A co-designed parallel decoder and KV-pruned group prefill pipeline speeds up long video LLM inference by over 3x, from 69.7 to 20.0 seconds on a 30-minute input.
An image is worth 1/2 tokens after layer 2: Plug-and-play inference acceleration for large vision-language models
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QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
A co-designed parallel decoder and KV-pruned group prefill pipeline speeds up long video LLM inference by over 3x, from 69.7 to 20.0 seconds on a 30-minute input.