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How to use GPU with stack, docker, nvidia-docker (#157)

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Christian Berentsen 2017-10-22 02:32:19 +02:00 committed by fkm3
parent fe64a72f42
commit 5c11ce1f03
4 changed files with 57 additions and 1 deletions

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@ -82,6 +82,19 @@ There is also a demo application:
cd tensorflow-mnist cd tensorflow-mnist
stack --docker --docker-image=$IMAGE_NAME build --exec Main stack --docker --docker-image=$IMAGE_NAME build --exec Main
### Docker GPU support
If you want to use GPU you can do:
IMAGE_NAME=tensorflow/haskell:1.3.0-gpu
docker build -t $IMAGE_NAME docker/gpu
We need stack to use nvidia-docker by using a 'docker' wrapper script. This will shadow the normal docker command.
ln -s `pwd`/tools/nvidia-docker-wrapper.sh <somewhere in your path>/docker
stack --docker --docker-image=$IMAGE_NAME setup
stack --docker --docker-image=$IMAGE_NAME test
## Build on macOS ## Build on macOS
Run the [install_macos_dependencies.sh](./tools/install_macos_dependencies.sh) Run the [install_macos_dependencies.sh](./tools/install_macos_dependencies.sh)

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@ -1,6 +1,6 @@
# Prepare the image with: # Prepare the image with:
# docker build -t tensorflow/haskell:v0 docker # docker build -t tensorflow/haskell:v0 docker
FROM tensorflow/tensorflow:1.0.0 FROM tensorflow/tensorflow:1.3.0
MAINTAINER TensorFlow authors <tensorflow-haskell@googlegroups.com> MAINTAINER TensorFlow authors <tensorflow-haskell@googlegroups.com>
RUN apt-get update RUN apt-get update

34
docker/gpu/Dockerfile Normal file
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@ -0,0 +1,34 @@
# Prepare the image with:
# docker build -t tensorflow/haskell:1.3.0-gpu docker/gpu
FROM gcr.io/tensorflow/tensorflow:1.3.0-gpu
MAINTAINER TensorFlow authors <tensorflow-haskell@googlegroups.com>
RUN apt-get update
RUN apt-get install -y \
# stack needs git
git \
# Required by snappy-frames dependency.
libsnappy-dev \
# Avoids /usr/bin/ld: cannot find -ltinfo
libncurses5-dev \
# Makes stack viable in the container
libgmp-dev \
# Required for locales configuration.
locales
# Support output of Unicode characters.
RUN dpkg-reconfigure locales && \
locale-gen en_US.UTF-8 && \
update-locale LANG=en_US.UTF-8
# Installs protoc and the libraries.
RUN \
curl -O -L https://github.com/google/protobuf/releases/download/v3.2.0/protoc-3.2.0-linux-x86_64.zip && \
unzip -d /usr/local protoc-3.2.0-linux-x86_64.zip bin/protoc && \
chmod 755 /usr/local/bin/protoc && \
curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-1.3.0.tar.gz && \
tar zxf libtensorflow-gpu-linux-x86_64-1.3.0.tar.gz -C /usr/local && \
ldconfig
ENV LANG en_US.UTF-8

9
tools/nvidia-docker-wrapper.sh Executable file
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@ -0,0 +1,9 @@
#!/bin/bash
# This wrapper is necessary to fool 'stack --docker' into
# using nvidia-docker which again will invoke the real
# docker in the end.
#
# Symlink this file as 'docker' somewhere in path
NV_DOCKER='/usr/bin/docker' nvidia-docker "$@"