diff --git a/Dockerfile b/Dockerfile
index 619ec1ad..cd122cf2 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,8 +1,11 @@
 # Build stage
-FROM python:3.11-slim AS builder
+FROM python:3.12-slim AS builder
 
 WORKDIR /app
 
+# Upgrade pip、setuptools and wheel to the latest version
+RUN pip install --upgrade pip setuptools wheel
+
 # Install Rust and required build dependencies
 RUN apt-get update && apt-get install -y \
     curl \
@@ -30,10 +33,13 @@ RUN pip install --user --no-cache-dir openai ollama tiktoken
 RUN pip install --user --no-cache-dir pypdf2 python-docx python-pptx openpyxl
 
 # Final stage
-FROM python:3.11-slim
+FROM python:3.12-slim
 
 WORKDIR /app
 
+# Upgrade pip and setuptools
+RUN pip install --upgrade pip setuptools wheel
+
 # Copy only necessary files from builder
 COPY --from=builder /root/.local /root/.local
 COPY ./lightrag ./lightrag