--- a
+++ b/production/rasa-server/Dockerfile
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+# To-Do: Make Docker Builds Multi-Platform
+# Base Stage - Buster-Slim is used as a base image
+FROM python:3.8-slim AS base
+
+# Update base image. It might be helpful for security reasons 
+RUN apt-get update -qq && \
+    apt-get upgrade -qq -y && \
+    apt-get install -qq -y gettext-base \
+                default-libmysqlclient-dev && \
+    apt-get autoremove -y -qq && \
+    apt-get autoclean -y -qq
+
+# Build stage
+FROM base AS build-stage
+# install wget for downloading model weights
+RUN apt-get install -qq -y wget \
+                           build-essential
+# Change current directory to build
+WORKDIR /build
+# Copy requirements list from the host
+COPY requirements.txt /build
+# Activate virtual environment. 
+# Download python pacakges and compile some of them
+# Install binaries. and the make things clear 
+ENV PATH="/opt/venv/bin:$PATH"
+RUN python -m venv /opt/venv && \
+    . /opt/venv/bin/activate && \
+    pip install --no-cache-dir --upgrade pip wheel && \
+    pip wheel --requirement=requirements.txt --wheel-dir=wheels && \
+    pip install --no-deps wheels/*.whl && \
+    rm -rf wheels *.egg-info
+
+WORKDIR /rasa-server
+# Copy rasa config files from the host
+COPY rasa ./rasa
+# Pass the version of model weights as an argument to the dockerfile. 
+# The default value is the latest (v0.1.0) version tag.
+# This version should be the same as the NaBot version you've cloned.
+ARG VERSION=v0.2.0
+# Download rasa model weights
+RUN mkdir -p /rasa-server/rasa/models && \
+    wget -q ftps://nabot.ml/medbot_weights/$VERSION.tar.gz \
+    -P /rasa-server/rasa/models/  
+# RUN mkdir -p /rasa-server/rasa/models && \
+#     wget -q https://www.dropbox.com/s/304elqbdfptcyvl/v0.2.0.tar.gz \
+#     -P /rasa-server/rasa/models/
+# Download and extract ConveRT model weights
+RUN mkdir -p /rasa-server/rasa/weights/model && \
+    wget -q https://github.com/connorbrinton/polyai-models/releases/download/v1.0/model.tar.gz \
+    -P /rasa-server/rasa/weights/ && \
+    tar -xvzf /rasa-server/rasa/weights/model.tar.gz -C /rasa-server/rasa/weights/model && \
+    rm /rasa-server/rasa/weights/model.tar.gz
+# Runtime stage
+FROM base AS runtime-stage
+# Copy installed libraries and rasa-server from the build stage 
+COPY --from=build-stage /opt/venv /opt/venv
+COPY --from=build-stage /rasa-server /rasa-server
+
+ENV PATH="/opt/venv/bin:$PATH"
+
+WORKDIR /rasa-server/rasa 
+RUN rasa telemetry disable
+
+VOLUME /tmp
+# Expose 5005 port for api 
+EXPOSE 5005
+# Create logs. And set an API enabled
+ENTRYPOINT ["bash"]
+# Run container with your token and command
+CMD [ "run_rasa.sh" ]