Llama-3-8b-rlhf-100k

Llama-3 8B RLHF checkpoint trained by OpenRLHF

Using the models and datasets:

• Base SFT model: https://huggingface.co/OpenLLMAI/Llama-3-8b-sft-mixture
• Reward model: https://huggingface.co/OpenLLMAI/Llama-3-8b-rm-mixture
• Prompt dataset: https://huggingface.co/datasets/OpenLLMAI/prompt-collection-v0.1

Training Hyperparameters

Actor Learning Rate: 5e-7
Critic Learning Rate: 9e-6
Learning Rate Scheduler: Cosine with 0.03 Warmup
PPO epoch: 1
Training Batch Size: 128
Experience Buffer Size: 1024
Reward Normalization: True
Max Prompt Length: 2048
Max Response Length: 2048
Max Samples: 100k (To save GPU resources)
Number of Samples per Prompt: 1

Evaluation

Chat-Arena-Hard
-------------------------------------------
llama-3-8b-sft                 | score: 5.6   
llama-3-8b-rlhf-100k           | score: 20.5

Training logs

<img src="https://cdn-uploads.huggingface.co/production/uploads/63f6c04ac96958470d1e9043/iqwD8jBAX1vhu0PT0ycy8.png" width="800px">