1. install cuda
download file from https://developer.nvidia.com/cuda-downloads
sudo dpkg -i cuda-repo-ubuntu1504-7-5-local_7.5-18_amd64.deb
sudo apt-get update
sudo apt-get install cuda
export PATH=/usr/local/cuda-7.5/bin/:$PATH
export LD_LIBRARY_PATH=/usr/local/cuda-7.5/lib64:$LD_LIBRARY_PATH
1.1 download cudnn
https://developer.nvidia.com/cudnn
tar xvzf cudnn-7.5-linux-x64-v4.tgz
sudo cp cudnn-7.5-linux-x64-v4/cudnn.h /usr/local/cuda/include
sudo cp cudnn-7.5-linux-x64-v4/libcudnn* /usr/local/cuda/lib64
sudo chmod a+r /usr/local/cuda/include/cudnn.h /usr/local/cuda/lib64/libcudnn*
2. change gcc to gcc4.9
sudo apt-get install gcc-4.9
sudo apt-get install g++-4.9
sudo ln -s /usr/bin/gcc-4.9 /usr/local/cuda/bin/gcc
sudo ln -s /usr/bin/g++-4.9 /usr/local/cuda/bin/g++
3. install python library numpy + spicy
pip install --upgrade setuptools
pip install numpy
pip install spicy
and use "pip list" check it was installed successful or not
4. git clone tensorflow
5. install bazel
http://www.bazel.io/docs/install.html#install-on-ubuntu
6. build tensorflow
TF_UNOFFICIAL_SETTING=1 ./configure //TF_UNOFFICIAL for ComputeCapability == 3.0
bazel build -c opt --config=cuda //tensorflow/cc:tutorials_example_trainer
issue 1:
gcc: error trying to exec 'cc1plus': execvp: No such file or directory
sudo ln -s /usr/lib/gcc/x86_64-linux-gnu/4.9/cc1plus /usr/local/bin/
sudo ln -s /usr/lib/gcc/x86_64-linux-gnu/4.9/cc1 /usr/local/bin/
sudo ln -s /usr/lib/gcc/x86_64-linux-gnu/4.9/collect2 /usr/local/bin/
edit "third_party/gpus/crosstool/clang/bin/crosstool_wrapper_driver_is_not_gcc"
before
return subprocess.call([CPU_COMPILER] + cpu_compiler_flags )
add:
cpu_compiler_flags.append('-I/usr/lib/gcc/x86_64-linux-gnu/4.9/include/')
cpu_compiler_flags.append('-I/usr/lib/gcc/x86_64-linux-gnu/4.9/include-fixed/')
issue 2:
gcc: fatal error: -fuse-linker-plugin, but liblto_plugin.so not found
solution:
sudo cp /usr/lib/gcc/x86_64-linux-gnu/ /usr/bin/ -r
issue 3;
undefined reference to `ceil'
solution:
add cpu_compiler_flags.append('-lm')
issue 4:
INFO: From Compiling tensorflow/core/kernels/dense_update_ops_gpu.cu.cc:
nvcc warning : option '--relaxed-constexpr' has been deprecated and replaced by option '--expt-relaxed-constexpr'
gcc: error trying to exec 'as': execvp: No such file or directory
ERROR: /home/zakk/tensorflow/tensorflow/core/kernels/BUILD:1458:1: output 'tensorflow/core/kernels/_objs/batchtospace_op_gpu/tensorflow/core/kernels/batchtospace_op_gpu.cu.o' was not created.
ERROR: /home/zakk/tensorflow/tensorflow/core/kernels/BUILD:1458:1: not all outputs were created.
solution:
edit "third_party/gpus/crosstool/clang/bin/crosstool_wrapper_driver_is_not_gcc"
mask below code will be workable
# TODO(zhengxq): for some reason, 'gcc' needs this help to find 'as'.
# Need to investigate and fix.
#cmd = 'PATH=' + PREFIX_DIR + ' ' + cmd
