AI BriefingFine-Tuning Stable Diffusion on Intel CPU
Key point
This introduces a method for fine-tuning Stable Diffusion models by leveraging the AMX accelerator in Intel Sapphire Rapids CPUs.
Details
Previously, fine-tuning diffusion models such as Stable Diffusion was mainly possible only on GPU infrastructure, but this can now be achieved through the latest CPU technology.
Intel Advanced Matrix Extensions (AMX), built into Intel Sapphire Rapids processors, serves as a key hardware accelerator for speeding up deep learning workloads.
This guide covers the process of fine-tuning a model using just 5 example images with the textual inversion technique. It presents a way to build an efficient distributed training environment using a server cluster on Intel Developer Cloud (IDC) and the Diffusers library.
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