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+FROM nvidia/cuda:11.2.2-runtime-ubuntu20.04 
+#set up environment
+RUN apt-get update && apt-get install --no-install-recommends --no-install-suggests -y curl
+RUN apt-get install unzip
+RUN apt-get -y install python3
+RUN apt-get -y install python3-pip
+
+WORKDIR /code
+
+ENV HF_HOME=/code/cache
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip3 install --pre torch -f https://download.pytorch.org/whl/nightly/cu113/torch_nightly.html
+RUN pip3 install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY ./main.py /code/app/main.py
+
+COPY ./data/kilt_wiki_prepared/ /code/data/kilt_wiki_prepared
+
+COPY ./data/kilt_wikipedia.faiss /code/data/kilt_wikipedia.faiss
+
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8080"]