diff --git a/backend/Deb_Dockerfile b/backend/Deb_Dockerfile
new file mode 100644
index 0000000..ef2fa40
--- /dev/null
+++ b/backend/Deb_Dockerfile
@@ -0,0 +1,89 @@
+#FROM python:3.12-bookworm
+#FROM python:3.12-bullseye
+FROM python:3.10-bullseye
+ARG DEBIAN_FRONTEND=noninteractive
+
+# https://blog.moubou.com/2023/11/install-amd-rocm-on-debian-bookworm/ 
+# https://blog.moubou.com/2024/05/install-amd-rocm-6-on-debian-stable-bookworm/
+
+RUN apt-get update
+
+#on debian:
+RUN apt-get install -y firefox-esr
+RUN apt-get install -y ffmpeg espeak flite
+
+
+#RUN apt-get install -y libmpdec3
+RUN apt-get install -y libmpdec-dev 
+
+
+
+#ARG MIRROR_URL="https://mirror.5i.fi/debian2/pool/main/p/python3.10/"
+
+#ROCm only supports Python 3.10, unfortunately this is no longer available in Debian Bookworm. However python3.10 can be installed from Debian Sid.
+
+#RUN wget ${MIRROR_URL}/libpython3.10-minimal_3.10.13-1_amd64.deb  
+#RUN dpkg -i            libpython3.10-minimal_3.10.13-1_amd64.deb  
+
+#RUN wget ${MIRROR_URL}/libpython3.10-stdlib_3.10.13-1_amd64.deb
+#RUN dpkg -i            libpython3.10-stdlib_3.10.13-1_amd64.deb
+
+#RUN wget ${MIRROR_URL}/python3.10_3.10.13-1_amd64.deb
+#RUN dpkg -i            python3.10_3.10.13-1_amd64.deb
+
+
+
+
+RUN wget https://repo.radeon.com/amdgpu-install/6.1.1/ubuntu/jammy/amdgpu-install_6.1.60101-1_all.deb
+RUN apt -y install ./amdgpu-install_6.1.60101-1_all.deb
+RUN amdgpu-install --usecase=rocm
+
+
+
+# Debian 12 "Bookworm"
+#RUN echo "deb http://deb.debian.org/debian/ bookworm main contrib non-free-firmware" > /etc/apt/sources.list
+
+#RUN apt-add-repository contrib
+#RUN apt-add-repository non-free
+#RUN apt update -y
+#RUN apt-get -y install firmware-amd-graphics libgl1-mesa-dri libglx-mesa0 mesa-vulkan-drivers xserver-xorg-video-all
+
+
+#install "apt-add-repository" command:
+#RUN apt-get -y install software-properties-common dirmngr apt-transport-https lsb-release ca-certificates
+#RUN apt-add-repository -r ppa:graphics-drivers/ppa
+#RUN add-apt-repository ppa:oibaf/graphics-drivers
+
+#RUN apt install nvidia-driver -y
+#RUN apt-get install firmware-amd-graphics libgl1-mesa-dri libglx-mesa0 mesa-vulkan-drivers xserver-xorg-video-all -y
+
+#RUN apt-get update -y --allow-unauthenticated
+#RUN apt-get upgrade -y --allow-unauthenticated
+RUN apt-get autoremove -y
+RUN apt-get autoclean -y
+
+#RUN curl https://ollama.ai/install.sh | sh
+#RUN ollama run llama2
+WORKDIR /code
+
+COPY requirements.txt /code/requirements.txt
+#RUN pip3 install --no-cache-dir --upgrade -r requirements.txt
+
+RUN pip3 install --no-cache-dir -r requirements.txt --break-system-packages
+RUN pip3 freeze > current_requirements.txt
+
+COPY . .
