diff --git a/Dockerfile b/Dockerfile
index 40bedb8..d5a7d44 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM hanxi/xiaomusic:base AS builder
+FROM python:3.10 AS builder
 ENV DEBIAN_FRONTEND=noninteractive
 RUN pip install -U pdm
 ENV PDM_CHECK_UPDATE=false
@@ -9,16 +9,9 @@ COPY plugins/ ./plugins/
 COPY xiaomusic.py .
 RUN pdm install --prod --no-editable
 
-FROM python:3.10-slim
-
-RUN apt-get update && apt-get install -y \
-    libtiff6 \
-    libopenjp2-7 \
-    libxcb1 \
-    && rm -rf /var/lib/apt/lists/*
+FROM hanxi/xiaomusic:base
 
 WORKDIR /app
-COPY --from=builder /app/ffmpeg /app/ffmpeg
 COPY --from=builder /app/.venv /app/.venv
 COPY xiaomusic/ ./xiaomusic/
 COPY plugins/ ./plugins/
diff --git a/Dockerfile.base b/Dockerfile.base
index 485d2a0..d4ca494 100644
--- a/Dockerfile.base
+++ b/Dockerfile.base
@@ -1,6 +1,12 @@
-FROM python:3.10
+FROM python:3.10-slim
 ENV DEBIAN_FRONTEND=noninteractive
 WORKDIR /app
 COPY install_dependencies.sh .
 RUN bash install_dependencies.sh
 
+RUN apt-get update && apt-get install -y \
+    libtiff6 \
+    libopenjp2-7 \
+    libxcb1 \
+    && rm -rf /var/lib/apt/lists/*
+