diff --git a/.github/workflows/build-and-push-python-pg.yml b/.github/workflows/build-and-push-python-pg.yml
index bc4dc3f2c..53aa56714 100644
--- a/.github/workflows/build-and-push-python-pg.yml
+++ b/.github/workflows/build-and-push-python-pg.yml
@@ -33,14 +33,14 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
         with:
-          ref: main
+          ref: ${{ github.ref_name }}
       - name: Prepare
         id: prepare
         run: |
           DOCKER_IMAGE=ghcr.io/1panel-dev/maxkb-python-pg
           DOCKER_PLATFORMS=${{ github.event.inputs.architecture }}
-          TAG_NAME=python3.11-pg15.8
-          DOCKER_IMAGE_TAGS="--tag ${DOCKER_IMAGE}:${TAG_NAME} --tag ${DOCKER_IMAGE}:latest"
+          TAG_NAME=python3.11-pg17.4
+          DOCKER_IMAGE_TAGS="--tag ${DOCKER_IMAGE}:${TAG_NAME}"
           echo ::set-output name=docker_image::${DOCKER_IMAGE}
           echo ::set-output name=version::${TAG_NAME}
           echo ::set-output name=buildx_args::--platform ${DOCKER_PLATFORMS} --no-cache \
diff --git a/installer/Dockerfile-python-pg b/installer/Dockerfile-python-pg
new file mode 100644
index 000000000..b7bc2d588
--- /dev/null
+++ b/installer/Dockerfile-python-pg
@@ -0,0 +1,20 @@
+FROM python:3.11-slim-bullseye AS python-stage
+FROM postgres:17.4-bullseye
+
+ARG DEPENDENCIES="                    \
+        libexpat1-dev                 \
+        libffi-dev                    \
+        curl                          \
+        ca-certificates               \
+        vim                           \
+        gettext                       \
+        postgresql-17-pgvector        \
+        postgresql-17-age"
+
+RUN ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime && \
+    echo "Asia/Shanghai" > /etc/timezone && \
+    apt-get update && apt-get install -y --no-install-recommends $DEPENDENCIES && \
+    apt-get clean all  && \
+    rm -rf /var/lib/apt/lists/*
+
+COPY --from=python-stage /usr/local /usr/local
\ No newline at end of file