Optimizing Stable Diffusion for Intel CPUs with NNCF and 🤗 Optimum

Intel has announced optimizations for the Stable Diffusion model on Intel CPUs utilizing the Neural Network Compression Framework (NNCF) and the 🤗 Optimum library. These optimizations include quantization and pruning techniques that enhance inference performance while maintaining model accuracy, specifically targeting the 7B parameter version of Stable Diffusion. This development is significant for practitioners as it enables efficient deployment of large generative models on Intel architectures, facilitating broader accessibility and performance improvements in resource-constrained environments.