diff --git a/docker/rocm/Dockerfile b/docker/rocm/Dockerfile
index 8943f1b87..d9a424ea2 100644
--- a/docker/rocm/Dockerfile
+++ b/docker/rocm/Dockerfile
@@ -60,6 +60,7 @@ RUN apt-get -y install libnuma1
 
 WORKDIR /opt/frigate/
 COPY --from=rootfs / /
+COPY docker/rocm/rootfs/ /
 
 #######################################################################
 FROM deps-prelim AS rocm-prelim-hsa-override0
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/dependencies.d/download-models b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/dependencies.d/download-models
new file mode 100644
index 000000000..e69de29bb
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/run b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/run
new file mode 100755
index 000000000..418b0156b
--- /dev/null
+++ b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/run
@@ -0,0 +1,13 @@
+#!/command/with-contenv bash
+# shellcheck shell=bash
+# Compile YoloV8 ONNX files into ROCm MIGraphX files
+
+for onnx in /config/model_cache/yolov8/*.onnx
+do
+  mxr="${onnx%.onnx}.mxr"
+  if ! test -f $mxr; then
+    echo "processing $onnx into $mxr"
+    /opt/rocm/bin/migraphx-driver compile $onnx --optimize --gpu --enable-offload-copy --binary -o $mxr
+  fi
+done
+
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/timeout-up b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/timeout-up
new file mode 100644
index 000000000..573541ac9
--- /dev/null
+++ b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/timeout-up
@@ -0,0 +1 @@
+0
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/type b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/type
new file mode 100644
index 000000000..bdd22a185
--- /dev/null
+++ b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/type
@@ -0,0 +1 @@
+oneshot
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/up b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/up
new file mode 100644
index 000000000..8fdcef491
--- /dev/null
+++ b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/compile-rocm-models/up
@@ -0,0 +1 @@
+/etc/s6-overlay/s6-rc.d/compile-rocm-models/run
diff --git a/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/frigate/dependencies.d/compile-rocm-models b/docker/rocm/rootfs/etc/s6-overlay/s6-rc.d/frigate/dependencies.d/compile-rocm-models
new file mode 100644
index 000000000..e69de29bb