LISA+SamGIS adapted to HuggingFace ZeroGPU hardware

王林
Release: 2024-08-15 06:41:41
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LISA+SamGIS adattato ad hardware HuggingFace ZeroGPU

LISA+SamGIS adapted to HuggingFace ZeroGPU hardware

For a basic understanding of my project, see this and this page.

Today I'm writing about my new demo using ZeroGPU hardware. Please note that ZeroGPU Spaces is currently in beta. PRO users or Enterprise organizations can create their own ZeroGPU spaces in their name. You also need to pay every month to maintain the right to use the ZeroGPU hardware.

  • I initially encountered problems caused by using the spaces.GPU decorator on an inappropriate function that took too long to execute, causing timeouts. Fixed by debugging to use the decorator only on functions that actually required its use.
  • Frontend custom: I don't really like svelte (the js library chosen by the Gradio team) but above all I already have a well-established project written in vuejs and vite that I want to reuse. Solved by installing the Debian nodejs 18 package and then installing the dependencies and building the nodejs project directly from within the app.py file using subpropcess.run().

Note that I'm using a 48 hour timeout period before pausing my space. Any subsequent interactions may take some time for the space to restart.

Last, but not least, the demo page is online here (Gradio interface) and here (my custom SPA page).

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source:dev.to
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