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如何减少DiffSynth-Engine运行时的显存占用?

2025-08-28 1.2 K

低显存优化方案详解

DiffSynth-Engine提供了三种降低显存需求的方法:

  • CPU offload技术:在FLUX模型代码中设置offload_mode="sequential_cpu_offload"可将23GB显存需求降至4GB
  • 量化模式选择:支持FP8/INT8等量化精度,如q8_0(7-12GB)或q4_k_s(更低)
  • parameterization:降低分辨率(width/height)、减少num_inference_steps等

具体操作示例:修改FLUX管道的初始化参数即可生效:

pipe = FluxImagePipeline.from_pretrained(config, offload_mode="sequential_cpu_offload", quant="q4_k_s").eval()

需注意:低显存模式会延长20-50%生成时间,建议根据任务平衡速度和质量。

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