FramePack offers significant advantages in four dimensions:
| comparison dimension | FramePack | traditional model |
|---|---|---|
| RAM efficiency | 6GB generates 60 seconds of video | Usually requires 24GB+ |
| Generation length | Theoretically unlimited at 1,000 frames | Usually limited to 4-8 seconds |
| Deployment costs | Consumer GPUs available | Requires professional graphics card |
| Generation speed | 1.5 sec/frame (teacache) | 3-5 seconds/frame |
The technological breakthrough lies in the adoption ofTiming Decoupling ArchitectureIn addition, the stream of contextual information is compressed by a neural network, so that only a limited amount of historical frame data has to be processed during the generation of each frame. Measurements show that when generating a 30-second video, the video memory footprint remains at around 5.8GB.
This answer comes from the articleFramePack: 6G low graphics memory fast raw long video open source projectThe































