--- a
+++ b/production/chitchat-server/Dockerfile
@@ -0,0 +1,55 @@
+# 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 libpq-dev && \
+    apt-get autoremove -qq -y && \
+    apt-get autoclean -qq -y
+
+# Build stage
+FROM base AS build-stage
+# install build-essential for compiling sources
+RUN apt-get install -qq -y 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:$PATH"
+RUN python -m venv /opt/venv && \
+    . /opt/venv/bin/activate && \
+    pip install --no-cache-dir --upgrade pip wheel && \
+    pip wheel --requirement=requirements.txt --wheel-dir=wheels && \
+    pip install --no-deps wheels/*.whl && \
+    rm -rf wheels *.egg-info
+
+# Copy chitchat_core config files from the host
+# Download blenderbot model weights
+RUN python -c 'from transformers import BlenderbotTokenizer, BlenderbotForConditionalGeneration; \
+model_name="facebook/blenderbot-400M-distill"; \
+model = BlenderbotForConditionalGeneration.from_pretrained(model_name); \
+tokenizer = BlenderbotTokenizer.from_pretrained(model_name)'
+
+# Runtime stage
+FROM base AS runtime-stage
+# Copy installed libraries and blenderbot server from the build stage 
+COPY --from=build-stage /opt/venv /opt/venv
+COPY --from=build-stage /root/.cache/huggingface /root/.cache/huggingface/
+COPY chitchat_core ./chitchat_core
+
+ENV PATH="/opt/venv/bin:$PATH"
+
+WORKDIR /chitchat_core 
+
+VOLUME /tmp
+# Expose 5005 port for api 
+EXPOSE 5000
+# Create logs. And set an API enabled
+ENTRYPOINT ["python"]
+# Run container with your token and command
+CMD [ "rest-api.py" ] 
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