A user on the r/LocalLLaMA subreddit has successfully optimized the GLM 5.1 model for local deployment, achieving impressive performance metrics. By applying specific patches to the sglang inference software and utilizing four RTX 6000 Pro GPUs, they reported a throughput of 40 tokens per second and over 2000 tokens per second for prefilled contexts. The user noted that the current inference software is not fully optimized for these cards, suggesting further performance gains are possible. AI
IMPACT Demonstrates potential for high-throughput local LLM inference with optimized hardware and software configurations.
RANK_REASON User-reported performance optimization of an open-source model on specific hardware.
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