diff --git a/k8s/core/gpu/amd-gpu-values.yaml b/k8s/core/gpu/amd-gpu-values.yaml
new file mode 100644
index 0000000..5c0ce5a
--- /dev/null
+++ b/k8s/core/gpu/amd-gpu-values.yaml
@@ -0,0 +1,31 @@
+nfd:
+  enabled: false
+
+labeller:
+  enabled: false
+
+dp:
+  image:
+    repository: docker.io/rocm/k8s-device-plugin
+    tag: "1.31.0.9"
+  updateStrategy:
+    type: RollingUpdate
+    rollingUpdate:
+      maxUnavailable: 1
+
+securityContext:
+  allowPrivilegeEscalation: false
+  capabilities:
+    drop:
+      - ALL
+
+tolerations:
+  - key: workload
+    operator: Equal
+    value: ai
+    effect: NoSchedule
+
+node_selector_enabled: true
+node_selector:
+  kubernetes.io/arch: amd64
+  kubernetes.io/hostname: ai.tail2fe2d.ts.net
diff --git a/k8s/core/gpu/kustomization.yaml b/k8s/core/gpu/kustomization.yaml
index 45a573e..d447210 100644
--- a/k8s/core/gpu/kustomization.yaml
+++ b/k8s/core/gpu/kustomization.yaml
@@ -13,3 +13,24 @@ helmCharts:
     namespace: gpu-system
     valuesFile: values.yaml
     includeCRDs: true
+  - name: amd-gpu
+    repo: https://rocm.github.io/k8s-device-plugin/
+    version: 0.21.0
+    releaseName: amd-gpu-device-plugin
+    namespace: gpu-system
+    valuesFile: amd-gpu-values.yaml
+    includeCRDs: true
+
+patches:
+  - target:
+      group: apps
+      version: v1
+      kind: DaemonSet
+      name: amd-gpu-device-plugin-daemonset
+      namespace: gpu-system
+    patch: |-
+      - op: replace
+        path: /spec/template/spec/nodeSelector
+        value:
+          kubernetes.io/arch: amd64
+          kubernetes.io/hostname: ai.tail2fe2d.ts.net