From b566858909ec80d90b1ad671c310380461906458 Mon Sep 17 00:00:00 2001
From: Melantha-S <95049630+Melantha-S@users.noreply.github.com>
Date: Wed, 19 Nov 2025 15:54:04 -0700
Subject: [PATCH] Update pytorch-compatibility.rst

---
 .../ml-compatibility/pytorch-compatibility.rst        | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/compatibility/ml-compatibility/pytorch-compatibility.rst b/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
index 08c524067..0489817db 100644
--- a/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
+++ b/docs/compatibility/ml-compatibility/pytorch-compatibility.rst
@@ -421,6 +421,17 @@ Key features and enhancements for PyTorch 2.9 with ROCm 7.1.1
 
 - Added stream graph capture status validation in memory copy synchronization functions
 
+Key features and enhancements for PyTorch 2.8 with ROCm 7.1
+================================================================================
+
+- MIOpen deep learning optimizations: Further optimized NHWC BatchNorm feature.
+
+- Added float8 support for the DeepSpeed extension, allowing for decreased
+  memory footprint and increased throughput in training and inference workloads.
+
+- ``torch.nn.functional.scaled_dot_product_attention`` now calling optimized
+  flash attention kernel automatically.
+
 Key features and enhancements for PyTorch 2.7/2.8 with ROCm 7.0
 ================================================================================