--- license: apache-2.0 base_model: alignment-handbook/zephyr-7b-sft-full tags: - trl - dpo - generated_from_trainer model-index: - name: IKEA-7b-UC-0 results: [] --- # IKEA-7b-UC-0 This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.0241 - Rewards/chosen: -1.3913 - Rewards/rejected: -26.2733 - Rewards/accuracies: 0.9940 - Rewards/margins: 24.8821 - Logps/rejected: -348.4335 - Logps/chosen: -162.1273 - Logits/rejected: -2.3713 - Logits/chosen: -2.5987 ## 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: 4 - eval_batch_size: 8 - seed: 42 - distributed_type: multi-GPU - num_devices: 4 - total_train_batch_size: 16 - 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: 2 ### Training results | Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen | |:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:| | 0.0268 | 0.72 | 500 | 0.0314 | -0.9700 | -9.7922 | 0.9960 | 8.8222 | -183.6220 | -157.9143 | -2.2332 | -2.4086 | | 0.0022 | 1.44 | 1000 | 0.0229 | -1.6108 | -24.5526 | 0.9960 | 22.9418 | -331.2263 | -164.3232 | -2.4361 | -2.6330 | ### Framework versions - Transformers 4.36.1 - Pytorch 2.0.1+cu117 - Datasets 2.16.1 - Tokenizers 0.15.0