| | --- |
| | library_name: transformers |
| | license: gemma |
| | base_model: google/gemma-2-9b-it |
| | tags: |
| | - llama-factory |
| | - full |
| | - trl |
| | - dpo |
| | - llama-factory |
| | - generated_from_trainer |
| | model-index: |
| | - name: gemma-oh-preferences |
| | results: [] |
| | --- |
| | |
| | <!-- This model card has been generated automatically according to the information the Trainer had access to. You |
| | should probably proofread and complete it, then remove this comment. --> |
| |
|
| | # gemma-oh-preferences |
| |
|
| | This model is a fine-tuned version of [google/gemma-2-9b-it](https://huggingface.co/google/gemma-2-9b-it) on the cdc0b2d9-493b-4cb1-87e8-8fb1e3f4b247 dataset. |
| | It achieves the following results on the evaluation set: |
| | - Loss: 3.9424 |
| | - Rewards/chosen: -46.0706 |
| | - Rewards/rejected: -47.7080 |
| | - Rewards/accuracies: 0.6460 |
| | - Rewards/margins: 1.6374 |
| | - Logps/rejected: -4.7708 |
| | - Logps/chosen: -4.6071 |
| | - Logits/rejected: 14.6998 |
| | - Logits/chosen: 14.4715 |
| |
|
| | ## 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-07 |
| | - train_batch_size: 2 |
| | - eval_batch_size: 2 |
| | - seed: 42 |
| | - distributed_type: multi-GPU |
| | - num_devices: 32 |
| | - gradient_accumulation_steps: 2 |
| | - total_train_batch_size: 128 |
| | - total_eval_batch_size: 64 |
| | - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
| | - lr_scheduler_type: cosine |
| | - lr_scheduler_warmup_ratio: 0.1 |
| | - num_epochs: 1.0 |
| | |
| | ### Training results |
| | |
| | | Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen | |
| | |:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:| |
| | | 3.9729 | 1.0 | 7344 | 3.9424 | -46.0706 | -47.7080 | 0.6460 | 1.6374 | -4.7708 | -4.6071 | 14.6998 | 14.4715 | |
| | |
| | |
| | ### Framework versions |
| | |
| | - Transformers 4.45.2 |
| | - Pytorch 2.3.0 |
| | - Datasets 2.21.0 |
| | - Tokenizers 0.20.2 |
| | |
