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by junrushao1994 980 days ago
Machine Learning Compilation (MLC) now supports compiling LLMs to multiple GPUs.

For Llama2-70B, it runs 4-bit quantized Llama2-70B at:

- 34.5 tok/sec on two NVIDIA RTX 4090 at $3k

- 29.9 tok/sec on two AMD Radeon 7900XTX at $2k

- Also it is scales well with 8 A10G/A100 GPUs in our experiment.

Details:

- Blog post: https://blog.mlc.ai/2023/10/19/Scalable-Language-Model-Infer...

- Project: https://github.com/mlc-ai/mlc-llm