+
+ENTRYPOINT ["python3", "/code/app.py"]
+
+#gunicorn -w 4 -b 0.0.0.0 'hello:create_app()'
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0", "app:create_app()"]
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0:5000", "app:create_app()"]
+#gunicorn app:app --worker-class eventlet -w 1 --bind 0.0.0.0:5000 --reload
+
+
+#ENTRYPOINT ["fastapi", "run", "main.py", "--port", "8000"]
+
+#ENTRYPOINT ["uvicorn", "main:app", "--port", "8000", "--host", "0.0.0.0"]
+
+
diff --git a/backend/Dockerfile b/backend/Dockerfile
index 25081a5..33ddde3 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -1,88 +1,41 @@
-#FROM python:3.12
-FROM ubuntu
-
-RUN apt-get update
-RUN apt-get install -y python3
-RUN apt-get install -y python3-pip
-
-
-#on debian:
-#RUN apt-get install -y firefox-esr
-RUN apt-get install -y firefox
-
-RUN apt-get install -y ffmpeg
-RUN apt-get install -y espeak
-RUN apt-get install -y flite
-
-#COPY "amdgpu-install_6.1.60103-1_all.deb" "amdgpu-install_6.1.60103-1_all.deb"
-#RUN dpkg -i "amdgpu-install_6.1.60103-1_all.deb"
-#RUN amdgpu-install -y
-#RUN apt-get -y install rocm-device-libs
-
-
-#install "apt-add-repository" command:
-RUN apt-get -y install software-properties-common dirmngr apt-transport-https lsb-release ca-certificates
-RUN apt-add-repository -r ppa:graphics-drivers/ppa
-RUN add-apt-repository ppa:oibaf/graphics-drivers
-
-
-#RUN apt install hipsolver rocm-gdb -y
-
-#RUN apt-get -y install wget
-#RUN apt-get update -y --allow-unauthenticated
-#RUN wget https://repo.radeon.com/amdgpu-install/6.1.1/ubuntu/jammy/amdgpu-install_6.1.60101-1_all.deb
-#RUN apt-get install ./amdgpu-install_6.1.60101-1_all.deb -y
-#RUN amdgpu-install --usecase=rocm
-
-
-#RUN wget https://repo.radeon.com/amdgpu-install/6.1.1/ubuntu/jammy/amdgpu-install_6.1.60101-1_all.deb
-#RUN apt install ./amdgpu-install_6.1.60101-1_all.deb  -y
-#RUN amdgpu-install --usecase=graphics,rocm -y
-#RUN usermod -a -G render,video $LOGNAME
-
-
-#RUN wget https://repo.radeon.com/amdgpu-install/6.1.1/ubuntu/jammy/amdgpu-install_6.1.60101-1_all.deb
-#RUN apt install ./amdgpu-install_6.1.60101-1_all.deb -y
-#RUN amdgpu-install --usecase=graphics,rocm -y
-
-
-#RUN echo "deb http://deb.debian.org/debian/ bookworm main contrib non-free-firmware" > /etc/apt/sources.list
-#RUN echo "deb http://deb.debian.org/debian/ bookworm main contrib non-free" > /etc/apt/sources.list
-
-#RUN apt-add-repository contrib
-#RUN apt-add-repository non-free
-#RUN apt update -y
-
-#RUN apt install nvidia-driver -y
-#RUN apt-get install firmware-amd-graphics libgl1-mesa-dri libglx-mesa0 mesa-vulkan-drivers xserver-xorg-video-all -y
-
-RUN apt-get update -y --allow-unauthenticated
-RUN apt-get upgrade -y --allow-unauthenticated
-RUN apt-get autoremove -y
-RUN apt-get autoclean -y
-
-#RUN curl https://ollama.ai/install.sh | sh
-#RUN ollama run llama2
-WORKDIR /code
-
-COPY requirements.txt /code/requirements.txt
-#RUN pip3 install --no-cache-dir --upgrade -r requirements.txt
-
-RUN pip3 install --no-cache-dir -r requirements.txt --break-system-packages
-RUN pip3 freeze > current_requirements.txt
-
-COPY . .
-
-ENTRYPOINT ["python3", "/code/app.py"]
-
-#gunicorn -w 4 -b 0.0.0.0 'hello:create_app()'
-#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0", "app:create_app()"]
-#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0:5000", "app:create_app()"]
-#gunicorn app:app --worker-class eventlet -w 1 --bind 0.0.0.0:5000 --reload
-
-
-#ENTRYPOINT ["fastapi", "run", "main.py", "--port", "8000"]
-
-#ENTRYPOINT ["uvicorn", "main:app", "--port", "8000", "--host", "0.0.0.0"]
-
-
+
+FROM ubuntu
+ARG DEBIAN_FRONTEND=noninteractive
+
+RUN apt-get update -y
+RUN apt-get install -y python3 python3-pip
+RUN apt-get install -y firefox curl ffmpeg espeak flite
+
+
+#install "apt-add-repository" command:
+RUN apt-get -y install software-properties-common dirmngr apt-transport-https lsb-release ca-certificates
+RUN add-apt-repository ppa:graphics-drivers/ppa -y
+
+#amd?
+RUN add-apt-repository ppa:oibaf/graphics-drivers
+RUN apt install -y ubuntu-drivers-common
+RUN ubuntu-drivers autoinstall
+
+RUN apt-get update -y --allow-unauthenticated
+RUN apt-get upgrade -y --allow-unauthenticated
+RUN apt-get autoremove -y
+RUN apt-get autoclean -y
+
+WORKDIR /code
+COPY requirements.txt /code/requirements.txt
+RUN pip3 install --no-cache-dir -r requirements.txt --break-system-packages
+RUN pip3 freeze > current_requirements.txt
+
+COPY . .
