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如何实现使用FramePack在低显存设备上生成长视频?

2025-08-24 1.1 K

FramePack低显存视频生成方案

FramePack通过创新的下一帧预测神经网路架构实现了显存需求的优化,以下是具体操作步骤:

  • Hardware preparation:确认您的GPU为NVIDIA RTX 30XX/40XX/50XX系列,显存至少6GB
  • 系统优化:安装最新GPU驱动和CUDA 12.6环境,确保支持fp16/bf16计算
  • 运行调整:默认配置已优化显存使用,但可进一步通过减少批量大小(设置batch_size=1)降低显存消耗
  • 视频分段:将长视频分为多个1分钟片段生成后拼接,避免连续生成导致的显存积累

关键技术原理:FramePack通过将输入帧压缩到固定长度缓存,使上下文记忆不随视频长度增加而扩大,从而保持约5.8GB的恒定显存占用。

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