diff --git a/Dockerfile b/Dockerfile
index c01e79d..8a6dc3e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,9 +1,14 @@
-FROM runpod/pytorch:3.10-2.0.0-117
+FROM nvidia/cuda:11.7.1-cudnn8-runtime-ubuntu20.04
 
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]
 
 WORKDIR /
 
+SHELL ["/bin/bash", "-c"]
+ENV DEBIAN_FRONTEND=noninteractive
+ENV SHELL=/bin/bash
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/lib/x86_64-linux-gnu
+
 # Build args
 ARG MODEL_URL
 ENV MODEL_URL=${MODEL_URL}
@@ -12,10 +17,36 @@ ENV MODEL_NAME=${MODEL_NAME}
 ARG MODEL_TAG
 ENV MODEL_TAG=${MODEL_TAG}
 
+# Update and upgrade the system packages (Worker Template)
+RUN apt-get update -y && \
+    apt-get upgrade -y && \
+    apt-get install --yes --no-install-recommends \
+build-essential \
+vim \
+git \
+wget \
+software-properties-common \
+google-perftools \
+curl \
+bash
+
+RUN apt-get autoremove -y && \
+apt-get clean -y && \
+rm -rf /var/lib/apt/lists/* && \
+add-apt-repository ppa:deadsnakes/ppa -y && \
+apt-get install python3.10 -y --no-install-recommends && \
+ln -s /usr/bin/python3.10 /usr/bin/python && \
+rm /usr/bin/python3 && \
+ln -s /usr/bin/python3.10 /usr/bin/python3 && \
+which python && \
+curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py && \
+python get-pip.py && \
+rm get-pip.py && \
+pip install -U pip
+
 # Install Python dependencies (Worker Template)
 COPY builder/requirements.txt /requirements.txt
-RUN pip install --upgrade pip && \
-    pip install -r /requirements.txt && \
+RUN pip install --no-cache-dir -r /requirements.txt && \
     rm /requirements.txt
 
 # Fetch the model