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+### Validated with  rocm6.4.1 docker from https://hub.docker.com/u/rocm
+
+```bash
+
+docker run -it --rm --network=host \
+    --device=/dev/kfd --device=/dev/dri \
+    --ipc=host --shm-size 16G \
+    --group-add video \
+    --cap-add=SYS_PTRACE \
+    --security-opt seccomp=unconfined \
+    -v /home/workspace:/workspace \
+   rocm/vllm:rocm6.4.1_vllm_0.9.1_20250702
+
+```
+
+### insider rocm docker, set up scale repo and install scale
+
+```bash
+cd /workspace
+
+# Tell apt to authenticate to the repo
+sudo tee /etc/apt/auth.conf.d/scale.conf <<EOF
+machine unstable-nonfree-pkgs.scale-lang.com
+login $CUSTOMER_NAME
+password $CUSTOMER_PASSWORD
+EOF
+sudo chmod 700 /etc/apt/auth.conf.d/scale.conf
+# Add the scale deb repos.
+
+cd ~/workspace
+wget --http-user="$CUSTOMER_NAME" --http-password="$CUSTOMER_PASSWORD" https://unstable-nonfree-pkgs.scale-lang.com/$CUSTOMER_NAME/deb/dists/jammy/main/binary-all/scale-repos.deb
+
+sudo apt update
+wget https://repo.radeon.com/amdgpu-install/6.4.1/ubuntu/jammy/amdgpu-install_6.4.60401-1_all.deb
+sudo apt install ./amdgpu-install_6.4.60401-1_all.deb -y
+sudo apt update
+
+sudo apt install ./scale-repos.deb -y
+
+# Install SCALE
+sudo apt update && sudo apt install scale-unstable -y
+
+# Add your user to the `video` group:
+sudo usermod -a -G video $(whoami)
+```
+
+### get AMD GPU gfxID by scaleinfo
+```bash
+/opt/scale/bin/scaleinfo | grep gfx
+```
+
+### build rocm compatible cutlass_profiler
+```bash
+source /opt/scale/bin/scaleenv gfxXXX
+
+cd /workspace
+git clone https://github.com/spectral-compute/scale-validation.git
+cd /workspace/scale-validation/cutlass
+
+bash ./00-clone.sh ./ /opt/scale gfxXXX
+bash ./01-patch.sh ./ /opt/scale gfxXXX
+bash ./02-build.sh ./ /opt/scale gfxXXX
+
+# rocm compatible cutlass_profiler in /workspace/scale-validation/cutlass/cutlass/build/tools/profiler folder
+```
+
+
+### Run cutlass_profiler on AMD GPU
+```bash
+
+cd /workspace/scale-validation/cutlass/cutlass/build/tools/profiler 
+./cutlass_profiler --operation=Gemm --m=1024 --n=1024 --k=128 --output=functional-gemm-test.csv
+
+
+```