To significantly improve the generation speed, you can optimize it in the following ways:
- Enabling GPU Acceleration: Add after installing NVIDIA Container Toolkit
--gpus=allParameters, 2-3 times faster - Choosing a lightweight model: Use
OLLAMA_MODEL=llama3.2:3bIsosceles models balance speed and mass - Preloaded resourcesThe following is an example of how to do this with Docker's
-vParameters to mount commonly used templates and libraries - Multi-file batch processingUpload multiple PDF/DOCX files at the same time and the system will automatically extract key content and generate structured slides.
For marketing departments that require high-frequency presentation generation, it is recommended to configure a dedicated GPU server and create a cache directory of frequently used materials.
This answer comes from the articlePresenton: open source AI automatic presentation generation toolThe
May not be reproduced without permission:AI productivity tools " How to improve the efficiency of presentation generation
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