2021-02-17 12:40:00 +01:00
|
|
|
FROM nvidia/cuda:11.0-runtime-ubuntu20.04
|
2020-03-12 18:30:42 +01:00
|
|
|
|
|
|
|
WORKDIR /home/user
|
|
|
|
|
2021-02-17 12:40:00 +01:00
|
|
|
RUN apt-get update && apt-get install -y software-properties-common && add-apt-repository ppa:deadsnakes/ppa
|
2021-03-08 09:55:11 +01:00
|
|
|
RUN apt-get update && apt-get install -y python3.7 python3.7-dev python3.7-distutils python3-pip curl wget git pkg-config cmake swig
|
2020-04-22 19:41:21 +02:00
|
|
|
|
2020-09-29 21:12:44 +02:00
|
|
|
ENV LC_ALL=C.UTF-8
|
|
|
|
ENV LANG=C.UTF-8
|
|
|
|
|
2020-04-22 19:41:21 +02:00
|
|
|
# Set default Python version
|
|
|
|
RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 1
|
|
|
|
RUN update-alternatives --set python3 /usr/bin/python3.7
|
2020-03-12 18:30:42 +01:00
|
|
|
|
2021-03-08 09:55:11 +01:00
|
|
|
# Install PDF converter
|
|
|
|
RUN wget --no-check-certificate https://dl.xpdfreader.com/xpdf-tools-linux-4.03.tar.gz && \
|
|
|
|
tar -xvf xpdf-tools-linux-4.03.tar.gz && cp xpdf-tools-linux-4.03/bin64/pdftotext /usr/local/bin
|
|
|
|
|
2021-05-31 18:01:02 +01:00
|
|
|
RUN apt-get install libpoppler-cpp-dev pkg-config -y --fix-missing
|
2021-09-02 11:09:30 +02:00
|
|
|
RUN apt-get install tesseract-ocr libtesseract-dev poppler-utils -y
|
2021-05-31 18:01:02 +01:00
|
|
|
|
2020-03-18 12:26:13 +01:00
|
|
|
# copy code
|
|
|
|
COPY haystack /home/user/haystack
|
2020-03-12 18:30:42 +01:00
|
|
|
|
|
|
|
# install as a package
|
2020-11-03 10:19:18 +01:00
|
|
|
COPY setup.py requirements.txt README.md /home/user/
|
2020-12-31 15:04:13 +01:00
|
|
|
RUN pip3 install numpy scipy Cython
|
|
|
|
|
2021-02-17 12:40:00 +01:00
|
|
|
# Install PyTorch for CUDA 11
|
|
|
|
RUN pip3 install torch==1.7.1+cu110 -f https://download.pytorch.org/whl/torch_stable.html
|
|
|
|
# Install faiss separately as building latest versions can cause trouble with swig
|
|
|
|
RUN pip3 install faiss-cpu==1.6.3
|
|
|
|
|
2020-04-22 19:41:21 +02:00
|
|
|
RUN pip3 install -r requirements.txt
|
|
|
|
RUN pip3 install -e .
|
2020-03-12 18:30:42 +01:00
|
|
|
|
2021-10-22 16:03:33 +02:00
|
|
|
# download punkt tokenizer to be included in image
|
|
|
|
RUN python3 -c "import nltk;nltk.download('punkt', download_dir='/usr/nltk_data')"
|
|
|
|
|
|
|
|
# create folder for /file-upload API endpoint with write permissions, this might be adjusted depending on FILE_UPLOAD_PATH
|
|
|
|
RUN mkdir -p /home/user/file-upload
|
2021-10-27 17:35:34 +02:00
|
|
|
RUN chmod 777 /home/user/file-upload
|
2021-10-22 16:03:33 +02:00
|
|
|
|
2020-09-29 21:12:44 +02:00
|
|
|
# copy saved models
|
2020-11-03 10:19:18 +01:00
|
|
|
COPY README.md models* /home/user/models/
|
2020-03-12 18:30:42 +01:00
|
|
|
|
2020-09-29 21:12:44 +02:00
|
|
|
# Copy REST API code
|
|
|
|
COPY rest_api /home/user/rest_api
|
|
|
|
|
|
|
|
# optional : copy sqlite db if needed for testing
|
2020-03-12 18:30:42 +01:00
|
|
|
#COPY qa.db /home/user/
|
|
|
|
|
2020-09-29 21:12:44 +02:00
|
|
|
# optional: copy data directory containing docs for ingestion
|
2020-07-07 16:25:36 +02:00
|
|
|
#COPY data /home/user/data
|
|
|
|
|
2020-03-12 18:30:42 +01:00
|
|
|
EXPOSE 8000
|
|
|
|
|
2020-09-29 21:12:44 +02:00
|
|
|
# cmd for running the API (note: "--preload" is not working with cuda)
|
2021-09-02 11:09:30 +02:00
|
|
|
CMD ["gunicorn", "rest_api.application:app", "-b", "0.0.0.0", "-k", "uvicorn.workers.UvicornWorker", "--workers", "1", "--timeout", "180"]
|