Advancing the Accuracy-Efficiency Frontier with Llama-3.1-Nemotron-51B

Originally published at: https://developer.nvidia.com/blog/advancing-the-accuracy-efficiency-frontier-with-llama-3-1-nemotron-51b/

Today, NVIDIA released a unique language model that delivers an unmatched accuracy-efficiency performance. Llama 3.1-Nemotron-51B, derived from Meta’s Llama-3.1-70B, uses a novel Neural Architecture Search (NAS) approach that results in a highly accurate and efficient model. The model fits on a single NVIDIA H100 GPU at high workloads, making it much more accessible and affordable.…

Looks like something is missing on the huggingface repo. This is what running it with VLLM does:

 AttributeError: 'DeciLMConfig' object has no attribute 'num_key_value_heads_per_layer'

And with lmsys’ model_worker from fastchat, the output is basically garbage:

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