
- Logps/chosen: -246.8883
- Logits/rejected: -2.2402
- Logits/chosen: -2.2674
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-06
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- gradient_accumulation_steps: 4
- total_train_batch_size: 256
- total_eval_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 10
- num_epochs: 3.0
Training results
Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
---|---|---|---|---|---|---|---|---|---|---|---|
0.5857 | 0.5348 | 50 | 0.5588 | 0.8626 | -0.4673 | 0.7202 | 1.3299 | -220.6345 | -246.7726 | -2.3950 | -2.4070 |
0.2515 | 1.0695 | 100 | 0.5002 | 1.1633 | -0.7568 | 0.7827 | 1.9201 | -223.5298 | -243.7656 | -2.3802 | -2.3927 |
0.2749 | 1.6043 | 150 | 0.5163 | 0.8806 | -1.4497 | 0.7738 | 2.3303 | -230.4583 | -246.5927 | -2.4269 | -2.4377 |
0.148 | 2.1390 | 200 | 0.5244 | 1.0476 | -1.4591 | 0.7887 | 2.5067 | -230.5529 | -244.9229 | -2.2151 | -2.2425 |
0.1437 | 2.6738 | 250 | 0.5224 | 0.8628 | -1.7441 | 0.7798 | 2.6069 | -233.4026 | -246.7709 | -2.2343 | -2.2617 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.20.3
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Base model
llava-hf/llava-v1.6-mistral-7b-hf