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 # AMD MLPerf Submissions
 
 This repository contains code and all necessary artifacts for MLPerf submissions from the AMD SHARK team. 
+
+# Models
+
+## Stable Diffusion XL
+
+Follow instructions in the [sdxl README](https://github.com/nod-ai/SHARK-MLPERF/blob/staging-v5.1/code/stable-diffusion-xl/README.md) (staging-v5.1 branch) to reproduce the latest SDXL MLPerf Inference results on Instinct MI300x, MI325x accelerators.
+
+Experimentations with GIL-free python are currently underway in the `sdxl-mlperf-v5.1-nogil` branch.