The compiler information is outdated. Update it to the latest.

Signed-off-by: Lizhi Hou <lizhi....@amd.com>
---
 Documentation/accel/amdxdna/amdnpu.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/Documentation/accel/amdxdna/amdnpu.rst 
b/Documentation/accel/amdxdna/amdnpu.rst
index fbe0a7585345..42e54904f9a8 100644
--- a/Documentation/accel/amdxdna/amdnpu.rst
+++ b/Documentation/accel/amdxdna/amdnpu.rst
@@ -223,13 +223,13 @@ Userspace components
 Compiler
 --------
 
-Peano is an LLVM based open-source compiler for AMD XDNA Array compute tile
-available at:
+Peano is an LLVM based open-source single core compiler for AMD XDNA Array
+compute tile. Peano is available at:
 https://github.com/Xilinx/llvm-aie
 
-The open-source IREE compiler supports graph compilation of ML models for AMD
-NPU and uses Peano underneath. It is available at:
-https://github.com/nod-ai/iree-amd-aie
+IRON is an open-source array compiler for AMD XDNA Array based NPU which uses
+Peano underneath. IRON is available at:
+https://github.com/Xilinx/mlir-aie
 
 Usermode Driver (UMD)
 ---------------------
-- 
2.34.1

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