tinyllama-1.1b-chat-v1.0-hh-dpo
This model is a fine-tuned version of TinyLlama/TinyLlama-1.1B-Chat-v1.0 on the HuggingFaceH4/hh-rlhf-h4 dataset. It achieves the following results on the evaluation set:
- Loss: 0.6732
- Rewards/chosen: -0.5129
- Rewards/rejected: -0.5655
- Rewards/accuracies: 0.5578
- Rewards/margins: 0.0526
- Logps/rejected: -214.5289
- Logps/chosen: -211.9843
- Logits/rejected: -2.4006
- Logits/chosen: -2.4020
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: 16
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- gradient_accumulation_steps: 8
- total_train_batch_size: 512
- 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
Training results
Framework versions
- Transformers 4.44.1
- Pytorch 2.1.2+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for NicholasCorrado/tinyllama-1.1b-chat-v1.0-hh-dpo
Base model
TinyLlama/TinyLlama-1.1B-Chat-v1.0