forked from deepset-ai/haystack
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Dockerfile-GPU
66 lines (53 loc) · 2.2 KB
/
Dockerfile-GPU
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
FROM nvidia/cuda:11.1.1-runtime-ubuntu20.04
WORKDIR /home/user
ENV LC_ALL=C.UTF-8
ENV LANG=C.UTF-8
# Install software dependencies
RUN apt-get update && apt-get install -y software-properties-common && \
add-apt-repository ppa:deadsnakes/ppa && \
apt-get install -y \
cmake \
curl \
git \
libpoppler-cpp-dev \
libtesseract-dev \
pkg-config \
poppler-utils \
python3-pip \
python3.7 \
python3.7-dev \
python3.7-distutils \
swig \
tesseract-ocr \
wget && \
rm -rf /var/lib/apt/lists/*
# Install PDF converter
RUN curl -s https://dl.xpdfreader.com/xpdf-tools-linux-4.04.tar.gz | tar -xvzf - -C /usr/local/bin --strip-components=2 xpdf-tools-linux-4.04/bin64/pdftotext
# Set default Python version
RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 1 && \
update-alternatives --set python3 /usr/bin/python3.7
# Copy Haystack code
COPY haystack /home/user/haystack/
# Copy package files & models
COPY pyproject.toml VERSION.txt LICENSE README.md models* /home/user/
# Copy REST API code
COPY rest_api /home/user/rest_api/
# Install package
RUN pip install --upgrade pip
RUN pip install --no-cache-dir .[docstores-gpu,crawler,preprocessing,ocr,ray]
RUN pip install --no-cache-dir rest_api/
# Install PyTorch for CUDA 11
RUN pip3 install --no-cache-dir torch==1.10.1+cu111 -f https://download.pytorch.org/whl/torch_stable.html
# Cache Roberta and NLTK data
RUN python3 -c "from haystack.utils.docker import cache_models;cache_models()"
# create folder for /file-upload API endpoint with write permissions, this might be adjusted depending on FILE_UPLOAD_PATH
RUN mkdir -p /home/user/rest_api/file-upload
RUN chmod 777 /home/user/rest_api/file-upload
# optional : copy sqlite db if needed for testing
#COPY qa.db /home/user/
# optional: copy data directory containing docs for ingestion
#COPY data /home/user/data
EXPOSE 8000
ENV HAYSTACK_DOCKER_CONTAINER="HAYSTACK_GPU_CONTAINER"
# cmd for running the API (note: "--preload" is not working with cuda)
CMD ["gunicorn", "rest_api.application:app", "-b", "0.0.0.0", "-k", "uvicorn.workers.UvicornWorker", "--workers", "1", "--timeout", "180"]