diff --git a/Dockerfile b/Dockerfile
index a4327e13738f36d81f4b98c0d00800c9b246310b..aa01174568c789ad307bf7f65e5757730bda9a8d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,9 +2,7 @@ FROM nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04
 
 ARG DEBIAN_FRONTEND=noninteractive
 
-RUN apt-get -y update
-
-RUN apt-get install -y \
+RUN apt-get -y update && apt-get install -y \
     build-essential \
     cmake \
     ninja-build \
@@ -24,10 +22,9 @@ RUN apt-get install -y \
     libopenblas-base \
     libsm6 \
     libxext6 \
-    libxrender-dev \ 
-    glibc-source 
-
-RUN apt-get autoremove -y && \
+    libxrender-dev \
+    glibc-source && \
+    apt-get autoremove -y && \
     apt-get autoclean -y && \
     apt-get clean -y  && \
     rm -rf /var/lib/apt/lists/*
@@ -42,13 +39,26 @@ ENV PATH="$WRKSPCE/miniconda3/bin:${PATH}"
 
 RUN conda update -c defaults conda
 
-RUN conda create -n segment_anything_env python=3.9
+# Create the environment and install all the requirements
+RUN conda create -n segment_anything_env python=3.9 -y && \
+    conda init bash && \
+    echo "conda activate segment_anything_env" >> ~/.bashrc
 
+# Make RUN commands use the new environment:
 SHELL ["conda", "run", "-n", "segment_anything_env", "/bin/bash", "-c"]
 
-RUN git clone https://github.com/facebookresearch/segment-anything.git \
-    && cd segment-anything && pip install -e . \
-    && pip install opencv-python pycocotools matplotlib onnxruntime onnx
+# Install the requirements
+RUN pip install setuptools==60.9.3 && \
+    git clone https://github.com/facebookresearch/segment-anything.git && \
+    cd segment-anything && pip install -e . && \
+    pip install opencv-python pycocotools matplotlib onnxruntime onnx
+
+# Uncomment the following line if you want to install PyTorch and related packages within the Conda environment
+# RUN conda install pytorch torchvision torchaudio cudatoolkit=11.2 -c pytorch -c nvidia
+
+# Set the default command to bash to activate conda environment on run
+CMD ["/bin/bash"]
+
 
 # RUN conda install pytorch>=1.7 torchvision>=0.8 torchaudio pytorch-cuda=11.7 -c pytorch -c nvidia
 #RUN pip3 install ffmpeg gnutls