diff --git a/runtime/requirements-py310 b/extras/requirements-py310
similarity index 100%
rename from runtime/requirements-py310
rename to extras/requirements-py310
diff --git a/runtime/requirements-py312 b/extras/requirements-py312
similarity index 100%
rename from runtime/requirements-py312
rename to extras/requirements-py312
diff --git a/runtime/requirements-py38 b/extras/requirements-py38
similarity index 100%
rename from runtime/requirements-py38
rename to extras/requirements-py38
diff --git a/runtime/Dockerfile b/runtime/Dockerfile
index ed5c333..874b312 100644
--- a/runtime/Dockerfile
+++ b/runtime/Dockerfile
@@ -6,6 +6,7 @@ COPY --from=rclone/rclone:latest /usr/local/bin/rclone /usr/local/bin/rclone
 COPY pyproject.toml uv.lock ./
 COPY common ./common
 COPY runtime ./runtime
+COPY extras ./extras
 RUN UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv sync --frozen --no-dev --no-editable --package runtime
 
 RUN mkdir -p /root/.jupyter/custom /app/.venv/share/jupyter/custom && \
@@ -13,14 +14,14 @@ RUN mkdir -p /root/.jupyter/custom /app/.venv/share/jupyter/custom && \
     cp /root/.jupyter/custom/custom.css /app/.venv/share/jupyter/custom/custom.css
 
 RUN uv venv --python 3.12 /opt/venv/python3.12 && \
-    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.12/bin/python -r runtime/requirements-py312
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.12/bin/python -r extras/requirements-py312
 
 RUN uv venv --python 3.8 /opt/venv/python3.8 && \
-    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.8/bin/python -r runtime/requirements-py38 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.8/bin/python -r extras/requirements-py38 && \
     /opt/venv/python3.8/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python38 --display-name="python3.8"
 
 RUN uv venv --python 3.10 /opt/venv/python3.10 && \
-    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.10/bin/python -r runtime/requirements-py310 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.10/bin/python -r extras/requirements-py310 && \
     /opt/venv/python3.10/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python310 --display-name="python3.10"
 
 EXPOSE 8000
diff --git a/schedule/Dockerfile b/schedule/Dockerfile
index 6886e8a..cfeae40 100644
--- a/schedule/Dockerfile
+++ b/schedule/Dockerfile
@@ -3,7 +3,19 @@ FROM python-base:3.12
 COPY pyproject.toml uv.lock ./
 COPY common ./common
 COPY schedule ./schedule
+COPY extras ./extras
 RUN UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv sync --frozen --no-dev --no-editable --package schedule
 
+RUN uv venv --python 3.12 /opt/venv/python3.12 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.12/bin/python -r extras/requirements-py312
+
+RUN uv venv --python 3.8 /opt/venv/python3.8 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.8/bin/python -r extras/requirements-py38 && \
+    /opt/venv/python3.8/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python38 --display-name="python3.8"
+
+RUN uv venv --python 3.10 /opt/venv/python3.10 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.10/bin/python -r extras/requirements-py310 && \
+    /opt/venv/python3.10/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python310 --display-name="python3.10"
+
 EXPOSE 8000
 CMD ["uv", "run", "--frozen", "--package", "schedule", "gunicorn", "--config", "schedule/gunicorn.conf.py", "schedule.main:app"]