+
+ENTRYPOINT ["python3", "/code/app.py"]
+
+#gunicorn -w 4 -b 0.0.0.0 'hello:create_app()'
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0", "app:create_app()"]
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0:5000", "app:create_app()"]
+#gunicorn app:app --worker-class eventlet -w 1 --bind 0.0.0.0:5000 --reload
+
+
+#ENTRYPOINT ["fastapi", "run", "main.py", "--port", "8000"]
+
+#ENTRYPOINT ["uvicorn", "main:app", "--port", "8000", "--host", "0.0.0.0"]
diff --git a/backend/Focal_Dockerfile b/backend/Focal_Dockerfile
new file mode 100644
index 0000000..1a23e5e
--- /dev/null
+++ b/backend/Focal_Dockerfile
@@ -0,0 +1,66 @@
+#FROM python:3.12
+#FROM ubuntu
+FROM ubuntu:focal
+
+ARG DEBIAN_FRONTEND=noninteractive
+
+RUN apt-get update
+
+#for ubuntu base image:
+RUN apt-get install -y python3 python3-pip
+RUN apt-get install -y firefox ffmpeg espeak flite
+
+#COPY "amdgpu-install_6.1.60103-1_all.deb" "amdgpu-install_6.1.60103-1_all.deb"
+#RUN dpkg -i "amdgpu-install_6.1.60103-1_all.deb"
+#RUN amdgpu-install -y
+#RUN apt-get -y install rocm-device-libs
+
+#install "apt-add-repository" command:
+#RUN apt-get -y install software-properties-common dirmngr apt-transport-https lsb-release ca-certificates
+#RUN apt-add-repository -r ppa:graphics-drivers/ppa
+#RUN add-apt-repository ppa:oibaf/graphics-drivers
+
+#RUN apt install hipsolver rocm-gdb -y
+
+
+RUN apt install -y linux-image-5.4.0-54-generic linux-headers-5.4.0-54-generic linux-modules-extra-5.4.0-54-generic
+
+
+RUN apt-get -y install wget
+RUN apt-get update -y --allow-unauthenticated
+#RUN wget https://repo.radeon.com/amdgpu-install/6.1.1/ubuntu/jammy/amdgpu-install_6.1.60101-1_all.deb
+#RUN apt-get install ./amdgpu-install_6.1.60101-1_all.deb -y
+
+RUN wget https://repo.radeon.com/amdgpu-install/5.7.1/ubuntu/focal/amdgpu-install_5.7.50701-1_all.deb      
+RUN apt-get install -y ./amdgpu-install_5.7.50701-1_all.deb      
+
+RUN amdgpu-install -y --usecase=graphics,rocm
+RUN rocminfo
+
+
+
+#RUN curl https://ollama.ai/install.sh | sh
+#RUN ollama run llama2
+WORKDIR /code
+
+COPY requirements.txt /code/requirements.txt
+#RUN pip3 install --no-cache-dir --upgrade -r requirements.txt
+
+RUN pip3 install --no-cache-dir -r requirements.txt --break-system-packages
+RUN pip3 freeze > current_requirements.txt
+
+COPY . .
+
+ENTRYPOINT ["python3", "/code/app.py"]
+
+#gunicorn -w 4 -b 0.0.0.0 'hello:create_app()'
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0", "app:create_app()"]
+#ENTRYPOINT ["gunicorn", "-w", "1", "-b", "0.0.0.0:5000", "app:create_app()"]
+#gunicorn app:app --worker-class eventlet -w 1 --bind 0.0.0.0:5000 --reload
+
+
+#ENTRYPOINT ["fastapi", "run", "main.py", "--port", "8000"]
+
+#ENTRYPOINT ["uvicorn", "main:app", "--port", "8000", "--host", "0.0.0.0"]
+
+
diff --git a/deployment/docker-compose.yml b/deployment/docker-compose.yml
index 09a14e9..90dfb31 100644
--- a/deployment/docker-compose.yml
+++ b/deployment/docker-compose.yml
@@ -69,7 +69,6 @@ services:
       - ../ollama/ollama:/root/.ollama
     networks:
       - llm_network
-    #command: "ollama pull llama2"
     devices:
       #- /dev/dri/renderD128:/dev/dri/renderD128
       #- /dev/fdk
@@ -116,6 +115,10 @@ services:
       - OLLAMA_URI=http://ollama:11434
 
     build: ../backend
+    #build:
+    #  context: ../backend
+    #  dockerfile: ../backend/Deb_Dockerfile
+
     networks:
       - llm_network
     depends_on: