5x Speedup for Local Video Generation: WanGP Optimizes Wan2.1

cocktailpeanut · x · 2026-08-11

A tweet highlights breakthroughs in the local deployment and optimization of the popular open-source video generation model Wan2.1.

Thanks to the optimization work by developer @deepbeepmeep on WanGP, specifically the introduction of "Step-skipping" technology, video generation efficiency has massively improved. Generating an 8-second 480p video on an RTX 4070 (12GB VRAM) now takes only 3.53 minutes, down from 18.23 minutes—a 5x speedup. Users can easily try this via a 1-click launcher on Pinokio, which also exposes APIs for all installed apps for advanced usage.

Related event: WanGP Major Update Boosts Local Video Generation Speed by Up to 5x(4 posts)→

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