Centos7部署Tensorflow Serving

安装到bazel都是ok的,可以安装更高版本的,更改类型就可以,比如我装的是0.12.0
但是基于serving的服务一直在更新,并不能应用于现在这个版本,比如说根本没有tensorflow这个文件夹,如果想按此步骤安装,可能需要以前的版本

新版本安装流程待更新

sudo su

Java

    yum -y install java-1.8.0-openjdk-devel

Build Esentials (minimal)

    yum -y install gcc gcc-c++ kernel-devel make automake autoconf swig git unzip libtool binutils

Extra Packages for Enterprise Linux (EPEL) (for pip, zeromq3)

    yum -y install epel-release

Python

yum -y install numpy python-devel python-pip
pip install --upgrade pip

Other TF deps

yum -y install freetype-devel libpng12-devel zip zlib-devel giflib-devel zeromq3-devel
pip install grpcio_tools mock

HTTP2 Curl

yum -y install libev libev-devel zlib zlib-devel openssl openssl-devel
pushd /var/tmp
git clone https://github.com/tatsuhiro-t/nghttp2.git
cd nghttp2
autoreconf -i
automake
autoconf
./configure
make
sudo make install
echo '/usr/local/lib' > /etc/ld.so.conf.d/custom-libs.conf
ldconfig
popd


pushd /var/tmp
wget http://curl.haxx.se/download/curl-7.46.0.tar.bz2
tar -xvjf curl-7.46.0.tar.bz2
cd curl-7.46.0
./configure --with-nghttp2=/usr/local --with-ssl
make
make install
ldconfig
popd

Bazel

pushd /var/tmp
wget https://github.com/bazelbuild/bazel/releases/download/0.12.0/bazel-0.12.0-installer-linux-x86_64.sh
chmod +x bazel-*
./bazel-*
export PATH=/usr/local/bin:$PATH
popd

TF Serving

git clone –recurse-submodules https://github.com/tensorflow/serving
pushd serving
git checkout ec36a91d81e6cd844586eeffdfdc22f415f3b11e # commit used in build
pushd tensorflow
git checkout 4e8497dcdb7918082732c01cf777f3559fc8168b # commit used in build
PYTHON_BIN_PATH=/usr/bin/python PYTHON_LIB_PATH=/usr/lib64/python2.7/site-packages TF_NEED_GCP=0 TF_NEED_HDFS=0 TF_NEED_CUDA=0 ./configure

popd
bazel build -c opt //tensorflow_serving/model_servers:tensorflow_model_server
popd

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