Write a function to reduce VRAM usage during diffusion-based image synthesis

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Can i know Write a function to reduce VRAM usage during diffusion-based image synthesis.
5 days ago in Generative AI by Ashutosh
• 29,450 points
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1 answer to this question.

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To reduce VRAM usage during diffusion-based image synthesis, you can use gradient checkpointing.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

  • Gradient Checkpointing: Saves memory by recomputing gradients during the backward pass.

  • Model Optimization: Reduces memory footprint during forward and backward passes.

Hence, this method allows for efficient memory usage without compromising model performance.

answered 5 days ago by timi

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